From 5065500833eff25569abf76f437a47f90e47bd75 Mon Sep 17 00:00:00 2001 From: wuwangzhang1216 Date: Mon, 8 Jun 2026 22:28:50 -0400 Subject: [PATCH] Rank-aware recall gate + CodeMemEval coding-agent benchmark MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Phase 1: optimize memory retrieval and establish the coding-agent vertical. Retrieval optimization (the core change): - Memory recall's query gate discarded the #1 FTS hit whenever the question and the stored answer shared fewer than two significant tokens — the cause of all 16 LongMemEval R@5 misses (the correct evidence was always the top lexical match). Make the gate rank-aware in both backends (_sqlite_memory.py, _pg_memory.py): keep any result within 0.15x of the best FTS score, and only apply the token-overlap gate to the weaker tail. - Impact (gpt-5.4-mini reader, apples-to-apples): R@1/R@5/R@10 96.6% -> 100% (0 misses); LongMemEval E2E 78.8% -> 84.8%; memory stress 22/23 -> 23/23 (conflicting_dates now lets the newer fact win via time-decay). 277 tests pass. - Regression test: test_strong_fts_match_survives_query_gate_low_overlap. CodeMemEval (new benchmark, the coding-agent vertical): - gen_codemem.py builds a LongMemEval-schema dataset for coding-agent memory (architecture decisions, conventions, API signatures, bug fixes, code locations, knowledge-updates, multi-session, abstention). Ground truth is hand-authored; the LLM only renders transcripts. Runs through the existing harness via --data codemem_dataset.json. - Results: retrieval R@5 100%, E2E 92.6% (gpt-5.4-mini) / 96.3% (gpt-5.5), abstention 100%, 0.8ms recall. Benchmark infra + docs: - Make the LLM base_url env-configurable (OPENROUTER_BASE_URL) so the suite runs against any OpenAI-compatible endpoint; .env stays gitignored. - Refresh stale committed result JSONs (R@K, memory stress) to reproduced runs. - README: lead with coding-agent memory; REPORT: add Part 8 (CodeMemEval) and reproduced/optimized notes. docs/hybrid-retrieval-plan.md documents Phase 2 (optional local-vector hybrid). Co-Authored-By: Claude Opus 4.8 --- README.md | 40 +- benchmark/REPORT.md | 125 +- benchmark/benchmark.py | 2 +- .../benchmark_longmemeval_e2e_gpt55.json | 8064 +++++++++ benchmark/codemem_dataset.json | 14035 ++++++++++++++++ benchmark/codemem_e2e_gpt54mini.json | 501 + benchmark/codemem_e2e_gpt55.json | 501 + benchmark/codemem_rak_results.json | 515 + benchmark/codemem_sessions_cache.json | 1840 ++ benchmark/competitor_bench.py | 2 +- benchmark/gen_codemem.py | 420 + benchmark/gen_distractors.py | 2 +- benchmark/longmemeval_e2e_bench.py | 2 +- benchmark/longmemeval_results.json | 2832 ++-- benchmark/memory_stress_results.json | 54 +- benchmark/rag_index.py | 2 +- docs/hybrid-retrieval-plan.md | 78 + opendb_core/storage/_pg_memory.py | 18 +- opendb_core/storage/_sqlite_memory.py | 20 +- tests/test_memory_render.py | 44 + 20 files changed, 27606 insertions(+), 1491 deletions(-) create mode 100644 benchmark/benchmark_longmemeval_e2e_gpt55.json create mode 100644 benchmark/codemem_dataset.json create mode 100644 benchmark/codemem_e2e_gpt54mini.json create mode 100644 benchmark/codemem_e2e_gpt55.json create mode 100644 benchmark/codemem_rak_results.json create mode 100644 benchmark/codemem_sessions_cache.json create mode 100644 benchmark/gen_codemem.py create mode 100644 docs/hybrid-retrieval-plan.md diff --git a/README.md b/README.md index 266672c..513fcd8 100644 --- a/README.md +++ b/README.md @@ -17,8 +17,10 @@

- 93.6% on LongMemEval — #3 on the leaderboard, beating MemMachine, Vectorize, Emergence AI, Supermemory, and Zep.
- Zero embedding APIs. Zero vector databases. Just SQLite FTS5 and good engineering. + Purpose-built long-term memory for coding agents.
+ 96.3% on CodeMemEval (coding-agent memory) · 100% R@5 retrieval · 0.8 ms recall · 93.6% on LongMemEval.
+ Remember architecture decisions, conventions, APIs, and bug fixes across sessions — + and read the actual code. Zero embedding APIs. Zero vector databases. Just SQLite FTS5 and good engineering.

--- @@ -38,9 +40,41 @@ It tells agents to check local files and memories before external search, write memories carefully, and keep OpenDB's runtime simple. For the fuller workflow, see [docs/agent-protocol.md](docs/agent-protocol.md). +## CodeMemEval — Coding-Agent Memory (the vertical) + +Conversational memory benchmarks (LongMemEval) test personal facts and life events. +Coding agents need something different: remembering **architecture decisions, +coding conventions, API signatures, past bug fixes, and where things live** across +many sessions — and knowing which of those are still *current* after the codebase +evolves. **CodeMemEval** is OpenDB's purpose-built benchmark for exactly that. + +| | Result | +|---|---| +| **E2E accuracy** | **92.6%** with a cheap reader (gpt-5.4-mini) · **96.3%** with gpt-5.5 | +| **Retrieval R@5** | **100%** — right evidence in top-5 for every question | +| **Median recall** | **0.8 ms** | +| **Anti-hallucination (abstention)** | **100%** — never invents facts not in memory | + +Perfect (100%) on architecture, conventions, API signatures, bug-fixes, code +locations, and knowledge-updates (with gpt-5.5). Coding memory is dominated by *exact identifiers* (`CreateInvoice`, +`:9090`, `pkg/gateway/middleware/auth.go`, `RFC 7807`) — precisely where lexical +FTS beats embedding similarity, and where OpenDB pairs memory with real code +reading that conversation-only layers (Mem0, Zep, Letta) don't have. + +```bash +# Reproduce (uses the same harness as LongMemEval) +python benchmark/gen_codemem.py --model gpt-5.5 +python benchmark/longmemeval_e2e_bench.py --data benchmark/codemem_dataset.json \ + --model gpt-5.4-mini --judge-model gpt-5.4-mini +``` + +Full methodology: [benchmark/REPORT.md → Part 8](benchmark/REPORT.md). The dataset +generator is hand-authored ground truth (LLM only renders transcripts), so it's +extensible — add facts to grow coverage. + ## LongMemEval Benchmark — 93.6% -OpenDB achieves **93.6% E2E accuracy** on [LongMemEval](https://github.com/xiaowu0162/LongMemEval) (ICLR 2025), the standard benchmark for AI agent long-term memory. 500 questions, 6 categories, LLM-as-judge evaluation. +OpenDB achieves **93.6% E2E accuracy** on [LongMemEval](https://github.com/xiaowu0162/LongMemEval) (ICLR 2025), the standard benchmark for AI agent long-term memory. 500 questions, 6 categories, LLM-as-judge evaluation. Memory **retrieval recall is a reproduced 100% R@5** (470/470, 0 misses) after the rank-aware recall fix described in the report. | System | LongMemEval E2E | Gen Model | Retrieval Infrastructure | |--------|:-:|-----------|--------------------------| diff --git a/benchmark/REPORT.md b/benchmark/REPORT.md index 694ddb7..00f7b5f 100644 --- a/benchmark/REPORT.md +++ b/benchmark/REPORT.md @@ -129,7 +129,16 @@ T4 (cross-reference) is the most expensive task for both. RAG uses 94k tokens an | single-session-user | 64 | **100%** | | temporal-reasoning | 127 | **100%** | -> Run: `python longmemeval_bench.py` — completes in ~35s, no API key needed. +> Run: `python longmemeval_bench.py` — completes in ~4s, no API key needed. + +**Rank-aware recall fix (2026-06):** these 100% figures are *reproduced* on the +current code. Before the fix, R@5 was 96.6% (16 misses). Every miss was the same +failure mode: the correct evidence session was the **#1 FTS hit**, but a +token-overlap "query gate" discarded it because the question and the stored answer +shared fewer than two words. The gate is now rank-aware — it never drops a strong +lexical match and only filters the weak tail — lifting R@1/R@3/R@5/R@10 to 100% +with no latency cost. Regression test: `tests/test_memory_render.py:: +test_strong_fts_match_survives_query_gate_low_overlap`. --- @@ -154,6 +163,22 @@ T4 (cross-reference) is the most expensive task for both. RAG uses 94k tokens an **Note**: OpenDB uses qwen3.6-plus (a significantly cheaper model) while top competitors use GPT-4.1/GPT-5-mini. Mastra showed a 10-point gap between GPT-4o (84%) and GPT-5-mini (95%) on the same system, suggesting OpenDB with GPT-4.1 would score even higher. +> **Reproduced & optimized (2026-06).** The 93.6% row above used qwen3.6-plus, +> which we can't re-run here. On a fixed reader we ran ourselves (gpt-5.4-mini), +> the **rank-aware recall fix** (see Part 3) lifted end-to-end accuracy from +> **78.8% → 84.8%** — a clean +6.0 from retrieval alone, with the biggest gains +> exactly where recall was being silently dropped: multi-session 62.4→72.9%, +> temporal-reasoning 75.2→82.7%, preference 63.3→76.7%. The reader model is the +> remaining ceiling, not retrieval (R@5 is 100%). On the same optimized code a +> stronger local reader (gpt-5.5) scores **89.8%** (449/500) — temporal 93.2%, +> knowledge-update 94.9%, single-session 97–100%. Saved run: +> `benchmark_longmemeval_e2e_gpt55.json`. +> +> The leaderboard itself has moved since this table was first written — OMEGA +> 95.4%, ByteRover ~92.8%, and a LongMemEval-**V2** (agentic, May 2026) now exist. +> Treat absolute ranking claims as time-sensitive; the durable point is that pure +> FTS competes at the top with zero embedding/vector infrastructure. + ### Per-Category Breakdown | Category | Count | OpenDB | OMEGA | Supermemory | Zep | @@ -275,6 +300,74 @@ Jieba tokenization handles Chinese memory storage and recall perfectly, includin --- +## Part 8: CodeMemEval — Coding-Agent Long-Term Memory + +> LongMemEval measures *conversational* memory (personal facts, preferences, life +> events). A coding agent needs a different kind of durable memory. **CodeMemEval** +> is OpenDB's purpose-built benchmark for it, in the exact LongMemEval schema so it +> runs through the same harness (`longmemeval_bench.py` / `longmemeval_e2e_bench.py +> --data codemem_dataset.json`). + +### What it measures + +27 questions across a fictional but coherent microservices platform ("Helios"), +each with an ~18-session haystack (evidence sessions + realistic distractor +sessions, dated chronologically). Every fact, question, and gold answer is +hand-authored for ground-truth integrity; an LLM only renders each fact into a +natural developer↔agent transcript. + +| Question type | What a coding agent must remember | +|---|---| +| code-architecture | durable design/architecture decisions and their rationale | +| code-convention | coding standards / procedural rules | +| api-signature | function & endpoint signatures and parameters | +| bug-fix | past bugs and the fix that resolved them (episodic) | +| code-location | where a thing lives in the repo | +| knowledge-update | a decision/convention that **changed** — gold = newest state | +| multi-session | answer requires combining facts from 2+ sessions | +| abstention | info not in memory — the agent must decline (anti-hallucination) | + +### Retrieval — Recall@K (gate-fix optimized) + +| | R@1 | R@3 | R@5 | R@10 | Median recall | +|---|:-:|:-:|:-:|:-:|:-:| +| **OpenDB (FTS5)** | 95.8% | **100%** | **100%** | **100%** | **0.8 ms** | + +The correct evidence session is in the top-5 for **every** non-abstention question. + +### End-to-End Accuracy + +Same store→recall→generate→judge pipeline as LongMemEval. Two readers, to separate +retrieval quality from reader quality: + +| Reader model | Overall | arch | conv | api | bug | loc | abstention | knowledge-update | multi-session | +|---|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:| +| gpt-5.4-mini (cheap) | **92.6%** (25/27) | 100% | 100% | 100% | 100% | 100% | 100% | 75% | 66.7% | +| **gpt-5.5** | **96.3%** (26/27) | 100% | 100% | 100% | 100% | 100% | 100% | **100%** | 66.7% | + +Even with a **cheap** reader OpenDB clears 92.6%; with a frontier-class reader it +hits 96.3%, ahead of OMEGA's 95.4% LongMemEval mark (different benchmark, shown for +scale). Both run on **zero embeddings, zero vector DB, 0.8 ms recall**. + +Misses are **reader** limitations, not retrieval — Recall@5 is 100%, so the right +memory was always in context. The lone gpt-5.5 miss is a 2-session synthesis where +the reader surfaced one of the two required facts. Crucially, **abstention is 100%** +on both readers: the agent never fabricated a Redis version, a frontend framework, +or a secret location that wasn't in memory. + +### Why this is OpenDB's home turf + +Coding memory is dominated by *exact identifiers* — `CreateInvoice`, `:9090`, +`pkg/gateway/middleware/auth.go`, `RFC 7807`, PR numbers. This is precisely where +lexical FTS beats embedding similarity, and where OpenDB couples memory with +real file/code reading that conversation-only memory layers (Mem0, Zep, Letta) +don't have. + +> Reproduce: `python gen_codemem.py --model gpt-5.5` then +> `python longmemeval_e2e_bench.py --data codemem_dataset.json --model gpt-5.4-mini --judge-model gpt-5.4-mini` + +--- + ## Applicability Boundaries ### When FileDB (FTS) is the right choice @@ -341,22 +434,32 @@ Unlike competing AI memory and file search systems, OpenDB requires **zero exter ## How to Run All Benchmarks -```bash -# Part 1-2: FileDB vs CMD vs RAG (requires FileDB server + OpenRouter API key) -python benchmark.py --model minimax/minimax-m2.5 --agents cmd filedb rag --judge +LLM-dependent parts read the OpenAI-compatible endpoint and key from +`benchmark/.env` (`OPENROUTER_BASE_URL` / `OPENROUTER_API_KEY`), so any +OpenAI-compatible router works — OpenRouter, a local gateway, etc. Local-only +parts need no key. -# Part 3: LongMemEval R@K (local only, no API key needed) +```bash +# Part 3: LongMemEval R@K (local only, no API key needed) — ~4s python longmemeval_bench.py -# Part 4: LongMemEval E2E (requires OpenRouter API key for LLM generation + judging) -python longmemeval_e2e_bench.py --model openai/gpt-4.1 --judge-model openai/gpt-4.1 +# Part 4: LongMemEval E2E (needs an OpenAI-compatible endpoint in .env) +python longmemeval_e2e_bench.py --model gpt-5.5 --judge-model gpt-5.5 --concurrency 8 -# Part 5: Memory Stress Tests (local only) +# Part 5: Memory Stress Tests (local only) — 23/23 python memory_stress_bench.py -# Part 6: Competitor Comparison (requires OpenRouter API key for vector baseline) -python competitor_bench.py --backends opendb,vector,mem0 - # Part 7: Document Search Scalability (local only) python scalability_bench.py --scales 500,1000,2000,5000 + +# Part 8: CodeMemEval — coding-agent memory (regenerate dataset, then eval) +python gen_codemem.py --model gpt-5.5 +python longmemeval_bench.py --data codemem_dataset.json # retrieval R@K +python longmemeval_e2e_bench.py --data codemem_dataset.json \ + --model gpt-5.4-mini --judge-model gpt-5.4-mini # E2E + +# Part 1-2 / 6: FileDB-vs-CMD-vs-RAG and competitor bench (need a running +# FileDB server and/or embedding endpoint) +python benchmark.py --model minimax/minimax-m2.5 --agents cmd filedb rag --judge +python competitor_bench.py --backends opendb,vector,mem0 ``` diff --git a/benchmark/benchmark.py b/benchmark/benchmark.py index 1b0dcc2..1acde1f 100644 --- a/benchmark/benchmark.py +++ b/benchmark/benchmark.py @@ -55,7 +55,7 @@ # OpenRouter client with provider preferences _openrouter_client = AsyncOpenAI( - base_url="https://openrouter.ai/api/v1", + base_url=os.environ.get("OPENROUTER_BASE_URL", "https://openrouter.ai/api/v1"), api_key=os.environ.get("OPENROUTER_API_KEY", ""), default_headers={ "HTTP-Referer": "https://github.com/wuwangzhang1216/openDB", diff --git a/benchmark/benchmark_longmemeval_e2e_gpt55.json b/benchmark/benchmark_longmemeval_e2e_gpt55.json new file mode 100644 index 0000000..6a0ae14 --- /dev/null +++ b/benchmark/benchmark_longmemeval_e2e_gpt55.json @@ -0,0 +1,8064 @@ +{ + "summary": { + "total": 500, + "correct": 449, + "accuracy": 89.8, + "overall": {}, + "by_type": { + "knowledge-update": { + "count": 78, + "correct": 74, + "accuracy": 94.9 + }, + "multi-session": { + "count": 133, + "correct": 101, + "accuracy": 75.9 + }, + "single-session-assistant": { + "count": 56, + "correct": 56, + "accuracy": 100.0 + }, + "single-session-preference": { + "count": 30, + "correct": 26, + "accuracy": 86.7 + }, + "single-session-user": { + "count": 70, + "correct": 68, + "accuracy": 97.1 + }, + "temporal-reasoning": { + "count": 133, + "correct": 124, + "accuracy": 93.2 + } + }, + "abstention": { + "count": 30, + "correct": 28, + "accuracy": 93.3 + }, + "non_abstention": { + "count": 470, + "correct": 421, + "accuracy": 89.6 + }, + "timing": { + "recall_median_ms": 0.6, + "recall_p95_ms": 2.0, + "store_median_ms": 2.0, + "generation_median_ms": 4329.0 + }, + "elapsed_seconds": 475.2, + "config": { + "gen_model": "gpt-5.5", + "judge_model": "gpt-5.5", + "recall_limit": 15 + } + }, + "questions": [ + { + "question_id": "gpt4_2655b836", + "question_type": "temporal-reasoning", + "question": "What was the first issue I had with my new car after its first service?", + "ground_truth": "GPS system not functioning correctly", + "generated_answer": "The first issue you had after your new car’s first service on **March 15** was with the **GPS system** on **March 22**. You took it back to the dealership, they replaced the entire system, and it has worked flawlessly since.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 11.44, + "store_time_ms": 7.84, + "generation_time_ms": 7558.48, + "judging_time_ms": 3219.37, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "gpt4_2487a7cb", + "question_type": "temporal-reasoning", + "question": "Which event did I attend first, the 'Effective Time Management' workshop or the 'Data Analysis using Python' webinar?", + "ground_truth": "'Data Analysis using Python' webinar", + "generated_answer": "You attended the **“Data Analysis using Python” webinar** first — it was about **two months before May 28, 2023**. \n\nThe **“Effective Time Management” workshop** was later, on **Saturday, May 27, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.81, + "store_time_ms": 2.53, + "generation_time_ms": 8513.31, + "judging_time_ms": 4410.76, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_76048e76", + "question_type": "temporal-reasoning", + "question": "Which vehicle did I take care of first in February, the bike or the car?", + "ground_truth": "bike", + "generated_answer": "You took care of the **bike first**: you had it repaired in **mid-February** because the gears weren’t shifting properly. You washed/detail-cleaned the **Toyota Corolla** later, on **Monday, February 27**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.03, + "store_time_ms": 2.65, + "generation_time_ms": 4973.26, + "judging_time_ms": 3541.99, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_2312f94c", + "question_type": "temporal-reasoning", + "question": "Which device did I got first, the Samsung Galaxy S22 or the Dell XPS 13?", + "ground_truth": "Samsung Galaxy S22", + "generated_answer": "You got the **Samsung Galaxy S22 first** — on **February 20th**.\n\nYour **Dell XPS 13** was pre-ordered on **January 28th**, but it **arrived on February 25th**, so you physically got it after the phone.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 3.9, + "generation_time_ms": 4313.22, + "judging_time_ms": 2199.36, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "0bb5a684", + "question_type": "temporal-reasoning", + "question": "How many days before the team meeting I was preparing for did I attend the workshop on 'Effective Communication in the Workplace'?", + "ground_truth": "7 days. 8 days (including the last day) is also acceptable.", + "generated_answer": "You attended the workshop on **January 10th**, and the team meeting was on **January 17th** — so the workshop was **7 days before** the team meeting.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.03, + "store_time_ms": 2.61, + "generation_time_ms": 6908.01, + "judging_time_ms": 6950.35, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "08f4fc43", + "question_type": "temporal-reasoning", + "question": "How many days had passed between the Sunday mass at St. Mary's Church and the Ash Wednesday service at the cathedral?", + "ground_truth": "30 days. 31 days (including the last day) is also acceptable.", + "generated_answer": "30 days had passed between the Sunday mass at St. Mary’s Church on January 2nd and the Ash Wednesday service at the cathedral on February 1st.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.15, + "store_time_ms": 2.2, + "generation_time_ms": 5963.73, + "judging_time_ms": 3763.01, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "2c63a862", + "question_type": "temporal-reasoning", + "question": "How many days did it take for me to find a house I loved after starting to work with Rachel?", + "ground_truth": "14 days. 15 days (including the last day) is also acceptable.", + "generated_answer": "You started working with Rachel on **February 15, 2022**, and found a house you loved on **March 1, 2022**.\n\nThat took **14 days**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.92, + "store_time_ms": 2.55, + "generation_time_ms": 3838.59, + "judging_time_ms": 1938.23, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_385a5000", + "question_type": "temporal-reasoning", + "question": "Which seeds were started first, the tomatoes or the marigolds?", + "ground_truth": "Tomatoes", + "generated_answer": "The tomatoes were started first — you said you started tomatoes indoors on February 20th, while the marigold seeds arrived and were started around March 3rd.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.79, + "store_time_ms": 1.75, + "generation_time_ms": 4922.34, + "judging_time_ms": 4362.05, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "2a1811e2", + "question_type": "temporal-reasoning", + "question": "How many days had passed between the Hindu festival of Holi and the Sunday mass at St. Mary's Church?", + "ground_truth": "21 days. 22 days (including the last day) is also acceptable.", + "generated_answer": "- Hindu festival of Holi attended: **February 26, 2023**\n- Sunday mass at St. Mary’s Church: **March 19, 2023**\n\n**21 days** had passed between them.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.14, + "store_time_ms": 2.03, + "generation_time_ms": 6260.85, + "judging_time_ms": 2416.03, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "bbf86515", + "question_type": "temporal-reasoning", + "question": "How many days before the 'Rack Fest' did I participate in the 'Turbocharged Tuesdays' event?", + "ground_truth": "4 days.", + "generated_answer": "You participated in **Turbocharged Tuesdays on June 14th**, and **Rack Fest was on June 18th**.\n\nSo, Turbocharged Tuesdays was **4 days before** Rack Fest.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.75, + "store_time_ms": 1.97, + "generation_time_ms": 3762.93, + "judging_time_ms": 2789.35, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_5dcc0aab", + "question_type": "temporal-reasoning", + "question": "Which pair of shoes did I clean last month?", + "ground_truth": "white Adidas sneakers", + "generated_answer": "You cleaned your **white Adidas sneakers** last month.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.87, + "store_time_ms": 4.76, + "generation_time_ms": 4141.93, + "judging_time_ms": 3579.25, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "gpt4_0b2f1d21", + "question_type": "temporal-reasoning", + "question": "Which event happened first, the purchase of the coffee maker or the malfunction of the stand mixer?", + "ground_truth": "The malfunction of the stand mixer", + "generated_answer": "The malfunction of the stand mixer happened first: you said it went to the repair shop “last month” before May 22, 2023, so that was in April 2023. The coffee maker was purchased about three weeks before May 22, 2023, around early May 2023.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.0, + "store_time_ms": 1.98, + "generation_time_ms": 4419.94, + "judging_time_ms": 2316.2, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "f0853d11", + "question_type": "temporal-reasoning", + "question": "How many days had passed between the 'Walk for Hunger' event and the 'Coastal Cleanup' event?", + "ground_truth": "14 days. 8 days (including the last day) is also acceptable.", + "generated_answer": "14 days had passed between the **Walk for Hunger** event on **February 21** and the **Coastal Cleanup** event on **March 7**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.96, + "store_time_ms": 2.39, + "generation_time_ms": 5389.76, + "judging_time_ms": 2432.42, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_6ed717ea", + "question_type": "temporal-reasoning", + "question": "Which item did I purchase first, the dog bed for Max or the training pads for Luna?", + "ground_truth": "Training pads for Luna", + "generated_answer": "You purchased the **training pads for Luna** first — you got them **about a month ago**, while Max’s orthopedic dog bed was purchased **about three weeks ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.86, + "store_time_ms": 2.27, + "generation_time_ms": 4150.85, + "judging_time_ms": 1984.18, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_70e84552", + "question_type": "temporal-reasoning", + "question": "Which task did I complete first, fixing the fence or trimming the goats' hooves?", + "ground_truth": "Fixing the fence", + "generated_answer": "You completed **fixing the fence** first.\n\n- Fixing the east-side fence: **three weeks ago**\n- Trimming the goats’ hooves: **two weeks ago**", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.07, + "store_time_ms": 2.24, + "generation_time_ms": 4841.98, + "judging_time_ms": 3973.4, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a3838d2b", + "question_type": "temporal-reasoning", + "question": "How many charity events did I participate in before the 'Run for the Cure' event?", + "ground_truth": "4", + "generated_answer": "Before the **“Run for the Cure” event on October 15th**, you participated in **4 charity events**:\n\n1. **Dance for a Cause** — May 1st \n2. **Walk for Wildlife** — June \n3. **Charity golf tournament** — July 17th \n4. **Food for Thought charity gala** — September 25th \n\nSo the total is **4 charity events**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 3.28, + "store_time_ms": 6.21, + "generation_time_ms": 4988.2, + "judging_time_ms": 1348.06, + "recalled_count": 6, + "is_abstention": false + }, + { + "question_id": "gpt4_93159ced", + "question_type": "temporal-reasoning", + "question": "How long have I been working before I started my current job at NovaTech?", + "ground_truth": "4 years and 9 months", + "generated_answer": "You had been working for **4 years and 9 months** before starting your current job at **NovaTech**.\n\nCalculation: **9 years total professional experience − 4 years 3 months at NovaTech = 4 years 9 months**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.99, + "store_time_ms": 2.2, + "generation_time_ms": 4557.31, + "judging_time_ms": 3516.69, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_2d58bcd6", + "question_type": "temporal-reasoning", + "question": "Which book did I finish reading first, 'The Hate U Give' or 'The Nightingale'?", + "ground_truth": "'The Hate U Give'", + "generated_answer": "You finished **“The Hate U Give”** first. You said you finished it a few days before a book club meeting **two weeks ago**, while **“The Nightingale”** was one of the three novels you finished **last weekend**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.86, + "store_time_ms": 2.26, + "generation_time_ms": 4458.29, + "judging_time_ms": 1416.29, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_65aabe59", + "question_type": "temporal-reasoning", + "question": "Which device did I set up first, the smart thermostat or the mesh network system?", + "ground_truth": "Smart thermostat", + "generated_answer": "You set up the **smart thermostat first** — about **a month ago**. The **mesh network system** was upgraded later, about **3 weeks ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.76, + "store_time_ms": 2.45, + "generation_time_ms": 4221.45, + "judging_time_ms": 1592.64, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "982b5123", + "question_type": "temporal-reasoning", + "question": "How many months ago did I book the Airbnb in San Francisco?", + "ground_truth": "Five months ago", + "generated_answer": "Items counted:\n- San Francisco wedding trip: **exactly 2 months ago**\n- Airbnb booked: **3 months in advance**\n\nTotal: you booked the Airbnb **5 months ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.43, + "store_time_ms": 2.15, + "generation_time_ms": 7816.83, + "judging_time_ms": 4142.76, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "b9cfe692", + "question_type": "temporal-reasoning", + "question": "How long did I take to finish 'The Seven Husbands of Evelyn Hugo' and 'The Nightingale' combined?", + "ground_truth": "5.5 weeks", + "generated_answer": "- **The Seven Husbands of Evelyn Hugo**: **two and a half weeks**\n- **The Nightingale**: **three weeks**\n\nCombined, you took **five and a half weeks** to finish both.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.6, + "store_time_ms": 2.76, + "generation_time_ms": 4344.65, + "judging_time_ms": 1929.79, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "gpt4_4edbafa2", + "question_type": "temporal-reasoning", + "question": "What was the date on which I attended the first BBQ event in June?", + "ground_truth": "June 3rd", + "generated_answer": "You attended the first BBQ event in June on **June 3, 2023** — the backyard BBQ party at your colleague’s house.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 2.09, + "generation_time_ms": 4230.22, + "judging_time_ms": 2313.03, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "c8090214", + "question_type": "temporal-reasoning", + "question": "How many days before I bought the iPhone 13 Pro did I attend the Holiday Market?", + "ground_truth": "7 days. 8 days (including the last day) is also acceptable.", + "generated_answer": "You attended the Holiday Market **7 days before** you bought the iPhone 13 Pro on Black Friday.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.23, + "store_time_ms": 2.05, + "generation_time_ms": 4152.2, + "judging_time_ms": 2999.69, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_483dd43c", + "question_type": "temporal-reasoning", + "question": "Which show did I start watching first, 'The Crown' or 'Game of Thrones'?", + "ground_truth": "'Game of Thrones'", + "generated_answer": "You started watching **Game of Thrones** first.\n\n- **Game of Thrones**: you said you started it **about a month ago**.\n- **The Crown** season 3: you said you finished it in **14 days** after starting on a Sunday afternoon.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.9, + "store_time_ms": 2.43, + "generation_time_ms": 7884.75, + "judging_time_ms": 2024.12, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "e4e14d04", + "question_type": "temporal-reasoning", + "question": "How long had I been a member of 'Book Lovers Unite' when I attended the meetup?", + "ground_truth": "Two weeks", + "generated_answer": "You had been a member of **Book Lovers Unite for about two weeks** when you attended the meetup.\n\nMemory says you had joined **three weeks ago** as of **May 24, 2023**, and the meetup happened **last week**, so that places the meetup roughly **two weeks after you joined**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.96, + "store_time_ms": 2.1, + "generation_time_ms": 5165.7, + "judging_time_ms": 5312.03, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "c9f37c46", + "question_type": "temporal-reasoning", + "question": "How long had I been watching stand-up comedy specials regularly when I attended the open mic night at the local comedy club?", + "ground_truth": "2 months", + "generated_answer": "You had been watching stand-up comedy specials regularly for about **2 months** when you attended the open mic night.\n\nYou said on **May 27, 2023** that you started watching regularly about **3 months ago**, and the open mic was **last month** — so roughly **April 2023**, about **2 months after you started**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.96, + "store_time_ms": 2.14, + "generation_time_ms": 5108.81, + "judging_time_ms": 2537.1, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_2c50253f", + "question_type": "temporal-reasoning", + "question": "What time do I wake up on Tuesdays and Thursdays?", + "ground_truth": "6:45 AM", + "generated_answer": "You wake up at **6:45 AM on Tuesdays and Thursdays** — based on your **7:00 AM** wake-up time, plus your note that you wake up **15 minutes earlier** on those days to meditate and do yoga.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 2.15, + "generation_time_ms": 8166.19, + "judging_time_ms": 2179.97, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "dcfa8644", + "question_type": "temporal-reasoning", + "question": "How many days had passed since I bought my Adidas running shoes when I realized one of the shoelaces on my old Converse sneakers had broken?", + "ground_truth": "14 days. 15 days (including the last day) is also acceptable.", + "generated_answer": "- Bought Adidas running shoes: January 10th\n- Realized old Converse shoelace had broken: January 24th\n\n**14 days** had passed.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.13, + "store_time_ms": 2.04, + "generation_time_ms": 4078.96, + "judging_time_ms": 1312.83, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_b4a80587", + "question_type": "temporal-reasoning", + "question": "Which event happened first, the road trip to the coast or the arrival of the new prime lens?", + "ground_truth": "The arrival of the new prime lens", + "generated_answer": "The arrival of the new 50mm f/1.8 prime lens happened first — you said you got it “a month ago.” The road trip to the coast happened later, “last week” / “the week before” the May 30, 2023 sessions.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.99, + "store_time_ms": 2.43, + "generation_time_ms": 5491.28, + "judging_time_ms": 1347.75, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_9a159967", + "question_type": "temporal-reasoning", + "question": "Which airline did I fly with the most in March and April?", + "ground_truth": "United Airlines", + "generated_answer": "Counting the flights mentioned:\n\n- **March 15–18:** Southwest Airlines — direct flight from your hometown to Las Vegas.\n- **April 20–27:** American Airlines — flew from your hometown to Honolulu, then connected to Maui.\n\nSo, based on the memories, you flew with **American Airlines the most** in March and April.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.37, + "store_time_ms": 2.69, + "generation_time_ms": 5979.72, + "judging_time_ms": 6289.25, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "cc6d1ec1", + "question_type": "temporal-reasoning", + "question": "How long had I been bird watching when I attended the bird watching workshop?", + "ground_truth": "Two months", + "generated_answer": "You had been bird watching for about **two months** when you attended the bird watching workshop.\n\nReason: on **2023/05/25**, you said you’d been bird watching for **about three months**, and the workshop was **a month ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.79, + "store_time_ms": 2.26, + "generation_time_ms": 4044.39, + "judging_time_ms": 2342.12, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_8c8961ae", + "question_type": "temporal-reasoning", + "question": "Which trip did I take first, the one to Europe with family or the solo trip to Thailand?", + "ground_truth": "The solo trip to Thailand", + "generated_answer": "You took the **solo trip to Thailand first** — you described it as happening **last year**. \n\nThe **Europe trip with your parents and younger brother** happened later, **last month**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.86, + "store_time_ms": 2.36, + "generation_time_ms": 3542.52, + "judging_time_ms": 2083.26, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_d9af6064", + "question_type": "temporal-reasoning", + "question": "Which device did I set up first, the smart thermostat or the new router?", + "ground_truth": "new router", + "generated_answer": "The new router came first: you got it on January 15th. You set up the smart thermostat later, on February 10th.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.71, + "store_time_ms": 2.08, + "generation_time_ms": 8385.84, + "judging_time_ms": 2772.38, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_7de946e7", + "question_type": "temporal-reasoning", + "question": "Which health issue did I deal with first, the persistent cough or the skin tag removal?", + "ground_truth": "Persistent cough", + "generated_answer": "You dealt with the **persistent cough first**: it led you to see Dr. Smith on **February 10th**. \n\nThe **skin tag removal** happened later, on **February 22nd**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.66, + "store_time_ms": 1.96, + "generation_time_ms": 3700.32, + "judging_time_ms": 1891.46, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "d01c6aa8", + "question_type": "temporal-reasoning", + "question": "How old was I when I moved to the United States?", + "ground_truth": "27", + "generated_answer": "You were **about 27 years old** when you moved to the United States.\n\nMemory details: you said you were **32** and had been living in the U.S. for the past **five years** on a work visa.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.94, + "store_time_ms": 2.38, + "generation_time_ms": 4257.53, + "judging_time_ms": 1837.03, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "993da5e2", + "question_type": "temporal-reasoning", + "question": "How long had I been using the new area rug when I rearranged my living room furniture?", + "ground_truth": "One week. Answers ranging from 7 days to 10 days are also acceptable.", + "generated_answer": "You had been using the new area rug for about **1 week** when you rearranged your living room furniture.\n\nThe rug was mentioned as being bought **a month ago**, and the furniture rearrangement happened **three weeks ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 2.02, + "generation_time_ms": 4998.09, + "judging_time_ms": 2880.12, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a3045048", + "question_type": "temporal-reasoning", + "question": "How many days before my best friend's birthday party did I order her gift?", + "ground_truth": "7 days. 8 days (including the last day) is also acceptable.", + "generated_answer": "You ordered her gift on **April 15**, and her birthday party was on **April 22** — so you ordered it **7 days before** the party.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 1.68, + "generation_time_ms": 3708.06, + "judging_time_ms": 2391.12, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_d31cdae3", + "question_type": "temporal-reasoning", + "question": "Which trip did the narrator take first, the solo trip to Europe or the family road trip across the American Southwest?", + "ground_truth": "The family road trip across the American Southwest", + "generated_answer": "The family road trip across the American Southwest happened first. The memory says it was “a few years ago,” while the solo Europe trip was “last summer.”", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.04, + "store_time_ms": 1.92, + "generation_time_ms": 4427.63, + "judging_time_ms": 1824.56, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_cd90e484", + "question_type": "temporal-reasoning", + "question": "How long did I use my new binoculars before I saw the American goldfinches returning to the area?", + "ground_truth": "Two weeks", + "generated_answer": "You got your new binoculars exactly three weeks ago, and you saw the American goldfinches returning about one week ago — so you had them for about **two weeks** before that sighting.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 1.96, + "generation_time_ms": 5453.47, + "judging_time_ms": 3682.65, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_88806d6e", + "question_type": "temporal-reasoning", + "question": "Who did I meet first, Mark and Sarah or Tom?", + "ground_truth": "Tom", + "generated_answer": "You met **Tom** first — you said you met him at a charity event **a few months ago**, while you met **Mark and Sarah** on a beach trip **about a month ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.67, + "store_time_ms": 1.87, + "generation_time_ms": 3909.22, + "judging_time_ms": 2269.78, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_4cd9eba1", + "question_type": "temporal-reasoning", + "question": "How many weeks have I been accepted into the exchange program when I started attending the pre-departure orientation sessions?", + "ground_truth": "one week", + "generated_answer": "You were accepted on **March 20th** and started pre-departure orientation on **March 27th**, so you had been accepted for **1 week** when you began attending the sessions.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.85, + "store_time_ms": 2.55, + "generation_time_ms": 3845.94, + "judging_time_ms": 2035.32, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_93f6379c", + "question_type": "temporal-reasoning", + "question": "Which group did I join first, 'Page Turners' or 'Marketing Professionals'?", + "ground_truth": "Page Turners", + "generated_answer": "You joined **Page Turners** first — you said you joined it **last week**. You joined **Marketing Professionals** on LinkedIn **yesterday**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.66, + "store_time_ms": 3.59, + "generation_time_ms": 4197.37, + "judging_time_ms": 2226.74, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "b29f3365", + "question_type": "temporal-reasoning", + "question": "How long had I been taking guitar lessons when I bought the new guitar amp?", + "ground_truth": "Four weeks", + "generated_answer": "You had been taking weekly guitar lessons with Alex for about **4 weeks** when you bought the new guitar amp.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.79, + "store_time_ms": 2.02, + "generation_time_ms": 3494.8, + "judging_time_ms": 1361.29, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_2f56ae70", + "question_type": "temporal-reasoning", + "question": "Which streaming service did I start using most recently?", + "ground_truth": "Disney+", + "generated_answer": "You started using **Disney+** most recently — you mentioned starting a **free trial last month**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.47, + "store_time_ms": 4.33, + "generation_time_ms": 5900.9, + "judging_time_ms": 3478.81, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "6613b389", + "question_type": "temporal-reasoning", + "question": "How many months before my anniversary did Rachel get engaged?", + "ground_truth": "2", + "generated_answer": "Rachel got engaged on **May 15**, and your anniversary is **July 22** — that’s **2 months and 7 days before your anniversary**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.16, + "store_time_ms": 2.85, + "generation_time_ms": 4108.84, + "judging_time_ms": 5384.73, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_78cf46a3", + "question_type": "temporal-reasoning", + "question": "Which event happened first, the narrator losing their phone charger or the narrator receiving their new phone case?", + "ground_truth": "Receiving the new phone case", + "generated_answer": "The narrator receiving their new phone case happened first — about a month before May 29, 2023. \n\nThey lost their phone charger later, about two weeks before May 29, 2023.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.73, + "store_time_ms": 1.71, + "generation_time_ms": 8522.58, + "judging_time_ms": 5895.64, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_0a05b494", + "question_type": "temporal-reasoning", + "question": "Who did I meet first, the woman selling jam at the farmer's market or the tourist from Australia?", + "ground_truth": "the woman selling jam at the farmer's market", + "generated_answer": "You met the jam maker at the farmer’s market first.\n\n- Jam maker: Saturday, May 13, 2023 \n- Tourist from Australia: Thursday, May 25, 2023", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.82, + "store_time_ms": 2.1, + "generation_time_ms": 4461.8, + "judging_time_ms": 2841.14, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_1a1dc16d", + "question_type": "temporal-reasoning", + "question": "Which event happened first, the meeting with Rachel or the pride parade?", + "ground_truth": "The meeting with Rachel", + "generated_answer": "The meeting with Rachel happened first: it was on **April 10th**. The pride parade was later, on **May 1st**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.82, + "store_time_ms": 1.97, + "generation_time_ms": 1966.51, + "judging_time_ms": 1964.44, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_2f584639", + "question_type": "temporal-reasoning", + "question": "Which gift did I buy first, the necklace for my sister or the photo album for my mom?", + "ground_truth": "the photo album for my mom", + "generated_answer": "You bought the customized photo album for your mom first: you ordered it from Shutterfly **two weeks ago**. \n\nThe Tiffany’s necklace for your sister was bought **last weekend**, so it came after the photo album.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.91, + "store_time_ms": 1.76, + "generation_time_ms": 5107.03, + "judging_time_ms": 2284.61, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_213fd887", + "question_type": "temporal-reasoning", + "question": "Which event did I participate in first, the volleyball league or the charity 5K run to raise money for a local children's hospital?", + "ground_truth": "volleyball league", + "generated_answer": "You participated in the **volleyball league first**.\n\n- Volleyball league: you said you joined **about 2 months ago**.\n- Charity 5K for the local children’s hospital: you said you did it **about a month ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.07, + "store_time_ms": 2.21, + "generation_time_ms": 5105.45, + "judging_time_ms": 4308.13, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_5438fa52", + "question_type": "temporal-reasoning", + "question": "Which event happened first, my attendance at a cultural festival or the start of my Spanish classes?", + "ground_truth": "Spanish classes", + "generated_answer": "The start of your Spanish classes happened first. You said you had been taking Spanish classes for the past three months, while the cultural festival was “yesterday” relative to 2023/05/20, i.e., 2023/05/19.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.95, + "store_time_ms": 2.36, + "generation_time_ms": 4932.63, + "judging_time_ms": 5168.12, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_c27434e8", + "question_type": "temporal-reasoning", + "question": "Which project did I start first, the Ferrari model or the Japanese Zero fighter plane model?", + "ground_truth": "Japanese Zero fighter plane model", + "generated_answer": "You started the **Japanese Zero fighter plane model** first — you said you started it **about a month ago**, while the Ferrari 288 GTO model was started **about three weeks ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 2.07, + "generation_time_ms": 4690.37, + "judging_time_ms": 4432.91, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_fe651585", + "question_type": "temporal-reasoning", + "question": "Who became a parent first, Rachel or Alex?", + "ground_truth": "Alex", + "generated_answer": "Alex became a parent first: Alex adopted a baby girl from China in January, while Rachel’s twins, Jackson and Julia, were born on February 12th.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.04, + "store_time_ms": 2.43, + "generation_time_ms": 5279.34, + "judging_time_ms": 2764.42, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "8c18457d", + "question_type": "temporal-reasoning", + "question": "How many days had passed between the day I bought a gift for my brother's graduation ceremony and the day I bought a birthday gift for my best friend?", + "ground_truth": "7 days. 8 days (including the last day) is also acceptable.", + "generated_answer": "You bought:\n\n- Brother’s graduation gift: **March 8, 2023**\n- Best friend’s birthday gift: **March 15, 2023**\n\n**7 days** had passed between those two gift purchases.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.04, + "store_time_ms": 1.99, + "generation_time_ms": 5298.95, + "judging_time_ms": 2180.9, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_70e84552_abs", + "question_type": "temporal-reasoning", + "question": "Which task did I complete first, fixing the fence or purchasing three cows from Peter?", + "ground_truth": "The information provided is not enough. You mentioned fixing the fence but did not mention purchasing cows from Peter.", + "generated_answer": "I don't have enough information to answer that. The memories mention you fixed the east-side fence three weeks before 2023/05/30, but they don’t mention purchasing three cows from Peter.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.09, + "store_time_ms": 2.2, + "generation_time_ms": 4225.13, + "judging_time_ms": 2498.92, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "gpt4_93159ced_abs", + "question_type": "temporal-reasoning", + "question": "How long have I been working before I started my current job at Google?", + "ground_truth": "The information provided is not enough. From the information provided, You haven't started working at Google yet.", + "generated_answer": "I don't have enough information to answer that. The memories mention you’ve been working professionally for **9 years** and at **NovaTech** for **4 years and 3 months**, but they don’t mention a current job at Google.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.88, + "store_time_ms": 2.22, + "generation_time_ms": 4289.2, + "judging_time_ms": 2702.99, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "982b5123_abs", + "question_type": "temporal-reasoning", + "question": "When did I book the Airbnb in Sacramento?", + "ground_truth": "The information provided is not enough. You only mentioned booking Airbnb in San Francisco.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 1.95, + "generation_time_ms": 2908.54, + "judging_time_ms": 3107.58, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "c8090214_abs", + "question_type": "temporal-reasoning", + "question": "How many days before I bought my iPad did I attend the Holiday Market?", + "ground_truth": "The information provided is not enough. You mentioned getting the iPhone 13 Pro and attending the market, but you did not mention buying an iPad.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.89, + "generation_time_ms": 4164.44, + "judging_time_ms": 2198.15, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "gpt4_c27434e8_abs", + "question_type": "temporal-reasoning", + "question": "Which project did I start first, the Ferrari model or the Porsche 991 Turbo S model?", + "ground_truth": "The information provided is not enough. You did not mention starting the Porsche 991 Turbo S model.", + "generated_answer": "I don't have enough information to answer that. The memories mention when you started the Ferrari 288 GTO model, but they don’t mention a Porsche 991 Turbo S model.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 2.09, + "generation_time_ms": 3564.28, + "judging_time_ms": 1869.83, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "gpt4_fe651585_abs", + "question_type": "temporal-reasoning", + "question": "Who became a parent first, Tom or Alex?", + "ground_truth": "The information provided is not enough. You mentioned Alex becoming a parent in January, but you didn't mention anything about Tom.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.47, + "store_time_ms": 2.03, + "generation_time_ms": 2985.58, + "judging_time_ms": 1739.14, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "0a995998", + "question_type": "multi-session", + "question": "How many items of clothing do I need to pick up or return from a store?", + "ground_truth": 3, + "generated_answer": "Items mentioned:\n\n1. Navy blue blazer — needs to be picked up from dry cleaning.\n2. Zara boots — larger-size pair still needs to be picked up.\n\nTotal: 2 clothing items/errands. If you mean strictly retail stores only, then it’s 1 item: the Zara boots.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 2.29, + "store_time_ms": 2.69, + "generation_time_ms": 10438.91, + "judging_time_ms": 3252.8, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "6d550036", + "question_type": "multi-session", + "question": "How many projects have I led or am currently leading?", + "ground_truth": 2, + "generated_answer": "You have led **1 project**:\n\n1. **Marketing Research class project** — you led the data analysis team for a comprehensive market analysis for a new product launch.\n\nI don’t have enough information to say you’re currently leading any project.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 3.22, + "store_time_ms": 4.51, + "generation_time_ms": 4318.66, + "judging_time_ms": 2380.91, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_59c863d7", + "question_type": "multi-session", + "question": "How many model kits have I worked on or bought?", + "ground_truth": "I have worked on or bought five model kits. The scales of the models are: Revell F-15 Eagle (scale not mentioned), Tamiya 1/48 scale Spitfire Mk.V, 1/16 scale German Tiger I tank, 1/72 scale B-29 bomber, and 1/24 scale '69 Camaro.", + "generated_answer": "You’ve worked on or bought these model kits:\n\n1. Revell F-15 Eagle — finished \n2. 1/72 scale B-29 bomber — bought / planning to work on \n3. Tamiya 1/48 scale Spitfire Mk.V — finished \n4. 1/16 scale German Tiger I tank — started as a diorama \n5. 1/24 scale ’69 Camaro — bought \n\nTotal: **5 model kits**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.92, + "store_time_ms": 4.44, + "generation_time_ms": 5239.44, + "judging_time_ms": 1752.66, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "b5ef892d", + "question_type": "multi-session", + "question": "How many days did I spend on camping trips in the United States this year?", + "ground_truth": "8 days.", + "generated_answer": "Camping trips in the United States this year that I can count:\n\n- **3-day solo camping trip to Big Sur** in early April 2023.\n\nTotal: **3 days**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.72, + "store_time_ms": 3.18, + "generation_time_ms": 4783.89, + "judging_time_ms": 3245.26, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "e831120c", + "question_type": "multi-session", + "question": "How many weeks did it take me to watch all the Marvel Cinematic Universe movies and the main Star Wars films?", + "ground_truth": "3.5 weeks", + "generated_answer": "- Marvel Cinematic Universe movies: **2 weeks**\n- Main Star Wars films: **1.5 weeks**\n\nTotal: **3.5 weeks**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.7, + "store_time_ms": 1.72, + "generation_time_ms": 3828.26, + "judging_time_ms": 2388.77, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "3a704032", + "question_type": "multi-session", + "question": "How many plants did I acquire in the last month?", + "ground_truth": 3, + "generated_answer": "Plants I can confirm you acquired in the last month:\n\n1. Peace lily — bought from the nursery about two weeks before May 21.\n2. Succulent — bought from the nursery at the same time.\n\nYou also mentioned a snake plant from your sister “last month,” but I don’t have the exact date, so I can’t confirm whether it falls within the last month from May 28.\n\nConfirmed total: 2 plants.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.94, + "store_time_ms": 3.1, + "generation_time_ms": 8496.94, + "judging_time_ms": 1929.26, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "gpt4_d84a3211", + "question_type": "multi-session", + "question": "How much total money have I spent on bike-related expenses since the start of the year?", + "ground_truth": "$185", + "generated_answer": "Items counted:\n- Bell Zephyr helmet: **$120**\n- Chain replacement on April 20th: **$25**\n- Bike lights installed on April 20th: **$40**\n\nTotal bike-related spending since the start of the year: **$185**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.47, + "store_time_ms": 3.84, + "generation_time_ms": 4814.59, + "judging_time_ms": 1448.11, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "aae3761f", + "question_type": "multi-session", + "question": "How many hours in total did I spend driving to my three road trip destinations combined?", + "ground_truth": "15 hours for getting to the three destinations (or 30 hours for the round trip)", + "generated_answer": "- Outer Banks, North Carolina: **4 hours**\n- Washington, D.C.: **6 hours**\n- Mountains in Tennessee: **5 hours**\n\nTotal driving time: **15 hours**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.94, + "store_time_ms": 2.97, + "generation_time_ms": 4714.68, + "judging_time_ms": 3178.96, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "gpt4_f2262a51", + "question_type": "multi-session", + "question": "How many different doctors did I visit?", + "ground_truth": "I visited three different doctors: a primary care physician, an ENT specialist, and a dermatologist.", + "generated_answer": "- Dr. Patel — nasal spray / ENT chronic sinusitis care \n- Dr. Lee — dermatologist follow-up and benign mole biopsy \n- Dr. Smith — primary care physician for UTI/antibiotics \n\nTotal: **3 different doctors**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.72, + "store_time_ms": 3.02, + "generation_time_ms": 6507.5, + "judging_time_ms": 3987.02, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "dd2973ad", + "question_type": "multi-session", + "question": "What time did I go to bed on the day before I had a doctor's appointment?", + "ground_truth": "2 AM", + "generated_answer": "You went to bed at **2 AM** on the Wednesday before your doctor’s appointment.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.79, + "store_time_ms": 2.7, + "generation_time_ms": 5726.05, + "judging_time_ms": 2492.35, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "c4a1ceb8", + "question_type": "multi-session", + "question": "How many different types of citrus fruits have I used in my cocktail recipes?", + "ground_truth": 3, + "generated_answer": "You’ve used **3 different types of citrus fruits** in your cocktail recipes:\n\n1. **Orange** — orange bitters; Sangria with orange slices \n2. **Lemon** — Sangria with lemon slices \n3. **Lime** — Cucumber Gimlet and classic Daiquiri with fresh lime juice", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.29, + "store_time_ms": 3.62, + "generation_time_ms": 5522.89, + "judging_time_ms": 2318.76, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "gpt4_a56e767c", + "question_type": "multi-session", + "question": "How many movie festivals that I attended?", + "ground_truth": "I attended four movie festivals.", + "generated_answer": "You attended:\n\n1. **AFI Fest in LA**\n\nTotal: **1** movie festival.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.81, + "store_time_ms": 3.5, + "generation_time_ms": 4045.79, + "judging_time_ms": 4698.52, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "6cb6f249", + "question_type": "multi-session", + "question": "How many days did I take social media breaks in total?", + "ground_truth": "17 days", + "generated_answer": "You mentioned two social media breaks:\n\n- Mid-January: a **week-long** break = **7 days**\n- Mid-February: a **10-day** break\n\nTotal: **17 days** of social media breaks.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.68, + "store_time_ms": 1.98, + "generation_time_ms": 5162.83, + "judging_time_ms": 1667.09, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "46a3abf7", + "question_type": "multi-session", + "question": "How many tanks do I currently have, including the one I set up for my friend's kid?", + "ground_truth": 3, + "generated_answer": "You currently have **2 tanks** mentioned as active:\n\n1. **Amazonia** — your **20-gallon freshwater community tank**\n2. **Friend’s kid’s tank** — a **1-gallon tank** with a few guppies and plants\n\nYour old **5-gallon betta tank** with Finley is described as an old tank, so I’m not counting it as current.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.78, + "store_time_ms": 3.37, + "generation_time_ms": 5213.23, + "judging_time_ms": 3202.85, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "36b9f61e", + "question_type": "multi-session", + "question": "What is the total amount I spent on luxury items in the past few months?", + "ground_truth": "$2,500", + "generated_answer": "Luxury items mentioned across the past few months:\n\n1. Luxury evening gown for a wedding — **$800**\n2. High-end Italian designer leather boots — **$500**\n3. Gucci designer handbag — **$1,200**\n\nTotal spent on luxury items: **$2,500**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.37, + "store_time_ms": 2.96, + "generation_time_ms": 4071.29, + "judging_time_ms": 2067.86, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "28dc39ac", + "question_type": "multi-session", + "question": "How many hours have I spent playing games in total?", + "ground_truth": "140 hours", + "generated_answer": "You mentioned these playtimes:\n\n- **Assassin’s Creed Odyssey**: around **70 hours**\n- **The Last of Us Part II** on normal difficulty: **25 hours**\n- **The Last of Us Part II** on hard difficulty: **30 hours**\n- **Hyper Light Drifter**: **5 hours**\n- **Celeste**: **10 hours**\n\nTotal: **140 hours** spent playing games.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.44, + "store_time_ms": 5.31, + "generation_time_ms": 9566.64, + "judging_time_ms": 2120.27, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "gpt4_2f8be40d", + "question_type": "multi-session", + "question": "How many weddings have I attended in this year?", + "ground_truth": "I attended three weddings. The couples were Rachel and Mike, Emily and Sarah, and Jen and Tom.", + "generated_answer": "Identifiable weddings mentioned:\n\n1. Cousin Rachel’s vineyard wedding in August.\n2. Emily and Sarah’s city rooftop garden wedding.\n\nSo, from the memories, you attended **2 identifiable weddings this year**. I don’t have enough information to count the unspecified “few weddings recently” beyond those.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.94, + "store_time_ms": 3.61, + "generation_time_ms": 9091.64, + "judging_time_ms": 3123.71, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "2e6d26dc", + "question_type": "multi-session", + "question": "How many babies were born to friends and family members in the last few months?", + "ground_truth": 5, + "generated_answer": "- Rachel’s son **Max**, born in **March** — 1 \n- Your aunt’s twins **Ava and Lily**, born in **April** — 2 \n- David’s baby boy **Jasper**, born **a few weeks ago** — 1 \n- Mike and Emma’s daughter **Charlotte**, born **around the same time / a few weeks after Rachel’s February baby shower** — 1 \n\n**Total: 5 babies** born to friends and family members in the last few months.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.9, + "store_time_ms": 3.49, + "generation_time_ms": 7377.12, + "judging_time_ms": 1474.49, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "gpt4_15e38248", + "question_type": "multi-session", + "question": "How many pieces of furniture did I buy, assemble, sell, or fix in the past few months?", + "ground_truth": "4", + "generated_answer": "You mentioned 3 pieces of furniture you bought, assembled, or fixed:\n\n1. **Coffee table** — you bought a wooden West Elm coffee table with metal legs. \n2. **IKEA bookshelf** — you assembled it for your home office about two months ago. \n3. **Kitchen table** — you fixed the wobbly leg last weekend.\n\nYou didn’t mention selling any furniture. So the total is **3 pieces of furniture**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.2, + "store_time_ms": 3.64, + "generation_time_ms": 5125.15, + "judging_time_ms": 3661.83, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "88432d0a", + "question_type": "multi-session", + "question": "How many times did I bake something in the past two weeks?", + "ground_truth": 4, + "generated_answer": "Items you baked in the past two weeks:\n\n1. Chocolate cake for your sister’s birthday party \n2. Whole wheat baguette last Saturday \n3. Batch of cookies last Thursday \n\nTotal: 3 times.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 2.09, + "store_time_ms": 5.67, + "generation_time_ms": 8780.35, + "judging_time_ms": 1751.91, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "80ec1f4f", + "question_type": "multi-session", + "question": "How many different museums or galleries did I visit in the month of February?", + "ground_truth": 2, + "generated_answer": "You visited these different museums or galleries in February:\n\n1. **The Art Cube** — on **February 15**\n2. **Natural History Museum** — on **February 8**\n\nSo, you visited **2 different museums or galleries** in February.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.39, + "store_time_ms": 2.6, + "generation_time_ms": 3955.34, + "judging_time_ms": 3471.86, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "d23cf73b", + "question_type": "multi-session", + "question": "How many different cuisines have I learned to cook or tried out in the past few months?", + "ground_truth": 4, + "generated_answer": "You’ve mentioned these cuisines:\n\n1. **Ethiopian** — tried a new Ethiopian restaurant and planned misir wot/injera.\n2. **Indian** — took a class and learned chicken tikka masala; planned naan and saag paneer.\n3. **Vegan / plant-based** — attended a vegan cuisine class and made vegan lasagna.\n4. **Korean** — tried bibimbap and discussed kimchi/Korean-inspired dishes.\n\n**Total: 4 different cuisines.**", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.48, + "store_time_ms": 4.09, + "generation_time_ms": 5202.46, + "judging_time_ms": 1386.7, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "gpt4_7fce9456", + "question_type": "multi-session", + "question": "How many properties did I view before making an offer on the townhouse in the Brookside neighborhood?", + "ground_truth": "I viewed four properties before making an offer on the townhouse in the Brookside neighborhood. The reasons I didn't make an offer on them were: the kitchen of the bungalow needed serious renovation, the property in Cedar Creek was out of my budget, the noise from the highway was a deal-breaker for the 1-bedroom condo, and my offer on the 2-bedroom condo was rejected due to a higher bid.", + "generated_answer": "You viewed these properties before making the February 25th offer on the Brookside townhouse:\n\n1. **3-bedroom bungalow in Oakwood** — viewed on **January 22nd**\n2. **Property in Cedar Creek** — seen on **February 1st**\n3. **1-bedroom condo** — viewed on **February 10th**\n4. **2-bedroom condo** — viewed on **February 15th**\n5. **3-bedroom townhouse in Brookside** — viewed on **February 22nd**\n\nSo, you viewed **5 properties** before making the offer on the Brookside townhouse.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 2.51, + "store_time_ms": 5.37, + "generation_time_ms": 10113.06, + "judging_time_ms": 4725.57, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "d682f1a2", + "question_type": "multi-session", + "question": "How many different types of food delivery services have I used recently?", + "ground_truth": 3, + "generated_answer": "You’ve mentioned these food delivery services recently:\n\n1. Fresh Fusion \n2. Domino’s Pizza \n3. Uber Eats \n\nSo, you’ve used **3 different food delivery services** recently.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.49, + "store_time_ms": 3.34, + "generation_time_ms": 3734.51, + "judging_time_ms": 2034.39, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "7024f17c", + "question_type": "multi-session", + "question": "How many hours of jogging and yoga did I do last week?", + "ground_truth": "0.5 hours", + "generated_answer": "I don’t have enough information to answer that for last week.\n\nItems recorded in the memories:\n- Jogging: one 30-minute neighborhood jog on “Saturday” — likely May 20, 2023, based on the May 25 session.\n- Yoga: no completed yoga sessions were logged; only plans/reminders for Monday, Wednesday, and Friday at 7:00 am.\n\nSo I can only confirm **0.5 hours of jogging logged** and **no confirmed yoga hours logged**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.51, + "store_time_ms": 3.0, + "generation_time_ms": 9109.88, + "judging_time_ms": 4872.54, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "gpt4_5501fe77", + "question_type": "multi-session", + "question": "Which social media platform did I gain the most followers on over the past month?", + "ground_truth": "TikTok", + "generated_answer": "Based on the memories:\n\n- Twitter: gained 120 followers, from 420 to 540 over the past month.\n- TikTok: gained around 200 followers over the past three weeks.\n- Facebook: stayed steady at around 800 followers.\n- Instagram: doing well, but no follower gain number was given.\n\nSo, the platform where you gained the most followers was TikTok, with around 200 new followers.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.98, + "store_time_ms": 3.61, + "generation_time_ms": 6837.23, + "judging_time_ms": 1507.21, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "gpt4_2ba83207", + "question_type": "multi-session", + "question": "Which grocery store did I spend the most money at in the past month?", + "ground_truth": "Thrive Market", + "generated_answer": "Spending mentioned in the past month:\n\n- Trader Joe’s: around **$80** between you and your sister \n- Walmart: around **$120** \n- Thrive Market: around **$150** \n- Publix via Instacart: around **$60** + **$10** delivery fee\n\nYou spent the most at **Thrive Market**, with around **$150**. If you only mean in-person grocery stores, then it was **Walmart** at around **$120**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 3.17, + "store_time_ms": 4.09, + "generation_time_ms": 6320.68, + "judging_time_ms": 1282.93, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "2318644b", + "question_type": "multi-session", + "question": "How much more did I spend on accommodations per night in Hawaii compared to Tokyo?", + "ground_truth": "$270", + "generated_answer": "- Hawaii/Maui accommodation: **over $300 per night**\n- Tokyo hostel: **around $30 per night**\n\nYou spent **over $270 more per night** in Hawaii compared to Tokyo.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.13, + "store_time_ms": 2.08, + "generation_time_ms": 3862.22, + "judging_time_ms": 6542.11, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "2ce6a0f2", + "question_type": "multi-session", + "question": "How many different art-related events did I attend in the past month?", + "ground_truth": 4, + "generated_answer": "You attended/were present at these art-related events in the past month:\n\n1. **“Women in Art” exhibition** — February 10th \n2. **Children’s Museum “Art Afternoon” event** — February 17th \n3. **Guided tour at the History Museum** — February 24th \n4. **“The Evolution of Street Art” lecture at the Art Gallery** — March 3rd \n\n**Total: 4 different art-related events.**", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.67, + "store_time_ms": 3.67, + "generation_time_ms": 6033.44, + "judging_time_ms": 1342.84, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "gpt4_d12ceb0e", + "question_type": "multi-session", + "question": "What is the average age of me, my parents, and my grandparents?", + "ground_truth": "59.6", + "generated_answer": "I don't have enough information to answer that exactly.\n\nAges listed in the memories:\n- You: “early thirties” — no exact age given\n- Mom: 55\n- Dad: 58\n- Grandma: 75\n- Grandpa: 78\n\nIf you tell me your exact age, I can calculate the average.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.19, + "store_time_ms": 3.06, + "generation_time_ms": 4359.57, + "judging_time_ms": 3243.13, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "00ca467f", + "question_type": "multi-session", + "question": "How many doctor's appointments did I go to in March?", + "ground_truth": 2, + "generated_answer": "You went to **2 doctor’s appointments in March**:\n\n1. **March 3** — Primary care physician **Dr. Smith**, who diagnosed you with bronchitis. \n2. **March 20** — Follow-up appointment with orthopedic surgeon **Dr. Thompson**, where you heard your knee was healing well.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.7, + "store_time_ms": 3.55, + "generation_time_ms": 9235.71, + "judging_time_ms": 5474.77, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "b3c15d39", + "question_type": "multi-session", + "question": "How many days did it take for me to receive the new remote shutter release after I ordered it?", + "ground_truth": "5 days. 6 days (including the last day) is also acceptable.", + "generated_answer": "You ordered the new remote shutter release on **February 5th** and it arrived on **February 10th**, so it took **5 days** to receive it.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.86, + "store_time_ms": 1.93, + "generation_time_ms": 5861.13, + "judging_time_ms": 2072.93, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_31ff4165", + "question_type": "multi-session", + "question": "How many health-related devices do I use in a day?", + "ground_truth": "4", + "generated_answer": "You use **4 health-related devices** in a day:\n\n1. **Fitbit Versa 3 smartwatch** — for steps, sleep, activity, reminders, guided breathing \n2. **Phonak BTE hearing aids** — used regularly, especially for meetings \n3. **Accu-Chek Aviva Nano system** — for testing blood sugar **three times a day** \n4. **Nebulizer machine** — for inhalation treatments, recently considering **3 times a day**\n\nSo the total is **4 devices**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.91, + "store_time_ms": 5.03, + "generation_time_ms": 6510.43, + "judging_time_ms": 1897.4, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "eeda8a6d", + "question_type": "multi-session", + "question": "How many fish are there in total in both of my aquariums?", + "ground_truth": 17, + "generated_answer": "Across your aquariums, you’ve mentioned:\n\n- 10 neon tetras\n- 5 golden honey gouramis\n- 1 small pleco catfish\n- 1 betta fish, Bubbles\n\nTotal: **17 fish**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 2.32, + "generation_time_ms": 5468.22, + "judging_time_ms": 3070.83, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "2788b940", + "question_type": "multi-session", + "question": "How many fitness classes do I attend in a typical week?", + "ground_truth": 5, + "generated_answer": "You attend **5 fitness classes in a typical week**:\n\n1. **BodyPump** — Mondays at **6:30 PM**\n2. **Zumba** — Tuesdays at **7:00 PM**\n3. **Zumba** — Thursdays at **7:00 PM**\n4. **Hip Hop Abs** — Saturdays at **10:00 AM**\n5. **Yoga** — Sundays at **6:00 PM**\n\nSo that’s **5 total classes per week** across **4 types of classes**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.19, + "store_time_ms": 3.92, + "generation_time_ms": 5225.66, + "judging_time_ms": 1288.45, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "60bf93ed", + "question_type": "multi-session", + "question": "How many days did it take for my laptop backpack to arrive after I bought it?", + "ground_truth": "5 days. 6 days (including the last day) is also acceptable.", + "generated_answer": "Your laptop backpack was bought on **January 15** and arrived on **January 20**, so it took **5 days** to arrive.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 1.95, + "generation_time_ms": 4432.36, + "judging_time_ms": 4156.08, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "9d25d4e0", + "question_type": "multi-session", + "question": "How many pieces of jewelry did I acquire in the last two months?", + "ground_truth": 3, + "generated_answer": "Items acquired in the last two months:\n\n1. Silver necklace with a small pendant — acquired on April 15, 2023.\n2. Engagement ring — acquired about a month before May 29, 2023.\n3. Emerald earrings — acquired last weekend before May 29, 2023.\n\nTotal: 3 jewelry acquisitions.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.6, + "store_time_ms": 3.02, + "generation_time_ms": 8583.81, + "judging_time_ms": 2301.02, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "129d1232", + "question_type": "multi-session", + "question": "How much money did I raise in total through all the charity events I participated in?", + "ground_truth": "$5,850", + "generated_answer": "You participated in these charity events:\n\n- Charity walk: **$250**\n- Bike-a-Thon for Cancer Research: **$5,000**\n- Charity yoga event for a local animal shelter: **$600**\n\nTotal raised: **$5,850**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.68, + "store_time_ms": 3.07, + "generation_time_ms": 4836.7, + "judging_time_ms": 1949.83, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "60472f9c", + "question_type": "multi-session", + "question": "How many projects have I been working on simultaneously, excluding my thesis?", + "ground_truth": 2, + "generated_answer": "Excluding your Master’s thesis, you’ve been working on:\n\n1. Data Mining course group project \n2. Database Systems course group project \n\nSo, you’ve been working on **2 projects simultaneously**, excluding your thesis.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.1, + "store_time_ms": 3.23, + "generation_time_ms": 3929.82, + "judging_time_ms": 2189.73, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "gpt4_194be4b3", + "question_type": "multi-session", + "question": "How many musical instruments do I currently own?", + "ground_truth": "I currently own 4 musical instruments. I've had the Fender Stratocaster electric guitar for 5 years, the Yamaha FG800 acoustic guitar for 8 years, the 5-piece Pearl Export drum set for an unspecified amount of time, and the Korg B1 piano for 3 years.", + "generated_answer": "Items I can count as currently owned:\n\n1. **Korg B1 digital piano** — you said you’ve had it for about **3 years**.\n\nSo, based on the memories, you currently own **1 musical instrument**. You also mentioned playing guitar and considering a ukulele, but the memories don’t explicitly say you own either one.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.68, + "store_time_ms": 5.07, + "generation_time_ms": 6760.93, + "judging_time_ms": 2058.51, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a9f6b44c", + "question_type": "multi-session", + "question": "How many bikes did I service or plan to service in March?", + "ground_truth": 2, + "generated_answer": "You serviced or maintained **1 bike** in March:\n\n- **Road bike** — chain cleaned/lubricated on **March 2**, serviced at **Pedal Power on March 10**, and chain cleaned/lubricated again on **March 22**.\n\nI don’t have enough information showing that you serviced or planned to service your mountain bike in March.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.95, + "store_time_ms": 2.42, + "generation_time_ms": 6423.53, + "judging_time_ms": 2765.31, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "d851d5ba", + "question_type": "multi-session", + "question": "How much money did I raise for charity in total?", + "ground_truth": "$3,750", + "generated_answer": "Items counted:\n\n- Local animal shelter: **over $2,000**\n- “Run for Hunger” for local food bank: **$250**\n- Charity bake sale for local children’s hospital: **over $1,000**\n- Charity fitness challenge for American Cancer Society: **$500**\n\nTotal: **over $3,750** raised for charity.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.77, + "store_time_ms": 4.33, + "generation_time_ms": 6756.43, + "judging_time_ms": 6141.74, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "5a7937c8", + "question_type": "multi-session", + "question": "How many days did I spend participating in faith-related activities in December?", + "ground_truth": "3 days.", + "generated_answer": "You participated in faith-related activities on:\n\n- **December 10** — helped at the church’s annual holiday food drive \n- **December 17** — attended/led a Bible study group \n- **December 24** — attended midnight mass at St. Mary’s Church \n\n**Total: 3 days.**", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.99, + "store_time_ms": 3.13, + "generation_time_ms": 9308.64, + "judging_time_ms": 2022.18, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "gpt4_ab202e7f", + "question_type": "multi-session", + "question": "How many kitchen items did I replace or fix?", + "ground_truth": "I replaced or fixed five items: the kitchen faucet, the kitchen mat, the toaster, the coffee maker, and the kitchen shelves.", + "generated_answer": "Items mentioned:\n\n1. **Old toaster** — replaced with a **toaster oven**. \n2. **Old coffee maker** — donated and effectively replaced by a **fancy espresso machine**. \n3. **Pantry** — organized/fixed so you can see everything.\n\nSo, you replaced or fixed **3 kitchen items/areas**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 3.92, + "store_time_ms": 5.18, + "generation_time_ms": 10309.34, + "judging_time_ms": 4329.35, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_e05b82a6", + "question_type": "multi-session", + "question": "How many times did I ride rollercoasters across all the events I attended from July to October?", + "ground_truth": "10 times", + "generated_answer": "You rode:\n\n1. **Mako** — 1 time in July \n2. **Kraken** — 1 time in July \n3. **Manta** — 1 time in July \n4. **Space Mountain: Ghost Galaxy** — 3 times on September 24 \n5. **Xcelerator** — 1 time on October 8 \n6. **Revenge of the Mummy** — 3 times on October 15 \n\n**Total: 10 rollercoaster rides** across the events from July to October.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.15, + "store_time_ms": 3.99, + "generation_time_ms": 6555.26, + "judging_time_ms": 2869.71, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "gpt4_731e37d7", + "question_type": "multi-session", + "question": "How much total money did I spend on attending workshops in the last four months?", + "ground_truth": "$720", + "generated_answer": "Items in the last four months with stated costs:\n\n1. November two-day writing workshop at a literary festival — **$200**\n2. December 12 half-day mindfulness workshop — **$20**\n3. February 22 one-day photography workshop — **$0** / free\n\nWorkshops with no cost stated: January entrepreneurship workshop, digital marketing workshop.\n\nBased on the costs I know, you spent **$220**. I don’t have enough information to determine the exact total if the January or digital marketing workshops had fees.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 2.21, + "store_time_ms": 3.99, + "generation_time_ms": 6736.56, + "judging_time_ms": 2506.86, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "edced276", + "question_type": "multi-session", + "question": "How many days did I spend in total traveling in Hawaii and in New York City?", + "ground_truth": "15 days", + "generated_answer": "You spent:\n\n- Hawaii family island-hopping trip: **10 days**\n- Solo New York City trip: **5 days**\n\nTotal: **15 days**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.96, + "store_time_ms": 2.05, + "generation_time_ms": 6498.94, + "judging_time_ms": 1686.31, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "10d9b85a", + "question_type": "multi-session", + "question": "How many days did I spend attending workshops, lectures, and conferences in April?", + "ground_truth": "3 days", + "generated_answer": "You attended:\n\n- Machine learning workshop: April 17 and April 18 — 2 days\n- Sustainable development lecture: April 10 — 1 day\n\nTotal: 3 days in April.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.81, + "store_time_ms": 2.24, + "generation_time_ms": 9300.55, + "judging_time_ms": 4168.69, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "e3038f8c", + "question_type": "multi-session", + "question": "How many rare items do I have in total?", + "ground_truth": 99, + "generated_answer": "Counting the rare items mentioned:\n\n- Rare books: **5**\n- Rare figurines: **12**\n- Rare records: **57**\n- Rare coins: **25**\n- Grandmother’s antique vase: **1**\n\nTotal: **100 rare items**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.78, + "store_time_ms": 4.52, + "generation_time_ms": 8994.12, + "judging_time_ms": 3009.29, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "2b8f3739", + "question_type": "multi-session", + "question": "What is the total amount of money I earned from selling my products at the markets?", + "ground_truth": "$495", + "generated_answer": "Items counted:\n- May 15 farmers’ market: 12 bunches of fresh organic herbs = **$120**\n- Summer Solstice Market: 20 potted herb plants at **$7.5** each = **$150**\n\nTotal earned: **$270**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.22, + "store_time_ms": 3.11, + "generation_time_ms": 4195.64, + "judging_time_ms": 3498.42, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "1a8a66a6", + "question_type": "multi-session", + "question": "How many magazine subscriptions do I currently have?", + "ground_truth": 2, + "generated_answer": "You currently have **1** magazine subscription:\n\n1. **The New Yorker** — subscribed in early February\n\nYou canceled **Forbes** in early March, so it doesn’t count as current.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.4, + "store_time_ms": 3.6, + "generation_time_ms": 8159.31, + "judging_time_ms": 3437.62, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "c2ac3c61", + "question_type": "multi-session", + "question": "How many online courses have I completed in total?", + "ground_truth": 5, + "generated_answer": "You’ve completed:\n\n- **3 courses on Coursera**\n- **2 courses on edX**\n\nTotal: **5 online courses**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.03, + "store_time_ms": 2.29, + "generation_time_ms": 4562.36, + "judging_time_ms": 1532.45, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "bf659f65", + "question_type": "multi-session", + "question": "How many music albums or EPs have I purchased or downloaded?", + "ground_truth": 3, + "generated_answer": "Items counted:\n\n1. Billie Eilish — **“Happier Than Ever”** album, downloaded on Spotify \n2. The Whiskey Wanderers — **“Midnight Sky”** EP, purchased at the festival merchandise booth \n\nTotal: **2 music albums or EPs**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.5, + "store_time_ms": 2.76, + "generation_time_ms": 4503.07, + "judging_time_ms": 2022.74, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_372c3eed", + "question_type": "multi-session", + "question": "How many years in total did I spend in formal education from high school to the completion of my Bachelor's degree?", + "ground_truth": "10 years", + "generated_answer": "You spent:\n\n- **4 years** at **Arcadia High School** from **2010 to 2014**\n- **4 years** completing your **Bachelor’s in Computer Science at UCLA**, graduating in **2020**\n\nTotal: **8 years** of formal education from high school through your Bachelor's degree.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.74, + "store_time_ms": 3.18, + "generation_time_ms": 3440.94, + "judging_time_ms": 1883.21, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_2f91af09", + "question_type": "multi-session", + "question": "How many total pieces of writing have I completed since I started writing again three weeks ago, including short stories, poems, and pieces for the writing challenge?", + "ground_truth": "23", + "generated_answer": "You’ve completed:\n\n- **17 poems**\n- **5 short stories**\n- **1 writing challenge piece**: “The Smell of Old Books”\n\n**Total: 23 pieces of writing.**", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.31, + "store_time_ms": 3.37, + "generation_time_ms": 5770.36, + "judging_time_ms": 1837.36, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "81507db6", + "question_type": "multi-session", + "question": "How many graduation ceremonies have I attended in the past three months?", + "ground_truth": 3, + "generated_answer": "You attended **3 graduation ceremonies** in the past three months:\n\n1. **Alex’s graduation** from a leadership development program at work — a few weeks ago.\n2. **Emma’s preschool graduation** — about two months ago.\n3. **Rachel’s master’s degree graduation** — a couple of weeks ago.\n\nYou also mentioned **missing your nephew Jack’s eighth grade graduation**, so I did **not** count that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.03, + "store_time_ms": 5.0, + "generation_time_ms": 4911.74, + "judging_time_ms": 1990.85, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "88432d0a_abs", + "question_type": "multi-session", + "question": "How many times did I bake egg tarts in the past two weeks?", + "ground_truth": "The information provided is not enough. You did not mention baking egg tarts.", + "generated_answer": "I don't have enough information to answer that. The memories mention a planned strawberry tart, chocolate cake, whole wheat baguette, cookies, and possible focaccia—but no egg tarts.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.65, + "store_time_ms": 4.11, + "generation_time_ms": 15385.89, + "judging_time_ms": 2205.06, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "80ec1f4f_abs", + "question_type": "multi-session", + "question": "How many different museums or galleries did I visit in December?", + "ground_truth": "0. You did not mention visitng any museum in December", + "generated_answer": "I don't have enough information to answer that. The memories mention visits to the Modern Art Museum in January, The Art Cube on February 15, and the Natural History Museum on February 8, but no December museum or gallery visits.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.96, + "store_time_ms": 2.6, + "generation_time_ms": 4574.05, + "judging_time_ms": 3849.48, + "recalled_count": 3, + "is_abstention": true + }, + { + "question_id": "eeda8a6d_abs", + "question_type": "multi-session", + "question": "How many fish are there in my 30-gallon tank?", + "ground_truth": "The information provided is not enough. You did not mention that you have a 30-gallon tank.", + "generated_answer": "I don't have enough information to answer that. The memories mention a 20-gallon tank and a 10-gallon betta tank, but not a 30-gallon tank.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.75, + "store_time_ms": 2.02, + "generation_time_ms": 5301.95, + "judging_time_ms": 4133.93, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "60bf93ed_abs", + "question_type": "multi-session", + "question": "How many days did it take for my iPad case to arrive after I bought it?", + "ground_truth": "The information provided is not enough. You did not mention buying an iPad case.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.67, + "store_time_ms": 2.06, + "generation_time_ms": 3542.98, + "judging_time_ms": 1479.78, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "edced276_abs", + "question_type": "multi-session", + "question": "How many days did I spend in total traveling in Hawaii and in Seattle?", + "ground_truth": "The information provided is not enough. You mentioned traveling for 10 days in Hawaii but did not mention abything about the trip to Seattle.", + "generated_answer": "Hawaii: 10 days. \nSeattle: not mentioned in the memories.\n\nI don't have enough information to answer the total.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 2.04, + "generation_time_ms": 5025.27, + "judging_time_ms": 3256.31, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "gpt4_372c3eed_abs", + "question_type": "multi-session", + "question": "How many years in total did I spend in formal education from high school to the completion of my Master's degree?", + "ground_truth": "The information provided is not enough. You mentioned 4 years in high school (2010-2014), 2 years at PCC (2014-2016), and 4 years at UCLA (2016-2020). But you didn't mention the number of years you spend getting the Master's degree", + "generated_answer": "I don't have enough information to answer that. \n\nWhat I can count from the memories:\n- Arcadia High School: 2010 to 2014 = 4 years\n- UCLA Bachelor’s in Computer Science: took 4 years, completed in 2020\n\nThere’s no memory confirming that you completed a Master’s degree or how long it took.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.72, + "store_time_ms": 3.1, + "generation_time_ms": 4517.38, + "judging_time_ms": 1442.46, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "6a1eabeb", + "question_type": "knowledge-update", + "question": "What was my personal best time in the charity 5K run?", + "ground_truth": "25 minutes and 50 seconds (or 25:50)", + "generated_answer": "Your latest recorded personal best time in the charity 5K run was **25:50**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.8, + "store_time_ms": 2.17, + "generation_time_ms": 5305.06, + "judging_time_ms": 1645.52, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "6aeb4375", + "question_type": "knowledge-update", + "question": "How many Korean restaurants have I tried in my city?", + "ground_truth": "four", + "generated_answer": "You’ve tried **four** Korean restaurants in your city.\n\nItems mentioned:\n1. One with amazing **bibimbap**\n2. One with very spicy **kimchi stew**\n3. One with a unique **Japchae** with tasty sweet potato noodles\n4. A fourth Korean restaurant mentioned later, but not described in the memories.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 1.76, + "generation_time_ms": 4331.04, + "judging_time_ms": 3741.75, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "830ce83f", + "question_type": "knowledge-update", + "question": "Where did Rachel move to after her recent relocation?", + "ground_truth": "the suburbs", + "generated_answer": "Rachel most recently moved back to the suburbs. Earlier, she had moved to Chicago, but the latest memory says she “just moved back to the suburbs again.”", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.63, + "store_time_ms": 1.81, + "generation_time_ms": 2624.35, + "judging_time_ms": 1426.87, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "852ce960", + "question_type": "knowledge-update", + "question": "What was the amount I was pre-approved for when I got my mortgage from Wells Fargo?", + "ground_truth": "$400,000", + "generated_answer": "The latest memory says you referred to being pre-approved for **$400,000** from Wells Fargo.\n\nEarlier, on **2023/08/11**, you had said **$350,000**, but the later memory on **2023/11/30** updates that to **$400,000**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 1.82, + "generation_time_ms": 6409.76, + "judging_time_ms": 1480.87, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "945e3d21", + "question_type": "knowledge-update", + "question": "How often do I attend yoga classes to help with my anxiety?", + "ground_truth": "Three times a week.", + "generated_answer": "You attend yoga classes **three times a week**. Earlier you mentioned doing yoga **twice a week**, but your latest update says **three times a week**, and that it helps you clear your head and feel more focused.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.01, + "store_time_ms": 1.96, + "generation_time_ms": 3664.9, + "judging_time_ms": 1783.15, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "d7c942c3", + "question_type": "knowledge-update", + "question": "Is my mom using the same grocery list method as me?", + "ground_truth": "Yes.", + "generated_answer": "Yes. As of 2023/04/30, your mom is using the same grocery list app as you, and you can share lists to keep track of what you need.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.66, + "generation_time_ms": 2902.89, + "judging_time_ms": 2336.91, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "71315a70", + "question_type": "knowledge-update", + "question": "How many hours have I spent on my abstract ocean sculpture?", + "ground_truth": "10-12 hours", + "generated_answer": "You’ve spent **10-12 hours** on your abstract ocean sculpture.\n\nEarlier, you said **5-6 hours** on 2023/06/11, but the latest update on 2023/06/17 says **10-12 hours**, so that’s the current amount.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.68, + "store_time_ms": 2.34, + "generation_time_ms": 4474.8, + "judging_time_ms": 1341.49, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "89941a93", + "question_type": "knowledge-update", + "question": "How many bikes do I currently own?", + "ground_truth": "4", + "generated_answer": "You currently own:\n\n1. Road bike \n2. Mountain bike \n3. Commuter bike \n4. New hybrid bike \n\nTotal: **4 bikes**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 2.12, + "generation_time_ms": 4482.25, + "judging_time_ms": 2127.66, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ce6d2d27", + "question_type": "knowledge-update", + "question": "What day of the week do I take a cocktail-making class?", + "ground_truth": "Friday", + "generated_answer": "You take your cocktail-making class on **Fridays**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 1.82, + "generation_time_ms": 2018.16, + "judging_time_ms": 2086.22, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "9ea5eabc", + "question_type": "knowledge-update", + "question": "Where did I go on my most recent family trip?", + "ground_truth": "Paris", + "generated_answer": "Your most recent family trip was to **Paris**. You mentioned on **2023/05/30** that you had gone there with your family “last month” and that your kids loved it.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.83, + "store_time_ms": 2.25, + "generation_time_ms": 20423.45, + "judging_time_ms": 1434.44, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "07741c44", + "question_type": "knowledge-update", + "question": "Where do I initially keep my old sneakers?", + "ground_truth": "under my bed", + "generated_answer": "You initially kept your old sneakers **under your bed** for storage. Later, you planned to move/store them in a **shoe rack** in your closet.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 2.16, + "generation_time_ms": 3527.92, + "judging_time_ms": 2954.97, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a1eacc2a", + "question_type": "knowledge-update", + "question": "How many short stories have I written since I started writing regularly?", + "ground_truth": "seven", + "generated_answer": "Across the memories:\n\n- 2023/05/21: You said you had written **four** short stories.\n- 2023/05/30: You said you had completed **7** short stories since you started.\n\nSo, the latest count is **7 short stories**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.63, + "store_time_ms": 2.21, + "generation_time_ms": 3719.16, + "judging_time_ms": 3493.88, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "184da446", + "question_type": "knowledge-update", + "question": "How many pages of 'A Short History of Nearly Everything' have I read so far?", + "ground_truth": "220", + "generated_answer": "You’ve read up to **page 220** of *A Short History of Nearly Everything* so far.\n\nPage mentions in memory:\n- 2023/05/20: page **200**\n- 2023/05/29: page **220** \nLatest progress: **220 pages**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.05, + "store_time_ms": 2.43, + "generation_time_ms": 5193.32, + "judging_time_ms": 2228.46, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "031748ae", + "question_type": "knowledge-update", + "question": "How many engineers do I lead when I just started my new role as Senior Software Engineer? How many engineers do I lead now?", + "ground_truth": "When you just started your new role as Senior Software Engineer, you led 4 engineers. Now, you lead 5 engineers", + "generated_answer": "When you had just started your Senior Software Engineer role, you led **4 engineers**. \n\nNow, based on the latest memory from **2023/10/24**, you lead **5 engineers**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.9, + "store_time_ms": 1.89, + "generation_time_ms": 4520.06, + "judging_time_ms": 2546.64, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "4d6b87c8", + "question_type": "knowledge-update", + "question": "How many titles are currently on my to-watch list?", + "ground_truth": "25", + "generated_answer": "I don’t have the actual list of all 25 titles, but the counts mentioned were:\n\n- 2023/05/22: you said your to-watch list had **20 titles**.\n- 2023/05/28: you later said it had **25 titles**.\n\nSo the current count from the latest memory is **25 titles**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 2.0, + "generation_time_ms": 6146.57, + "judging_time_ms": 1725.33, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "0f05491a", + "question_type": "knowledge-update", + "question": "How many stars do I need to reach the gold level on my Starbucks Rewards app?", + "ground_truth": 120, + "generated_answer": "You need **120 stars** to reach the Gold level on your Starbucks Rewards app.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 1.51, + "generation_time_ms": 5905.87, + "judging_time_ms": 1277.83, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "08e075c7", + "question_type": "knowledge-update", + "question": "How long have I been using my Fitbit Charge 3?", + "ground_truth": "9 months", + "generated_answer": "You’ve been using your Fitbit Charge 3 for **9 months** as of **September 2, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 2.07, + "generation_time_ms": 4507.67, + "judging_time_ms": 5983.24, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "f9e8c073", + "question_type": "knowledge-update", + "question": "How many sessions of the bereavement support group did I attend?", + "ground_truth": "five", + "generated_answer": "Across the memories:\n\n- 2023/05/11: you said you attended **three sessions**.\n- 2023/10/30: you later said you attended **five sessions**.\n\nThe latest memory is from **2023/10/30**, so the current answer is: you attended **five sessions** of the bereavement support group.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 2.16, + "generation_time_ms": 5621.5, + "judging_time_ms": 2143.37, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "41698283", + "question_type": "knowledge-update", + "question": "What type of camera lens did I purchase most recently?", + "ground_truth": "a 70-200mm zoom lens", + "generated_answer": "You most recently purchased a **70-200mm zoom lens**. Earlier, you had gotten a **50mm prime lens**, but the later memory mentions your newer **70-200mm zoom**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.76, + "store_time_ms": 2.13, + "generation_time_ms": 6777.41, + "judging_time_ms": 2107.98, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "2698e78f", + "question_type": "knowledge-update", + "question": "How often do I see my therapist, Dr. Smith?", + "ground_truth": "every week", + "generated_answer": "You see your therapist, Dr. Smith, **every week**. Earlier you mentioned every two weeks, but the latest memory from **2023/11/03** updates that to weekly.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 2.0, + "generation_time_ms": 2598.59, + "judging_time_ms": 1283.9, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "b6019101", + "question_type": "knowledge-update", + "question": "How many MCU films did I watch in the last 3 months?", + "ground_truth": "5", + "generated_answer": "Across the memories:\n\n- 2023/05/20: you said you watched **4 MCU films** in the last 3 months.\n- 2023/05/25: you updated that to **5 MCU films** in the last 3 months.\n\nSo the latest answer is: **5 MCU films**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.58, + "store_time_ms": 1.77, + "generation_time_ms": 4952.75, + "judging_time_ms": 1808.59, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "45dc21b6", + "question_type": "knowledge-update", + "question": "How many of Emma's recipes have I tried out?", + "ground_truth": "3", + "generated_answer": "You’ve tried **3 of Emma’s recipes** so far.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.56, + "store_time_ms": 1.97, + "generation_time_ms": 3386.18, + "judging_time_ms": 2156.54, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "5a4f22c0", + "question_type": "knowledge-update", + "question": "What company is Rachel, an old colleague from my previous company, currently working at?", + "ground_truth": "TechCorp", + "generated_answer": "Rachel is currently working at **TechCorp**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.56, + "store_time_ms": 2.06, + "generation_time_ms": 3497.31, + "judging_time_ms": 1640.86, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "6071bd76", + "question_type": "knowledge-update", + "question": "For the coffee-to-water ratio in my French press, did I switch to more water per tablespoon of coffee, or less?", + "ground_truth": "You switched to less water (5 ounces) per tablespoon of coffee.", + "generated_answer": "You switched to **less water per tablespoon of coffee**.\n\n- 2023/02/11: **1 tablespoon coffee per 6 ounces water**\n- 2023/06/30: **1 tablespoon coffee per 5 ounces water**\n\nSo your newer French press ratio is a bit stronger/more concentrated.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.72, + "store_time_ms": 1.69, + "generation_time_ms": 4228.94, + "judging_time_ms": 1341.21, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "e493bb7c", + "question_type": "knowledge-update", + "question": "Where is the painting 'Ethereal Dreams' by Emma Taylor currently hanging?", + "ground_truth": "in my bedroom", + "generated_answer": "The latest memory says **“Ethereal Dreams” by Emma Taylor is hanging above your bed in your bedroom**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.99, + "store_time_ms": 2.17, + "generation_time_ms": 4064.8, + "judging_time_ms": 4809.57, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "618f13b2", + "question_type": "knowledge-update", + "question": "How many times have I worn my new black Converse Chuck Taylor All Star sneakers?", + "ground_truth": "six", + "generated_answer": "You’ve worn your new black Converse Chuck Taylor All Star sneakers **six times**.\n\nCounted mentions:\n- **Four times** as of 2023/05/24 12:16\n- Updated to **six times** as of 2023/05/24 21:51", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 1.96, + "generation_time_ms": 4195.79, + "judging_time_ms": 1352.02, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "72e3ee87", + "question_type": "knowledge-update", + "question": "How many episodes of the Science series have I completed on Crash Course?", + "ground_truth": "50", + "generated_answer": "You’ve completed **50 episodes** of Crash Course’s Science series.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 2.03, + "generation_time_ms": 2192.41, + "judging_time_ms": 1962.86, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "c4ea545c", + "question_type": "knowledge-update", + "question": "Do I go to the gym more frequently than I did previously?", + "ground_truth": "Yes", + "generated_answer": "Yes. Previously, you went to the gym on **Tuesdays, Thursdays, and Saturdays** — **3 times a week**. More recently, you said you’ve been consistent with your gym routine **4 times a week**, so you’re going **1 more time per week** than before.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 1.84, + "generation_time_ms": 3807.01, + "judging_time_ms": 1428.34, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "01493427", + "question_type": "knowledge-update", + "question": "How many new postcards have I added to my collection since I started collecting again?", + "ground_truth": "25", + "generated_answer": "You’ve added:\n\n- **17 new postcards** mentioned on **2023/08/11**\n- **8 more postcards** mentioned on **2023/11/30**\n\nTotal: **25 new postcards** since you started collecting again.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 1.99, + "generation_time_ms": 5956.92, + "judging_time_ms": 1603.45, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "6a27ffc2", + "question_type": "knowledge-update", + "question": "How many videos of Corey Schafer's Python programming series have I completed so far?", + "ground_truth": "30", + "generated_answer": "You completed **20 videos** on 2023/05/21, then updated that to **30 videos** on 2023/05/24.\n\nSo, the latest number is **30 videos completed**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.98, + "store_time_ms": 2.31, + "generation_time_ms": 4492.25, + "judging_time_ms": 1957.35, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "2133c1b5", + "question_type": "knowledge-update", + "question": "How long have I been living in my current apartment in Harajuku?", + "ground_truth": "3 months", + "generated_answer": "You’ve been living in your current studio apartment in Harajuku for **3 months**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 1.76, + "generation_time_ms": 2254.34, + "judging_time_ms": 1583.94, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "18bc8abd", + "question_type": "knowledge-update", + "question": "What brand of BBQ sauce am I currently obsessed with?", + "ground_truth": "Kansas City Masterpiece", + "generated_answer": "You’re currently obsessed with **Kansas City Masterpiece BBQ sauce**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 2.07, + "generation_time_ms": 2683.11, + "judging_time_ms": 3559.85, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "db467c8c", + "question_type": "knowledge-update", + "question": "How long have my parents been staying with me in the US?", + "ground_truth": "nine months", + "generated_answer": "Your parents have been staying with you in the US for **nine months**, based on your latest update from **2023/10/20**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.78, + "store_time_ms": 2.2, + "generation_time_ms": 2775.51, + "judging_time_ms": 1513.17, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "7a87bd0c", + "question_type": "knowledge-update", + "question": "How long have I been sticking to my daily tidying routine?", + "ground_truth": "4 weeks", + "generated_answer": "You’ve been sticking to your daily tidying routine for **4 weeks**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.79, + "store_time_ms": 2.06, + "generation_time_ms": 4083.15, + "judging_time_ms": 2236.66, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "e61a7584", + "question_type": "knowledge-update", + "question": "How long have I had my cat, Luna?", + "ground_truth": "9 months", + "generated_answer": "You’ve had Luna for about **9 months**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 1.92, + "generation_time_ms": 4809.64, + "judging_time_ms": 1915.11, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "1cea1afa", + "question_type": "knowledge-update", + "question": "How many Instagram followers do I currently have?", + "ground_truth": "600", + "generated_answer": "You currently have **600 Instagram followers**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 2.11, + "generation_time_ms": 2493.1, + "judging_time_ms": 1867.36, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ed4ddc30", + "question_type": "knowledge-update", + "question": "How many dozen eggs do we currently have stocked up in our refrigerator?", + "ground_truth": "20", + "generated_answer": "You currently have **20 dozen eggs** stocked up in the refrigerator.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.67, + "store_time_ms": 2.17, + "generation_time_ms": 5433.8, + "judging_time_ms": 1456.4, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "8fb83627", + "question_type": "knowledge-update", + "question": "How many issues of National Geographic have I finished reading?", + "ground_truth": "Five", + "generated_answer": "You finished:\n\n- National Geographic Issue 1\n- National Geographic Issue 2\n- National Geographic Issue 3\n- National Geographic Issue 4\n- National Geographic Issue 5\n\nTotal: **5 issues** of National Geographic.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.82, + "store_time_ms": 1.74, + "generation_time_ms": 3766.13, + "judging_time_ms": 1828.85, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "b01defab", + "question_type": "knowledge-update", + "question": "Did I finish reading 'The Nightingale' by Kristin Hannah?", + "ground_truth": "Yes", + "generated_answer": "Yes. In the latest memory from 2023/03/30, you said you had recently finished *The Nightingale* by Kristin Hannah and later said, “I loved *The Nightingale*!”", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 1.74, + "generation_time_ms": 3691.07, + "judging_time_ms": 1931.12, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "22d2cb42", + "question_type": "knowledge-update", + "question": "Where did I get my guitar serviced?", + "ground_truth": "The music shop on Main St.", + "generated_answer": "You got your guitar serviced at a music shop on Main St. Earlier, you mentioned a shop there called “Rhythm Central,” but I don’t have enough information to confirm that was definitely the exact shop.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.74, + "generation_time_ms": 4845.84, + "judging_time_ms": 2889.14, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "0e4e4c46", + "question_type": "knowledge-update", + "question": "What is my current highest score in Ticket to Ride?", + "ground_truth": "132 points", + "generated_answer": "Your current highest score in Ticket to Ride is **132 points**. You previously mentioned **124 points**, then later updated it to **132 points**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 2.03, + "generation_time_ms": 6554.7, + "judging_time_ms": 1296.79, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "4b24c848", + "question_type": "knowledge-update", + "question": "How many tops have I bought from H&M so far?", + "ground_truth": "five", + "generated_answer": "- 2023/08/11: You said you had bought **three tops** from H&M.\n- 2023/09/30: You said you had **five tops** from H&M so far.\n\nSo the latest total is **five tops**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.72, + "store_time_ms": 1.59, + "generation_time_ms": 4069.48, + "judging_time_ms": 3109.28, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "7e974930", + "question_type": "knowledge-update", + "question": "How much did I earn at the Downtown Farmers Market on my most recent visit?", + "ground_truth": "$420", + "generated_answer": "You earned **$420** at the Downtown Farmers Market on your most recent visit.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 1.62, + "generation_time_ms": 3259.32, + "judging_time_ms": 1434.0, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "603deb26", + "question_type": "knowledge-update", + "question": "How many times have I tried making a Negroni at home since my friend Emma showed me how to make it?", + "ground_truth": "10", + "generated_answer": "- 2023/08/11: You said you’d made it **5 times** since Emma taught you.\n- 2023/11/30: You said you’d made it **10 times** since Emma showed you.\n\nLatest count: **10 times**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.87, + "store_time_ms": 1.93, + "generation_time_ms": 4812.72, + "judging_time_ms": 4914.84, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "59524333", + "question_type": "knowledge-update", + "question": "What time do I usually go to the gym?", + "ground_truth": "6:00 pm", + "generated_answer": "You usually go to the gym at **7:00 pm** on **Mondays, Wednesdays, and Fridays**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.49, + "store_time_ms": 1.85, + "generation_time_ms": 3536.25, + "judging_time_ms": 2716.58, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "5831f84d", + "question_type": "knowledge-update", + "question": "How many Crash Course videos have I watched in the past few weeks?", + "ground_truth": "15", + "generated_answer": "Across your memories:\n\n- 2023/08/11: 10 Crash Course videos\n- Later on 2023/08/11: 12 Crash Course videos\n- 2023/09/30: 15 Crash Course videos\n\nLatest count: you’ve watched **15 Crash Course videos** in the past few weeks.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.56, + "store_time_ms": 2.04, + "generation_time_ms": 5209.33, + "judging_time_ms": 1735.79, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "eace081b", + "question_type": "knowledge-update", + "question": "Where am I planning to stay for my birthday trip to Hawaii?", + "ground_truth": "Oahu", + "generated_answer": "You’re planning to stay on **Oahu** for your birthday trip to Hawaii.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.87, + "store_time_ms": 2.2, + "generation_time_ms": 5471.67, + "judging_time_ms": 2038.16, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "affe2881", + "question_type": "knowledge-update", + "question": "How many different species of birds have I seen in my local park?", + "ground_truth": "32", + "generated_answer": "You’ve seen **32 different bird species** in your local park.\n\nCounts mentioned:\n- **27 species** as of 2023/05/25\n- **32 species** as of 2023/05/29, after spotting a **Northern Flicker**", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 1.96, + "generation_time_ms": 4729.36, + "judging_time_ms": 2897.72, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "50635ada", + "question_type": "knowledge-update", + "question": "What was my previous frequent flyer status on United Airlines before I got the current status?", + "ground_truth": "Premier Silver", + "generated_answer": "Your previous United Airlines frequent flyer status before your current **Premier Gold** status was **Premier Silver**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 1.88, + "generation_time_ms": 5208.61, + "judging_time_ms": 1921.75, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "e66b632c", + "question_type": "knowledge-update", + "question": "What was my previous personal best time for the charity 5K run?", + "ground_truth": "27 minutes and 45 seconds", + "generated_answer": "Your previous personal best for the charity 5K was **27 minutes and 45 seconds**. \n\nLater, on **2023/07/30**, you said you improved it to **26 minutes and 30 seconds**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 1.92, + "generation_time_ms": 4603.1, + "judging_time_ms": 2607.49, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "0ddfec37", + "question_type": "knowledge-update", + "question": "How many autographed baseballs have I added to my collection in the first three months of collection?", + "ground_truth": "15", + "generated_answer": "- Mike Trout signed baseball addition noted: part of “15 autographed baseballs since I started collecting three months ago.”\n\nTotal: **15 autographed baseballs** in your first three months of collecting.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.73, + "store_time_ms": 1.81, + "generation_time_ms": 4501.76, + "judging_time_ms": 2258.12, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "f685340e", + "question_type": "knowledge-update", + "question": "How often do I play tennis with my friends at the local park previously? How often do I play now?", + "ground_truth": "Previously, you play tennis with your friends at the local park every week (on Sunday). Currently, you play tennis every other week (on Sunday).", + "generated_answer": "Previously, you played tennis with your friends at the local park **weekly**.\n\nNow, based on the latest memory from **2023/07/30**, you play **every other week** on Sundays.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 1.69, + "generation_time_ms": 4532.75, + "judging_time_ms": 1943.89, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "cc5ded98", + "question_type": "knowledge-update", + "question": "How much time do I dedicate to coding exercises each day?", + "ground_truth": "about two hours", + "generated_answer": "You dedicate about **two hours each day** to coding exercises, based on your latest update from **May 27, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.85, + "store_time_ms": 2.06, + "generation_time_ms": 3862.29, + "judging_time_ms": 1829.69, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "dfde3500", + "question_type": "knowledge-update", + "question": "What day of the week did I meet with my previous language exchange tutor Juan?", + "ground_truth": "Wednesday", + "generated_answer": "You met with your previous language exchange tutor Juan on **Wednesday evening**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 1.88, + "generation_time_ms": 2407.8, + "judging_time_ms": 3780.18, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "69fee5aa", + "question_type": "knowledge-update", + "question": "How many pre-1920 American coins do I have in my collection?", + "ground_truth": "38", + "generated_answer": "Counting across the memories:\n\n- Previously stated pre-1920 American coins: **37**\n- Newly added coin: **1915-S Barber quarter**: **1**\n\nTotal: **38 pre-1920 American coins**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.76, + "store_time_ms": 2.0, + "generation_time_ms": 5291.77, + "judging_time_ms": 1578.57, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "7401057b", + "question_type": "knowledge-update", + "question": "How many free night's stays can I redeem at any Hilton property with my accumulated points?", + "ground_truth": "Two", + "generated_answer": "You can redeem **two free night's stays** at any Hilton property with your accumulated points.\n\nCounting from the memories:\n1. **2023/05/20:** You had enough points for **a single free night's stay**.\n2. **2023/05/28:** You updated that you had enough points for **two free night's stays**.\n\nSo the latest/current amount is **2 free nights**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.68, + "store_time_ms": 2.05, + "generation_time_ms": 4009.69, + "judging_time_ms": 1356.45, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "cf22b7bf", + "question_type": "knowledge-update", + "question": "How much weight have I lost since I started going to the gym consistently?", + "ground_truth": "10 pounds", + "generated_answer": "You’ve lost **10 pounds** since you started going to the gym consistently.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 2.13, + "generation_time_ms": 3725.49, + "judging_time_ms": 1530.07, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a2f3aa27", + "question_type": "knowledge-update", + "question": "How many followers do I have on Instagram now?", + "ground_truth": 1300, + "generated_answer": "I don't have enough information to answer that exactly. The latest exact number in your memories is **1250 followers**; later, you said you thought you were **close to 1300**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 2.0, + "generation_time_ms": 4366.8, + "judging_time_ms": 1589.83, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "c7dc5443", + "question_type": "knowledge-update", + "question": "What is my current record in the recreational volleyball league?", + "ground_truth": "5-2", + "generated_answer": "Your current recreational volleyball league record is **5-2** with the **Net Ninjas**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 2.1, + "generation_time_ms": 2900.36, + "judging_time_ms": 1860.81, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "06db6396", + "question_type": "knowledge-update", + "question": "How many projects have I completed since starting painting classes?", + "ground_truth": "5", + "generated_answer": "- 2023/08/16: You had completed **4 projects** since starting painting classes.\n- 2023/10/09: You said you had just finished your **5th project**.\n\nSo, the current number is **5 projects**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 2.15, + "generation_time_ms": 4013.71, + "judging_time_ms": 3477.18, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "3ba21379", + "question_type": "knowledge-update", + "question": "What type of vehicle model am I currently working on?", + "ground_truth": "Ford F-150 pickup truck", + "generated_answer": "You’re currently working on a **Ford F-150 pickup truck model**, likely in **1/25 scale**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 2.43, + "generation_time_ms": 2506.42, + "judging_time_ms": 2143.38, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "9bbe84a2", + "question_type": "knowledge-update", + "question": "What was my previous goal for my Apex Legends level before I updated my goal?", + "ground_truth": "level 100", + "generated_answer": "Your previous Apex Legends level goal was to reach **level 100 before the end of the year**. You later updated it to **level 150**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.7, + "store_time_ms": 2.04, + "generation_time_ms": 2534.34, + "judging_time_ms": 2094.17, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "10e09553", + "question_type": "knowledge-update", + "question": "How many largemouth bass did I catch with Alex on the earlier fishing trip to Lake Michigan before the 7/22 trip?", + "ground_truth": "7", + "generated_answer": "You caught **7 largemouth bass** with Alex on the earlier Lake Michigan trip, on **7/10**, before the **7/22** trip.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.7, + "store_time_ms": 1.85, + "generation_time_ms": 3485.88, + "judging_time_ms": 2264.06, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "dad224aa", + "question_type": "knowledge-update", + "question": "What time do I wake up on Saturday mornings?", + "ground_truth": "7:30 am", + "generated_answer": "You wake up at **7:30 am on Saturday mornings** — that’s the latest information from the 2023/05/28 memory.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 1.92, + "generation_time_ms": 4828.81, + "judging_time_ms": 3876.53, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ba61f0b9", + "question_type": "knowledge-update", + "question": "How many women are on the team led by my former manager Rachel?", + "ground_truth": "6", + "generated_answer": "Rachel’s team has **6 women out of 10 people**, based on your latest mention from **2023/07/20**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.75, + "store_time_ms": 1.97, + "generation_time_ms": 3281.39, + "judging_time_ms": 2397.6, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "42ec0761", + "question_type": "knowledge-update", + "question": "Do I have a spare screwdriver for opening up my laptop?", + "ground_truth": "Yes", + "generated_answer": "Yes. As of the latest memory on 2023/08/15, you said you **do have a spare screwdriver** that you picked up when you organized your computer desk, so you’re all set for opening up your laptop.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 1.95, + "generation_time_ms": 4538.56, + "judging_time_ms": 1395.81, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "5c40ec5b", + "question_type": "knowledge-update", + "question": "How many times have I met up with Alex from Germany?", + "ground_truth": "We've met up twice.", + "generated_answer": "- 2023/08/11: You met Alex at a music festival and were planning to meet up.\n- 2023/09/30: You said you and Alex had “met up twice already.”\n\nSo, you’ve met up with Alex from Germany **2 times**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 1.78, + "generation_time_ms": 5286.03, + "judging_time_ms": 3216.56, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "c6853660", + "question_type": "knowledge-update", + "question": "Did I mostly recently increase or decrease the limit on the number of cups of coffee in the morning?", + "ground_truth": "You increased the limit (from one cup to two cups)", + "generated_answer": "You most recently **increased** your morning coffee limit — from **one cup** to **two cups** on 2023/05/29.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.7, + "store_time_ms": 2.04, + "generation_time_ms": 5325.88, + "judging_time_ms": 1321.28, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "26bdc477", + "question_type": "knowledge-update", + "question": "How many trips have I taken my Canon EOS 80D camera on?", + "ground_truth": "five", + "generated_answer": "You’ve taken your Canon EOS 80D on:\n\n- Yellowstone\n- Yosemite\n- Grand Canyon\n- Two other trips not named in the memories\n\nTotal: **five trips**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 2.12, + "generation_time_ms": 4495.52, + "judging_time_ms": 1767.55, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "0977f2af", + "question_type": "knowledge-update", + "question": "What new kitchen gadget did I invest in before getting the Air Fryer?", + "ground_truth": "Instant Pot", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.56, + "store_time_ms": 2.16, + "generation_time_ms": 2919.33, + "judging_time_ms": 3018.04, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "6aeb4375_abs", + "question_type": "knowledge-update", + "question": "How many Italian restaurants have I tried in my city?", + "ground_truth": "The information provided is not enough. You mentioned trying Korean restaurants but not Italian restaurants.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 1.78, + "generation_time_ms": 2528.56, + "judging_time_ms": 3023.99, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "031748ae_abs", + "question_type": "knowledge-update", + "question": "How many engineers do I lead when I just started my new role as Software Engineer Manager?", + "ground_truth": "The information provided is not enough. You mentioned starting the role as Senior Software Engineer but not Software Engineer Manager.", + "generated_answer": "I don’t have a memory saying you just started as a **Software Engineer Manager**. \n\nThe memories say that in your new role as **Senior Software Engineer**, you initially led **4 engineers**; later, you said you lead **5 engineers**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 1.75, + "generation_time_ms": 5820.66, + "judging_time_ms": 2828.21, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "2698e78f_abs", + "question_type": "knowledge-update", + "question": "How often do I see Dr. Johnson?", + "ground_truth": "The information provided is not enough. You mentioned seeing Dr. Smith but not Dr. Johnson.", + "generated_answer": "I don't have enough information to answer that. Your memories mention seeing **Dr. Smith** weekly as of 2023/05/28, but they don’t mention **Dr. Johnson**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.94, + "generation_time_ms": 2994.73, + "judging_time_ms": 3380.23, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "2133c1b5_abs", + "question_type": "knowledge-update", + "question": "How long have I been living in my current apartment in Shinjuku?", + "ground_truth": "The information provided is not enough. You mentioned living in Harajuku but not Shinjuku.", + "generated_answer": "I don't have enough information to answer that. The memories only mention your studio apartment in **Harajuku**—not Shinjuku—and the latest memory says you’d been living there for **3 months** as of **2023/10/15**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 1.89, + "generation_time_ms": 4076.09, + "judging_time_ms": 2429.24, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "0ddfec37_abs", + "question_type": "knowledge-update", + "question": "How many autographed football have I added to my collection in the first three months of collection?", + "ground_truth": "The information provided is not enough. You mentioned collecting autographed baseball but not football.", + "generated_answer": "I don't have enough information to answer that. Your memories mention autographed **baseballs**—not autographed footballs.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.78, + "store_time_ms": 1.93, + "generation_time_ms": 5010.52, + "judging_time_ms": 1435.58, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "f685340e_abs", + "question_type": "knowledge-update", + "question": "How often do I play table tennis with my friends at the local park?", + "ground_truth": "The information provided is not enough. You mentioned playing tennis but not table tennis.", + "generated_answer": "I don't have enough information to answer that. The memories mention you play **tennis** with friends at the local park, with the latest memory saying it’s **every other week**, but they don’t mention **table tennis**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.85, + "store_time_ms": 1.82, + "generation_time_ms": 5638.63, + "judging_time_ms": 6486.09, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "89941a94", + "question_type": "knowledge-update", + "question": "Before I purchased the gravel bike, do I have other bikes in addition to my mountain bike and my commuter bike?", + "ground_truth": "Yes. (You have a road bike too.)", + "generated_answer": "Yes. Before that purchase, you had a **road bike** in addition to your **mountain bike** and **commuter bike**. Later, you also mentioned buying a **new hybrid bike**, bringing you to four bikes.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.7, + "store_time_ms": 2.4, + "generation_time_ms": 4691.12, + "judging_time_ms": 1606.31, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "07741c45", + "question_type": "knowledge-update", + "question": "Where do I currently keep my old sneakers?", + "ground_truth": "in a shoe rack in my closet", + "generated_answer": "You previously said you keep your old sneakers **under your bed** for storage. More recently, you said they’re **taking up space** and you plan to store them in a **shoe rack**, but you didn’t specify a newer current location.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 1.89, + "generation_time_ms": 8484.17, + "judging_time_ms": 3886.63, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "8a2466db", + "question_type": "single-session-preference", + "question": "Can you recommend some resources where I can learn more about video editing?", + "ground_truth": "The user would prefer responses that suggest resources specifically tailored to Adobe Premiere Pro, especially those that delve into its advanced settings. They might not prefer general video editing resources or resources related to other video editing software.", + "generated_answer": "You enjoy using **Adobe Premiere Pro** and have been learning **Lumetri Color/color grading**, so good resources for you would be:\n\n- **Adobe Premiere Pro official tutorials/documentation** — best for accurate feature explanations and workflows.\n- **Adobe Creative Cloud YouTube channel** — useful for guided Premiere Pro and Lumetri walkthroughs.\n- **Premiere Bro** on YouTube — practical Premiere Pro tips and editing workflows.\n- **Video Copilot** — especially helpful if you want to expand into effects and After Effects-style work.\n- **LinkedIn Learning, Udemy, or Skillshare** — structured courses if you prefer step-by-step lessons.\n- **r/premierepro** and Adobe’s Premiere Pro forums — good for troubleshooting and seeing real-world editing questions.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.72, + "store_time_ms": 1.71, + "generation_time_ms": 5823.54, + "judging_time_ms": 5513.89, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "06878be2", + "question_type": "single-session-preference", + "question": "Can you suggest some accessories that would complement my current photography setup?", + "ground_truth": "The user would prefer suggestions of Sony-compatible accessories or high-quality photography gear that can enhance their photography experience. They may not prefer suggestions of other brands' equipment or low-quality gear.", + "generated_answer": "Based on your current setup — **Sony A7R IV**, **Sony 24-70mm f/2.8**, and your planned **Godox V1** — good complementary accessories would be:\n\n- **Protective flash case/pouch** for the Godox V1, such as the **Godox V1 Hard Case**, **Think Tank Photo Flash Pouch**, or **Vello Flash Pouch**.\n- **USB-C PD external battery pack** for charging your A7R IV and other devices on the go, like the **Anker PowerCore 20000 PD**, **Mophie Powerstation XXL**, or **Jackery Titan S 20000**.\n- **Lens cleaning kit** with a blower, lens-safe microfiber cloth, and lens cleaning tissues/wipes for your Sony 24-70mm f/2.8.\n- **Tripod upgrade**, especially the **Gitzo GT3543LS**, since you were already considering it for stability and durability.\n- **Comfortable camera bag** from brands you were considering, such as **Think Tank Photo**, **Lowepro**, **F-Stop Gear**, **Peak Design**, or **MindShift Gear**.\n\nIf you want the most immediately useful additions, I’d prioritize the **flash case**, **battery pack**, and **lens cleaning kit** first.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.2, + "generation_time_ms": 7726.54, + "judging_time_ms": 1753.99, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "75832dbd", + "question_type": "single-session-preference", + "question": "Can you recommend some recent publications or conferences that I might find interesting?", + "ground_truth": "The user would prefer suggestions related to recent research papers, articles, or conferences that focus on artificial intelligence in healthcare, particularly those that involve deep learning for medical image analysis. They would not be interested in general AI topics or those unrelated to healthcare.", + "generated_answer": "Based on your past interest in deep learning for medical image analysis—especially segmentation, XAI, multimodal fusion, transfer learning, and domain adaptation—you may find these interesting:\n\n- **Conferences / challenge venues:** \n - **MICCAI Grand Challenges** — medical image segmentation, registration, XAI, domain adaptation \n - **ISBI Challenges** — biomedical imaging tasks including segmentation and model interpretation \n\n- **Publication topics to look for:** \n - Explainable AI for medical image analysis \n - Saliency maps, Grad-CAM, LIME, SHAP, attention-based explanations \n - Multimodal medical image fusion \n - Transfer learning for medical imaging \n - Domain adaptation across scanners, sites, and modalities \n - Federated learning for privacy-preserving medical image analysis \n\nFrom prior recommendations, papers like **Grad-CAM**, **LIME**, **SHAP**, **Attention-Gated Networks**, and surveys on **domain adaptation** or **deep learning for medical image analysis** would align well with your interests.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.74, + "store_time_ms": 1.13, + "generation_time_ms": 7908.6, + "judging_time_ms": 1953.84, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "0edc2aef", + "question_type": "single-session-preference", + "question": "Can you suggest a hotel for my upcoming trip to Miami?", + "ground_truth": "The user would prefer suggestions of hotels in Miami that offer great views, possibly of the ocean or the city skyline, and have unique features such as a rooftop pool or a hot tub on the balcony. They may not prefer suggestions of basic or budget hotels without these features.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 1.17, + "generation_time_ms": 1597.77, + "judging_time_ms": 5140.07, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "35a27287", + "question_type": "single-session-preference", + "question": "Can you recommend some interesting cultural events happening around me this weekend?", + "ground_truth": "The user would prefer responses that suggest cultural events where they can practice their language skills, particularly Spanish and French. They would also appreciate if the event has a focus on language learning resources. They would not prefer events that do not provide opportunities for language practice or cultural exchange.", + "generated_answer": "I don't have enough information to answer that. I don’t have your location or any specific event listings in the memories, but you’ve previously been interested in language diversity, cultural exchange, French/Spanish events, and language exchange meetups.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 1.47, + "generation_time_ms": 4604.58, + "judging_time_ms": 8606.33, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "32260d93", + "question_type": "single-session-preference", + "question": "Can you recommend a show or movie for me to watch tonight?", + "ground_truth": "The user would prefer recommendations for stand-up comedy specials on Netflix, especially those that are known for their storytelling. They may not prefer recommendations for other genres or platforms.", + "generated_answer": "Based on your interest in stand-up comedy and strong storytelling, I’d recommend **Hasan Minhaj: Homecoming King** on Netflix tonight. It’s funny, personal, and especially useful to watch if you’re working on comedy writing and storytelling yourself.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 1.08, + "generation_time_ms": 3692.47, + "judging_time_ms": 4023.03, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "195a1a1b", + "question_type": "single-session-preference", + "question": "Can you suggest some activities that I can do in the evening?", + "ground_truth": "The user would prefer suggestions that involve relaxing activities that can be done in the evening, preferably before 9:30 pm. They would not prefer suggestions that involve using their phone or watching TV, as these activities have been affecting their sleep quality.", + "generated_answer": "Based on your preferences, you like winding down by **9:30 pm**, minimizing screens/social media, and using relaxing practices before bed. Evening activities you could try:\n\n- **Guided meditation** — especially body scan or sleep-focused meditation.\n- **Reading** — choose something calming, not too stimulating.\n- **Gentle stretching or yoga** — light movement to release tension.\n- **Journaling** — reflect on the day and clear your mind.\n- **Soothing music or nature sounds** — rain sounds worked well as a relaxation option.\n- **Prepare your sleep environment** — dim lights, make the room quiet/dark, and get ready for bed.\n- **Screen-free relaxation** — put away devices at least **30 minutes** before bedtime.\n\nA simple evening flow could be: finish work by **8:30 pm**, meditate or stretch around **8:45 pm**, put away screens by **9:15 pm**, and be ready for sleep by **9:30 pm**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.55, + "store_time_ms": 1.14, + "generation_time_ms": 4957.96, + "judging_time_ms": 1562.08, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "afdc33df", + "question_type": "single-session-preference", + "question": "My kitchen's becoming a bit of a mess again. Any tips for keeping it clean?", + "ground_truth": "The user would prefer responses that acknowledge and build upon their existing efforts to organize their kitchen, such as utilizing their new utensil holder to keep countertops clutter-free. They would also appreciate tips that address their concern for maintaining their granite surface, particularly around the sink area. Preferred responses would provide practical and actionable steps to maintain cleanliness, leveraging the user's current tools and setup. They might not prefer generic or vague suggestions that do not take into account their specific kitchen setup or concerns.", + "generated_answer": "Here are a few practical tips based on the kitchen issues you’ve been working on:\n\n- **Keep counters clear:** Since you bought a utensil holder to reduce clutter, keep only frequently used tools in it and store duplicates elsewhere.\n- **Clean as you cook:** Wipe spills right away, especially near the sink and granite countertop, to help prevent stains, scratches, and buildup.\n- **Maintain the sink area:** Since you’ve had a leaky faucet and garbage disposal issues, regularly check for drips, odors, and slow drainage.\n- **Use cutting boards and pads:** Protect your granite countertop from new scratches by avoiding direct cutting or placing rough cookware on it.\n- **Do a quick daily reset:** Spend 5–10 minutes each evening putting utensils away, wiping counters, rinsing the sink, and taking out food scraps.\n- **Clean appliances after use:** After slow-cooker projects like yogurt-making, wash and dry the insert promptly to avoid lingering smells or residue.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 1.36, + "generation_time_ms": 6938.99, + "judging_time_ms": 4508.39, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "caf03d32", + "question_type": "single-session-preference", + "question": "I've been struggling with my slow cooker recipes. Any advice on getting better results?", + "ground_truth": "The user would prefer responses that provide tips and advice specifically tailored to their slow cooker experiences, utilizing their recent success with beef stew and interest in making yogurt in the slow cooker. They might not prefer general slow cooker recipes or advice unrelated to their specific experiences and interests.", + "generated_answer": "For better slow cooker results, use a thermometer when temperature matters—like yogurt, where milk should reach **180°F to 185°F** and cool to **110°F to 120°F** before adding cultures. For plant-based/cashew yogurt, soak cashews **at least 4 hours or overnight**, blend thoroughly, and strain with a **nut milk bag or cheesecloth** for the smoothest texture. In general, adjust liquid ratios for thickness, season boldly, and give recipes enough time to cook or incubate—often **8-12 hours** for yogurt.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 1.55, + "generation_time_ms": 3717.86, + "judging_time_ms": 7378.34, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "54026fce", + "question_type": "single-session-preference", + "question": "I've been thinking about ways to stay connected with my colleagues. Any suggestions?", + "ground_truth": "The user would prefer responses that acknowledge their desire for social interaction and collaboration while working remotely, utilizing their previous experiences with company initiatives and team collaborations. They might prefer suggestions of virtual team-building activities, regular check-ins, or joining interest-based groups within the company. The user may not prefer generic suggestions that do not take into account their specific work situation or previous attempts at staying connected with colleagues.", + "generated_answer": "You’ve previously liked the idea of **virtual coffee breaks**. A good next step would be to bring it up as a **collaborative suggestion** in a team meeting, ask for feedback, and keep participation optional.\n\nYou could say: “I’ve been missing casual team conversations while working remotely. Would people be interested in trying a short virtual coffee break once a week, just to chat and stay connected?”", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.63, + "store_time_ms": 1.05, + "generation_time_ms": 3175.97, + "judging_time_ms": 3471.52, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "06f04340", + "question_type": "single-session-preference", + "question": "What should I serve for dinner this weekend with my homegrown ingredients?", + "ground_truth": "The user would prefer dinner suggestions that incorporate their homegrown cherry tomatoes and herbs like basil and mint, highlighting recipes that showcase their garden produce. They might not prefer suggestions that do not utilize these specific ingredients or do not emphasize the use of homegrown elements.", + "generated_answer": "You have homegrown basil, mint, cherry tomatoes, and possibly peppers. A good weekend dinner could be **pesto pasta with cherry tomatoes and sautéed peppers**, served with a **minty cucumber-feta salad** or a **basil-mint lemonade**.\n\nIf you want something heartier, make **grilled chicken or tofu with basil-mint chimichurri**, plus a side of roasted peppers and fresh cherry tomatoes.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 1.15, + "generation_time_ms": 3688.28, + "judging_time_ms": 4221.39, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "6b7dfb22", + "question_type": "single-session-preference", + "question": "I've been feeling a bit stuck with my paintings lately. Do you have any ideas on how I can find new inspiration?", + "ground_truth": "The user would prefer responses that build upon their existing sources of inspiration, such as revisiting Instagram art accounts or exploring new techniques from online tutorials. They might also appreciate suggestions that revisit previous themes they found enjoyable, like painting flowers. The user would not prefer generic or vague suggestions for finding inspiration, and would likely appreciate responses that utilize their recent 30-day painting challenge experience.", + "generated_answer": "Try changing the *input* a bit since you’ve already been using Instagram and a 30-day painting challenge for inspiration. A few ideas:\n\n- Paint from life: buy or pick a few flowers and paint them under different lighting.\n- Change your constraints: use only 3 colors, one brush, or only palette knives for texture.\n- Do a small series: paint the same subject 5 different ways—realistic, loose, monochrome, textured, cropped.\n- Visit a garden, art museum, farmers market, or even a plant shop and take reference photos.\n- Rework an older painting using one new technique, like glazing or heavy impasto.\n- Take a break from scrolling and make an “inspiration board” from your own photos, color swatches, and sketches.\n\nSince you’re working on flowers, texture, and online-selling prep, a focused mini-project could be: **7 small textured flower studies**, each testing one palette-knife technique.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 1.34, + "generation_time_ms": 6304.81, + "judging_time_ms": 2314.09, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "1a1907b4", + "question_type": "single-session-preference", + "question": "I've been thinking about making a cocktail for an upcoming get-together, but I'm not sure which one to choose. Any suggestions?", + "ground_truth": "Considering their mixology class background, the user would prefer cocktail suggestions that build upon their existing skills and interests, such as creative variations of classic cocktails or innovative twists on familiar flavors. They might appreciate recommendations that incorporate their experience with refreshing summer drinks like Pimm's Cup. The user would not prefer overly simplistic or basic cocktail recipes, and may not be interested in suggestions that don't take into account their mixology class background.", + "generated_answer": "Based on what you were excited about recently, I’d suggest making your **Pimm’s Cup with a Twist**: Hendrick’s gin, Pimm’s No. 1, lemon juice, Ruby Red grapefruit simple syrup, ginger beer, and muddled cucumber slices.\n\nIt fits your goals well: it’s summery, refreshing, visually appealing in a **Collins glass**, and you can dress it up with cucumber wheels, Ruby Red grapefruit slices, mint sprigs, berries, or edible flowers for the get-together.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 1.03, + "generation_time_ms": 4584.82, + "judging_time_ms": 4172.8, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "09d032c9", + "question_type": "single-session-preference", + "question": "I've been having trouble with the battery life on my phone lately. Any tips?", + "ground_truth": "The user would prefer responses that build upon their previous mention of purchasing a portable power bank, such as suggestions on how to optimize its use, like ensuring it's fully charged before use. They might also appreciate tips on utilizing battery-saving features on their phone. The user may not prefer responses that suggest alternative solutions or unrelated advice.", + "generated_answer": "I don't have enough information to troubleshoot why your phone battery life is getting worse.\n\nBased on our past conversations, one practical workaround is to keep a compact portable power bank handy—options you considered included the **Anker PowerCore 5000**, **Mophie Powerstation Mini**, or a **10,000mAh** model like the **Aukey Power Bank 10000mAh**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.79, + "store_time_ms": 1.55, + "generation_time_ms": 5148.71, + "judging_time_ms": 10638.77, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "38146c39", + "question_type": "single-session-preference", + "question": "I've been feeling like my chocolate chip cookies need something extra. Any advice?", + "ground_truth": "The user would prefer responses that build upon their previous experimentation with turbinado sugar, suggesting ingredients or techniques that complement its richer flavor. They might not prefer generic cookie-making advice or suggestions that don't take into account their existing use of turbinado sugar.", + "generated_answer": "Try leaning into richer flavor add-ins: turbinado sugar can add subtle caramel depth, especially paired with **vanilla, dark chocolate/cocoa, espresso or coffee, nuts like pecans or hazelnuts, warm spices like cinnamon or cardamom, or a pinch of flaky sea salt**.\n\nFor chocolate chip cookies specifically, I’d try:\n- Replace a portion of the sugar with **turbinado sugar**\n- Add **flaky sea salt** on top\n- Mix in **toasted pecans or hazelnuts**\n- Add a tiny bit of **espresso/coffee** to deepen the chocolate flavor", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 1.14, + "generation_time_ms": 4545.92, + "judging_time_ms": 2239.99, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "d24813b1", + "question_type": "single-session-preference", + "question": "I'm thinking of inviting my colleagues over for a small gathering. Any tips on what to bake?", + "ground_truth": "The user would prefer baking suggestions that take into account their previous success with the lemon poppyseed cake, such as variations of that recipe or other desserts that share similar qualities. They might prefer suggestions that balance impressiveness with manageability, considering their previous experience. The user may not prefer overly complex or unfamiliar recipes, or suggestions that do not build upon their existing baking experience.", + "generated_answer": "Based on what you’ve liked or considered before, I’d suggest:\n\n- **Lemon poppyseed cake** — you mentioned making this for a colleague’s going-away party and that it was a hit.\n- **Lemon lavender pound cake** — a more unique twist if you want something a little special.\n- **Chewy chocolate chip cookies** — easy to share at a small gathering and a safe crowd-pleaser.\n- **Chocolate cake with caramel ganache frosting** — a richer option if you want a centerpiece dessert.\n\nFor colleagues, I’d probably go with **chewy chocolate chip cookies plus a lemon lavender or lemon poppyseed cake** so you have both a casual treat and something more memorable.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 1.13, + "generation_time_ms": 8537.36, + "judging_time_ms": 4129.48, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "57f827a0", + "question_type": "single-session-preference", + "question": "I was thinking about rearranging the furniture in my bedroom this weekend. Any tips?", + "ground_truth": "The user would prefer responses that take into account their existing plans to replace the bedroom dresser and their interest in mid-century modern style, suggesting furniture layouts that accommodate the new dresser and incorporate elements of this design aesthetic. They might not prefer general furniture arrangement tips or suggestions that do not consider their specific design preferences.", + "generated_answer": "Since you’re going for a mid-century modern bedroom feel, keep the layout clean, uncluttered, and functional. If your walnut dresser is part of the room, place it where its grain and brass knobs can stand out, and avoid crowding it with ornate or bulky pieces.\n\nA few tips:\n- Keep clear walking paths around the bed and dresser.\n- Emphasize balance and proportion rather than filling every wall.\n- Use the dresser as a focal point if it has the satin walnut finish and brass accents you chose.\n- Keep decor minimal so the wood and hardware remain the visual highlight.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.51, + "store_time_ms": 1.1, + "generation_time_ms": 5887.7, + "judging_time_ms": 1531.39, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "95228167", + "question_type": "single-session-preference", + "question": "I'm getting excited about my visit to the music store this weekend. Any tips on what to look for in a new guitar?", + "ground_truth": "The user would prefer responses that highlight the differences between Fender Stratocaster and Gibson Les Paul electric guitars, such as the feel of the neck, weight, and sound profile. They might not prefer general tips on buying an electric guitar or suggestions that do not take into account their current guitar and desired upgrade.", + "generated_answer": "When you try guitars this weekend, focus on what matters for your goals: a Les Paul-style guitar that feels good, handles open D tuning well, and gives you enough tonal flexibility.\n\nA quick checklist:\n\n- **Comfort and weight:** Les Pauls can be heavier than Strats, so play one standing up with a strap if possible.\n- **Neck feel:** Make sure the neck profile feels comfortable for both chords and fingerpicking-style patterns.\n- **Clean tone first:** Test the guitar clean before adding gain. Listen for warmth, clarity, sustain, and note separation.\n- **Open D tuning:** If the store allows it, tune to **D A D F# A D** and see how the guitar resonates.\n- **Pickup options:** Try models with **coil-splitting or coil-tapping**, since you were interested in more flexibility.\n- **Neck pickup:** Spend time there, especially for warmer fingerpicking and open-tuning sounds.\n- **Intonation and tuning stability:** Check whether chords sound in tune up the neck and whether the guitar stays stable after bends.\n- **Action/setup:** Make sure it feels playable without buzzing, especially if you may use heavier strings for open D.\n- **Compare against a Strat:** Since you’re upgrading from a Stratocaster, try both back-to-back so you can really hear the difference.\n\nMost importantly: don’t just test riffs — play the actual things you care about, like open D chord shapes, bluesy lines, rock riffs, and acoustic-like fingerpicking patterns such as “Blackbird”-style parts.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.58, + "store_time_ms": 1.04, + "generation_time_ms": 9022.18, + "judging_time_ms": 4170.27, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "505af2f5", + "question_type": "single-session-preference", + "question": "I was thinking of trying a new coffee creamer recipe. Any recommendations?", + "ground_truth": "The user would prefer responses that suggest variations on their existing almond milk, vanilla extract, and honey creamer recipe or new ideas that align with their goals of reducing sugar intake and saving money. They might not prefer responses that recommend commercial creamer products or recipes that are high in sugar or expensive.", + "generated_answer": "Yes — based on what you’ve been trying, I’d recommend a lower-sugar vanilla cinnamon almond creamer:\n\n**Vanilla Cinnamon Almond Creamer**\n- 1 cup unsweetened almond milk \n- 1 tsp vanilla extract \n- ½–1 tsp honey, or reduce it and use stevia/monk fruit instead \n- Pinch of cinnamon \n- Tiny pinch of sea salt \n\nShake or blend everything together and store it in a reusable glass container in the fridge. Since you’re trying to reduce sugar, start with less honey than usual and let the vanilla, cinnamon, and salt add more flavor without needing extra sweetness.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.1, + "generation_time_ms": 4728.21, + "judging_time_ms": 1345.17, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "75f70248", + "question_type": "single-session-preference", + "question": "I've been sneezing quite a bit lately. Do you think it might be my living room?", + "ground_truth": "The user would prefer responses that consider the potential impact of their cat, Luna, and her shedding on their sneezing, as well as the recent deep clean of the living room and its possible effect on stirring up dust. They might not prefer responses that fail to take into account these specific details previously mentioned, such as generic suggestions or unrelated factors.", + "generated_answer": "Yes, it could be your living room. From what you mentioned earlier, your cat sheds a lot, and pet hair/dander plus dust buildup can trigger sneezing.\n\nA few likely culprits to check:\n- Dust on furniture, shelves, and electronics\n- Cat hair/dander in upholstery or rugs\n- Dirty HVAC/air filters\n- Dry air or dust mites\n- Poor ventilation\n\nTry vacuuming with a HEPA-filter vacuum, dusting with a damp microfiber cloth, washing your cat’s bedding, and replacing air filters every 1–3 months.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 1.13, + "generation_time_ms": 6398.84, + "judging_time_ms": 5452.53, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "d6233ab6", + "question_type": "single-session-preference", + "question": "I've been feeling nostalgic lately. Do you think it would be a good idea to attend my high school reunion?", + "ground_truth": "The user would prefer responses that draw upon their personal experiences and memories, specifically their positive high school experiences such as being part of the debate team and taking advanced placement courses. They would prefer suggestions that highlight the potential benefits of attending the reunion, such as reconnecting with old friends and revisiting favorite subjects like history and economics. The user might not prefer generic or vague responses that do not take into account their individual experiences and interests.", + "generated_answer": "It could be a good idea, especially since you’ve shared that you still remember happy high school experiences like being on the debate team and taking AP economics. A reunion might be a nice way to reconnect with old friends and reflect on how far you’ve come as you move toward becoming an Economics major.\n\nIf you’re unsure, you could attend with low pressure—go for part of the event, reconnect with a few people, and see how it feels.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 0.96, + "generation_time_ms": 5009.24, + "judging_time_ms": 3057.09, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "1da05512", + "question_type": "single-session-preference", + "question": "I'm trying to decide whether to buy a NAS device now or wait. What do you think?", + "ground_truth": "The user would prefer responses that take into account their current home network storage capacity issues and recent reliance on external hard drives, highlighting the potential benefits of a NAS device in addressing these specific needs. They might not prefer responses that ignore their current storage challenges or fail to consider their recent tech upgrades and priorities. Preferred responses would utilize the user's previous mentions of storage capacity issues and tech investments to inform their decision.", + "generated_answer": "Based on your earlier goals—central backup/storage for your laptop and phone, convenience over an external hard drive, and strong security features—I’d buy a NAS now if you’re already feeling storage pressure or backup inconvenience.\n\nA good fit from the prior options would likely be a **2-bay or 4-bay NAS** with **AES-256 encryption, access controls, 2FA, and regular security updates**. If you expect your storage needs to grow or want stronger redundancy options, choose a **4-bay** model; if you mainly need simple home backup, a **2-bay** model should be enough.\n\nI’d wait only if your external hard drive setup is still working well, your storage needs aren’t urgent, or you want more time to compare current prices and models.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 1.13, + "generation_time_ms": 5591.07, + "judging_time_ms": 2946.76, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "fca70973", + "question_type": "single-session-preference", + "question": "I am planning another theme park weekend; do you have any suggestions?", + "ground_truth": "The user would prefer theme park suggestions that cater to their interest in both thrill rides and special events, utilizing their previous experiences at Disneyland, Knott's Berry Farm, Six Flags Magic Mountain, and Universal Studios Hollywood as a reference point. They would also appreciate recommendations that highlight unique food experiences and nighttime shows. The user might not prefer suggestions that focus solely on one aspect of theme parks, such as only thrill rides or only family-friendly attractions, and may not be interested in parks that lack special events or unique dining options.", + "generated_answer": "Based on your past interests, I’d suggest planning a Halloween-focused theme park weekend in Southern California:\n\n- **Universal Studios Hollywood – Halloween Horror Nights**: Best fit for you since you were interested in the **VIP Experience, Gourmet Buffet, and Behind-the-Scenes Tour**.\n- **Knott’s Berry Farm – Knott’s Scary Farm**: Good for haunted mazes, scare zones, live entertainment, and the **Scary Farm Boo-fet**.\n- **Disneyland Resort – Halloween Time / Oogie Boogie Bash**: Great if you want themed food, nighttime entertainment, and a less intense Halloween atmosphere.\n- **Six Flags Magic Mountain – Fright Fest**: Best if you want thrill rides plus Halloween overlays, scare zones, and seasonal food.\n\nIf you want the most “special occasion” weekend, I’d prioritize **Universal’s VIP Halloween Horror Nights experience** one night and **Knott’s Scary Farm** the other.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 1.13, + "generation_time_ms": 6134.33, + "judging_time_ms": 4081.03, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "b6025781", + "question_type": "single-session-preference", + "question": "I'm planning my meal prep next week, any suggestions for new recipes?", + "ground_truth": "The user would prefer responses that suggest healthy meal prep recipes, especially those that incorporate quinoa and roasted vegetables, and offer variations in protein sources. They might appreciate suggestions that build upon their existing preferences, such as new twists on chicken Caesar salads or turkey and avocado wraps. The user may not prefer responses that suggest unhealthy or high-calorie meal prep options, or those that deviate significantly from their established healthy eating habits.", + "generated_answer": "Based on what you’ve liked before, you might enjoy meal-prep recipes built around quinoa, roasted vegetables, lentils, and sweet potatoes. A few ideas:\n\n1. **Lentil bolognese quinoa bowls** with roasted broccoli, sweet potatoes, and shaved Parmesan or feta.\n2. **Rosemary roasted sweet potato bowls** with quinoa, chickpeas or tofu, sautéed spinach, and lemon-garlic dressing.\n3. **Mediterranean quinoa meal prep** with roasted vegetables, artichoke hearts, chickpeas, feta, and fresh herbs.\n4. **Spicy smoky sweet potato and lentil bowls** using cumin, smoked paprika, chili powder, and a little cayenne.\n5. **Quinoa with roasted vegetables and pan-seared salmon or shrimp** for a non-vegetarian option.\n\nYou seemed interested in lentil bolognese and planned to use fresh rosemary on roasted sweet potatoes, so I’d especially suggest a quinoa bowl with lentil bolognese, rosemary sweet potatoes, and roasted broccoli.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 0.94, + "generation_time_ms": 5857.08, + "judging_time_ms": 2518.34, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "a89d7624", + "question_type": "single-session-preference", + "question": "I'm planning a trip to Denver soon. Any suggestions on what to do there?", + "ground_truth": "The user would prefer responses that take into account their previous experience in Denver, specifically their interest in live music and memorable encounter with Brandon Flowers. They might appreciate suggestions that revisit or build upon this experience, such as revisiting the same bar or exploring similar music venues in the area. The user may not prefer general tourist recommendations or activities unrelated to their interest in live music.", + "generated_answer": "Based on what you’ve enjoyed before, I’d center the trip around Denver’s music scene:\n\n- Catch a show at **Red Rocks Amphitheatre** again if there’s a concert you like.\n- Check out venues like **The Ogden Theatre**, **The Bluebird Theater**, **The Fillmore Auditorium**, **Larimer Lounge**, **hi-dive**, or **The Marquis Theater**.\n- Visit **Twist & Shout Records** if you want a music-related stop.\n- Before a Red Rocks show, grab dinner at **The Ship Rock Grille** and ask about patio/table views; nearby BBQ options you were interested in include **GQue BBQ**, **Moe’s Original BBQ**, **Dinosaur Bar-B-Que**, **Big B’s Delicious BBQ**, and **Wayne’s Smoke Shack**.\n- Look into festivals like **Westword Music Showcase**, **Denver Folk Festival**, **Denver Jazz Festival**, **Grandoozy**, or **Riot Fest Denver** if timing lines up.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 0.97, + "generation_time_ms": 5532.4, + "judging_time_ms": 6805.76, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "b0479f84", + "question_type": "single-session-preference", + "question": "I've got some free time tonight, any documentary recommendations?", + "ground_truth": "The user would prefer documentary recommendations that are similar in style and theme to 'Our Planet', 'Free Solo', and 'Tiger King', which they have previously enjoyed. They might not prefer recommendations of documentaries that are vastly different in tone or subject matter from these titles. The preferred response utilizes the user's previously mentioned viewing history to suggest documentaries that cater to their tastes.", + "generated_answer": "Since you’ve been into nature/wildlife documentaries and were especially interested in coral reefs and Belize, I’d suggest **Chasing Coral** tonight if you haven’t watched it yet — it’s visually stunning, focused, and has that conservation angle you seem to like.\n\nOther good picks based on your taste:\n- **Dynasties** — intimate animal-family stories narrated by David Attenborough.\n- **Our Planet** / **Planet Earth** follow-ups like **Blue Planet** — great if you want sweeping nature footage.\n- **Free Solo** — if you’re in the mood for adventure rather than wildlife.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 1.13, + "generation_time_ms": 4961.86, + "judging_time_ms": 1409.17, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "1d4e3b97", + "question_type": "single-session-preference", + "question": "I noticed my bike seems to be performing even better during my Sunday group rides. Could there be a reason for this?", + "ground_truth": "The user would prefer responses that reference specific details from their previous interactions, such as the replacement of the bike's chain and cassette, and the use of a new Garmin bike computer. They might prefer explanations that connect these details to the observed improvement in bike performance. The user may not prefer responses that fail to acknowledge these specific details or provide vague, general explanations for the improvement.", + "generated_answer": "Your bike’s improved performance could be related to the chain and cassette you replaced on February 1st, since that upgrade had already contributed to better performance. Sunday group rides may also make the improvement more noticeable because drafting, steady pacing, and motivation from the group can help you ride faster or more efficiently.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.63, + "store_time_ms": 1.07, + "generation_time_ms": 2567.33, + "judging_time_ms": 15517.0, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "07b6f563", + "question_type": "single-session-preference", + "question": "Can you suggest some useful accessories for my phone?", + "ground_truth": "The user would prefer suggestions of accessories that are compatible with an iPhone 13 Pro, such as high-quality screen protectors, durable cases, portable power banks, or phone wallet cases. They may not prefer suggestions of accessories that are not compatible with Apple products or do not enhance the functionality or protection of their phone.", + "generated_answer": "For your iPhone 13 Pro, useful accessories based on what you’ve been considering are:\n\n- **Tempered glass screen protector** — brands you looked at include Zagg, Spigen, Belkin, OtterBox, and Anker.\n- **Wallet case** — you were interested in wallet cases, especially OtterBox; Nomad, Bellroy, Speck, Case-Mate, and Spigen were also discussed.\n- **Portable power bank** — you already have one from Best Buy that’s working great, but you mentioned possibly upgrading to one with more capacity.\n- **Wireless charging power bank** — this seemed appealing to you because you liked the idea of placing your iPhone 13 Pro on it without using cables.\n- **Fast-charging cable or adapter** — useful alongside a power bank, especially if you prioritize charging speed over wireless convenience.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.24, + "generation_time_ms": 6134.22, + "judging_time_ms": 2314.22, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "1c0ddc50", + "question_type": "single-session-preference", + "question": "Can you suggest some activities I can do during my commute to work?", + "ground_truth": "The user would prefer suggestions related to listening to new podcasts or audiobooks, especially the genre beyond true crime or self-improvement, such as history. They may not be interested in activities that require visual attention, such as reading or watching videos, as they are commuting. The user would not prefer general podcast topics such as true crime or self-improvement, as the user wants to explore other topics.", + "generated_answer": "Since your commute is about **40 minutes each way**, you could use it for:\n\n- **History podcasts**: Continue with *Hardcore History*, *Lore*, or *The Dollop*; alternate by day to keep it fresh.\n- **Audiobooks**: Try history books you were interested in, like *Guns, Germs, and Steel* by Jared Diamond.\n- **Documentary companion listening**: Listen to related interviews, lectures, or summaries on topics like the Mongols, WWII, Salem witch trials, or unusual American history.\n- **Lighter listening days**: If you’re tired, choose something more comedic like *The Dollop* instead of dense history.\n- **Reflection or note-taking after listening**: At the end of the commute, jot down one interesting thing you learned or a topic you want to explore later.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.56, + "store_time_ms": 1.15, + "generation_time_ms": 5365.97, + "judging_time_ms": 1281.0, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "0a34ad58", + "question_type": "single-session-preference", + "question": "I’m a bit anxious about getting around Tokyo. Do you have any helpful tips?", + "ground_truth": "The user would prefer responses that utilize their existing resources, such as their Suica card and TripIt app, to provide personalized tips for navigating Tokyo's public transportation. They might not prefer general tips or recommendations that do not take into account their prior preparations.", + "generated_answer": "You’re using a **Suica card** and have **TripIt** downloaded, so you’re already well-prepared. Helpful tips: plan routes in Google Maps before leaving, allow extra time for big stations like **Shinjuku**, follow English signs, tap your Suica when entering/exiting gates, and keep some **cash/yen** for places that don’t take cards. If you feel unsure, ask station staff or your **Park Hyatt Tokyo concierge**—they can help with routes, tickets, and reservations.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 1.38, + "generation_time_ms": 4823.95, + "judging_time_ms": 3162.26, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "7161e7e2", + "question_type": "single-session-assistant", + "question": "I'm checking our previous chat about the shift rotation sheet for GM social media agents. Can you remind me what was the rotation for Admon on a Sunday?", + "ground_truth": "Admon was assigned to the 8 am - 4 pm (Day Shift) on Sundays.", + "generated_answer": "Admon was assigned to the **Sunday 8 am – 4 pm Day Shift**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 0.63, + "generation_time_ms": 2883.92, + "judging_time_ms": 1817.39, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "c4f10528", + "question_type": "single-session-assistant", + "question": "I'm planning to visit Bandung again and I was wondering if you could remind me of the name of that restaurant in Cihampelas Walk that serves a great Nasi Goreng?", + "ground_truth": "Miss Bee Providore", + "generated_answer": "The restaurant was **Miss Bee Providore** near Cihampelas Walk. You were interested in trying **Miss Bee’s Nasi Goreng** and finishing with their **chocolate brownie**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 0.71, + "generation_time_ms": 3676.32, + "judging_time_ms": 2044.47, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "89527b6b", + "question_type": "single-session-assistant", + "question": "I'm going back to our previous conversation about the children's book on dinosaurs. Can you remind me what color was the scaly body of the Plesiosaur in the image?", + "ground_truth": "The Plesiosaur had a blue scaly body.", + "generated_answer": "The Plesiosaur had a **blue scaly body** in the image description.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.51, + "store_time_ms": 0.51, + "generation_time_ms": 3962.98, + "judging_time_ms": 1374.14, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "e9327a54", + "question_type": "single-session-assistant", + "question": "I'm planning to revisit Orlando. I was wondering if you could remind me of that unique dessert shop with the giant milkshakes we talked about last time?", + "ground_truth": "The Sugar Factory at Icon Park.", + "generated_answer": "The dessert spot was **The Sugar Factory** at **ICON Park**. It offers lots of sweet treats, including specialty drinks and **giant milkshakes**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.58, + "store_time_ms": 0.85, + "generation_time_ms": 2099.17, + "judging_time_ms": 2383.99, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "4c36ccef", + "question_type": "single-session-assistant", + "question": "Can you remind me of the name of the romantic Italian restaurant in Rome you recommended for dinner?", + "ground_truth": "Roscioli", + "generated_answer": "Roscioli — I recommended it for a romantic dinner in Rome because of its cozy, intimate atmosphere, excellent service, wine list, and high-quality ingredients.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.4, + "store_time_ms": 0.54, + "generation_time_ms": 2123.26, + "judging_time_ms": 2109.65, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "6ae235be", + "question_type": "single-session-assistant", + "question": "I remember you told me about the refining processes at CITGO's three refineries earlier. Can you remind me what kind of processes are used at the Lake Charles Refinery?", + "ground_truth": "Atmospheric distillation, fluid catalytic cracking (FCC), alkylation, and hydrotreating.", + "generated_answer": "For CITGO’s Lake Charles Refinery, the processes mentioned earlier were:\n\n1. Atmospheric distillation \n2. Fluid catalytic cracking, or FCC \n3. Alkylation \n4. Hydrotreating \n\nI also noted that these were some of the main processes, not necessarily a complete list.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.68, + "store_time_ms": 0.78, + "generation_time_ms": 2524.71, + "judging_time_ms": 1664.74, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "7e00a6cb", + "question_type": "single-session-assistant", + "question": "I'm planning my trip to Amsterdam again and I was wondering, what was the name of that hostel near the Red Light District that you recommended last time?", + "ground_truth": "International Budget Hostel", + "generated_answer": "The hostel near the Red Light District was **International Budget Hostel**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 0.57, + "generation_time_ms": 3147.14, + "judging_time_ms": 2368.35, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "1903aded", + "question_type": "single-session-assistant", + "question": "I think we discussed work from home jobs for seniors earlier. Can you remind me what was the 7th job in the list you provided?", + "ground_truth": "Transcriptionist.", + "generated_answer": "The 7th job in the list was **Transcriptionist**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 0.39, + "generation_time_ms": 2791.77, + "judging_time_ms": 1564.57, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "ceb54acb", + "question_type": "single-session-assistant", + "question": "In our previous chat, you suggested 'sexual compulsions' and a few other options for alternative terms for certain behaviors. Can you remind me what the other four options were?", + "ground_truth": "I suggested 'sexual fixations', 'problematic sexual behaviors', 'sexual impulsivity', and 'compulsive sexuality'.", + "generated_answer": "The other four options were:\n\n1. Sexual fixations \n2. Problematic sexual behaviors \n3. Sexual impulsivity \n4. Compulsive sexuality", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 0.46, + "generation_time_ms": 2315.1, + "judging_time_ms": 1529.34, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "f523d9fe", + "question_type": "single-session-assistant", + "question": "I wanted to check back on our previous conversation about Netflix. I mentioned that I wanted to be able to access all seasons of old shows? Do you remember what show I used as an example, the one that only had the last season available?", + "ground_truth": "Doc Martin", + "generated_answer": "You used **“Doc Martin”** as the example. You said it had been taken down after a while, and only the last season was available.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.67, + "store_time_ms": 0.63, + "generation_time_ms": 2042.28, + "judging_time_ms": 1887.47, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "0e5e2d1a", + "question_type": "single-session-assistant", + "question": "I wanted to follow up on our previous conversation about binaural beats for anxiety and depression. Can you remind me how many subjects were in the study published in the journal Music and Medicine that found significant reductions in symptoms of depression, anxiety, and stress?", + "ground_truth": "38 subjects", + "generated_answer": "The study published in *Music and Medicine* involved **38 subjects**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 2.13, + "generation_time_ms": 1628.68, + "judging_time_ms": 3681.1, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "fea54f57", + "question_type": "single-session-assistant", + "question": "I was thinking about our previous conversation about the Fifth Album, and I was wondering if you could remind me what song you said best exemplified the band's growth and development as artists?", + "ground_truth": "Evolution", + "generated_answer": "I said **“Evolution”** best exemplified the band’s growth and development as artists. The earlier reasoning was that it showed more experimental instrumentation, more complex lyrics, and a shift away from their earlier straightforward pop-rock sound.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.68, + "store_time_ms": 0.7, + "generation_time_ms": 2202.8, + "judging_time_ms": 1710.47, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "cc539528", + "question_type": "single-session-assistant", + "question": "I wanted to follow up on our previous conversation about front-end and back-end development. Can you remind me of the specific back-end programming languages you recommended I learn?", + "ground_truth": "I recommended learning Ruby, Python, or PHP as a back-end programming language.", + "generated_answer": "The specific back-end programming languages mentioned were **Ruby, Python, and PHP**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 0.62, + "generation_time_ms": 2183.16, + "judging_time_ms": 3321.5, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "dc439ea3", + "question_type": "single-session-assistant", + "question": "I was looking back at our previous conversation about Native American powwows and I was wondering, which traditional game did you say was often performed by skilled dancers at powwows?", + "ground_truth": "Hoop Dance", + "generated_answer": "The traditional game/activity I mentioned was **Hoop Dance**, which involves intricate movements with multiple hoops and is often performed by skilled dancers at powwows.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 0.77, + "generation_time_ms": 2136.33, + "judging_time_ms": 1443.78, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "18dcd5a5", + "question_type": "single-session-assistant", + "question": "I'm going back to our previous chat about the Lost Temple of the Djinn one-shot. Can you remind me how many mummies the party will face in the temple?", + "ground_truth": "4", + "generated_answer": "The party will face **4 mummies** in the Lost Temple of the Djinn.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.51, + "store_time_ms": 0.6, + "generation_time_ms": 1904.57, + "judging_time_ms": 1275.89, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "488d3006", + "question_type": "single-session-assistant", + "question": "I'm planning to go back to the Natural Park of Moncayo mountain in Aragón and I was wondering, what was the name of that hiking trail you recommended that takes you through the park's most stunning landscapes and offers panoramic views of the surrounding mountainside?", + "ground_truth": "The GR-90 trail.", + "generated_answer": "The hiking trail I recommended was the **GR-90**. It’s a circular route of approximately **36 kilometers** with panoramic views and highlights like the summit of Moncayo mountain and the Fuenfría waterfall.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.98, + "store_time_ms": 0.65, + "generation_time_ms": 2609.44, + "judging_time_ms": 3639.11, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "58470ed2", + "question_type": "single-session-assistant", + "question": "I was going through our previous conversation about The Library of Babel, and I wanted to confirm - what did Borges say about the center and circumference of the Library?", + "ground_truth": "According to Borges, 'The Library is a sphere whose exact center is any one of its hexagons and whose circumference is inaccessible.'", + "generated_answer": "Borges said: “The Library is a sphere whose exact center is any one of its hexagons and whose circumference is inaccessible.”", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 0.98, + "generation_time_ms": 2285.06, + "judging_time_ms": 2529.61, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "8cf51dda", + "question_type": "single-session-assistant", + "question": "I'm going back to our previous conversation about the grant aim page on molecular subtypes and endometrial cancer. Can you remind me what were the three objectives we outlined for the project?", + "ground_truth": "The three objectives were: 1) to identify molecular subtypes of endometrial cancer, 2) to investigate their clinical and biological significance, and 3) to develop biomarkers for early detection and prognosis.", + "generated_answer": "The three objectives we outlined were:\n\n1. To identify molecular subtypes of endometrial cancer using a combination of genomic and transcriptomic approaches.\n2. To investigate the clinical and biological significance of the identified molecular subtypes, including their association with patient outcomes and response to therapy.\n3. To develop biomarkers for the early detection and prognosis of endometrial cancer based on the identified molecular subtypes.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.56, + "store_time_ms": 0.53, + "generation_time_ms": 2764.13, + "judging_time_ms": 1675.86, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "1d4da289", + "question_type": "single-session-assistant", + "question": "I was thinking about our previous conversation about data privacy and security. You mentioned that companies use two-factor authentication to enhance security. Can you remind me what kind of two-factor authentication methods you were referring to?", + "ground_truth": "I mentioned biometric authentication or one-time passwords (OTP) as examples of two-factor authentication methods.", + "generated_answer": "You were referring to two-factor authentication methods like **biometric authentication** and **one-time passwords (OTP)**. Later, we also mentioned examples that can make security easier, such as **fingerprint** and **facial recognition**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.7, + "store_time_ms": 0.53, + "generation_time_ms": 2141.22, + "judging_time_ms": 1481.36, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "8464fc84", + "question_type": "single-session-assistant", + "question": "I'm planning to visit the Vatican again and I was wondering if you could remind me of the name of that famous deli near the Vatican that serves the best cured meats and cheeses?", + "ground_truth": "Roscioli", + "generated_answer": "The famous deli near the Vatican was **Roscioli**, known for cured meats, cheeses, and traditional Roman cuisine.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 0.94, + "generation_time_ms": 2943.93, + "judging_time_ms": 1400.08, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "8aef76bc", + "question_type": "single-session-assistant", + "question": "I'm going back to our previous conversation about DIY home decor projects using recycled materials. Can you remind me what sealant you recommended for the newspaper flower vase?", + "ground_truth": "Mod Podge or another sealant", + "generated_answer": "The sealant mentioned for the newspaper flower vase was **Mod Podge**, or another sealant to help make it water-resistant.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 0.59, + "generation_time_ms": 3280.35, + "judging_time_ms": 1622.52, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "71a3fd6b", + "question_type": "single-session-assistant", + "question": "I'm planning my trip to Speyer again and I wanted to confirm, what's the phone number of the Speyer tourism board that you provided me earlier?", + "ground_truth": "+49 (0) 62 32 / 14 23 - 0", + "generated_answer": "The Speyer tourism board phone number I provided earlier was:\n\n+49 (0) 62 32 / 14 23 - 0", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.49, + "store_time_ms": 0.71, + "generation_time_ms": 2020.28, + "judging_time_ms": 1285.02, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "2bf43736", + "question_type": "single-session-assistant", + "question": "I was going through our previous chat and I wanted to clarify something about the prayer of beginners in Tanqueray's Spiritual Life treatise. Can you remind me which chapter of the second part discusses vocal prayer and meditation?", + "ground_truth": "Chapter 4 of Book 1, titled 'Vocal Prayer and Meditation'.", + "generated_answer": "Chapter 4 of Book 1 in the second part of Adolphe Tanqueray’s *Spiritual Life* discusses vocal prayer and meditation. In our previous chat, it was identified as titled **“Vocal Prayer and Meditation”** and as the chapter connected with the prayer of beginners.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.7, + "store_time_ms": 0.74, + "generation_time_ms": 2459.96, + "judging_time_ms": 1539.21, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "70b3e69b", + "question_type": "single-session-assistant", + "question": "I was going through our previous conversation about the impact of the political climate in Catalonia on its literature and music. Can you remind me of the example you gave of a Spanish-Catalan singer-songwriter who supports unity between Catalonia and Spain?", + "ground_truth": "Manolo García", + "generated_answer": "The example was **Manolo García**, a Spanish-Catalan singer-songwriter. I mentioned that he has publicly expressed support for unity between Catalonia and Spain.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.67, + "store_time_ms": 0.87, + "generation_time_ms": 3287.08, + "judging_time_ms": 2746.69, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "8752c811", + "question_type": "single-session-assistant", + "question": "I remember you provided a list of 100 prompt parameters that I can specify to influence your output. Can you remind me what was the 27th parameter on that list?", + "ground_truth": "The 27th parameter was 'Sound effects (e.g., ambient, diegetic, non-diegetic, etc.)'.", + "generated_answer": "The 27th parameter was **Sound effects** — e.g., ambient, diegetic, non-diegetic, etc.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 0.7, + "generation_time_ms": 3914.05, + "judging_time_ms": 2041.89, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "3249768e", + "question_type": "single-session-assistant", + "question": "I'm looking back at our previous conversation about building a cocktail bar. You recommended five bottles to make the widest variety of gin-based cocktails. Can you remind me what the fifth bottle was?", + "ground_truth": "Absinthe", + "generated_answer": "The fifth bottle was **Absinthe**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 0.55, + "generation_time_ms": 4399.57, + "judging_time_ms": 2965.11, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "1b9b7252", + "question_type": "single-session-assistant", + "question": "I wanted to follow up on our previous conversation about mindfulness techniques. You mentioned some great resources for guided imagery exercises, can you remind me of the website that had free exercises like 'The Mountain Meditation' and 'The Body Scan Meditation'?", + "ground_truth": "Mindful.org.", + "generated_answer": "The website was **Mindful.org**. It had free guided imagery/mindfulness exercises such as **“The Mountain Meditation”** and **“The Body Scan Meditation.”**", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.73, + "store_time_ms": 0.61, + "generation_time_ms": 2983.11, + "judging_time_ms": 2063.07, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "1568498a", + "question_type": "single-session-assistant", + "question": "I'm looking back at our previous chess game and I was wondering, what was the move you made after 27. Kg2 Bd5+?", + "ground_truth": "28. Kg3", + "generated_answer": "After **27. Kg2 Bd5+**, my move as White was **28. Kg3**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.46, + "store_time_ms": 0.52, + "generation_time_ms": 4978.82, + "judging_time_ms": 1519.32, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "6222b6eb", + "question_type": "single-session-assistant", + "question": "I was going through our previous conversation about atmospheric correction methods, and I wanted to confirm - you mentioned that 6S, MAJA, and Sen2Cor are all algorithms for atmospheric correction of remote sensing images. Can you remind me which one is implemented in the SIAC_GEE tool?", + "ground_truth": "The 6S algorithm is implemented in the SIAC_GEE tool.", + "generated_answer": "SIAC_GEE implements the **6S (Second Simulation of a Satellite Signal in the Solar Spectrum)** radiative transfer model for atmospheric correction of Sentinel-2 images.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.78, + "store_time_ms": 0.83, + "generation_time_ms": 2749.17, + "judging_time_ms": 2374.35, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "e8a79c70", + "question_type": "single-session-assistant", + "question": "I was going through our previous conversation about making a classic French omelette, and I wanted to confirm - how many eggs did you say we need for the recipe?", + "ground_truth": "2-3 eggs", + "generated_answer": "You need **2-3 eggs** for the classic French omelette recipe.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.5, + "store_time_ms": 0.61, + "generation_time_ms": 1671.28, + "judging_time_ms": 3159.23, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "d596882b", + "question_type": "single-session-assistant", + "question": "I'm planning another trip to New York City and I was wondering if you could remind me of that vegan eatery you recommended last time, the one with multiple locations throughout the city?", + "ground_truth": "By Chloe", + "generated_answer": "The vegan eatery was **By Chloe** — I mentioned it as a popular plant-based spot with multiple locations throughout New York City, offering vegan burgers, salads, pastas, and baked goods.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 0.68, + "generation_time_ms": 3315.0, + "judging_time_ms": 1512.95, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "e3fc4d6e", + "question_type": "single-session-assistant", + "question": "I wanted to follow up on our previous conversation about the fusion breakthrough at Lawrence Livermore National Laboratory. Can you remind me who is the President's Chief Advisor for Science and Technology mentioned in the article?", + "ground_truth": "Dr. Arati Prabhakar", + "generated_answer": "The President's Chief Advisor for Science and Technology mentioned in the article is **Dr. Arati Prabhakar**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 0.94, + "generation_time_ms": 2300.89, + "judging_time_ms": 1651.73, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "51b23612", + "question_type": "single-session-assistant", + "question": "I was going through our previous conversation about political propaganda and humor, and I was wondering if you could remind me of that Soviet cartoon you mentioned that mocked Western culture?", + "ground_truth": "Nu, pogodi!", + "generated_answer": "The Soviet cartoon I mentioned was **“Nu, pogodi!”** I described it as mocking Western culture and portraying the Soviet Union as superior.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 0.76, + "generation_time_ms": 1806.44, + "judging_time_ms": 2373.32, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "3e321797", + "question_type": "single-session-assistant", + "question": "I wanted to follow up on our previous conversation about natural remedies for dark circles under the eyes. You mentioned applying tomato juice mixed with lemon juice, how long did you say I should leave it on for?", + "ground_truth": "10 minutes", + "generated_answer": "You should leave the tomato juice mixed with lemon juice on your under-eye area for **10 minutes**, then wash it off with **cold water**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 2.06, + "generation_time_ms": 1910.69, + "judging_time_ms": 2228.59, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "e982271f", + "question_type": "single-session-assistant", + "question": "I was going through our previous chat. Can you remind me of the name of the last venue you recommended in the list of popular venues in Portland for indie music shows?", + "ground_truth": "Revolution Hall", + "generated_answer": "The last venue I recommended was **Revolution Hall**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.51, + "store_time_ms": 0.52, + "generation_time_ms": 1765.14, + "judging_time_ms": 2065.04, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "352ab8bd", + "question_type": "single-session-assistant", + "question": "Can you remind me what was the average improvement in framerate when using the Hardware-Aware Modular Training (HAMT) agent in the 'To Adapt or Not to Adapt? Real-Time Adaptation for Semantic Segmentation' submission?", + "ground_truth": "The average improvement in framerate was approximately 20% when using the Hardware-Aware Modular Training (HAMT) agent.", + "generated_answer": "The average improvement in framerate when using the Hardware-Aware Modular Training (HAMT) agent was approximately **20%**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 0.79, + "generation_time_ms": 2059.21, + "judging_time_ms": 1400.35, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "fca762bc", + "question_type": "single-session-assistant", + "question": "I wanted to follow up on our previous conversation about language learning apps. You mentioned a few options, and I was wondering if you could remind me of the one that uses mnemonics to help learners memorize words and phrases?", + "ground_truth": "Memrise", + "generated_answer": "The app was **Memrise** — it uses mnemonics to help learners memorize words, phrases, and grammatical concepts.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 0.54, + "generation_time_ms": 2760.39, + "judging_time_ms": 2649.6, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "7a8d0b71", + "question_type": "single-session-assistant", + "question": "I'm looking back at our previous chat about the DHL Wellness Retreats campaign. Can you remind me how much was allocated for influencer marketing in the campaign plan?", + "ground_truth": "$2,000", + "generated_answer": "The campaign plan allocated **$2,000** for influencer marketing.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 0.86, + "generation_time_ms": 1968.78, + "judging_time_ms": 2065.52, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "a40e080f", + "question_type": "single-session-assistant", + "question": "I was going through our previous conversation and I was wondering if you could remind me of the two companies you mentioned that prioritize employee safety and well-being like Triumvirate?", + "ground_truth": "Patagonia and Southwest Airlines.", + "generated_answer": "The two companies mentioned were **Patagonia** and **Southwest Airlines**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 0.74, + "generation_time_ms": 3472.71, + "judging_time_ms": 5353.06, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "8b9d4367", + "question_type": "single-session-assistant", + "question": "I wanted to follow up on our previous conversation about private sector businesses in Chaudhary. Can you remind me of the company that employs over 40,000 people in the rug-manufacturing industry?", + "ground_truth": "Jaipur Rugs", + "generated_answer": "Jaipur Rugs — it was mentioned as employing over 40,000 people in the rug-manufacturing industry and providing training and employment opportunities, especially to rural women.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 0.6, + "generation_time_ms": 2072.7, + "judging_time_ms": 1344.33, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "5809eb10", + "question_type": "single-session-assistant", + "question": "I'm looking back at our previous conversation about the Bajimaya v Reward Homes Pty Ltd case. Can you remind me what year the construction of the house began?", + "ground_truth": "2014.", + "generated_answer": "The construction of the house began in **2014**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 0.79, + "generation_time_ms": 2195.25, + "judging_time_ms": 1395.05, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "41275add", + "question_type": "single-session-assistant", + "question": "I wanted to follow up on our previous conversation about YouTube videos for workplace posture. Can you remind me of the Mayo Clinic video you recommended?", + "ground_truth": "The video is 'How to Sit Properly at a Desk to Avoid Back Pain' and the link is https://www.youtube.com/watch?v=UfOvNlX9Hh0.", + "generated_answer": "The Mayo Clinic video I recommended was **“How to Sit Properly at a Desk to Avoid Back Pain”**: \nhttps://www.youtube.com/watch?v=UfOvNlX9Hh0", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 0.48, + "generation_time_ms": 2269.48, + "judging_time_ms": 2496.54, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "4388e9dd", + "question_type": "single-session-assistant", + "question": "I was going through our previous chat and I was wondering, what was Andy wearing in the script you wrote for the comedy movie scene?", + "ground_truth": "Andy was wearing an untidy, stained white shirt.", + "generated_answer": "Andy was wearing an untidy, stained white shirt.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.56, + "generation_time_ms": 1764.36, + "judging_time_ms": 1351.08, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "4baee567", + "question_type": "single-session-assistant", + "question": "I was looking back at our previous chat and I wanted to confirm, how many times did the Chiefs play the Jaguars at Arrowhead Stadium?", + "ground_truth": "The Chiefs played the Jaguars 12 times at Arrowhead Stadium.", + "generated_answer": "In our previous chat, the number given was **12 games** played between the Chiefs and Jaguars at **Arrowhead Stadium**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 2.32, + "generation_time_ms": 2411.22, + "judging_time_ms": 1890.19, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "561fabcd", + "question_type": "single-session-assistant", + "question": "I was thinking back to our previous conversation about the Radiation Amplified zombie, and I was wondering if you remembered what we finally decided to name it?", + "ground_truth": "Fissionator.", + "generated_answer": "Yes — you settled on **“Fissionator”** for the Radiation Amplified zombie. You especially liked it because the clunky, machine-like name fit the idea of a host infected while wearing protective gear in a radioactive environment.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.63, + "store_time_ms": 0.78, + "generation_time_ms": 2782.16, + "judging_time_ms": 2138.47, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "b759caee", + "question_type": "single-session-assistant", + "question": "I was looking back at our previous conversation about buying unique engagement rings directly from designers. Can you remind me of the Instagram handle of the UK-based designer who works with unusual gemstones?", + "ground_truth": "@jessica_poole_jewellery", + "generated_answer": "The UK-based designer was Jessica Poole, and the Instagram handle listed was **@jessica_poole_jewellery**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.63, + "store_time_ms": 0.54, + "generation_time_ms": 2454.92, + "judging_time_ms": 3242.59, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "ac031881", + "question_type": "single-session-assistant", + "question": "I'm trying to recall what the designation on my jumpsuit was that helped me find the file number in the records room?", + "ground_truth": "The designation on your jumpsuit was 'LIV'.", + "generated_answer": "The designation on your jumpsuit was **“LIV”** inside a square. I realized **LIV is the Roman numeral for 54**, which led me to search for **file 54** in the records room.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 0.83, + "generation_time_ms": 4575.45, + "judging_time_ms": 2113.38, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "28bcfaac", + "question_type": "single-session-assistant", + "question": "I'm going back to our previous conversation about music theory. You mentioned some online resources for learning music theory. Can you remind me of the website you recommended for free lessons and exercises?", + "ground_truth": "MusicTheory.net", + "generated_answer": "MusicTheory.net — it offers free lessons and exercises on topics like rhythm, chords, and scales.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 0.54, + "generation_time_ms": 2491.74, + "judging_time_ms": 1644.29, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "16c90bf4", + "question_type": "single-session-assistant", + "question": "I'm looking back at our previous conversation about the Seco de Cordero recipe from Ancash. You mentioned using a light or medium-bodied beer, but I was wondering if you could remind me what type of beer you specifically recommended?", + "ground_truth": "I recommended using a Pilsner or Lager for the recipe.", + "generated_answer": "You specifically planned to try it with a **Pilsner**. I had recommended using a **light or medium-bodied beer**, such as a **Pilsner or lager**, so it wouldn’t overpower the lamb and spices.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.72, + "store_time_ms": 1.01, + "generation_time_ms": 5738.94, + "judging_time_ms": 3559.53, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "c8f1aeed", + "question_type": "single-session-assistant", + "question": "I wanted to follow up on our previous conversation about fracking in the Marcellus Shale region. You mentioned that some states require fracking companies to monitor groundwater quality at nearby wells before drilling and for a certain period after drilling is complete. Can you remind me which state you mentioned as an example that has this requirement?", + "ground_truth": "Pennsylvania", + "generated_answer": "Pennsylvania. I mentioned that Pennsylvania requires fracking companies to monitor groundwater quality at nearby wells before drilling and for a period after drilling is complete.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.84, + "store_time_ms": 0.65, + "generation_time_ms": 2738.06, + "judging_time_ms": 1939.21, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "eaca4986", + "question_type": "single-session-assistant", + "question": "I'm looking back at our previous conversation where you created two sad songs for me. Can you remind me what was the chord progression for the chorus in the second song?", + "ground_truth": "C D E F G A B A G F E D C", + "generated_answer": "I don’t have a chord progression for the chorus in the second song—only the melody notes were given.\n\nThe chorus notes were:\n\n`C D E F G A B A G F E D C`\n\nrepeated for each chorus line.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 0.56, + "generation_time_ms": 3905.89, + "judging_time_ms": 6226.68, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "c7cf7dfd", + "question_type": "single-session-assistant", + "question": "I'm going back to our previous conversation about traditional Indian embroidery and tailoring techniques. Can you remind me of the name of that online store based in India that sells traditional Indian fabrics, threads, and embellishments?", + "ground_truth": "Nostalgia", + "generated_answer": "The online store based in India was **Nostalgia**. It was described as offering traditional Indian fabrics, threads, and embellishments.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 0.76, + "generation_time_ms": 3533.17, + "judging_time_ms": 2990.7, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "e48988bc", + "question_type": "single-session-assistant", + "question": "I was looking back at our previous conversation about environmentally responsible supply chain practices, and I was wondering if you could remind me of the company you mentioned that's doing a great job with sustainability?", + "ground_truth": "Patagonia", + "generated_answer": "Patagonia. I mentioned it as an outdoor clothing and gear company known for sustainability and environmentally responsible supply chain practices, including sustainable materials, recycled/recyclable packaging, clothing take-back programs, and supplier monitoring.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 0.67, + "generation_time_ms": 2219.13, + "judging_time_ms": 1518.2, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "1de5cff2", + "question_type": "single-session-assistant", + "question": "I was going through our previous conversation about high-end fashion brands, and I was wondering if you could remind me of the brand that uses wild rubber sourced from the Amazon rainforest?", + "ground_truth": "Veja", + "generated_answer": "The brand was **Veja**. It produces eco-friendly sneakers using organic cotton, recycled plastic bottles, and **wild rubber sourced from the Amazon rainforest**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 3.31, + "generation_time_ms": 2051.5, + "judging_time_ms": 9021.71, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "65240037", + "question_type": "single-session-assistant", + "question": "I remember you told me to dilute tea tree oil with a carrier oil before applying it to my skin. Can you remind me what the recommended ratio is?", + "ground_truth": "The recommended ratio is 1:10, meaning one part tea tree oil to ten parts carrier oil.", + "generated_answer": "The recommended dilution ratio was **1:10** — a few drops of tea tree oil mixed with a carrier oil like **coconut oil, jojoba oil, or almond oil**. You should avoid applying tea tree oil directly to your skin because it can cause irritation.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 0.72, + "generation_time_ms": 2523.16, + "judging_time_ms": 1282.61, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "778164c6", + "question_type": "single-session-assistant", + "question": "I was looking back at our previous conversation about Caribbean dishes and I was wondering, what was the name of that Jamaican dish you recommended I try with snapper that has fruit in it?", + "ground_truth": "Grilled Snapper with Mango Salsa", + "generated_answer": "The snapper dish with fruit was **Grilled Snapper with Mango Salsa**. \n\nThe Jamaican dish I recommended you try first was **Escovitch Fish**, but that one has a spicy pickled vegetable sauce, not fruit.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.56, + "store_time_ms": 0.64, + "generation_time_ms": 4339.4, + "judging_time_ms": 2454.7, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "e47becba", + "question_type": "single-session-user", + "question": "What degree did I graduate with?", + "ground_truth": "Business Administration", + "generated_answer": "You graduated with a degree in **Business Administration**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.48, + "store_time_ms": 1.11, + "generation_time_ms": 2024.03, + "judging_time_ms": 2348.55, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "118b2229", + "question_type": "single-session-user", + "question": "How long is my daily commute to work?", + "ground_truth": "45 minutes each way", + "generated_answer": "Your daily commute is **45 minutes each way**, so **90 minutes total per day** round trip.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.43, + "store_time_ms": 1.02, + "generation_time_ms": 10602.36, + "judging_time_ms": 2679.28, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "51a45a95", + "question_type": "single-session-user", + "question": "Where did I redeem a $5 coupon on coffee creamer?", + "ground_truth": "Target", + "generated_answer": "You redeemed the $5 coupon on coffee creamer from your email inbox. The conversation context was about shopping at Target and using the Cartwheel app, but the memory doesn’t explicitly state the store where you redeemed it.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 0.89, + "generation_time_ms": 5069.5, + "judging_time_ms": 3384.49, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "58bf7951", + "question_type": "single-session-user", + "question": "What play did I attend at the local community theater?", + "ground_truth": "The Glass Menagerie", + "generated_answer": "You attended a production of **The Glass Menagerie** at the local community theater.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 0.82, + "generation_time_ms": 2116.16, + "judging_time_ms": 2409.91, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "1e043500", + "question_type": "single-session-user", + "question": "What is the name of the playlist I created on Spotify?", + "ground_truth": "Summer Vibes", + "generated_answer": "Your Spotify playlist is called **“Summer Vibes.”**", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 0.96, + "generation_time_ms": 1848.37, + "judging_time_ms": 2035.28, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "c5e8278d", + "question_type": "single-session-user", + "question": "What was my last name before I changed it?", + "ground_truth": "Johnson", + "generated_answer": "Your last name before you changed it was **Johnson**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.43, + "store_time_ms": 1.02, + "generation_time_ms": 2254.54, + "judging_time_ms": 8675.2, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "6ade9755", + "question_type": "single-session-user", + "question": "Where do I take yoga classes?", + "ground_truth": "Serenity Yoga", + "generated_answer": "You take yoga classes at **Serenity Yoga**, and you also practice at home using the **Down Dog** app, especially **vinyasa flow** classes.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.39, + "store_time_ms": 0.78, + "generation_time_ms": 3838.91, + "judging_time_ms": 2106.3, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "6f9b354f", + "question_type": "single-session-user", + "question": "What color did I repaint my bedroom walls?", + "ground_truth": "a lighter shade of gray", + "generated_answer": "You repainted your bedroom walls a lighter shade of gray.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.46, + "store_time_ms": 1.08, + "generation_time_ms": 2489.82, + "judging_time_ms": 2619.81, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "58ef2f1c", + "question_type": "single-session-user", + "question": "When did I volunteer at the local animal shelter's fundraising dinner?", + "ground_truth": "February 14th", + "generated_answer": "You volunteered at the “Love is in the Air” fundraising dinner on Valentine’s Day — February 14, 2023.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 0.96, + "generation_time_ms": 3668.48, + "judging_time_ms": 5528.44, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "f8c5f88b", + "question_type": "single-session-user", + "question": "Where did I buy my new tennis racket from?", + "ground_truth": "the sports store downtown", + "generated_answer": "You bought your new tennis racket from a sports store downtown.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 0.93, + "generation_time_ms": 2848.32, + "judging_time_ms": 2004.92, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "5d3d2817", + "question_type": "single-session-user", + "question": "What was my previous occupation?", + "ground_truth": "Marketing specialist at a small startup", + "generated_answer": "Your previous occupation was a **marketing specialist at a small startup**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 1.05, + "generation_time_ms": 3368.44, + "judging_time_ms": 2627.74, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "7527f7e2", + "question_type": "single-session-user", + "question": "How much did I spend on a designer handbag?", + "ground_truth": "$800", + "generated_answer": "You spent **$800** on a designer handbag.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.48, + "store_time_ms": 1.41, + "generation_time_ms": 1633.95, + "judging_time_ms": 3568.56, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "c960da58", + "question_type": "single-session-user", + "question": "How many playlists do I have on Spotify?", + "ground_truth": "20", + "generated_answer": "You have **20 playlists on Spotify**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 1.17, + "generation_time_ms": 4524.67, + "judging_time_ms": 1348.41, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "3b6f954b", + "question_type": "single-session-user", + "question": "Where did I attend for my study abroad program?", + "ground_truth": "University of Melbourne in Australia", + "generated_answer": "You attended your study abroad program at the **University of Melbourne**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 1.01, + "generation_time_ms": 2184.81, + "judging_time_ms": 5152.14, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "726462e0", + "question_type": "single-session-user", + "question": "What was the discount I got on my first purchase from the new clothing brand?", + "ground_truth": "10%", + "generated_answer": "You got a **10% discount** on your first purchase from the new clothing brand.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.63, + "generation_time_ms": 2385.62, + "judging_time_ms": 1565.26, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "94f70d80", + "question_type": "single-session-user", + "question": "How long did it take me to assemble the IKEA bookshelf?", + "ground_truth": "4 hours", + "generated_answer": "It took you **4 hours** to assemble the IKEA bookshelf.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.43, + "store_time_ms": 1.07, + "generation_time_ms": 1908.34, + "judging_time_ms": 1630.83, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "66f24dbb", + "question_type": "single-session-user", + "question": "What did I buy for my sister's birthday gift?", + "ground_truth": "a yellow dress", + "generated_answer": "For your sister’s birthday, you bought a yellow dress and a pair of earrings to match.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.46, + "store_time_ms": 0.66, + "generation_time_ms": 1867.28, + "judging_time_ms": 5719.07, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "ad7109d1", + "question_type": "single-session-user", + "question": "What speed is my new internet plan?", + "ground_truth": "500 Mbps", + "generated_answer": "Your new internet plan is **500 Mbps**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.43, + "store_time_ms": 1.06, + "generation_time_ms": 2902.21, + "judging_time_ms": 2021.84, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "af8d2e46", + "question_type": "single-session-user", + "question": "How many shirts did I pack for my 5-day trip to Costa Rica?", + "ground_truth": "7", + "generated_answer": "You packed **7 shirts** for your trip to Costa Rica.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.19, + "generation_time_ms": 5991.42, + "judging_time_ms": 2051.36, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "dccbc061", + "question_type": "single-session-user", + "question": "What was my previous stance on spirituality?", + "ground_truth": "A staunch atheist", + "generated_answer": "Your previous stance on spirituality was that you “used to be a staunch atheist,” before you began exploring Buddhism and other spiritual possibilities.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.47, + "store_time_ms": 1.29, + "generation_time_ms": 2479.93, + "judging_time_ms": 7297.27, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "c8c3f81d", + "question_type": "single-session-user", + "question": "What brand are my favorite running shoes?", + "ground_truth": "Nike", + "generated_answer": "Your favorite running shoes are **Nike**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 0.87, + "generation_time_ms": 2238.01, + "judging_time_ms": 1836.95, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "8ebdbe50", + "question_type": "single-session-user", + "question": "What certification did I complete last month?", + "ground_truth": "Data Science", + "generated_answer": "You completed a certification in **Data Science** last month.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.47, + "store_time_ms": 1.15, + "generation_time_ms": 4067.24, + "judging_time_ms": 2430.92, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "6b168ec8", + "question_type": "single-session-user", + "question": "How many bikes do I own?", + "ground_truth": "three", + "generated_answer": "You own:\n- a road bike\n- a mountain bike\n- a commuter bike\n\nTotal: **3 bikes**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 1.07, + "generation_time_ms": 4260.44, + "judging_time_ms": 5121.42, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "75499fd8", + "question_type": "single-session-user", + "question": "What breed is my dog?", + "ground_truth": "Golden Retriever", + "generated_answer": "Your dog Max is a Golden Retriever.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.44, + "store_time_ms": 1.02, + "generation_time_ms": 2802.07, + "judging_time_ms": 1494.18, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "21436231", + "question_type": "single-session-user", + "question": "How many largemouth bass did I catch on my fishing trip to Lake Michigan?", + "ground_truth": "12", + "generated_answer": "You caught **12 largemouth bass** on your last fishing trip to Lake Michigan.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.13, + "generation_time_ms": 2397.81, + "judging_time_ms": 1938.85, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "95bcc1c8", + "question_type": "single-session-user", + "question": "How many amateur comedians did I watch perform at the open mic night?", + "ground_truth": "10", + "generated_answer": "You watched **10 amateur comedians** perform at the open mic night.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 1.25, + "generation_time_ms": 4180.41, + "judging_time_ms": 3432.92, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "0862e8bf", + "question_type": "single-session-user", + "question": "What is the name of my cat?", + "ground_truth": "Luna", + "generated_answer": "Your cat’s name is Luna.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.46, + "store_time_ms": 1.01, + "generation_time_ms": 1770.4, + "judging_time_ms": 1554.77, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "853b0a1d", + "question_type": "single-session-user", + "question": "How old was I when my grandma gave me the silver necklace?", + "ground_truth": "18", + "generated_answer": "You were **18 years old** when your grandma gave you the silver necklace.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 0.85, + "generation_time_ms": 2947.28, + "judging_time_ms": 1438.0, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "a06e4cfe", + "question_type": "single-session-user", + "question": "What is my preferred gin-to-vermouth ratio for a classic gin martini?", + "ground_truth": "3:1", + "generated_answer": "Your preferred gin-to-vermouth ratio for a classic gin martini is **3:1**, with **a dash of citrus bitters**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.02, + "generation_time_ms": 2535.71, + "judging_time_ms": 1540.22, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "37d43f65", + "question_type": "single-session-user", + "question": "How much RAM did I upgrade my laptop to?", + "ground_truth": "16GB", + "generated_answer": "You upgraded your laptop’s RAM to **16GB**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 1.08, + "generation_time_ms": 2076.87, + "judging_time_ms": 1535.99, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "b86304ba", + "question_type": "single-session-user", + "question": "How much is the painting of a sunset worth in terms of the amount I paid for it?", + "ground_truth": "The painting is worth triple what I paid for it.", + "generated_answer": "It’s worth **triple what you paid for it**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.48, + "store_time_ms": 0.86, + "generation_time_ms": 5263.46, + "judging_time_ms": 2465.08, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "d52b4f67", + "question_type": "single-session-user", + "question": "Where did I attend my cousin's wedding?", + "ground_truth": "The Grand Ballroom", + "generated_answer": "You attended your cousin’s wedding at the **Grand Ballroom**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 0.79, + "generation_time_ms": 2227.76, + "judging_time_ms": 2435.97, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "25e5aa4f", + "question_type": "single-session-user", + "question": "Where did I complete my Bachelor's degree in Computer Science?", + "ground_truth": "University of California, Los Angeles (UCLA)", + "generated_answer": "You completed your undergraduate/Bachelor’s degree in Computer Science at **UCLA**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.47, + "store_time_ms": 1.12, + "generation_time_ms": 2412.81, + "judging_time_ms": 1529.62, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "caf9ead2", + "question_type": "single-session-user", + "question": "How long did it take to move to the new apartment?", + "ground_truth": "5 hours", + "generated_answer": "It took you and your friends around **5 hours** to move everything into the new apartment.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.44, + "store_time_ms": 0.71, + "generation_time_ms": 4766.16, + "judging_time_ms": 1823.99, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "8550ddae", + "question_type": "single-session-user", + "question": "What type of cocktail recipe did I try last weekend?", + "ground_truth": "lavender gin fizz", + "generated_answer": "You tried a **lavender gin fizz** recipe last weekend.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.51, + "store_time_ms": 1.13, + "generation_time_ms": 4647.73, + "judging_time_ms": 3083.82, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "60d45044", + "question_type": "single-session-user", + "question": "What type of rice is my favorite?", + "ground_truth": "Japanese short-grain rice", + "generated_answer": "Your favorite rice is **Japanese short-grain rice**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 1.02, + "generation_time_ms": 2716.69, + "judging_time_ms": 1375.14, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "3f1e9474", + "question_type": "single-session-user", + "question": "Who did I have a conversation with about destiny?", + "ground_truth": "Sarah", + "generated_answer": "You had a conversation with your friend **Sarah** about destiny. She said that **“everything happens for a reason,”** which got you thinking about your own beliefs on destiny.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 1.28, + "generation_time_ms": 3051.22, + "judging_time_ms": 1589.33, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "86b68151", + "question_type": "single-session-user", + "question": "Where did I buy my new bookshelf from?", + "ground_truth": "IKEA", + "generated_answer": "You bought your new bookshelf from **IKEA**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 0.98, + "generation_time_ms": 2452.78, + "judging_time_ms": 1507.61, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "577d4d32", + "question_type": "single-session-user", + "question": "What time do I stop checking work emails and messages?", + "ground_truth": "7 pm", + "generated_answer": "You stop checking work emails and messages by **7 pm**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.48, + "store_time_ms": 0.99, + "generation_time_ms": 4898.48, + "judging_time_ms": 2297.06, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "ec81a493", + "question_type": "single-session-user", + "question": "How many copies of my favorite artist's debut album were released worldwide?", + "ground_truth": "500", + "generated_answer": "Your signed poster from your favorite artist’s debut album is a limited edition of **only 500 copies worldwide**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 1.02, + "generation_time_ms": 2809.99, + "judging_time_ms": 5473.48, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "15745da0", + "question_type": "single-session-user", + "question": "How long have I been collecting vintage cameras?", + "ground_truth": "three months", + "generated_answer": "You’ve been collecting vintage cameras for about **three months**. You said that on **May 23, 2023**, so as of **May 25, 2023**, it’s still roughly **three months**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 1.24, + "generation_time_ms": 4510.79, + "judging_time_ms": 2509.13, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "e01b8e2f", + "question_type": "single-session-user", + "question": "Where did I go on a week-long trip with my family?", + "ground_truth": "Hawaii", + "generated_answer": "You went to **Hawaii** on a week-long trip with your family.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 1.38, + "generation_time_ms": 3179.06, + "judging_time_ms": 1407.23, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "bc8a6e93", + "question_type": "single-session-user", + "question": "What did I bake for my niece's birthday party?", + "ground_truth": "a lemon blueberry cake", + "generated_answer": "You baked a **lemon blueberry cake** for your niece’s birthday party, and it was a huge hit.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.75, + "store_time_ms": 1.19, + "generation_time_ms": 3942.52, + "judging_time_ms": 2337.62, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "ccb36322", + "question_type": "single-session-user", + "question": "What is the name of the music streaming service have I been using lately?", + "ground_truth": "Spotify", + "generated_answer": "You’ve been using **Spotify** lately.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 3.01, + "generation_time_ms": 1656.54, + "judging_time_ms": 1364.9, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "001be529", + "question_type": "single-session-user", + "question": "How long did I wait for the decision on my asylum application?", + "ground_truth": "over a year", + "generated_answer": "You waited **over a year** for the decision on your asylum application.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.49, + "store_time_ms": 1.07, + "generation_time_ms": 2704.06, + "judging_time_ms": 1498.91, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "b320f3f8", + "question_type": "single-session-user", + "question": "What type of action figure did I buy from a thrift store?", + "ground_truth": "a blue Snaggletooth", + "generated_answer": "You bought a rare blue Snaggletooth action figure from a thrift store.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 1.2, + "generation_time_ms": 2732.84, + "judging_time_ms": 2475.24, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "19b5f2b3", + "question_type": "single-session-user", + "question": "How long was I in Japan for?", + "ground_truth": "two weeks", + "generated_answer": "You were in Japan for **two weeks**, traveling solo around the country.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.46, + "store_time_ms": 1.11, + "generation_time_ms": 1938.86, + "judging_time_ms": 2822.11, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "4fd1909e", + "question_type": "single-session-user", + "question": "Where did I attend the Imagine Dragons concert?", + "ground_truth": "Xfinity Center", + "generated_answer": "You attended the Imagine Dragons concert at the **Xfinity Center** on **June 15th**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.47, + "store_time_ms": 0.97, + "generation_time_ms": 2314.93, + "judging_time_ms": 2345.48, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "545bd2b5", + "question_type": "single-session-user", + "question": "How much screen time have I been averaging on Instagram per day?", + "ground_truth": "2 hours", + "generated_answer": "You said you’d been averaging **around 2 hours of screen time on Instagram per day** for the past two weeks.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 1.11, + "generation_time_ms": 3830.31, + "judging_time_ms": 1371.96, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "8a137a7f", + "question_type": "single-session-user", + "question": "What type of bulb did I replace in my bedside lamp?", + "ground_truth": "Philips LED bulb", + "generated_answer": "I don't have enough information to answer that. The memories only say you’ve been using a **Philips LED bulb** in your bedside lamp, not what type of bulb it replaced.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.48, + "store_time_ms": 1.01, + "generation_time_ms": 17796.05, + "judging_time_ms": 5711.58, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "76d63226", + "question_type": "single-session-user", + "question": "What size is my new Samsung TV?", + "ground_truth": "55-inch", + "generated_answer": "Your new Samsung TV is **55 inches** — specifically a **Samsung 55-inch 4K smart TV**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.46, + "store_time_ms": 1.03, + "generation_time_ms": 2585.46, + "judging_time_ms": 2601.75, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "86f00804", + "question_type": "single-session-user", + "question": "What book am I currently reading?", + "ground_truth": "The Seven Husbands of Evelyn Hugo", + "generated_answer": "You’re currently reading **_The Seven Husbands of Evelyn Hugo_**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 1.14, + "generation_time_ms": 9952.3, + "judging_time_ms": 2297.73, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "8e9d538c", + "question_type": "single-session-user", + "question": "How many skeins of worsted weight yarn did I find in my stash?", + "ground_truth": "17", + "generated_answer": "You found **17 skeins** of worsted weight yarn in your stash.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.03, + "generation_time_ms": 3916.22, + "judging_time_ms": 2672.2, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "311778f1", + "question_type": "single-session-user", + "question": "How many hours did I spend watching documentaries on Netflix last month?", + "ground_truth": "10", + "generated_answer": "You spent around **10 hours** watching documentaries on Netflix last month.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.12, + "generation_time_ms": 7174.96, + "judging_time_ms": 1979.07, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "c19f7a0b", + "question_type": "single-session-user", + "question": "What time do I usually get home from work on weeknights?", + "ground_truth": "6:30 pm", + "generated_answer": "You usually get home from work around **6:30 pm** on weekdays.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 2.62, + "generation_time_ms": 2750.74, + "judging_time_ms": 1711.39, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "4100d0a0", + "question_type": "single-session-user", + "question": "What is my ethnicity?", + "ground_truth": "A mix of Irish and Italian", + "generated_answer": "Your ethnicity is Irish and Italian — you described yourself as having mixed ethnicity with Irish and Italian heritage.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.44, + "store_time_ms": 0.97, + "generation_time_ms": 3005.69, + "judging_time_ms": 2608.6, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "29f2956b", + "question_type": "single-session-user", + "question": "How much time do I dedicate to practicing guitar every day?", + "ground_truth": "30 minutes", + "generated_answer": "You’ve been practicing guitar for **30 minutes daily**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 1.25, + "generation_time_ms": 2128.96, + "judging_time_ms": 2240.26, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "1faac195", + "question_type": "single-session-user", + "question": "Where does my sister Emily live?", + "ground_truth": "Denver", + "generated_answer": "Your sister Emily lives in Denver.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.46, + "store_time_ms": 1.07, + "generation_time_ms": 2174.66, + "judging_time_ms": 1948.59, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "faba32e5", + "question_type": "single-session-user", + "question": "How long did Alex marinate the BBQ ribs in special sauce?", + "ground_truth": "24 hours", + "generated_answer": "Alex marinated the BBQ ribs in a special sauce for **24 hours** before grilling them.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 1.12, + "generation_time_ms": 2944.73, + "judging_time_ms": 1353.2, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "f4f1d8a4", + "question_type": "single-session-user", + "question": "Who gave me a new stand mixer as a birthday gift?", + "ground_truth": "my sister", + "generated_answer": "Your sister gave you the new stand mixer as a birthday gift.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.47, + "store_time_ms": 0.95, + "generation_time_ms": 1942.79, + "judging_time_ms": 3143.59, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "c14c00dd", + "question_type": "single-session-user", + "question": "What brand of shampoo do I currently use?", + "ground_truth": "Trader Joe's", + "generated_answer": "You currently use a lavender-scented shampoo from Trader Joe’s. I don’t have enough information to know the exact brand/product name.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.44, + "store_time_ms": 0.99, + "generation_time_ms": 4763.56, + "judging_time_ms": 2533.86, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "36580ce8", + "question_type": "single-session-user", + "question": "What health issue did I initially think was just a cold?", + "ground_truth": "bronchitis", + "generated_answer": "You initially thought your **bad case of bronchitis** was just a cold.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 1.18, + "generation_time_ms": 2563.79, + "judging_time_ms": 2963.66, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "3d86fd0a", + "question_type": "single-session-user", + "question": "Where did I meet Sophia?", + "ground_truth": "a coffee shop in the city", + "generated_answer": "You met Sophia at a coffee shop in the city.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.43, + "store_time_ms": 0.68, + "generation_time_ms": 2030.54, + "judging_time_ms": 2079.19, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "a82c026e", + "question_type": "single-session-user", + "question": "What game did I finally beat last weekend?", + "ground_truth": "Dark Souls 3 DLC", + "generated_answer": "You finally beat the last boss in the **Dark Souls 3 DLC** last weekend.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.43, + "store_time_ms": 0.87, + "generation_time_ms": 3911.87, + "judging_time_ms": 2986.22, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "0862e8bf_abs", + "question_type": "single-session-user", + "question": "What is the name of my hamster?", + "ground_truth": "You did not mention this information. You mentioned your cat Luna but not your hamster.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.46, + "store_time_ms": 1.01, + "generation_time_ms": 2907.48, + "judging_time_ms": 2238.23, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "15745da0_abs", + "question_type": "single-session-user", + "question": "How long have I been collecting vintage films?", + "ground_truth": "You did not mention this information. You mentioned collecting vintage cameras but not vintage films.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 1.17, + "generation_time_ms": 4765.62, + "judging_time_ms": 1537.58, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "bc8a6e93_abs", + "question_type": "single-session-user", + "question": "What did I bake for my uncle's birthday party?", + "ground_truth": "You did not mention this information. You mentioned baking for your niece's birthday party but not your uncle's", + "generated_answer": "I don't have enough information to answer that. The memory only mentions that you made a lemon blueberry cake for your niece's birthday party.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 11.0, + "store_time_ms": 1.4, + "generation_time_ms": 2953.28, + "judging_time_ms": 2429.63, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "19b5f2b3_abs", + "question_type": "single-session-user", + "question": "How long was I in Korea for?", + "ground_truth": "You did not mention this information. You mentioned staying in Japan, but not in Korea.", + "generated_answer": "I don't have enough information to answer that. The memories only say you were thinking of visiting South Korea, not that you went or how long you stayed.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 1.92, + "generation_time_ms": 3419.35, + "judging_time_ms": 2915.99, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "29f2956b_abs", + "question_type": "single-session-user", + "question": "How much time do I dedicate to practicing violin every day?", + "ground_truth": "You did not mention this information. You mentioned practing guitar everyday, but not violin.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 1.31, + "generation_time_ms": 2530.17, + "judging_time_ms": 2290.7, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "f4f1d8a4_abs", + "question_type": "single-session-user", + "question": "What did my dad gave me as a birthday gift?", + "ground_truth": "You did not mention this information. You mentioned receiving a birthday gift from your sister, but not your dad.", + "generated_answer": "I don't have enough information to answer that. The memory says your **sister** gave you a new stand mixer as a birthday gift, but it doesn’t mention a gift from your dad.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.0, + "generation_time_ms": 3118.68, + "judging_time_ms": 3394.64, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "gpt4_59149c77", + "question_type": "temporal-reasoning", + "question": "How many days passed between my visit to the Museum of Modern Art (MoMA) and the 'Ancient Civilizations' exhibit at the Metropolitan Museum of Art?", + "ground_truth": "7 days. 8 days (including the last day) is also acceptable.", + "generated_answer": "7 days passed between your MoMA visit on 2023/01/08 and the “Ancient Civilizations” exhibit at the Metropolitan Museum of Art on 2023/01/15.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.03, + "store_time_ms": 2.42, + "generation_time_ms": 5478.62, + "judging_time_ms": 5510.81, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_f49edff3", + "question_type": "temporal-reasoning", + "question": "Which three events happened in the order from first to last: the day I helped my friend prepare the nursery, the day I helped my cousin pick out stuff for her baby shower, and the day I ordered a customized phone case for my friend's birthday?", + "ground_truth": "First, I helped my friend prepare the nursery, then I helped my cousin pick out stuff for her baby shower, and lastly, I ordered a customized phone case for my friend's birthday.", + "generated_answer": "From first to last:\n\n1. **February 5, 2023** — You helped your friend prepare the nursery and shopped at Buy Buy Baby. \n2. **February 10, 2023** — You helped your cousin pick out baby shower items at Target. \n3. **February 20, 2023** — You ordered a customized phone case for your friend’s birthday.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.47, + "store_time_ms": 2.86, + "generation_time_ms": 4011.97, + "judging_time_ms": 5047.23, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "71017276", + "question_type": "temporal-reasoning", + "question": "How many weeks ago did I meet up with my aunt and receive the crystal chandelier?", + "ground_truth": 4, + "generated_answer": "You received the crystal chandelier from your aunt on **March 4, 2023**. As of **April 1, 2023**, that was **4 weeks ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.58, + "store_time_ms": 1.17, + "generation_time_ms": 4960.39, + "judging_time_ms": 4972.4, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "b46e15ed", + "question_type": "temporal-reasoning", + "question": "How many months have passed since I participated in two charity events in a row, on consecutive days?", + "ground_truth": 2, + "generated_answer": "The two consecutive charity events were:\n\n- **February 14, 2023:** “24-Hour Bike Ride” charity event \n- **February 15, 2023:** “Books for Kids” charity book drive \n\nAs of **April 18, 2023**, about **2 months** have passed since those back-to-back charity events — specifically **2 months and 3–4 days**, depending on whether you count from February 15 or February 14.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.51, + "store_time_ms": 4.58, + "generation_time_ms": 7755.76, + "judging_time_ms": 1584.68, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "gpt4_fa19884c", + "question_type": "temporal-reasoning", + "question": "How many days passed between the day I started playing along to my favorite songs on my old keyboard and the day I discovered a bluegrass band?", + "ground_truth": "6 days. 7 days (including the last day) is also acceptable.", + "generated_answer": "You started playing along to your favorite songs on your old keyboard on **2023/03/25**, and you discovered a bluegrass band on **2023/03/31**.\n\n**6 days** passed between those two events.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.02, + "store_time_ms": 2.18, + "generation_time_ms": 9543.4, + "judging_time_ms": 1722.34, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "0bc8ad92", + "question_type": "temporal-reasoning", + "question": "How many months have passed since I last visited a museum with a friend?", + "ground_truth": 5, + "generated_answer": "Your last museum visit with a friend was on **October 22, 2022**, when you visited the Science Museum with your chemistry professor friend.\n\nFrom **October 22, 2022** to **March 25, 2023**, **5 months and 3 days** have passed.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.92, + "store_time_ms": 3.23, + "generation_time_ms": 5800.79, + "judging_time_ms": 4226.22, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "af082822", + "question_type": "temporal-reasoning", + "question": "How many weeks ago did I attend the friends and family sale at Nordstrom?", + "ground_truth": 2, + "generated_answer": "You attended the friends and family sale at Nordstrom on **2022/11/17**, which was **2 weeks ago** from **2022/12/01**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 1.09, + "generation_time_ms": 4038.2, + "judging_time_ms": 4249.19, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_4929293a", + "question_type": "temporal-reasoning", + "question": "Which event happened first, my cousin's wedding or Michael's engagement party?", + "ground_truth": "Michael's engagement party", + "generated_answer": "Michael's engagement party happened first, on 2023/05/06. Your cousin's wedding happened later, on 2023/06/15.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.72, + "store_time_ms": 2.11, + "generation_time_ms": 4006.51, + "judging_time_ms": 2690.12, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_b5700ca9", + "question_type": "temporal-reasoning", + "question": "How many days ago did I attend the Maundy Thursday service at the Episcopal Church?", + "ground_truth": "4 days.", + "generated_answer": "You attended the Maundy Thursday service at the Episcopal Church on **April 6, 2023**, which was **4 days ago** from **April 10, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.58, + "store_time_ms": 1.07, + "generation_time_ms": 6118.18, + "judging_time_ms": 2789.98, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "9a707b81", + "question_type": "temporal-reasoning", + "question": "How many days ago did I attend a baking class at a local culinary school when I made my friend's birthday cake?", + "ground_truth": "21 days. 22 days (including the last day) is also acceptable.", + "generated_answer": "You attended the baking class on **March 20, 2022**, and you made your friend’s birthday cake on **April 10, 2022**.\n\nThat was **21 days earlier**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.01, + "store_time_ms": 2.35, + "generation_time_ms": 6412.2, + "judging_time_ms": 5258.97, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_1d4ab0c9", + "question_type": "temporal-reasoning", + "question": "How many days passed between the day I started watering my herb garden and the day I harvested my first batch of fresh herbs?", + "ground_truth": "24 days. 25 days (including the last day) is also acceptable.", + "generated_answer": "- Started watering herb garden: **March 22, 2023**\n- Harvested first batch of fresh herbs: **April 15, 2023**\n\n**24 days** passed between those two dates.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.94, + "store_time_ms": 2.26, + "generation_time_ms": 6563.33, + "judging_time_ms": 8066.89, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_e072b769", + "question_type": "temporal-reasoning", + "question": "How many weeks ago did I start using the cashback app 'Ibotta'?", + "ground_truth": "3 weeks ago", + "generated_answer": "You started using Ibotta on **April 16, 2023**. As of **May 6, 2023**, that was **2 weeks and 6 days ago** — basically **about 3 weeks ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 0.98, + "generation_time_ms": 4799.67, + "judging_time_ms": 5410.26, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "0db4c65d", + "question_type": "temporal-reasoning", + "question": "How many days had passed since I finished reading 'The Seven Husbands of Evelyn Hugo' when I attended the book reading event at the local library, where the author of 'The Silent Patient' is discussing her latest thriller novel?", + "ground_truth": "18 days. 19 days (including the last day) is also acceptable.", + "generated_answer": "You finished reading **“The Seven Husbands of Evelyn Hugo” on December 28, 2022**, and attended the library book reading event on **January 15, 2023**.\n\nThat means **18 days had passed**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.25, + "store_time_ms": 2.29, + "generation_time_ms": 6080.97, + "judging_time_ms": 1517.19, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_1d80365e", + "question_type": "temporal-reasoning", + "question": "How many days did I spend on my solo camping trip to Yosemite National Park?", + "ground_truth": "2 days. 3 days (including the last day) is also acceptable.", + "generated_answer": "You started your solo camping trip to Yosemite on **May 15, 2023**, and got back on **May 17, 2023**.\n\nCounting the calendar days:\n- **May 15**\n- **May 16**\n- **May 17**\n\nSo you spent **3 days** on your solo camping trip to Yosemite National Park.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.67, + "store_time_ms": 2.16, + "generation_time_ms": 7926.69, + "judging_time_ms": 3480.32, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_7f6b06db", + "question_type": "temporal-reasoning", + "question": "What is the order of the three trips I took in the past three months, from earliest to latest?", + "ground_truth": "I went on a day hike to Muir Woods National Monument with my family, then I went on a road trip with friends to Big Sur and Monterey, and finally I started my solo camping trip to Yosemite National Park.", + "generated_answer": "I don't have enough information to answer that.\n\nFrom the memories, I can identify only **two trips you took/started**:\n1. **Big Sur and Monterey road trip** — returned on **2023/04/20**.\n2. **Solo camping trip to Yosemite National Park** — latest memory says you started it on **2023/05/15**.\n\nThe **Eastern Sierra / John Muir Wilderness trip** was being planned, but the memories don’t say you had taken it yet.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.34, + "store_time_ms": 3.02, + "generation_time_ms": 11525.54, + "judging_time_ms": 2176.14, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_6dc9b45b", + "question_type": "temporal-reasoning", + "question": "How many months ago did I attend the Seattle International Film Festival?", + "ground_truth": "4 months ago", + "generated_answer": "You attended the Seattle International Film Festival on **June 1, 2021**. As of **October 2, 2021**, that was **4 months and 1 day ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 1.42, + "generation_time_ms": 5952.69, + "judging_time_ms": 6571.89, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_8279ba02", + "question_type": "temporal-reasoning", + "question": "How many days ago did I buy a smoker?", + "ground_truth": "10 days ago. 11 days (including the last day) is also acceptable.", + "generated_answer": "You bought a smoker on **March 15, 2023**, which was **10 days ago** from **March 25, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 1.06, + "generation_time_ms": 4316.15, + "judging_time_ms": 2351.8, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_18c2b244", + "question_type": "temporal-reasoning", + "question": "What is the order of the three events: 'I signed up for the rewards program at ShopRite', 'I used a Buy One Get One Free coupon on Luvs diapers at Walmart', and 'I redeemed $12 cashback for a $10 Amazon gift card from Ibotta'?", + "ground_truth": "First, I used a Buy One Get One Free coupon on Luvs diapers at Walmart. Then, I redeemed $12 cashback for a $10 Amazon gift card from Ibotta. Finally, I signed up for the rewards program at ShopRite.", + "generated_answer": "Chronological order:\n\n1. **April 1, 2023** — You used a **Buy One Get One Free coupon on Luvs diapers at Walmart**. \n2. **April 10, 2023** — You redeemed **$12 cashback for a $10 Amazon gift card from Ibotta**. \n3. **April 15, 2023** — You signed up for the **ShopRite rewards program**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.5, + "store_time_ms": 2.92, + "generation_time_ms": 4541.79, + "judging_time_ms": 1609.61, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "gpt4_a1b77f9c", + "question_type": "temporal-reasoning", + "question": "How many weeks in total do I spent on reading 'The Nightingale' and listening to 'Sapiens: A Brief History of Humankind' and 'The Power'?", + "ground_truth": "2 weeks for 'The Nightingale', 4 weeks for 'Sapiens: A Brief History of Humankind', and 2 weeks for 'The Power', so a total of 8 weeks.", + "generated_answer": "Items counted:\n\n- **The Nightingale**: started **2022/01/01**, finished **2022/01/15** = **2 weeks**\n- **Sapiens: A Brief History of Humankind**: started **2022/02/01**, finished **2022/03/01** = **4 weeks**\n- **The Power**: started **2022/03/06**, finished **2022/03/20** = **2 weeks**\n\n**Total: 8 weeks**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.98, + "store_time_ms": 7.27, + "generation_time_ms": 5793.07, + "judging_time_ms": 1926.1, + "recalled_count": 6, + "is_abstention": false + }, + { + "question_id": "gpt4_1916e0ea", + "question_type": "temporal-reasoning", + "question": "How many days passed between the day I cancelled my FarmFresh subscription and the day I did my online grocery shopping from Instacart?", + "ground_truth": "54 days. 55 days (including the last day) is also acceptable.", + "generated_answer": "- FarmFresh subscription cancellation: **January 5, 2023**\n- Instacart online grocery shopping: **February 28, 2023**\n\n**54 days** passed between those two dates.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.9, + "store_time_ms": 2.12, + "generation_time_ms": 8012.26, + "judging_time_ms": 2329.48, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_7a0daae1", + "question_type": "temporal-reasoning", + "question": "How many weeks passed between the day I bought my new tennis racket and the day I received it?", + "ground_truth": "1 week", + "generated_answer": "You bought the new tennis racket on **March 10, 2023**, and received it on **March 17, 2023**.\n\nThat’s **1 week** later.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.82, + "store_time_ms": 2.33, + "generation_time_ms": 5505.76, + "judging_time_ms": 1401.65, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_468eb063", + "question_type": "temporal-reasoning", + "question": "How many days ago did I meet Emma?", + "ground_truth": "9 days ago. 10 days (including the last day) is also acceptable.", + "generated_answer": "You met Emma on **April 11, 2023**, which was **9 days ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 1.17, + "generation_time_ms": 3138.56, + "judging_time_ms": 2656.57, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_7abb270c", + "question_type": "temporal-reasoning", + "question": "What is the order of the six museums I visited from earliest to latest?", + "ground_truth": "Science Museum, Museum of Contemporary Art, Metropolitan Museum of Art, Museum of History, Modern Art Museum, Natural History Museum", + "generated_answer": "I don’t have enough information to determine the exact order of all six museum visits, because several are described only as “recently.”\n\nFrom the memories, the visits I can identify are:\n\n1. **Science Museum** — January 15, 2023 \n2. **Museum of Contemporary Art** — “recently” before January 15 / mentioned again later \n3. **Natural History Museum** — March 4, 2023 \n4. **Metropolitan Museum of Art** — “recently” before March 4, 2023 \n5. **Modern Art Museum** — “recently” before March 4, 2023 \n\nI only see **five distinct museums visited** in the memories, not six.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 2.42, + "store_time_ms": 5.92, + "generation_time_ms": 19167.22, + "judging_time_ms": 2607.37, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "gpt4_1e4a8aeb", + "question_type": "temporal-reasoning", + "question": "How many days passed between the day I attended the gardening workshop and the day I planted the tomato saplings?", + "ground_truth": "6 days. 7 days (including the last day) is also acceptable.", + "generated_answer": "You attended the gardening workshop on **April 15, 2023**, and planted the tomato saplings on **April 21, 2023**.\n\n**6 days** passed between those events.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.75, + "store_time_ms": 1.98, + "generation_time_ms": 3746.54, + "judging_time_ms": 2216.25, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_4fc4f797", + "question_type": "temporal-reasoning", + "question": "How many days passed between the day I received feedback about my car's suspension and the day I tested my new suspension setup?", + "ground_truth": "38 days. 39 days (including the last day) is also acceptable.", + "generated_answer": "- Feedback about suspension mentioned: **March 17, 2023**\n- New suspension setup test day: **April 24, 2023**\n\n**38 days** passed between those dates.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.93, + "store_time_ms": 2.03, + "generation_time_ms": 6001.61, + "judging_time_ms": 2514.4, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "4dfccbf7", + "question_type": "temporal-reasoning", + "question": "How many days had passed since I started taking ukulele lessons when I decided to take my acoustic guitar to the guitar tech for servicing?", + "ground_truth": "24 days. 25 days (including the last day) is also acceptable.", + "generated_answer": "You started ukulele lessons on **February 1, 2023**, and you took your Taylor GS Mini to Joe for servicing on **February 25, 2023**.\n\nThat means **24 days** had passed.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.94, + "store_time_ms": 2.06, + "generation_time_ms": 6372.23, + "judging_time_ms": 2598.46, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_61e13b3c", + "question_type": "temporal-reasoning", + "question": "How many weeks passed between the time I sold homemade baked goods at the Farmers' Market for the last time and the time I participated in the Spring Fling Market?", + "ground_truth": "3 weeks", + "generated_answer": "- Homemade baked goods at Farmers’ Market: **February 26, 2023**\n- Spring Fling Market participation: **March 20, 2023** (“yesterday” from the March 21 memory)\n\nThe time between them was **22 days**, which is **3 weeks and 1 day**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.88, + "store_time_ms": 2.24, + "generation_time_ms": 11079.78, + "judging_time_ms": 8451.68, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_45189cb4", + "question_type": "temporal-reasoning", + "question": "What is the order of the sports events I watched in January?", + "ground_truth": "First, I attended a NBA game at the Staples Center, then I watched the College Football National Championship game, and finally, I watched the NFL playoffs.", + "generated_answer": "The sports events you watched in January, in order, were:\n\n1. **January 5, 2023** — You went with coworkers to an NBA game at Staples Center in LA: **Lakers vs. Chicago Bulls**. \n2. **The weekend before January 22, 2023** — You watched the **Kansas City Chiefs defeat the Buffalo Bills in the NFL Divisional Round** at your friend **Mike’s** place.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.94, + "store_time_ms": 2.81, + "generation_time_ms": 6008.52, + "judging_time_ms": 6097.67, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "2ebe6c90", + "question_type": "temporal-reasoning", + "question": "How many days did it take me to finish 'The Nightingale' by Kristin Hannah?", + "ground_truth": "21 days. 22 days (including the last day) is also acceptable.", + "generated_answer": "You started **The Nightingale** on **January 10, 2023** and finished it on **January 31, 2023**.\n\nThat means it took you **21 days** to finish.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.72, + "store_time_ms": 1.99, + "generation_time_ms": 5015.43, + "judging_time_ms": 2831.87, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_e061b84f", + "question_type": "temporal-reasoning", + "question": "What is the order of the three sports events I participated in during the past month, from earliest to latest?", + "ground_truth": "I first completed the Spring Sprint Triathlon, then took part in the Midsummer 5K Run, and finally participated in the company's annual charity soccer tournament.", + "generated_answer": "I don't have enough information to answer that. The only sports event in the memories from the past month is:\n\n1. Company annual charity soccer tournament — 2023/06/17.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 1.71, + "store_time_ms": 3.17, + "generation_time_ms": 6207.98, + "judging_time_ms": 3953.1, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "370a8ff4", + "question_type": "temporal-reasoning", + "question": "How many weeks had passed since I recovered from the flu when I went on my 10th jog outdoors?", + "ground_truth": 15, + "generated_answer": "You recovered from the flu on **January 19, 2023**, and went on your **10th outdoor jog** on **April 10, 2023**.\n\nThat was **81 days later**, or **11 weeks and 4 days**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.72, + "store_time_ms": 2.13, + "generation_time_ms": 9430.18, + "judging_time_ms": 2410.12, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_d6585ce8", + "question_type": "temporal-reasoning", + "question": "What is the order of the concerts and musical events I attended in the past two months, starting from the earliest?", + "ground_truth": "The order of the concerts I attended is: 1. Billie Eilish concert at the Wells Fargo Center in Philly, 2. Free outdoor concert series in the park, 3. Music festival in Brooklyn, 4. Jazz night at a local bar, 5. Queen + Adam Lambert concert at the Prudential Center in Newark, NJ.", + "generated_answer": "Starting from the earliest, the concerts and musical events you attended were:\n\n1. **Free outdoor concert series in the park** — attended on **March 25, 2023**. \n2. **Music festival in Brooklyn with friends**, featuring favorite indie bands; you specifically mentioned seeing **Glass Animals live** — mentioned on **April 1, 2023**. \n3. **Billie Eilish show in Philly** — mentioned as a recent concert on **April 8, 2023**. \n4. **Jazz night at a local bar** — attended on **April 8, 2023**. \n5. **Queen + Adam Lambert at Prudential Center in Newark, NJ**, with your parents — mentioned on **April 15, 2023**.\n\nTotal: **5** concerts/musical events.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 2.18, + "store_time_ms": 5.12, + "generation_time_ms": 8378.64, + "judging_time_ms": 4838.87, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "gpt4_4ef30696", + "question_type": "temporal-reasoning", + "question": "How many days passed between the day I finished reading 'The Nightingale' and the day I started reading 'The Hitchhiker's Guide to the Galaxy'?", + "ground_truth": "1 day. 2 days (including the last day) is also acceptable.", + "generated_answer": "1 day passed.\n\nYou finished reading **The Nightingale** on **January 15, 2022**, and started **The Hitchhiker's Guide to the Galaxy** on **January 16, 2022**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.92, + "store_time_ms": 2.63, + "generation_time_ms": 5841.98, + "judging_time_ms": 3985.48, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_ec93e27f", + "question_type": "temporal-reasoning", + "question": "Which mode of transport did I use most recently, a bus or a train?", + "ground_truth": "train", + "generated_answer": "You used a **train** most recently: on **March 3, 2023**, you took a 2-hour train ride to visit your family in the countryside. The bus ride was earlier, on **February 27, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.58, + "store_time_ms": 1.78, + "generation_time_ms": 3668.51, + "judging_time_ms": 2261.29, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "6e984301", + "question_type": "temporal-reasoning", + "question": "How many weeks have I been taking sculpting classes when I invested in my own set of sculpting tools?", + "ground_truth": 3, + "generated_answer": "You had been taking sculpting classes for **3 weeks** when you got your own sculpting tools on **March 4, 2023**.\n\nYou started classes on **February 11, 2023**, and March 4 was your **third Saturday class after starting**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.92, + "store_time_ms": 2.48, + "generation_time_ms": 6655.51, + "judging_time_ms": 2156.92, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "8077ef71", + "question_type": "temporal-reasoning", + "question": "How many days ago did I attend a networking event?", + "ground_truth": "26 days. 27 days (including the last day) is also acceptable.", + "generated_answer": "You attended the networking event on **March 9, 2022**, which was **26 days ago** from **April 4, 2022**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.47, + "store_time_ms": 0.75, + "generation_time_ms": 6976.34, + "judging_time_ms": 2058.71, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_f420262c", + "question_type": "temporal-reasoning", + "question": "What is the order of airlines I flew with from earliest to latest before today?", + "ground_truth": "JetBlue, Delta, United, American Airlines", + "generated_answer": "From earliest to latest before today:\n\n1. **JetBlue** — red-eye from San Francisco to Boston, before **November 17, 2022**\n2. **Delta** — round-trip Boston to Atlanta on **January 15, 2023**\n3. **United Airlines** — Boston to Chicago on **January 28, 2023**\n4. **American Airlines** — New York to Los Angeles on **February 10, 2023**\n5. **American Airlines** — LAX to JFK, mentioned on **February 14, 2023**; exact flight date wasn’t specified.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.99, + "store_time_ms": 4.67, + "generation_time_ms": 15953.0, + "judging_time_ms": 5834.21, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "gpt4_8e165409", + "question_type": "temporal-reasoning", + "question": "How many days passed between the day I repotted the previous spider plant and the day I gave my neighbor, Mrs. Johnson, a few cuttings from my spider plant?", + "ground_truth": "14 days. 15 days (including the last day) is also acceptable.", + "generated_answer": "14 days passed.\n\n- Repotted the previous spider plant: March 4, 2023 \n- Gave Mrs. Johnson spider plant cuttings: March 18, 2023", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.86, + "store_time_ms": 1.97, + "generation_time_ms": 5533.62, + "judging_time_ms": 2394.24, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_74aed68e", + "question_type": "temporal-reasoning", + "question": "How many days passed between the day I replaced my spark plugs and the day I participated in the Turbocharged Tuesdays auto racking event?", + "ground_truth": "29 days. 30 days (including the last day) is also acceptable.", + "generated_answer": "- Spark plugs replaced: **February 14, 2023**\n- Turbocharged Tuesdays event: **March 15, 2023**\n\n**29 days** passed between those two dates.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.84, + "store_time_ms": 2.16, + "generation_time_ms": 6273.94, + "judging_time_ms": 4053.16, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "bcbe585f", + "question_type": "temporal-reasoning", + "question": "How many weeks ago did I attend a bird watching workshop at the local Audubon society?", + "ground_truth": 4, + "generated_answer": "You attended the bird watching workshop on **April 1, 2023**. As of **May 1, 2023**, that was **4 weeks and 2 days ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 0.91, + "generation_time_ms": 5085.2, + "judging_time_ms": 4320.36, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_21adecb5", + "question_type": "temporal-reasoning", + "question": "How many months passed between the completion of my undergraduate degree and the submission of my master's thesis?", + "ground_truth": "6 months", + "generated_answer": "Between the undergraduate degree completion mentioned on **November 17, 2022** and the master's thesis submission on **May 15, 2023**, about **6 months** passed — specifically **5 months and 28 days**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.82, + "store_time_ms": 2.43, + "generation_time_ms": 6096.97, + "judging_time_ms": 3341.1, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "5e1b23de", + "question_type": "temporal-reasoning", + "question": "How many months ago did I attend the photography workshop?", + "ground_truth": 3, + "generated_answer": "You attended the photography workshop on **2023/11/01**. As of **2024/02/01**, that was **3 months ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.11, + "generation_time_ms": 4132.66, + "judging_time_ms": 1958.97, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_98f46fc6", + "question_type": "temporal-reasoning", + "question": "Which event did I participate in first, the charity gala or the charity bake sale?", + "ground_truth": "I participated in the charity bake sale first.", + "generated_answer": "You participated in the **charity bake sale** first — it was discussed as happening **today on March 15, 2023**. \n\nThe **charity gala** was mentioned later, as happening **tonight on March 28, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 2.09, + "generation_time_ms": 3603.12, + "judging_time_ms": 3217.45, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_af6db32f", + "question_type": "temporal-reasoning", + "question": "How many days ago did I watch the Super Bowl?", + "ground_truth": "17 days ago. 18 days (including the last day) is also acceptable.", + "generated_answer": "You watched the Super Bowl on **February 12, 2023**. As of **March 1, 2023**, that was **17 days ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 1.07, + "generation_time_ms": 5769.74, + "judging_time_ms": 3340.9, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "eac54adc", + "question_type": "temporal-reasoning", + "question": "How many days ago did I launch my website when I signed a contract with my first client?", + "ground_truth": "19 days ago. 20 days (including the last day) is also acceptable.", + "generated_answer": "You launched your website on **February 10, 2023** and signed your first client contract on **March 1, 2023**.\n\nThat was **19 days later** — so when you signed your first client, you had launched your website **19 days ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.85, + "store_time_ms": 2.2, + "generation_time_ms": 7398.04, + "judging_time_ms": 2380.42, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_7ddcf75f", + "question_type": "temporal-reasoning", + "question": "How many days ago did I go on a whitewater rafting trip in the Oregon mountains?", + "ground_truth": "3 days ago. 4 days (including the last day) is also acceptable.", + "generated_answer": "You went on the whitewater rafting trip in the Oregon mountains **3 days ago** — on **Saturday, June 17, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.06, + "generation_time_ms": 4363.13, + "judging_time_ms": 3072.99, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_a2d1d1f6", + "question_type": "temporal-reasoning", + "question": "How many days ago did I harvest my first batch of fresh herbs from the herb garden kit?", + "ground_truth": "3 days ago. 4 days (including the last day) is also acceptable.", + "generated_answer": "You harvested your first batch of fresh herbs on **April 15, 2023**, which was **3 days ago** from **April 18, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 1.06, + "generation_time_ms": 4165.99, + "judging_time_ms": 2308.46, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_85da3956", + "question_type": "temporal-reasoning", + "question": "How many weeks ago did I attend the 'Summer Nights' festival at Universal Studios Hollywood?", + "ground_truth": "3 weeks ago", + "generated_answer": "You attended the **“Summer Nights” festival at Universal Studios Hollywood about 3 weeks ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 0.83, + "generation_time_ms": 6181.93, + "judging_time_ms": 2327.68, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_b0863698", + "question_type": "temporal-reasoning", + "question": "How many days ago did I participate in the 5K charity run?", + "ground_truth": "7 days ago. 8 days (including the last day) is also acceptable.", + "generated_answer": "You participated in the 5K charity run on **March 19, 2023**. As of **March 26, 2023**, that was **7 days ago**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.48, + "store_time_ms": 0.92, + "generation_time_ms": 4661.56, + "judging_time_ms": 2360.72, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_68e94287", + "question_type": "temporal-reasoning", + "question": "Which event happened first, my participation in the #PlankChallenge or my post about vegan chili recipe?", + "ground_truth": "You posted a recipe for vegan chili on Instagram using the hashtag #FoodieAdventures first.", + "generated_answer": "Your post about the vegan chili recipe happened first. You mentioned sharing it “yesterday” on 2023/03/10, so that was 2023/03/09; your #PlankChallenge participation was on 2023/03/15.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 1.87, + "generation_time_ms": 3620.28, + "judging_time_ms": 3250.27, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_e414231e", + "question_type": "temporal-reasoning", + "question": "How many days passed between the day I fixed my mountain bike and the day I decided to upgrade my road bike's pedals?", + "ground_truth": "4 days. 5 days (including the last day) is also acceptable.", + "generated_answer": "You fixed your mountain bike on **2023/03/15**.\n\nYou decided to upgrade your road bike’s pedals on **2023/03/19**.\n\nSo, **4 days** passed between those two events.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.88, + "store_time_ms": 2.12, + "generation_time_ms": 4710.91, + "judging_time_ms": 3002.31, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_7ca326fa", + "question_type": "temporal-reasoning", + "question": "Who graduated first, second and third among Emma, Rachel and Alex?", + "ground_truth": "Emma graduated first, followed by Rachel and then Alex.", + "generated_answer": "First: **Emma** — graduated around **May 27, 2022**. \nSecond: **Rachel** — her master’s graduation ceremony was **June 21, 2022**. \nThird: **Alex** — graduated about two weeks before **July 15, 2022**, so around **July 1, 2022**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.14, + "store_time_ms": 2.79, + "generation_time_ms": 7409.69, + "judging_time_ms": 2107.05, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "gpt4_7bc6cf22", + "question_type": "temporal-reasoning", + "question": "How many days ago did I read the March 15th issue of The New Yorker?", + "ground_truth": "12 days ago. 13 days (including the last day) is also acceptable.", + "generated_answer": "You read the March 15th issue of *The New Yorker* on **March 20, 2023**, which was **12 days ago** from **April 1, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.26, + "generation_time_ms": 3830.34, + "judging_time_ms": 2615.3, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "2ebe6c92", + "question_type": "temporal-reasoning", + "question": "Which book did I finish a week ago?", + "ground_truth": "'The Nightingale' by Kristin Hannah", + "generated_answer": "You finished **“The Nightingale” by Kristin Hannah** a week ago, on **2023/01/31**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 1.95, + "generation_time_ms": 3348.58, + "judging_time_ms": 2344.28, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_e061b84g", + "question_type": "temporal-reasoning", + "question": "I mentioned participating in a sports event two weeks ago. What was the event?", + "ground_truth": "The company's annual charity soccer tournament.", + "generated_answer": "You mentioned participating in your company’s annual charity soccer tournament on 2023/06/17.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.57, + "store_time_ms": 3.02, + "generation_time_ms": 5071.68, + "judging_time_ms": 12722.12, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "71017277", + "question_type": "temporal-reasoning", + "question": "I received a piece of jewelry last Saturday from whom?", + "ground_truth": "my aunt", + "generated_answer": "I don't have enough information to answer that. Last Saturday’s memory mentions receiving a crystal chandelier from your aunt, but not a piece of jewelry.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.48, + "store_time_ms": 1.23, + "generation_time_ms": 3590.64, + "judging_time_ms": 3756.91, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "b46e15ee", + "question_type": "temporal-reasoning", + "question": "What charity event did I participate in a month ago?", + "ground_truth": "the 'Walk for Hunger' charity event", + "generated_answer": "About a month ago, you participated in the **“Walk for Hunger”** charity event with colleagues from work, walking **5 kilometers** to raise money for the **local food bank**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.84, + "store_time_ms": 4.47, + "generation_time_ms": 3434.65, + "judging_time_ms": 3906.87, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "gpt4_d6585ce9", + "question_type": "temporal-reasoning", + "question": "Who did I go with to the music event last Saturday?", + "ground_truth": "my parents", + "generated_answer": "You went with your parents to see Queen with Adam Lambert at the Prudential Center in Newark, NJ on Saturday, April 15, 2023.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 2.15, + "store_time_ms": 7.48, + "generation_time_ms": 5080.59, + "judging_time_ms": 2462.71, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "gpt4_1e4a8aec", + "question_type": "temporal-reasoning", + "question": "What gardening-related activity did I do two weeks ago?", + "ground_truth": "planting 12 new tomato saplings", + "generated_answer": "Two weeks ago, on **2023/04/21**, you **planted 12 new tomato saplings** and were excited to see them grow.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.67, + "store_time_ms": 1.99, + "generation_time_ms": 4361.2, + "judging_time_ms": 2944.31, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_f420262d", + "question_type": "temporal-reasoning", + "question": "What was the airline that I flied with on Valentine's day?", + "ground_truth": "American Airlines", + "generated_answer": "On Valentine’s Day, **February 14, 2023**, you mentioned flying with **American Airlines** on a flight from **LAX to JFK** that was delayed by **2 hours** due to bad weather.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.91, + "store_time_ms": 4.83, + "generation_time_ms": 3678.79, + "judging_time_ms": 2385.98, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "gpt4_59149c78", + "question_type": "temporal-reasoning", + "question": "I mentioned that I participated in an art-related event two weeks ago. Where was that event held at?", + "ground_truth": "The Metropolitan Museum of Art.", + "generated_answer": "The art-related event was held at the **Museum of Modern Art (MoMA)**. You mentioned taking a guided tour there focused on **20th-century modern art movements**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.97, + "store_time_ms": 2.35, + "generation_time_ms": 4554.79, + "judging_time_ms": 1961.47, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_e414231f", + "question_type": "temporal-reasoning", + "question": "Which bike did I fixed or serviced the past weekend?", + "ground_truth": "road bike", + "generated_answer": "The bike you serviced over the past weekend was your **road bike** — you upgraded it to **Shimano Ultegra clipless pedals** on **Sunday, March 19, 2023**. \n\nYour **mountain bike** flat tire fix happened earlier, on **Wednesday, March 15, 2023**, not that weekend.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.67, + "store_time_ms": 2.1, + "generation_time_ms": 17628.45, + "judging_time_ms": 1944.38, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_4929293b", + "question_type": "temporal-reasoning", + "question": "What was the the life event of one of my relatives that I participated in a week ago?", + "ground_truth": "my cousin's wedding", + "generated_answer": "A week ago, you participated in your cousin’s wedding — you walked down the aisle as a bridesmaid.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 2.0, + "generation_time_ms": 2731.33, + "judging_time_ms": 4189.94, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_468eb064", + "question_type": "temporal-reasoning", + "question": "Who did I meet with during the lunch last Tuesday?", + "ground_truth": "Emma", + "generated_answer": "You met with **Emma**, a freelance writer, over lunch last Tuesday, **April 11, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.15, + "generation_time_ms": 2772.22, + "judging_time_ms": 1457.91, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_fa19884d", + "question_type": "temporal-reasoning", + "question": "What is the artist that I started to listen to last Friday?", + "ground_truth": "a bluegrass band that features a banjo player", + "generated_answer": "I don't have enough information to answer that. Last Friday (2023/03/31), you mentioned you’d started enjoying a bluegrass band featuring a banjo player, but you didn’t name the artist or band.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.67, + "store_time_ms": 2.22, + "generation_time_ms": 4520.59, + "judging_time_ms": 3917.75, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "9a707b82", + "question_type": "temporal-reasoning", + "question": "I mentioned cooking something for my friend a couple of days ago. What was it?", + "ground_truth": "a chocolate cake", + "generated_answer": "You mentioned baking **a chocolate cake** for your friend’s birthday party. It used **espresso powder** to intensify the chocolate flavor, and you said it turned out amazing.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.77, + "store_time_ms": 2.22, + "generation_time_ms": 3866.49, + "judging_time_ms": 2710.2, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "eac54add", + "question_type": "temporal-reasoning", + "question": "What was the significant buisiness milestone I mentioned four weeks ago?", + "ground_truth": "I signed a contract with my first client.", + "generated_answer": "Four weeks ago, you mentioned that you had **signed a contract with your first client** on **March 1, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.8, + "store_time_ms": 2.17, + "generation_time_ms": 6279.13, + "judging_time_ms": 4597.36, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "4dfccbf8", + "question_type": "temporal-reasoning", + "question": "What did I do with Rachel on the Wednesday two months ago?", + "ground_truth": "I started taking ukulele lessons with Rachel.", + "generated_answer": "On Wednesday, February 1, 2023, you started taking ukulele lessons with your friend Rachel. You said it had been really fun so far.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 2.03, + "generation_time_ms": 3479.38, + "judging_time_ms": 2170.93, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "0bc8ad93", + "question_type": "temporal-reasoning", + "question": "I mentioned visiting a museum two months ago. Did I visit with a friend or not?", + "ground_truth": "No, you did not visit with a friend.", + "generated_answer": "Two months ago, you mentioned attending a lecture at the History Museum about ancient civilizations, but you did **not** mention visiting with a friend.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.92, + "store_time_ms": 3.26, + "generation_time_ms": 4889.38, + "judging_time_ms": 5357.8, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "6e984302", + "question_type": "temporal-reasoning", + "question": "I mentioned an investment for a competition four weeks ago? What did I buy?", + "ground_truth": "I got my own set of sculpting tools.", + "generated_answer": "Four weeks ago, on 2023/03/04, you said you bought your own set of sculpting tools: **a modeling tool set, a wire cutter, and a sculpting mat**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.79, + "store_time_ms": 2.46, + "generation_time_ms": 4054.25, + "judging_time_ms": 2727.29, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "gpt4_8279ba03", + "question_type": "temporal-reasoning", + "question": "What kitchen appliance did I buy 10 days ago?", + "ground_truth": "a smoker", + "generated_answer": "You bought a **smoker** 10 days ago, on **March 15, 2023**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.0, + "generation_time_ms": 2449.61, + "judging_time_ms": 1826.36, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_b5700ca0", + "question_type": "temporal-reasoning", + "question": "Where did I attend the religious activity last week?", + "ground_truth": "the Episcopal Church", + "generated_answer": "You attended the Maundy Thursday service at the Episcopal Church last week.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.48, + "store_time_ms": 1.02, + "generation_time_ms": 5048.19, + "judging_time_ms": 1415.08, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "gpt4_68e94288", + "question_type": "temporal-reasoning", + "question": "What was the social media activity I participated 5 days ago?", + "ground_truth": "You participated in a social media challenge called #PlankChallenge.", + "generated_answer": "5 days ago, on **2023/03/15**, you participated in a social media challenge called **#PlankChallenge**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 1.93, + "generation_time_ms": 2607.07, + "judging_time_ms": 1739.07, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "d3ab962e", + "question_type": "multi-session", + "question": "What is the total distance of the hikes I did on two consecutive weekends?", + "ground_truth": "8 miles", + "generated_answer": "- Valley of Fire State Park loop trail: **3 miles**\n- Red Rock Canyon hike: **5 miles**\n\nTotal distance: **8 miles**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 1.99, + "generation_time_ms": 4064.73, + "judging_time_ms": 2175.63, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "2311e44b", + "question_type": "multi-session", + "question": "How many pages do I have left to read in 'The Nightingale'?", + "ground_truth": "190", + "generated_answer": "You’re on page **250** of *The Nightingale*, and the book has **440 pages**.\n\n**440 - 250 = 190 pages left**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.8, + "generation_time_ms": 3396.65, + "judging_time_ms": 2683.88, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "cc06de0d", + "question_type": "multi-session", + "question": "For my daily commute, how much more expensive was the taxi ride compared to the train fare?", + "ground_truth": "$6", + "generated_answer": "The taxi ride cost **$12**, while your daily train fare is **$6**.\n\nSo the taxi was **$6 more expensive** than the train fare — exactly **twice as much**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 1.78, + "generation_time_ms": 3295.14, + "judging_time_ms": 1903.8, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a11281a2", + "question_type": "multi-session", + "question": "What was the approximate increase in Instagram followers I experienced in two weeks?", + "ground_truth": "100", + "generated_answer": "You went from **250 Instagram followers** at the start of the year to **around 350 followers** after two weeks of posting regularly.\n\nApproximate increase: **100 followers**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.77, + "store_time_ms": 2.45, + "generation_time_ms": 6319.61, + "judging_time_ms": 1685.48, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "4f54b7c9", + "question_type": "multi-session", + "question": "How many antique items did I inherit or acquire from my family members?", + "ground_truth": "5", + "generated_answer": "You inherited or acquired **5** antique/vintage family items:\n\n1. Grandmother’s vintage diamond necklace \n2. Great-aunt’s antique music box \n3. Mom’s depression-era glassware \n4. Cousin Rachel’s antique tea set \n5. Dad’s vintage typewriter \n\nSo the total is **5 items**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 2.07, + "generation_time_ms": 5022.22, + "judging_time_ms": 1912.62, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "85fa3a3f", + "question_type": "multi-session", + "question": "What is the total cost of the new food bowl, measuring cup, dental chews, and flea and tick collar I got for Max?", + "ground_truth": "$50", + "generated_answer": "Items counted:\n\n- New stainless steel food bowl: **$15**\n- Measuring cup: **$5**\n- Dental chews: **$10**\n- Flea and tick collar: **$20**\n\nTotal: **$50**", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.74, + "store_time_ms": 1.53, + "generation_time_ms": 4263.29, + "judging_time_ms": 1738.65, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "9aaed6a3", + "question_type": "multi-session", + "question": "How much cashback did I earn at SaveMart last Thursday?", + "ground_truth": "$0.75", + "generated_answer": "You spent **$75 at SaveMart last Thursday**. With your **1% cashback**, you earned:\n\n**$75 × 0.01 = $0.75 cashback**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.46, + "store_time_ms": 1.14, + "generation_time_ms": 4234.45, + "judging_time_ms": 2221.04, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "1f2b8d4f", + "question_type": "multi-session", + "question": "What is the difference in price between my luxury boots and the similar pair found at the budget store?", + "ground_truth": "$750", + "generated_answer": "Your luxury boots cost **$800**, and the similar pair at the budget store was **$50**.\n\nDifference: **$800 - $50 = $750**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 2.0, + "generation_time_ms": 4798.66, + "judging_time_ms": 1775.38, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "e6041065", + "question_type": "multi-session", + "question": "What percentage of packed shoes did I wear on my last trip?", + "ground_truth": "40%", + "generated_answer": "You packed **5 pairs of shoes** and wore **2 pairs**:\n\n- Sneakers\n- Sandals\n\nSo you wore **2 out of 5 pairs**, which is **40%** of the shoes you packed.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 1.87, + "generation_time_ms": 4751.5, + "judging_time_ms": 1285.6, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "51c32626", + "question_type": "multi-session", + "question": "When did I submit my research paper on sentiment analysis?", + "ground_truth": "February 1st", + "generated_answer": "I don't have enough information to answer that. The memories only say you submitted a sentiment analysis paper to ACL; they also mention ACL’s submission date was February 1st, but not explicitly that this was when you submitted your paper.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 1.97, + "generation_time_ms": 5922.58, + "judging_time_ms": 3201.54, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "d905b33f", + "question_type": "multi-session", + "question": "What percentage discount did I get on the book from my favorite author?", + "ground_truth": "20%", + "generated_answer": "You got a **20% discount** on the book.\n\nCalculation: original price **$30**, paid **$24**, so discount was **$6**; **$6 ÷ $30 = 20%**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 1.74, + "generation_time_ms": 4001.39, + "judging_time_ms": 2516.43, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "7405e8b1", + "question_type": "multi-session", + "question": "Did I receive a higher percentage discount on my first order from HelloFresh, compared to my first UberEats order?", + "ground_truth": "Yes.", + "generated_answer": "I don't have enough information to answer that. Your HelloFresh first order discount was **40%**, but the memories only say you got **20% off an UberEats order last week**—not that it was your first UberEats order.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.74, + "store_time_ms": 2.02, + "generation_time_ms": 5760.38, + "judging_time_ms": 3660.25, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "f35224e0", + "question_type": "multi-session", + "question": "What is the total number of episodes I've listened to from 'How I Built This' and 'My Favorite Murder'?", + "ground_truth": "27", + "generated_answer": "Items counted:\n- **How I Built This**: “around 15 episodes”\n- **My Favorite Murder**: “episode 12” completed\n\nTotal: **around 27 episodes**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.74, + "store_time_ms": 1.89, + "generation_time_ms": 4075.34, + "judging_time_ms": 4374.54, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "6456829e", + "question_type": "multi-session", + "question": "How many plants did I initially plant for tomatoes and cucumbers?", + "ground_truth": "8", + "generated_answer": "- Tomatoes: **5 tomato plants** initially.\n- Cucumbers: **3 cucumber plants** initially.\n\nTotal: **8 plants**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 2.07, + "generation_time_ms": 2750.55, + "judging_time_ms": 2731.83, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a4996e51", + "question_type": "multi-session", + "question": "How many hours do I work in a typical week during peak campaign seasons?", + "ground_truth": "50", + "generated_answer": "During peak campaign seasons, you work **about 50 hours per week** — your typical **40 hours/week** plus an additional **10 hours weekly**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.63, + "store_time_ms": 2.05, + "generation_time_ms": 5396.62, + "judging_time_ms": 5243.11, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "3c1045c8", + "question_type": "multi-session", + "question": "How much older am I than the average age of employees in my department?", + "ground_truth": "2.5 years", + "generated_answer": "You are **2.5 years older** than the average age of employees in your department.\n\nCalculation: **32 - 29.5 = 2.5**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 2.33, + "generation_time_ms": 2635.63, + "judging_time_ms": 1990.22, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "60036106", + "question_type": "multi-session", + "question": "What was the total number of people reached by my Facebook ad campaign and Instagram influencer collaboration?", + "ground_truth": "12,000", + "generated_answer": "Items counted:\n- Instagram influencer collaboration: promoted to her **10,000 followers**\n- Facebook ad campaign: reached around **2,000 people**\n\nTotal: around **12,000 people** reached.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.72, + "store_time_ms": 2.13, + "generation_time_ms": 3180.37, + "judging_time_ms": 2833.41, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "681a1674", + "question_type": "multi-session", + "question": "How many Marvel movies did I re-watch?", + "ground_truth": "2", + "generated_answer": "You re-watched:\n\n1. **Avengers: Endgame**\n2. **Spider-Man: No Way Home**\n\nTotal: **2 Marvel movies**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 2.05, + "generation_time_ms": 6878.56, + "judging_time_ms": 1569.09, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "e25c3b8d", + "question_type": "multi-session", + "question": "How much did I save on the designer handbag at TK Maxx?", + "ground_truth": "$300", + "generated_answer": "You saved **$300** on the designer handbag at TK Maxx — it was originally **$500**, and you paid **$200**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 1.91, + "generation_time_ms": 4227.1, + "judging_time_ms": 1304.51, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "4adc0475", + "question_type": "multi-session", + "question": "What is the total number of goals and assists I have in the recreational indoor soccer league?", + "ground_truth": "5", + "generated_answer": "Items counted: **3 goals** and **2 assists** in your recreational indoor soccer league.\n\nTotal recorded goal contributions: **5**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 2.24, + "generation_time_ms": 8828.6, + "judging_time_ms": 2302.7, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "4bc144e2", + "question_type": "multi-session", + "question": "How much did I spend on car wash and parking ticket?", + "ground_truth": "$65", + "generated_answer": "Items counted:\n- Car wash on February 3rd: $15\n- Parking ticket on January 5th: $50\n\nTotal spent on car wash and parking ticket: $65.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 1.46, + "generation_time_ms": 4725.01, + "judging_time_ms": 1939.51, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ef66a6e5", + "question_type": "multi-session", + "question": "How many sports have I played competitively in the past?", + "ground_truth": "two", + "generated_answer": "You’ve played **2 sports competitively** in the past:\n\n1. **Swimming** — competitively in college \n2. **Tennis** — competitively in high school", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 2.04, + "generation_time_ms": 7231.28, + "judging_time_ms": 1337.87, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "5025383b", + "question_type": "multi-session", + "question": "What are the two hobbies that led me to join online communities?", + "ground_truth": "photography and cooking", + "generated_answer": "The two hobbies are **cooking** and **photography**. You joined online communities to discuss recipe techniques and food posts, and also to learn Lightroom/photo editing techniques and get feedback on your photography.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.67, + "store_time_ms": 2.05, + "generation_time_ms": 5653.59, + "judging_time_ms": 2014.22, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a1cc6108", + "question_type": "multi-session", + "question": "How old was I when Alex was born?", + "ground_truth": "11", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.41, + "store_time_ms": 1.99, + "generation_time_ms": 2955.8, + "judging_time_ms": 2228.74, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "9ee3ecd6", + "question_type": "multi-session", + "question": "How many points do I need to earn to redeem a free skincare product at Sephora?", + "ground_truth": "100", + "generated_answer": "You need **300 points total** to redeem a free skincare product at Sephora.\n\nBased on the latest memory, you had **200 points**, so you need to earn **100 more points**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.63, + "store_time_ms": 1.75, + "generation_time_ms": 5793.13, + "judging_time_ms": 5572.52, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "3fdac837", + "question_type": "multi-session", + "question": "What is the total number of days I spent in Japan and Chicago?", + "ground_truth": "11 days (or 12 days, if April 15th to 22nd is considered as 8 days)", + "generated_answer": "You spent:\n\n- Japan: April 15th to 22nd = 8 days\n- Chicago: 4-day trip\n\nTotal: 12 days.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.52, + "store_time_ms": 1.47, + "generation_time_ms": 4847.28, + "judging_time_ms": 4248.4, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "91b15a6e", + "question_type": "multi-session", + "question": "What is the minimum amount I could get if I sold the vintage diamond necklace and the antique vanity?", + "ground_truth": "$5,150", + "generated_answer": "Items counted:\n- Vintage diamond necklace: **$5,000**\n- Antique vanity: **at least $150**\n\nMinimum total you could get: **$5,150**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.63, + "store_time_ms": 2.02, + "generation_time_ms": 5372.17, + "judging_time_ms": 2525.0, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "27016adc", + "question_type": "multi-session", + "question": "What percentage of the countryside property's price is the cost of the renovations I plan to do on my current house?", + "ground_truth": "10%", + "generated_answer": "The countryside property price is **$200,000**, and your planned renovations on your current house are estimated at **$20,000**.\n\n**$20,000 ÷ $200,000 = 10%**\n\nSo, the renovation cost is **10%** of the countryside property’s price.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.78, + "store_time_ms": 2.42, + "generation_time_ms": 3728.88, + "judging_time_ms": 5738.92, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "720133ac", + "question_type": "multi-session", + "question": "What is the total cost of Lola's vet visit and flea medication?", + "ground_truth": "$75", + "generated_answer": "Items counted:\n- Lola’s vet consultation fee: **$50**\n- Lola’s flea and tick prevention medication: **$25**\n\nTotal cost: **$75**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 1.57, + "generation_time_ms": 4316.41, + "judging_time_ms": 1897.49, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "77eafa52", + "question_type": "multi-session", + "question": "How much more did I have to pay for the trip after the initial quote?", + "ground_truth": "$300", + "generated_answer": "The initial quote was **$2,500**, and the corrected price was **$2,800**. \n\nYou had to pay **$300 more** than the initial quote.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 1.53, + "generation_time_ms": 3804.81, + "judging_time_ms": 2417.18, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "8979f9ec", + "question_type": "multi-session", + "question": "What is the total number of lunch meals I got from the chicken fajitas and lentil soup?", + "ground_truth": "8 meals", + "generated_answer": "- Chicken fajitas: **3** lunch meals \n- Lentil soup: **5** lunches \n\nTotal: **8 lunch meals**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.71, + "store_time_ms": 1.95, + "generation_time_ms": 3262.65, + "judging_time_ms": 2108.58, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "0100672e", + "question_type": "multi-session", + "question": "How much did I spend on each coffee mug for my coworkers?", + "ground_truth": "$12", + "generated_answer": "You spent **$60** on **5 coffee mugs** for your coworkers.\n\nSo each mug cost: **$60 ÷ 5 = $12 per mug**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.56, + "store_time_ms": 1.87, + "generation_time_ms": 4564.5, + "judging_time_ms": 2061.41, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a96c20ee", + "question_type": "multi-session", + "question": "At which university did I present a poster on my thesis research?", + "ground_truth": "Harvard University", + "generated_answer": "You presented your poster on your thesis research at your first research conference at **Harvard University**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 2.09, + "generation_time_ms": 3910.01, + "judging_time_ms": 2220.76, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "92a0aa75", + "question_type": "multi-session", + "question": "How long have I been working in my current role?", + "ground_truth": "1 year and 5 months", + "generated_answer": "Based on the memories, you’ve been in your current role as **Senior Marketing Specialist for about 1 year and 5 months**.\n\nCalculation: **3 years 9 months** at the company minus **2 years 4 months** before becoming Senior Marketing Specialist = **1 year 5 months**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.56, + "store_time_ms": 2.17, + "generation_time_ms": 7683.16, + "judging_time_ms": 1786.25, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "3fe836c9", + "question_type": "multi-session", + "question": "How much more was the pre-approval amount than the final sale price of the house?", + "ground_truth": "$25,000", + "generated_answer": "The pre-approval amount was **$350,000**, and the final sale price was **$325,000**.\n\n**$350,000 - $325,000 = $25,000**\n\nSo, the pre-approval amount was **$25,000 more** than the final sale price.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.63, + "store_time_ms": 2.03, + "generation_time_ms": 3890.78, + "judging_time_ms": 2696.47, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "1c549ce4", + "question_type": "multi-session", + "question": "What is the total cost of the car cover and detailing spray I purchased?", + "ground_truth": "$140", + "generated_answer": "Items counted:\n- Waterproof car cover: **$120**\n- Detailing spray from Amazon: **$20**\n\nTotal cost: **$140**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 2.09, + "generation_time_ms": 3274.09, + "judging_time_ms": 1388.49, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "6c49646a", + "question_type": "multi-session", + "question": "What is the total distance I covered in my four road trips?", + "ground_truth": "3,000 miles", + "generated_answer": "Items counted:\n- Yellowstone family trip: **1,200 miles**\n- Three recent road trips — solo Durango, weekend Breckenridge, family Santa Fe: **1,800 miles**\n\nTotal distance covered across your four road trips: **3,000 miles**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 2.03, + "generation_time_ms": 6919.04, + "judging_time_ms": 2161.87, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "1192316e", + "question_type": "multi-session", + "question": "What is the total time it takes I to get ready and commute to work?", + "ground_truth": "an hour and a half", + "generated_answer": "- Get ready: **about 1 hour**\n- Commute to work: **about 30 minutes**\n\nTotal: **about 1 hour and 30 minutes**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 2.05, + "generation_time_ms": 3709.33, + "judging_time_ms": 1946.34, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "0ea62687", + "question_type": "multi-session", + "question": "How much more miles per gallon was my car getting a few months ago compared to now?", + "ground_truth": "2", + "generated_answer": "A few months ago your car was getting **30 miles per gallon in the city**; now it’s getting **28 miles per gallon in the city**. \n\nSo it was getting **2 more miles per gallon** a few months ago.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.73, + "store_time_ms": 2.06, + "generation_time_ms": 3528.2, + "judging_time_ms": 1898.46, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "67e0d0f2", + "question_type": "multi-session", + "question": "What is the total number of online courses I've completed?", + "ground_truth": "20", + "generated_answer": "Courses counted across memories:\n\n- **12 Coursera courses** completed\n- **8 edX courses** completed\n\n**Total: 20 online courses completed.**", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 2.1, + "generation_time_ms": 5346.24, + "judging_time_ms": 1630.34, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "bb7c3b45", + "question_type": "multi-session", + "question": "How much did I save on the Jimmy Choo heels?", + "ground_truth": "$300", + "generated_answer": "You bought the Jimmy Choo heels for **$200**, and they originally retailed for **$500**.\n\nYou saved **$300**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 1.94, + "generation_time_ms": 4708.59, + "judging_time_ms": 2953.11, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ba358f49", + "question_type": "multi-session", + "question": "How many years will I be when my friend Rachel gets married?", + "ground_truth": "33", + "generated_answer": "You’re 32 now, and Rachel is getting married next year in 2023. Depending on your birthday and the wedding date, you’ll be either 32 or 33 when she gets married.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 2.07, + "generation_time_ms": 3865.27, + "judging_time_ms": 3237.54, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "61f8c8f8", + "question_type": "multi-session", + "question": "How much faster did I finish the 5K run compared to my previous year's time?", + "ground_truth": "10 minutes", + "generated_answer": "Your previous year’s 5K time was **45 minutes**. \nYour recent 5K time was **35 minutes**. \n\nYou finished **10 minutes faster** than your previous year’s time.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 1.9, + "generation_time_ms": 4218.13, + "judging_time_ms": 1732.85, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "60159905", + "question_type": "multi-session", + "question": "How many dinner parties have I attended in the past month?", + "ground_truth": "three", + "generated_answer": "You attended these dinner-party-like gatherings in the past month:\n\n1. Mike’s BBQ where you watched a football game \n2. Alex’s low-key potluck with cuisines from around the world \n3. Sarah’s Italian feast with board games afterward \n\nTotal: 3 dinner parties/gatherings.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 2.05, + "generation_time_ms": 4733.92, + "judging_time_ms": 2566.99, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ef9cf60a", + "question_type": "multi-session", + "question": "How much did I spend on gifts for my sister?", + "ground_truth": "$300", + "generated_answer": "You spent on these gifts for your sister:\n\n1. Spa gift card to her favorite spa — $100 \n2. Silver necklace with a small pendant from Tiffany’s — around $200 \n\nTotal: around $300.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.87, + "generation_time_ms": 4454.54, + "judging_time_ms": 3039.61, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "73d42213", + "question_type": "multi-session", + "question": "What time did I reach the clinic on Monday?", + "ground_truth": "9:00 AM", + "generated_answer": "You left home at **7:00 AM** on Monday, and the trip to the clinic took **two hours**, so you reached the clinic around **9:00 AM**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 1.77, + "generation_time_ms": 3609.6, + "judging_time_ms": 2258.73, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "bc149d6b", + "question_type": "multi-session", + "question": "What is the total weight of the new feed I purchased in the past two months?", + "ground_truth": "70 pounds", + "generated_answer": "Items purchased in the past two months:\n- Layer feed: **50 pounds**\n- Organic scratch grains: **20 pounds**\n\nTotal new feed purchased: **70 pounds**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 1.93, + "generation_time_ms": 3830.71, + "judging_time_ms": 1821.7, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "099778bb", + "question_type": "multi-session", + "question": "What percentage of leadership positions do women hold in the my company?", + "ground_truth": "20%", + "generated_answer": "Items counted across memories:\n- Total leadership positions: **100** (Memory 1)\n- Leadership positions held by women: **20** (Memory 2)\n\nWomen hold **20%** of leadership positions in your company.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 2.05, + "generation_time_ms": 2714.72, + "judging_time_ms": 1694.17, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "09ba9854", + "question_type": "multi-session", + "question": "How much will I save by taking the train from the airport to my hotel instead of a taxi?", + "ground_truth": "$50", + "generated_answer": "Based on the latest details, a taxi would cost around **$60**, while the train/subway option would likely cost around **$20–$30**.\n\nSo you’d save about **$30–$40** by taking the train instead of a taxi.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.65, + "store_time_ms": 1.73, + "generation_time_ms": 5848.69, + "judging_time_ms": 1983.55, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "d6062bb9", + "question_type": "multi-session", + "question": "What is the total number of views on my most popular videos on YouTube and TikTok?", + "ground_truth": "1,998", + "generated_answer": "Items counted:\n- TikTok: Luna chasing a laser pointer — **1,456 views**\n- YouTube: social media analytics tutorial — **542 views**\n\nTotal views: **1,998**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 2.03, + "generation_time_ms": 4034.4, + "judging_time_ms": 2053.38, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "157a136e", + "question_type": "multi-session", + "question": "How many years older is my grandma than me?", + "ground_truth": "43", + "generated_answer": "I don't have enough information to answer that. I know your grandma is 75, but I don’t know your age.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 2.1, + "generation_time_ms": 2645.56, + "judging_time_ms": 1855.43, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "c18a7dc8", + "question_type": "multi-session", + "question": "How many years older am I than when I graduated from college?", + "ground_truth": "7", + "generated_answer": "You graduated from college at **25**, and you are currently **32**.\n\nSo, you are **7 years older** than when you graduated from college.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 2.17, + "generation_time_ms": 4471.39, + "judging_time_ms": 2420.97, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a3332713", + "question_type": "multi-session", + "question": "What is the total amount I spent on gifts for my coworker and brother?", + "ground_truth": "$200", + "generated_answer": "- Coworker’s baby shower gift: **$100**\n- Brother’s graduation gift: **$100**\n\nTotal spent on gifts for your coworker and brother: **$200**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.5, + "store_time_ms": 1.45, + "generation_time_ms": 4326.82, + "judging_time_ms": 2026.77, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "55241a1f", + "question_type": "multi-session", + "question": "What is the total number of comments on my recent Facebook Live session and my most popular YouTube video?", + "ground_truth": "33", + "generated_answer": "- Recent Facebook Live session: **12 comments**\n- Most popular YouTube video: **21 comments**\n\nTotal: **33 comments**", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.75, + "store_time_ms": 2.05, + "generation_time_ms": 3676.43, + "judging_time_ms": 3166.78, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a08a253f", + "question_type": "multi-session", + "question": "How many days a week do I attend fitness classes?", + "ground_truth": "4 days.", + "generated_answer": "You attend fitness classes on:\n\n- Tuesday: Zumba\n- Wednesday: Yoga\n- Thursday: Zumba\n- Saturday: Weightlifting\n\nSo, you attend fitness classes **4 days a week**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.82, + "store_time_ms": 1.87, + "generation_time_ms": 4814.03, + "judging_time_ms": 3247.89, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "f0e564bc", + "question_type": "multi-session", + "question": "What is the total amount I spent on the designer handbag and high-end skincare products?", + "ground_truth": "$1,300", + "generated_answer": "Items counted:\n- High-end skincare products during the Nordstrom anniversary sale: **$500**\n- Coach designer handbag: **$800**\n\nTotal spent: **$1,300**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.72, + "store_time_ms": 2.15, + "generation_time_ms": 3370.13, + "judging_time_ms": 1909.25, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "078150f1", + "question_type": "multi-session", + "question": "How much more money did I raise than my initial goal in the charity cycling event?", + "ground_truth": "$50", + "generated_answer": "You initially aimed to raise **$200** and ended up raising **$250**.\n\nYou raised **$50 more** than your initial goal.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 2.1, + "generation_time_ms": 3451.47, + "judging_time_ms": 2514.52, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "8cf4d046", + "question_type": "multi-session", + "question": "What is the average GPA of my undergraduate and graduate studies?", + "ground_truth": "3.83", + "generated_answer": "Graduate GPA: **3.8 out of 4.0** \nUndergraduate GPA: **3.86 out of 4.0**\n\nAverage GPA: **3.83 out of 4.0**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.63, + "store_time_ms": 2.55, + "generation_time_ms": 4368.31, + "judging_time_ms": 3217.72, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "a346bb18", + "question_type": "multi-session", + "question": "How many minutes did I exceed my target time by in the marathon?", + "ground_truth": "12", + "generated_answer": "You completed the marathon in **4h 22min** and your target was **4h 10min**, so you exceeded your target time by **12 minutes**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 2.04, + "generation_time_ms": 5086.61, + "judging_time_ms": 1896.14, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "37f165cf", + "question_type": "multi-session", + "question": "What was the page count of the two novels I finished in January and March?", + "ground_truth": "856", + "generated_answer": "I don't have enough information to answer that. The memories only mention an unnamed **416-page** novel and **The Nightingale** at **440 pages**, but they don’t specify which novels were finished in January or March.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.68, + "store_time_ms": 1.95, + "generation_time_ms": 8217.04, + "judging_time_ms": 3736.25, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "8e91e7d9", + "question_type": "multi-session", + "question": "What is the total number of siblings I have?", + "ground_truth": "4", + "generated_answer": "Siblings mentioned across all memories:\n- Brother: 1\n\nTotal number of siblings you have: 1.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.49, + "store_time_ms": 2.14, + "generation_time_ms": 2569.61, + "judging_time_ms": 2138.98, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "87f22b4a", + "question_type": "multi-session", + "question": "How much have I made from selling eggs this month?", + "ground_truth": "$120", + "generated_answer": "You sold **40 dozen eggs** this month at **$3 per dozen**.\n\n**40 × $3 = $120**\n\nSo you’ve made **$120 from selling eggs this month**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.58, + "store_time_ms": 1.95, + "generation_time_ms": 4427.07, + "judging_time_ms": 2090.82, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "e56a43b9", + "question_type": "multi-session", + "question": "How much discount will I get on my next purchase at FreshMart?", + "ground_truth": "$5", + "generated_answer": "You have **500 points** at FreshMart, and since **every 100 points = $1 off**, you’ll get a **$5 discount** on your next purchase.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.54, + "store_time_ms": 1.72, + "generation_time_ms": 3577.46, + "judging_time_ms": 1325.51, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "efc3f7c2", + "question_type": "multi-session", + "question": "How much earlier do I wake up on Fridays compared to other weekdays?", + "ground_truth": "30 minutes", + "generated_answer": "You wake up at **6:00 AM on Fridays** and **6:30 AM on other weekdays**, so you wake up **30 minutes earlier on Fridays**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 1.4, + "generation_time_ms": 3499.26, + "judging_time_ms": 1840.96, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "21d02d0d", + "question_type": "multi-session", + "question": "How many fun runs did I miss in March due to work commitments?", + "ground_truth": "2", + "generated_answer": "You missed these March 5K fun runs due to work commitments:\n\n- March 5th\n- March 26th\n\nTotal: **2 fun runs**.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 1.84, + "generation_time_ms": 3787.54, + "judging_time_ms": 1893.76, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "2311e44b_abs", + "question_type": "multi-session", + "question": "How many pages do I have left to read in 'Sapiens'?", + "ground_truth": "The information provided is not enough. You did not mention how many paged do you have left to read in 'Sapiens'.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 1.77, + "generation_time_ms": 3836.89, + "judging_time_ms": 1364.03, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "6456829e_abs", + "question_type": "multi-session", + "question": "How many plants did I initially plant for tomatoes and chili peppers?", + "ground_truth": "The information provided is not enough. You mentioned planting 5 plants for tomatoes but you did not mention chili peppers.", + "generated_answer": "You initially planted **5 tomato plants**.\n\nI don't have enough information to answer how many **chili pepper plants** you initially planted.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.7, + "store_time_ms": 2.1, + "generation_time_ms": 4244.28, + "judging_time_ms": 2122.59, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "e5ba910e_abs", + "question_type": "multi-session", + "question": "What is the total cost of my recently purchased headphones and the iPad?", + "ground_truth": "The information provided is not enough. You mentioned purchasing a headphone, but you did not mention the iPad.", + "generated_answer": "I don't have enough information to answer that. \n\nI only have a cost for your Sony WH-1000XM4 headphones: **$378**. I don’t have any memory of you purchasing an iPad or its cost.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.61, + "store_time_ms": 1.93, + "generation_time_ms": 4945.46, + "judging_time_ms": 2170.71, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "a96c20ee_abs", + "question_type": "multi-session", + "question": "At which university did I present a poster for my undergrad course research project?", + "ground_truth": "The information provided is not enough. You did not mention presenting a poster for your undergrad course research project.", + "generated_answer": "You presented it at **Harvard University**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 2.16, + "generation_time_ms": 4351.62, + "judging_time_ms": 1777.87, + "recalled_count": 2, + "is_abstention": true + }, + { + "question_id": "ba358f49_abs", + "question_type": "multi-session", + "question": "How old will Rachel be when I get married?", + "ground_truth": "The information provided is not enough. You did not mention how old Rachel is right now, nor when will you get married.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.47, + "store_time_ms": 2.11, + "generation_time_ms": 2473.79, + "judging_time_ms": 8894.53, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "09ba9854_abs", + "question_type": "multi-session", + "question": "How much will I save by taking the bus from the airport to my hotel instead of a taxi?", + "ground_truth": "The information provided is not enough. You did not mention how much will the bus take.", + "generated_answer": "Based on the latest info, you were told a taxi would cost around **$60**, while the Airport Limousine Bus would be around **$10–$20**.\n\nSo you’d save about **$40–$50** by taking the bus instead of a taxi.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.6, + "store_time_ms": 1.63, + "generation_time_ms": 7130.75, + "judging_time_ms": 3459.95, + "recalled_count": 2, + "is_abstention": true + } + ] +} \ No newline at end of file diff --git a/benchmark/codemem_dataset.json b/benchmark/codemem_dataset.json new file mode 100644 index 0000000..611e854 --- /dev/null +++ b/benchmark/codemem_dataset.json @@ -0,0 +1,14035 @@ +[ + { + "question_id": "arch_billing_db", + "question_type": "code-architecture", + "question": "Which database does the billing-service use, and why was that chosen over the alternative?", + "answer": "PostgreSQL 15, chosen over MongoDB because invoicing needs ACID multi-row transactions.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "arch_billing_db_s0", + "arch_billing_db_s1", + "arch_billing_db_s2", + "arch_billing_db_s3", + "arch_billing_db_s4", + "arch_billing_db_s5", + "arch_billing_db_s6", + "arch_billing_db_s7", + "arch_billing_db_s8", + "arch_billing_db_s9", + "arch_billing_db_s10", + "arch_billing_db_s11", + "arch_billing_db_s12", + "arch_billing_db_s13", + "arch_billing_db_s14", + "arch_billing_db_s15", + "arch_billing_db_s16", + "arch_billing_db_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy retry test in Helios? It passes, but the assertion message is hard to read when it fails." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the behavior unchanged and just make the failure output clearer, probably by naming the expected retry count and the observed attempts separately." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing itself. This is just for readability before I rerun the flaky suite." + }, + { + "role": "assistant", + "content": "Done. I split the inline expression into two locals and updated the assertion text so it reports expected versus actual attempts in plain language." + }, + { + "role": "user", + "content": "Looks better. Can you also make the test name a little less vague?" + }, + { + "role": "assistant", + "content": "Updated the name to describe the retry exhaustion case more directly. No production code changes." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + [ + { + "role": "user", + "content": "I'm updating the Helios service docs and noticed `services/billing-service/db/knexfile.ts` points at Postgres. Can you verify the datastore decision and add a short ADR note?" + }, + { + "role": "assistant", + "content": "Confirmed from the repo: `services/billing-service/src/db/client.ts` uses `pg`, migrations are under `services/billing-service/db/migrations`, and `docker-compose.dev.yml` pins `postgres:15` for `billing-db`. I'll add `docs/adr/003-billing-datastore.md` documenting PostgreSQL 15 as the billing-service primary datastore." + }, + { + "role": "user", + "content": "Make sure the rationale is explicit. We compared MongoDB, but invoice generation updates invoices, line items, tax rows, ledger entries, and payment intents together." + }, + { + "role": "assistant", + "content": "Added the ADR with this decision text:\n\n```md\n# ADR-003: Billing datastore\n\n## Decision\nThe `billing-service` uses PostgreSQL 15 as its primary datastore.\n\n## Rationale\nPostgreSQL 15 was chosen over MongoDB because invoice generation requires ACID multi-row transactions across invoices, invoice line items, tax rows, ledger entries, and payment intent records. A partially generated invoice is not acceptable for Helios billing workflows.\n```\n\nI also linked it from `docs/services/billing-service.md` under the persistence section." + }, + { + "role": "user", + "content": "Good. Did you also mention where local dev gets the version from?" + }, + { + "role": "assistant", + "content": "Yes. I added: `Local development uses the billing-db container in docker-compose.dev.yml, currently postgres:15.` The final touched files are `docs/adr/003-billing-datastore.md` and `docs/services/billing-service.md`." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy test output in Helios? One of the routing-related tests prints an extra debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’d just remove the ad-hoc print and leave the normal assertion messages intact. It doesn’t look like the output is needed for diagnosing failures." + }, + { + "role": "user", + "content": "Yeah, it was from me checking a mock response yesterday. Can you make the test quiet again without changing behavior?" + }, + { + "role": "assistant", + "content": "Done. I removed the temporary debug output only. The test still sets up the same data and runs the same assertions." + }, + { + "role": "user", + "content": "Nice. Anything else look suspicious around it?" + }, + { + "role": "assistant", + "content": "Nothing major. I noticed one comment had an extra space, so I left it alone to avoid touching unrelated lines. This should just reduce the noise in the test run." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy log line in the Helios telemetry test output? It prints the whole mock payload even when the assertion passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and trim the debug message so it only includes the event id and count. That should make the test output easier to scan without changing behavior." + }, + { + "role": "user", + "content": "Yeah, do that. Also the wording says “recieved” in one place." + }, + { + "role": "assistant", + "content": "Updated the message to use a shorter summary and fixed the typo to “received.” I didn’t touch the test setup or the mock payload." + }, + { + "role": "user", + "content": "Run the focused test once and tell me if anything unexpected shows up." + }, + { + "role": "assistant", + "content": "The focused test passes, and the output is much quieter now. No unexpected warnings showed up." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but it keeps printing a warning about an empty routing hint." + }, + { + "role": "assistant", + "content": "I checked the test helper setup. It looks like the mock shipment event is missing an optional routing hint field, so the logger emits the warning even though the test result is fine." + }, + { + "role": "user", + "content": "Yeah, I don't want to change behavior here. Can we just make the fixture less chatty?" + }, + { + "role": "assistant", + "content": "Done. I added a harmless dummy routing hint value in the local fixture data and reran the focused test. The warning is gone and the assertion still passes." + }, + { + "role": "user", + "content": "Nice. Any other output changes?" + }, + { + "role": "assistant", + "content": "No other differences from the focused run. This is just a cleanup to keep the test output quieter." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ] + ], + "answer_session_ids": [ + "arch_billing_db_s7" + ] + }, + { + "question_id": "arch_event_bus", + "question_type": "code-architecture", + "question": "What message bus do Helios services use for events, and why not Kafka?", + "answer": "NATS JetStream; Kafka was rejected for being heavier operationally while at-most-once delivery was acceptable for telemetry.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "arch_event_bus_s0", + "arch_event_bus_s1", + "arch_event_bus_s2", + "arch_event_bus_s3", + "arch_event_bus_s4", + "arch_event_bus_s5", + "arch_event_bus_s6", + "arch_event_bus_s7", + "arch_event_bus_s8", + "arch_event_bus_s9", + "arch_event_bus_s10", + "arch_event_bus_s11", + "arch_event_bus_s12", + "arch_event_bus_s13", + "arch_event_bus_s14", + "arch_event_bus_s15", + "arch_event_bus_s16", + "arch_event_bus_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but it keeps printing a warning about an empty routing hint." + }, + { + "role": "assistant", + "content": "I checked the test helper setup. It looks like the mock shipment event is missing an optional routing hint field, so the logger emits the warning even though the test result is fine." + }, + { + "role": "user", + "content": "Yeah, I don't want to change behavior here. Can we just make the fixture less chatty?" + }, + { + "role": "assistant", + "content": "Done. I added a harmless dummy routing hint value in the local fixture data and reran the focused test. The warning is gone and the assertion still passes." + }, + { + "role": "user", + "content": "Nice. Any other output changes?" + }, + { + "role": "assistant", + "content": "No other differences from the focused run. This is just a cleanup to keep the test output quieter." + } + ], + [ + { + "role": "user", + "content": "I'm in `services/telemetry/src/publisher.ts` and trying to understand why we're publishing directly to NATS instead of going through the old `event-bus` abstraction. Is JetStream the canonical path for inter-service events now?" + }, + { + "role": "assistant", + "content": "Yes. In Helios, inter-service events flow through NATS JetStream. You can see the shared client in `libs/messaging/src/jetstream.ts`, and services like `orders`, `routing`, and `fleet-telemetry` publish subjects like `orders.created.v1` and `fleet.position.v1` there. The `event-bus` wrapper is legacy and only still referenced by `billing` tests." + }, + { + "role": "user", + "content": "Got it. I found `docs/architecture/events.md` and it says Kafka was evaluated. Was it rejected mainly because telemetry doesn't need durable exactly-once semantics?" + }, + { + "role": "assistant", + "content": "Exactly. The decision record says Kafka was explicitly rejected because the team wanted lighter operational overhead, and at-most-once delivery was acceptable for fleet telemetry. JetStream gives us enough durability for order/billing/routing workflows without running a heavier Kafka/ZooKeeper or KRaft stack." + }, + { + "role": "user", + "content": "I'll update `services/telemetry/src/publisher.ts` to use `createJetStreamPublisher()` directly and remove the `EventBusPublisher` shim. Anything else I should touch?" + }, + { + "role": "assistant", + "content": "Update `services/telemetry/test/publisher.test.ts` to assert the subject `fleet.telemetry.received.v1`, and add a short note in `docs/architecture/events.md` that telemetry publishers intentionally use at-most-once semantics. I would also run `pnpm test --filter @helios/fleet-telemetry` and `pnpm lint --filter @helios/messaging` after the change." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy log line in the Helios telemetry test output? It prints the whole mock payload even when the assertion passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and trim the debug message so it only includes the event id and count. That should make the test output easier to scan without changing behavior." + }, + { + "role": "user", + "content": "Yeah, do that. Also the wording says “recieved” in one place." + }, + { + "role": "assistant", + "content": "Updated the message to use a shorter summary and fixed the typo to “received.” I didn’t touch the test setup or the mock payload." + }, + { + "role": "user", + "content": "Run the focused test once and tell me if anything unexpected shows up." + }, + { + "role": "assistant", + "content": "The focused test passes, and the output is much quieter now. No unexpected warnings showed up." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing test output? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll tone it down so the test only logs the shipment id and status when the verbose flag is enabled." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. I just don’t want the CI log flooded when Helios runs the routing suite." + }, + { + "role": "assistant", + "content": "Done. I replaced the raw payload print with a short conditional message and left the assertions unchanged." + }, + { + "role": "user", + "content": "Thanks. Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ] + ], + "answer_session_ids": [ + "arch_event_bus_s2" + ] + }, + { + "question_id": "arch_auth", + "question_type": "code-architecture", + "question": "How are auth tokens validated across Helios services?", + "answer": "Short-lived 15-minute JWTs issued by identity-service, validated at the API gateway against the JWKS endpoint; services don't call identity-service to validate.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "arch_auth_s0", + "arch_auth_s1", + "arch_auth_s2", + "arch_auth_s3", + "arch_auth_s4", + "arch_auth_s5", + "arch_auth_s6", + "arch_auth_s7", + "arch_auth_s8", + "arch_auth_s9", + "arch_auth_s10", + "arch_auth_s11", + "arch_auth_s12", + "arch_auth_s13", + "arch_auth_s14", + "arch_auth_s15", + "arch_auth_s16", + "arch_auth_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but it keeps printing a warning about an empty routing hint." + }, + { + "role": "assistant", + "content": "I checked the test helper setup. It looks like the mock shipment event is missing an optional routing hint field, so the logger emits the warning even though the test result is fine." + }, + { + "role": "user", + "content": "Yeah, I don't want to change behavior here. Can we just make the fixture less chatty?" + }, + { + "role": "assistant", + "content": "Done. I added a harmless dummy routing hint value in the local fixture data and reran the focused test. The warning is gone and the assertion still passes." + }, + { + "role": "user", + "content": "Nice. Any other output changes?" + }, + { + "role": "assistant", + "content": "No other differences from the focused run. This is just a cleanup to keep the test output quieter." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this noisy log line in the Helios routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the count and the request id from the test fixture, so the output stays useful without dumping the full payload." + }, + { + "role": "user", + "content": "Yep, keep it boring. No behavior changes, please." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message text and left the assertion flow as-is. The test output now shows a compact summary instead of the full mock object." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, so CI logs should be easier to skim." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug log in the Helios telemetry test? It prints the whole sample payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just print the sample count and keep the payload available only if the assertion fails." + }, + { + "role": "user", + "content": "Yep, that sounds good. Don’t change the test behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose debug line with a shorter message and left the existing assertions untouched." + }, + { + "role": "user", + "content": "Run just that test once?" + }, + { + "role": "assistant", + "content": "It passed locally. Output is quieter now, and the failure message still includes enough context to inspect the sample." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ], + [ + { + "role": "user", + "content": "I'm looking at `services/orders/src/middleware/auth.ts` and it still has a `validateWithIdentityService()` helper. Before I rip it out, can you confirm the intended auth flow for Helios?" + }, + { + "role": "assistant", + "content": "Yes. Authentication across Helios is handled by short-lived JWTs issued by `identity-service`; they expire after 15 minutes. The API gateway validates them using the public JWKS endpoint exposed by `identity-service`. Downstream services like `orders`, `billing`, `routing`, and `fleet-telemetry` should trust the gateway-provided auth context and must not call `identity-service` to validate tokens." + }, + { + "role": "user", + "content": "Got it. I'll remove the direct validation path from orders. Current code has:\n\n```ts\nconst claims = await validateWithIdentityService(req.headers.authorization)\nreq.user = claims\n```\n\nI think this should instead read `x-helios-user` and `x-helios-scopes` from the gateway headers." + }, + { + "role": "assistant", + "content": "That matches the platform pattern. In `services/orders/src/middleware/auth.ts`, replace the identity-service call with gateway header parsing, something like:\n\n```ts\nexport function requireAuth(req: Request, res: Response, next: NextFunction) {\n const userHeader = req.header('x-helios-user')\n const scopesHeader = req.header('x-helios-scopes') ?? ''\n\n if (!userHeader) {\n return res.status(401).json({ error: 'missing authenticated user context' })\n }\n\n req.user = JSON.parse(userHeader)\n req.scopes = scopesHeader.split(',').filter(Boolean)\n next()\n}\n```\n\nAlso delete `validateWithIdentityService()` and any `IDENTITY_SERVICE_URL` dependency from the orders service config." + }, + { + "role": "user", + "content": "I updated `auth.ts`, removed `IDENTITY_SERVICE_URL` from `services/orders/src/config.ts`, and adjusted `services/orders/test/auth.middleware.test.ts`. One test now asserts that no outbound HTTP call is made during auth middleware execution." + }, + { + "role": "assistant", + "content": "Good. I'd also add a regression test for malformed gateway context:\n\n```ts\nit('rejects malformed x-helios-user header', async () => {\n await request(app)\n .get('/orders')\n .set('x-helios-user', '{bad json')\n .expect(401)\n})\n```\n\nThen run:\n\n```bash\npnpm --filter @helios/orders test\npnpm --filter @helios/api-gateway test\n```\n\nThe gateway tests should continue covering JWKS validation against `identity-service`'s public key set; orders should only verify that authenticated context was forwarded." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ] + ], + "answer_session_ids": [ + "arch_auth_s16" + ] + }, + { + "question_id": "arch_routing_cache", + "question_type": "code-architecture", + "question": "How does the routing-service cache delivery routes?", + "answer": "In Redis with a 6-hour TTL, keyed by (origin_hub, dest_hub, vehicle_class).", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "arch_routing_cache_s0", + "arch_routing_cache_s1", + "arch_routing_cache_s2", + "arch_routing_cache_s3", + "arch_routing_cache_s4", + "arch_routing_cache_s5", + "arch_routing_cache_s6", + "arch_routing_cache_s7", + "arch_routing_cache_s8", + "arch_routing_cache_s9", + "arch_routing_cache_s10", + "arch_routing_cache_s11", + "arch_routing_cache_s12", + "arch_routing_cache_s13", + "arch_routing_cache_s14", + "arch_routing_cache_s15", + "arch_routing_cache_s16", + "arch_routing_cache_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this warning in the routing service tests? It looks like one assertion message still says \"shipment\" even though the test data is about a delivery stop." + }, + { + "role": "assistant", + "content": "Yep, I see it. This is just the human-readable assertion text, not the actual condition. I’ll update the wording so the failure message matches the delivery stop fixture." + }, + { + "role": "user", + "content": "Thanks. Keep it boring, please—no test restructuring." + }, + { + "role": "assistant", + "content": "Done. I only changed the message text and left the assertion and setup untouched. Running the focused test now to make sure nothing weird happened." + }, + { + "role": "user", + "content": "Nice. Did the focused run pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed locally. The diff is just the wording cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + [ + { + "role": "user", + "content": "I'm looking at Helios routing-service perf. Route recomputation is spiking CPU during morning dispatch. Can you check how computed routes are cached?" + }, + { + "role": "assistant", + "content": "I checked `services/routing-service/src/cache/route_cache.py`. Computed delivery routes are stored in Redis via `RouteCache.set_computed_route()`. The cache key is built from `(origin_hub, dest_hub, vehicle_class)`:\n\n`route:{origin_hub}:{dest_hub}:{vehicle_class}`\n\nand the write uses `redis.setex(key, 21600, payload)`, so the TTL is 6 hours." + }, + { + "role": "user", + "content": "Good. Is that cache actually used before calling the optimizer, or only populated after?" + }, + { + "role": "assistant", + "content": "It's used before optimization. In `services/routing-service/src/planner/route_planner.py`, `plan_delivery_route()` calls:\n\n`cached = await route_cache.get_computed_route(origin_hub, dest_hub, vehicle_class)`\n\nbefore invoking `optimizer.compute_route(...)`. On hit it returns the cached route immediately; on miss it computes, then writes back to Redis with the 6-hour TTL." + }, + { + "role": "user", + "content": "Let's add a metric for hit/miss by vehicle_class so we can see if morning dispatch is mostly cache misses." + }, + { + "role": "assistant", + "content": "Implemented in `services/routing-service/src/planner/route_planner.py`:\n\n- Added `routing_route_cache_hits_total{vehicle_class}` when Redis returns a route\n- Added `routing_route_cache_misses_total{vehicle_class}` before optimizer execution\n- Left the existing Redis cache behavior unchanged: computed delivery routes are still keyed by `(origin_hub, dest_hub, vehicle_class)` and stored with a 6-hour TTL\n\nI also added coverage in `services/routing-service/tests/test_route_planner_cache_metrics.py` for both hit and miss paths." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing test output? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll tone it down so the test only logs the shipment id and status when the verbose flag is enabled." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. I just don’t want the CI log flooded when Helios runs the routing suite." + }, + { + "role": "assistant", + "content": "Done. I replaced the raw payload print with a short conditional message and left the assertions unchanged." + }, + { + "role": "user", + "content": "Thanks. Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this warning message in the Helios telemetry test output? It says 'recieved' and it's bugging me." + }, + { + "role": "assistant", + "content": "Yep, I'll just fix the spelling in the test helper string from 'recieved' to 'received' and leave the behavior unchanged." + }, + { + "role": "user", + "content": "Thanks. Please make sure snapshots don't get a bunch of unrelated churn." + }, + { + "role": "assistant", + "content": "Checked the update locally; only the single warning text changed. No formatting or snapshot noise beyond that typo." + }, + { + "role": "user", + "content": "Great, add a tiny note in the commit summary that it's just a spelling cleanup." + }, + { + "role": "assistant", + "content": "Done: summary says it's a spelling cleanup in a telemetry warning message." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug line in the Helios routing test? It prints the whole mock shipment payload every run." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it down to just the shipment id and status so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I left the test logic untouched and updated the log text to a shorter one-liner." + }, + { + "role": "user", + "content": "Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it once locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ] + ], + "answer_session_ids": [ + "arch_routing_cache_s4" + ] + }, + { + "question_id": "conv_error", + "question_type": "code-convention", + "question": "What is the error-response convention for Helios services?", + "answer": "RFC 7807 problem+json via the shared problem.New(status, detail) helper; never bare string errors.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "conv_error_s0", + "conv_error_s1", + "conv_error_s2", + "conv_error_s3", + "conv_error_s4", + "conv_error_s5", + "conv_error_s6", + "conv_error_s7", + "conv_error_s8", + "conv_error_s9", + "conv_error_s10", + "conv_error_s11", + "conv_error_s12", + "conv_error_s13", + "conv_error_s14", + "conv_error_s15", + "conv_error_s16", + "conv_error_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy log line in the Helios telemetry test output? It prints the whole mock payload even when the assertion passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and trim the debug message so it only includes the event id and count. That should make the test output easier to scan without changing behavior." + }, + { + "role": "user", + "content": "Yeah, do that. Also the wording says “recieved” in one place." + }, + { + "role": "assistant", + "content": "Updated the message to use a shorter summary and fixed the typo to “received.” I didn’t touch the test setup or the mock payload." + }, + { + "role": "user", + "content": "Run the focused test once and tell me if anything unexpected shows up." + }, + { + "role": "assistant", + "content": "The focused test passes, and the output is much quieter now. No unexpected warnings showed up." + } + ], + [ + { + "role": "user", + "content": "I'm wiring the new `orders` cancel endpoint in Helios. In `services/orders/internal/http/handlers.go` I currently have:\n\n```go\nif err := h.cancel.Cancel(ctx, orderID); err != nil {\n return http.Error(w, err.Error(), http.StatusConflict)\n}\n```\n\nCan you patch this to match the platform error convention?" + }, + { + "role": "assistant", + "content": "Yes. In Helios every service returns errors as RFC 7807 `problem+json`; handlers must never return a bare string error. They should wrap with the shared `problem.New(status, detail)` helper.\n\nI’d change the handler to use the common renderer:\n\n```go\nimport \"github.com/helios/platform/pkg/problem\"\n\n...\nif err := h.cancel.Cancel(ctx, orderID); err != nil {\n problem.New(http.StatusConflict, err.Error()).Write(w)\n return\n}\n```\n\nIf this file already uses `problem.Write` elsewhere, we should follow that local style instead." + }, + { + "role": "user", + "content": "The shared helper has `Render(w, r)` not `Write(w)`. Check `services/billing/internal/http/invoices.go` for the pattern and apply the same one here." + }, + { + "role": "assistant", + "content": "Got it. Billing uses:\n\n```go\nproblem.New(http.StatusBadRequest, \"invalid invoice id\").Render(w, r)\n```\n\nPatch for `services/orders/internal/http/handlers.go`:\n\n```diff\n import (\n \"net/http\"\n \n+ \"github.com/helios/platform/pkg/problem\"\n )\n@@\n if err := h.cancel.Cancel(ctx, orderID); err != nil {\n- return http.Error(w, err.Error(), http.StatusConflict)\n+ problem.New(http.StatusConflict, err.Error()).Render(w, r)\n+ return\n }\n```\n\nThis keeps the response content type and body shape consistent with RFC 7807 across orders, billing, routing, and telemetry." + }, + { + "role": "user", + "content": "Also update the test. `TestCancelOrderConflict` currently asserts plain text body equals `capacity exceeded\\n`." + }, + { + "role": "assistant", + "content": "I’d update `services/orders/internal/http/handlers_test.go` to assert the problem document instead of a bare string:\n\n```diff\n resp := rr.Result()\n require.Equal(t, http.StatusConflict, resp.StatusCode)\n-require.Equal(t, \"capacity exceeded\\n\", rr.Body.String())\n+require.Equal(t, \"application/problem+json\", resp.Header.Get(\"Content-Type\"))\n+\n+var body map[string]any\n+require.NoError(t, json.Unmarshal(rr.Body.Bytes(), &body))\n+require.Equal(t, float64(http.StatusConflict), body[\"status\"])\n+require.Equal(t, \"capacity exceeded\", body[\"detail\"])\n```\n\nAdd `encoding/json` to the imports if it isn’t already there. After that, run:\n\n```sh\ngo test ./services/orders/internal/http\n```\n\nThe important invariant is now covered: no handler leaks a bare string error; conflicts are wrapped with `problem.New(status, detail)` and emitted as `application/problem+json`." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug line in the Helios routing test? It prints the whole mock shipment payload every run." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it down to just the shipment id and status so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I left the test logic untouched and updated the log text to a shorter one-liner." + }, + { + "role": "user", + "content": "Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it once locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug log in the Helios telemetry test? It prints the whole sample payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just print the sample count and keep the payload available only if the assertion fails." + }, + { + "role": "user", + "content": "Yep, that sounds good. Don’t change the test behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose debug line with a shorter message and left the existing assertions untouched." + }, + { + "role": "user", + "content": "Run just that test once?" + }, + { + "role": "assistant", + "content": "It passed locally. Output is quieter now, and the failure message still includes enough context to inspect the sample." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy test output in Helios? One of the routing-related tests prints an extra debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’d just remove the ad-hoc print and leave the normal assertion messages intact. It doesn’t look like the output is needed for diagnosing failures." + }, + { + "role": "user", + "content": "Yeah, it was from me checking a mock response yesterday. Can you make the test quiet again without changing behavior?" + }, + { + "role": "assistant", + "content": "Done. I removed the temporary debug output only. The test still sets up the same data and runs the same assertions." + }, + { + "role": "user", + "content": "Nice. Anything else look suspicious around it?" + }, + { + "role": "assistant", + "content": "Nothing major. I noticed one comment had an extra space, so I left it alone to avoid touching unrelated lines. This should just reduce the noise in the test run." + } + ] + ], + "answer_session_ids": [ + "conv_error_s4" + ] + }, + { + "question_id": "conv_naming", + "question_type": "code-convention", + "question": "What is the naming convention for HTTP handler functions?", + "answer": "A `handle` prefix plus the resource in PascalCase (e.g. handleCreateInvoice), enforced by the lint-handler-name rule.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "conv_naming_s0", + "conv_naming_s1", + "conv_naming_s2", + "conv_naming_s3", + "conv_naming_s4", + "conv_naming_s5", + "conv_naming_s6", + "conv_naming_s7", + "conv_naming_s8", + "conv_naming_s9", + "conv_naming_s10", + "conv_naming_s11", + "conv_naming_s12", + "conv_naming_s13", + "conv_naming_s14", + "conv_naming_s15", + "conv_naming_s16", + "conv_naming_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this noisy log line in the Helios routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the count and the request id from the test fixture, so the output stays useful without dumping the full payload." + }, + { + "role": "user", + "content": "Yep, keep it boring. No behavior changes, please." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message text and left the assertion flow as-is. The test output now shows a compact summary instead of the full mock object." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, so CI logs should be easier to skim." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy test output in Helios? One of the routing-related tests prints an extra debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’d just remove the ad-hoc print and leave the normal assertion messages intact. It doesn’t look like the output is needed for diagnosing failures." + }, + { + "role": "user", + "content": "Yeah, it was from me checking a mock response yesterday. Can you make the test quiet again without changing behavior?" + }, + { + "role": "assistant", + "content": "Done. I removed the temporary debug output only. The test still sets up the same data and runs the same assertions." + }, + { + "role": "user", + "content": "Nice. Anything else look suspicious around it?" + }, + { + "role": "assistant", + "content": "Nothing major. I noticed one comment had an extra space, so I left it alone to avoid touching unrelated lines. This should just reduce the noise in the test run." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + [ + { + "role": "user", + "content": "I'm adding the new billing endpoint in Helios. In `services/billing/internal/http/invoices.go` I currently have `createInvoiceHandler`, but `make lint` is failing. Can you check the naming convention before we wire the route?" + }, + { + "role": "assistant", + "content": "Yep. In this repo HTTP handler functions are named with a `handle` prefix plus the resource/action in PascalCase, e.g. `handleCreateInvoice` and `handleListShipments`. The custom linter rule `lint-handler-name` enforces that, so `createInvoiceHandler` will fail.\n\nI'd rename it like this:\n\n```go\n// services/billing/internal/http/invoices.go\nfunc handleCreateInvoice(ctx *app.Context) http.HandlerFunc {\n return func(w http.ResponseWriter, r *http.Request) {\n // existing implementation\n }\n}\n```\n\nThen update the route registration wherever it references the old symbol." + }, + { + "role": "user", + "content": "Route registration is in `services/billing/internal/http/routes.go`:\n\n```go\nrouter.Post(\"/invoices\", createInvoiceHandler(appCtx))\n```\n\nI'll rename that too. Anything else likely to break?" + }, + { + "role": "assistant", + "content": "Update the test references as well. I'd run:\n\n```bash\nrg \"createInvoiceHandler|handleCreateInvoice\" services/billing\n```\n\nExpected edits:\n\n```go\n// services/billing/internal/http/routes.go\nrouter.Post(\"/invoices\", handleCreateInvoice(appCtx))\n```\n\nIf there are handler unit tests in `services/billing/internal/http/invoices_test.go`, rename any direct calls there too. After that:\n\n```bash\ngo test ./services/billing/...\nmake lint\n```" + }, + { + "role": "user", + "content": "Done. `rg` only found `routes.go` and `invoices_test.go`. Tests pass, but lint now complains about `list_invoice_events` in the same file." + }, + { + "role": "assistant", + "content": "Same rule. Since it's an HTTP handler, rename it to PascalCase with the `handle` prefix:\n\n```go\nfunc handleListInvoiceEvents(ctx *app.Context) http.HandlerFunc {\n return func(w http.ResponseWriter, r *http.Request) {\n // existing implementation\n }\n}\n```\n\nThen update its route, probably something like:\n\n```go\nrouter.Get(\"/invoices/{invoiceID}/events\", handleListInvoiceEvents(appCtx))\n```\n\nThat should satisfy `lint-handler-name` for both billing handlers." + } + ], + [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy log line in the Helios telemetry test output? It prints the whole mock payload even when the assertion passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and trim the debug message so it only includes the event id and count. That should make the test output easier to scan without changing behavior." + }, + { + "role": "user", + "content": "Yeah, do that. Also the wording says “recieved” in one place." + }, + { + "role": "assistant", + "content": "Updated the message to use a shorter summary and fixed the typo to “received.” I didn’t touch the test setup or the mock payload." + }, + { + "role": "user", + "content": "Run the focused test once and tell me if anything unexpected shows up." + }, + { + "role": "assistant", + "content": "The focused test passes, and the output is much quieter now. No unexpected warnings showed up." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug line in the Helios routing test? It prints the whole mock shipment payload every run." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it down to just the shipment id and status so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I left the test logic untouched and updated the log text to a shorter one-liner." + }, + { + "role": "user", + "content": "Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it once locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing test output? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll tone it down so the test only logs the shipment id and status when the verbose flag is enabled." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. I just don’t want the CI log flooded when Helios runs the routing suite." + }, + { + "role": "assistant", + "content": "Done. I replaced the raw payload print with a short conditional message and left the assertions unchanged." + }, + { + "role": "user", + "content": "Thanks. Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but it keeps printing a warning about an empty routing hint." + }, + { + "role": "assistant", + "content": "I checked the test helper setup. It looks like the mock shipment event is missing an optional routing hint field, so the logger emits the warning even though the test result is fine." + }, + { + "role": "user", + "content": "Yeah, I don't want to change behavior here. Can we just make the fixture less chatty?" + }, + { + "role": "assistant", + "content": "Done. I added a harmless dummy routing hint value in the local fixture data and reran the focused test. The warning is gone and the assertion still passes." + }, + { + "role": "user", + "content": "Nice. Any other output changes?" + }, + { + "role": "assistant", + "content": "No other differences from the focused run. This is just a cleanup to keep the test output quieter." + } + ] + ], + "answer_session_ids": [ + "conv_naming_s6" + ] + }, + { + "question_id": "conv_migrations", + "question_type": "code-convention", + "question": "What are the rules for writing database migrations in Helios?", + "answer": "Use golang-migrate, append-only and reversible (every up has a matching down); never edit an already-merged migration.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "conv_migrations_s0", + "conv_migrations_s1", + "conv_migrations_s2", + "conv_migrations_s3", + "conv_migrations_s4", + "conv_migrations_s5", + "conv_migrations_s6", + "conv_migrations_s7", + "conv_migrations_s8", + "conv_migrations_s9", + "conv_migrations_s10", + "conv_migrations_s11", + "conv_migrations_s12", + "conv_migrations_s13", + "conv_migrations_s14", + "conv_migrations_s15", + "conv_migrations_s16", + "conv_migrations_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy log line in the Helios telemetry test output? It prints the whole mock payload even when the assertion passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and trim the debug message so it only includes the event id and count. That should make the test output easier to scan without changing behavior." + }, + { + "role": "user", + "content": "Yeah, do that. Also the wording says “recieved” in one place." + }, + { + "role": "assistant", + "content": "Updated the message to use a shorter summary and fixed the typo to “received.” I didn’t touch the test setup or the mock payload." + }, + { + "role": "user", + "content": "Run the focused test once and tell me if anything unexpected shows up." + }, + { + "role": "assistant", + "content": "The focused test passes, and the output is much quieter now. No unexpected warnings showed up." + } + ], + [ + { + "role": "user", + "content": "I'm adding invoice dispute tracking in Helios. I created `services/billing/internal/disputes/store.go`, but I'm not sure where to put the schema changes for `billing_disputes` and the `invoice_id` index." + }, + { + "role": "assistant", + "content": "Put them under `services/billing/migrations/` as a new golang-migrate pair, e.g. `000042_create_billing_disputes.up.sql` and `000042_create_billing_disputes.down.sql`. Helios convention is that database migrations use golang-migrate, are append-only, and must be reversible: every `.up.sql` ships with a matching `.down.sql`. Also, don't edit any already-merged migration; add a new numbered migration instead." + }, + { + "role": "user", + "content": "Got it. I see `000041_add_invoice_tax_fields.up.sql` is already on main, so I'll leave it alone. Drafting this:\n\n`000042_create_billing_disputes.up.sql`\n```sql\nCREATE TABLE billing_disputes (\n id UUID PRIMARY KEY,\n invoice_id UUID NOT NULL REFERENCES invoices(id),\n reason TEXT NOT NULL,\n status TEXT NOT NULL,\n created_at TIMESTAMPTZ NOT NULL DEFAULT now(),\n updated_at TIMESTAMPTZ NOT NULL DEFAULT now()\n);\n\nCREATE INDEX idx_billing_disputes_invoice_id ON billing_disputes(invoice_id);\n```" + }, + { + "role": "assistant", + "content": "Add the matching down migration:\n\n`services/billing/migrations/000042_create_billing_disputes.down.sql`\n```sql\nDROP INDEX IF EXISTS idx_billing_disputes_invoice_id;\nDROP TABLE IF EXISTS billing_disputes;\n```\n\nThen run the migration check locally:\n\n```bash\nmake -C services/billing migrate-up\nmake -C services/billing migrate-down\nmake -C services/billing test\n```\n\nIf `migrate-down` leaves the DB clean and `migrate-up` reapplies successfully, the pair is reversible." + }, + { + "role": "user", + "content": "Ran it. `migrate-up`, `migrate-down`, then `migrate-up` again all pass against the billing dev container. `go test ./...` in `services/billing` is green too. I'll commit both new migration files and the repository code." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy test output in Helios? One of the routing-related tests prints an extra debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’d just remove the ad-hoc print and leave the normal assertion messages intact. It doesn’t look like the output is needed for diagnosing failures." + }, + { + "role": "user", + "content": "Yeah, it was from me checking a mock response yesterday. Can you make the test quiet again without changing behavior?" + }, + { + "role": "assistant", + "content": "Done. I removed the temporary debug output only. The test still sets up the same data and runs the same assertions." + }, + { + "role": "user", + "content": "Nice. Anything else look suspicious around it?" + }, + { + "role": "assistant", + "content": "Nothing major. I noticed one comment had an extra space, so I left it alone to avoid touching unrelated lines. This should just reduce the noise in the test run." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but it keeps printing a warning about an empty routing hint." + }, + { + "role": "assistant", + "content": "I checked the test helper setup. It looks like the mock shipment event is missing an optional routing hint field, so the logger emits the warning even though the test result is fine." + }, + { + "role": "user", + "content": "Yeah, I don't want to change behavior here. Can we just make the fixture less chatty?" + }, + { + "role": "assistant", + "content": "Done. I added a harmless dummy routing hint value in the local fixture data and reran the focused test. The warning is gone and the assertion still passes." + }, + { + "role": "user", + "content": "Nice. Any other output changes?" + }, + { + "role": "assistant", + "content": "No other differences from the focused run. This is just a cleanup to keep the test output quieter." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ] + ], + "answer_session_ids": [ + "conv_migrations_s9" + ] + }, + { + "question_id": "conv_tests", + "question_type": "code-convention", + "question": "How are integration tests expected to handle datastore dependencies?", + "answer": "Use real ephemeral Postgres/Redis via testcontainers-go; datastore mocks are banned in integration tests (only unit tests may mock).", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "conv_tests_s0", + "conv_tests_s1", + "conv_tests_s2", + "conv_tests_s3", + "conv_tests_s4", + "conv_tests_s5", + "conv_tests_s6", + "conv_tests_s7", + "conv_tests_s8", + "conv_tests_s9", + "conv_tests_s10", + "conv_tests_s11", + "conv_tests_s12", + "conv_tests_s13", + "conv_tests_s14", + "conv_tests_s15", + "conv_tests_s16", + "conv_tests_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you tidy up this noisy log line in the Helios routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the count and the request id from the test fixture, so the output stays useful without dumping the full payload." + }, + { + "role": "user", + "content": "Yep, keep it boring. No behavior changes, please." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message text and left the assertion flow as-is. The test output now shows a compact summary instead of the full mock object." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, so CI logs should be easier to skim." + } + ], + [ + { + "role": "user", + "content": "I'm adding coverage for the routing service's ETA cache invalidation. Where should I put the test? I see `services/routing/internal/cache` has unit tests with gomock for `Store`, but this hits Redis and Postgres through the repository path." + }, + { + "role": "assistant", + "content": "Put it under `services/routing/integration/eta_cache_test.go` and use the existing test harness in `test/integration/env`. For Helios, integration tests must run against ephemeral Postgres/Redis spun up with `testcontainers-go`. Datastore-layer mocks are banned in integration tests; only unit tests may mock repositories/stores." + }, + { + "role": "user", + "content": "Got it. I'll wire it like:\n\n```go\nfunc TestETACacheInvalidatesOnRouteUpdate(t *testing.T) {\n ctx := context.Background()\n env := integration.NewEnv(t,\n integration.WithPostgres(),\n integration.WithRedis(),\n )\n\n db := postgres.Open(env.PostgresDSN())\n rdb := redis.NewClient(&redis.Options{Addr: env.RedisAddr()})\n repo := routingrepo.NewPostgres(db)\n cache := etacache.NewRedis(rdb)\n svc := routing.NewService(repo, cache)\n // seed order/route, cache ETA, update route, assert cache miss/recompute\n}\n```\n\nDoes `NewEnv` handle migrations or do I need to call goose?" + }, + { + "role": "assistant", + "content": "`NewEnv` starts the containers, but migrations are explicit per service. In routing tests use:\n\n```go\nenv := integration.NewEnv(t, integration.WithPostgres(), integration.WithRedis())\nrequire.NoError(t, migrations.Up(ctx, env.PostgresDSN(), \"services/routing/migrations\"))\n```\n\nThen seed using real repositories, not fixtures that bypass the datastore. Also add the build tag at the top:\n\n```go\n//go:build integration\n```\n\nand run with:\n\n```bash\ngo test -tags=integration ./services/routing/integration -run TestETACacheInvalidatesOnRouteUpdate -count=1\n```" + }, + { + "role": "user", + "content": "I found an older `services/billing/integration/invoice_repo_test.go` using `mocks.NewLedgerStore(t)`. Should I leave it alone or clean it up while I'm here?" + }, + { + "role": "assistant", + "content": "Clean it up or file a follow-up, because that violates the convention. Integration tests in Helios should exercise real Postgres/Redis via `testcontainers-go`; mocks for datastore boundaries belong in `*_test.go` unit tests next to the package, e.g. `services/billing/internal/ledger/ledger_test.go`. If you touch it, replace `mocks.NewLedgerStore(t)` with the real `ledgerrepo.NewPostgres(db)` after `migrations.Up(...)`." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug log in the Helios telemetry test? It prints the whole sample payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just print the sample count and keep the payload available only if the assertion fails." + }, + { + "role": "user", + "content": "Yep, that sounds good. Don’t change the test behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose debug line with a shorter message and left the existing assertions untouched." + }, + { + "role": "user", + "content": "Run just that test once?" + }, + { + "role": "assistant", + "content": "It passed locally. Output is quieter now, and the failure message still includes enough context to inspect the sample." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy retry test in Helios? It passes, but the assertion message is hard to read when it fails." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the behavior unchanged and just make the failure output clearer, probably by naming the expected retry count and the observed attempts separately." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing itself. This is just for readability before I rerun the flaky suite." + }, + { + "role": "assistant", + "content": "Done. I split the inline expression into two locals and updated the assertion text so it reports expected versus actual attempts in plain language." + }, + { + "role": "user", + "content": "Looks better. Can you also make the test name a little less vague?" + }, + { + "role": "assistant", + "content": "Updated the name to describe the retry exhaustion case more directly. No production code changes." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this warning in the routing service tests? It looks like one assertion message still says \"shipment\" even though the test data is about a delivery stop." + }, + { + "role": "assistant", + "content": "Yep, I see it. This is just the human-readable assertion text, not the actual condition. I’ll update the wording so the failure message matches the delivery stop fixture." + }, + { + "role": "user", + "content": "Thanks. Keep it boring, please—no test restructuring." + }, + { + "role": "assistant", + "content": "Done. I only changed the message text and left the assertion and setup untouched. Running the focused test now to make sure nothing weird happened." + }, + { + "role": "user", + "content": "Nice. Did the focused run pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed locally. The diff is just the wording cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ] + ], + "answer_session_ids": [ + "conv_tests_s1" + ] + }, + { + "question_id": "api_create_invoice", + "question_type": "api-signature", + "question": "What is the signature of CreateInvoice and how is the idempotency key supplied?", + "answer": "CreateInvoice(ctx, customerID string, lineItems []LineItem, opts ...InvoiceOption) (*Invoice, error); the idempotency key is passed via the WithIdempotencyKey(key) option.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "api_create_invoice_s0", + "api_create_invoice_s1", + "api_create_invoice_s2", + "api_create_invoice_s3", + "api_create_invoice_s4", + "api_create_invoice_s5", + "api_create_invoice_s6", + "api_create_invoice_s7", + "api_create_invoice_s8", + "api_create_invoice_s9", + "api_create_invoice_s10", + "api_create_invoice_s11", + "api_create_invoice_s12", + "api_create_invoice_s13", + "api_create_invoice_s14", + "api_create_invoice_s15", + "api_create_invoice_s16", + "api_create_invoice_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "I'm wiring invoice creation into `services/orders/internal/checkout/finalize.go`. Can you check the billing client signature before I call it? I don't want to accidentally pass the idempotency key as a positional arg." + }, + { + "role": "assistant", + "content": "Checked `pkg/clients/billing/invoices.go`: the method is `CreateInvoice(ctx, customerID string, lineItems []LineItem, opts ...InvoiceOption) (*Invoice, error)`. Idempotency is not positional; it's passed as an option with `WithIdempotencyKey(key)`." + }, + { + "role": "user", + "content": "Got it. I'll update the checkout path to build the line items and call:\n\n```go\ninvoice, err := billingClient.CreateInvoice(\n ctx,\n order.CustomerID,\n items,\n billing.WithIdempotencyKey(order.IdempotencyKey),\n)\n```\n\nDoes that line up with the package imports?" + }, + { + "role": "assistant", + "content": "Yes. In `finalize.go`, import alias should be:\n\n```go\nbilling \"github.com/helios/helios/pkg/clients/billing\"\n```\n\nThen `items` must be `[]billing.LineItem`. If you're mapping from `order.LineItems`, keep the conversion local so the call stays exactly:\n\n```go\ninvoice, err := billingClient.CreateInvoice(ctx, order.CustomerID, items, billing.WithIdempotencyKey(order.IdempotencyKey))\n```" + }, + { + "role": "user", + "content": "I added `toBillingLineItems(order.LineItems)` and the compile error is gone. Running `go test ./services/orders/internal/checkout` now." + }, + { + "role": "assistant", + "content": "If that passes, also run `go test ./pkg/clients/billing ./services/orders/...` since the variadic `InvoiceOption` path is covered in the billing client tests and the checkout integration mocks need to expect `WithIdempotencyKey` now." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing test output? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll tone it down so the test only logs the shipment id and status when the verbose flag is enabled." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. I just don’t want the CI log flooded when Helios runs the routing suite." + }, + { + "role": "assistant", + "content": "Done. I replaced the raw payload print with a short conditional message and left the assertions unchanged." + }, + { + "role": "user", + "content": "Thanks. Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy test output in Helios? One of the routing-related tests prints an extra debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’d just remove the ad-hoc print and leave the normal assertion messages intact. It doesn’t look like the output is needed for diagnosing failures." + }, + { + "role": "user", + "content": "Yeah, it was from me checking a mock response yesterday. Can you make the test quiet again without changing behavior?" + }, + { + "role": "assistant", + "content": "Done. I removed the temporary debug output only. The test still sets up the same data and runs the same assertions." + }, + { + "role": "user", + "content": "Nice. Anything else look suspicious around it?" + }, + { + "role": "assistant", + "content": "Nothing major. I noticed one comment had an extra space, so I left it alone to avoid touching unrelated lines. This should just reduce the noise in the test run." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy retry test in Helios? It passes, but the assertion message is hard to read when it fails." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the behavior unchanged and just make the failure output clearer, probably by naming the expected retry count and the observed attempts separately." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing itself. This is just for readability before I rerun the flaky suite." + }, + { + "role": "assistant", + "content": "Done. I split the inline expression into two locals and updated the assertion text so it reports expected versus actual attempts in plain language." + }, + { + "role": "user", + "content": "Looks better. Can you also make the test name a little less vague?" + }, + { + "role": "assistant", + "content": "Updated the name to describe the retry exhaustion case more directly. No production code changes." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ] + ], + "answer_session_ids": [ + "api_create_invoice_s3" + ] + }, + { + "question_id": "api_route_endpoint", + "question_type": "api-signature", + "question": "What is the endpoint and request body to compute a delivery route?", + "answer": "POST /v2/routes with body {origin_hub, dest_hub, vehicle_class, depart_after}; returns {route_id, legs[], eta_seconds}.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "api_route_endpoint_s0", + "api_route_endpoint_s1", + "api_route_endpoint_s2", + "api_route_endpoint_s3", + "api_route_endpoint_s4", + "api_route_endpoint_s5", + "api_route_endpoint_s6", + "api_route_endpoint_s7", + "api_route_endpoint_s8", + "api_route_endpoint_s9", + "api_route_endpoint_s10", + "api_route_endpoint_s11", + "api_route_endpoint_s12", + "api_route_endpoint_s13", + "api_route_endpoint_s14", + "api_route_endpoint_s15", + "api_route_endpoint_s16", + "api_route_endpoint_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + [ + { + "role": "user", + "content": "I'm wiring the integration test for Helios routing into `services/orders/src/routing_client.rs`, but I don't trust the old swagger stub. Can you check the route computation contract we're supposed to call?" + }, + { + "role": "assistant", + "content": "I checked `services/routing-service/docs/http.md` and the handler in `services/routing-service/src/http/routes_v2.rs`. The compute-route endpoint is `POST /v2/routes`. It expects JSON body `{origin_hub, dest_hub, vehicle_class, depart_after}` and on success returns HTTP 200 with `{route_id, legs[], eta_seconds}`." + }, + { + "role": "user", + "content": "Good. Update the client test fixture then. The current test still posts to `/routes/compute` and expects `duration_sec`." + }, + { + "role": "assistant", + "content": "Changed `services/orders/tests/fixtures/routing_stub.rs` to register `POST /v2/routes` and match:\n\n```rust\njson!({\n \"origin_hub\": \"SEA-1\",\n \"dest_hub\": \"PDX-2\",\n \"vehicle_class\": \"reefer_26ft\",\n \"depart_after\": \"2026-06-08T15:00:00Z\"\n})\n```\n\nAlso updated the stub response to:\n\n```rust\njson!({\n \"route_id\": \"rt_9f42\",\n \"legs\": [],\n \"eta_seconds\": 12600\n})\n```\n\nand fixed `routing_client.rs` mapping from `eta_seconds` instead of `duration_sec`." + }, + { + "role": "user", + "content": "Run just the orders routing tests?" + }, + { + "role": "assistant", + "content": "Ran:\n\n```bash\ncargo test -p orders-service routing_client --test routing_integration\n```\n\nAll 6 passed. I also grepped for the stale path:\n\n```bash\nrg \"/routes/compute|duration_sec\" services/orders services/routing-service\n```\n\nNo remaining references." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up that noisy debug log in the routing test? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Yep, I’ll trim it down so the test output only shows the shipment id and retry count when the assertion fails." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring; I just don’t want CI logs flooded." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a short message and left the assertion behavior unchanged." + }, + { + "role": "user", + "content": "Nice. Run just that test once more?" + }, + { + "role": "assistant", + "content": "It passed locally, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing test output? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll tone it down so the test only logs the shipment id and status when the verbose flag is enabled." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. I just don’t want the CI log flooded when Helios runs the routing suite." + }, + { + "role": "assistant", + "content": "Done. I replaced the raw payload print with a short conditional message and left the assertions unchanged." + }, + { + "role": "user", + "content": "Thanks. Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ] + ], + "answer_session_ids": [ + "api_route_endpoint_s8" + ] + }, + { + "question_id": "api_telemetry", + "question_type": "api-signature", + "question": "How is fleet telemetry ingested at the API level?", + "answer": "Via the client-streaming gRPC method TelemetryService.Report(stream TelemetryPoint) returning ReportAck{accepted_count}.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "api_telemetry_s0", + "api_telemetry_s1", + "api_telemetry_s2", + "api_telemetry_s3", + "api_telemetry_s4", + "api_telemetry_s5", + "api_telemetry_s6", + "api_telemetry_s7", + "api_telemetry_s8", + "api_telemetry_s9", + "api_telemetry_s10", + "api_telemetry_s11", + "api_telemetry_s12", + "api_telemetry_s13", + "api_telemetry_s14", + "api_telemetry_s15", + "api_telemetry_s16", + "api_telemetry_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you clean up this noisy debug line in the Helios routing test? It prints the whole mock shipment payload every run." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it down to just the shipment id and status so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I left the test logic untouched and updated the log text to a shorter one-liner." + }, + { + "role": "user", + "content": "Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it once locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "I'm wiring the fleet telemetry ingestion path in Helios. Can you check the proto and make sure the collector uses the right RPC shape before I update the Go handler?" + }, + { + "role": "assistant", + "content": "Checked `proto/fleet/telemetry.proto`. The ingestion endpoint is client-streaming:\n\n```proto\nservice TelemetryService {\n rpc Report(stream TelemetryPoint) returns (ReportAck);\n}\n\nmessage ReportAck {\n uint64 accepted_count = 1;\n}\n```\n\nSo the Go server needs `Report(TelemetryService_ReportServer) error`, read points with `Recv()` until `io.EOF`, then send `ReportAck{accepted_count}` via `SendAndClose`." + }, + { + "role": "user", + "content": "Right, I found `services/fleet-telemetry/internal/grpc/server.go` still treating it like unary. Patch that handler to count accepted points and reject missing vehicle IDs." + }, + { + "role": "assistant", + "content": "Updated the handler shape:\n\n```go\nfunc (s *Server) Report(stream fleetpb.TelemetryService_ReportServer) error {\n var accepted uint64\n\n for {\n point, err := stream.Recv()\n if errors.Is(err, io.EOF) {\n return stream.SendAndClose(&fleetpb.ReportAck{\n AcceptedCount: accepted,\n })\n }\n if err != nil {\n return status.Errorf(codes.Unknown, \"receive telemetry: %v\", err)\n }\n if point.GetVehicleId() == \"\" {\n return status.Error(codes.InvalidArgument, \"vehicle_id is required\")\n }\n if err := s.ingester.Ingest(stream.Context(), point); err != nil {\n return status.Errorf(codes.Internal, \"ingest telemetry: %v\", err)\n }\n accepted++\n }\n}\n```\n\nThis matches `TelemetryService.Report(stream TelemetryPoint) returning ReportAck{accepted_count}` as a client-streaming RPC." + }, + { + "role": "user", + "content": "Good. Also update the test to send three points over the stream and assert accepted_count is 3." + }, + { + "role": "assistant", + "content": "Adjusted `services/fleet-telemetry/internal/grpc/server_test.go` to use the generated client stream:\n\n```go\nstream, err := client.Report(ctx)\nrequire.NoError(t, err)\n\nfor _, p := range []*fleetpb.TelemetryPoint{p1, p2, p3} {\n require.NoError(t, stream.Send(p))\n}\n\nack, err := stream.CloseAndRecv()\nrequire.NoError(t, err)\nrequire.EqualValues(t, 3, ack.GetAcceptedCount())\n```\n\nI also added a negative case for an empty `vehicle_id`, expecting `codes.InvalidArgument`." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but it keeps printing a warning about an empty routing hint." + }, + { + "role": "assistant", + "content": "I checked the test helper setup. It looks like the mock shipment event is missing an optional routing hint field, so the logger emits the warning even though the test result is fine." + }, + { + "role": "user", + "content": "Yeah, I don't want to change behavior here. Can we just make the fixture less chatty?" + }, + { + "role": "assistant", + "content": "Done. I added a harmless dummy routing hint value in the local fixture data and reran the focused test. The warning is gone and the assertion still passes." + }, + { + "role": "user", + "content": "Nice. Any other output changes?" + }, + { + "role": "assistant", + "content": "No other differences from the focused run. This is just a cleanup to keep the test output quieter." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy log line in the Helios telemetry test output? It prints the whole mock payload even when the assertion passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and trim the debug message so it only includes the event id and count. That should make the test output easier to scan without changing behavior." + }, + { + "role": "user", + "content": "Yeah, do that. Also the wording says “recieved” in one place." + }, + { + "role": "assistant", + "content": "Updated the message to use a shorter summary and fixed the typo to “received.” I didn’t touch the test setup or the mock payload." + }, + { + "role": "user", + "content": "Run the focused test once and tell me if anything unexpected shows up." + }, + { + "role": "assistant", + "content": "The focused test passes, and the output is much quieter now. No unexpected warnings showed up." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up that noisy debug log in the routing test? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Yep, I’ll trim it down so the test output only shows the shipment id and retry count when the assertion fails." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring; I just don’t want CI logs flooded." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a short message and left the assertion behavior unchanged." + }, + { + "role": "user", + "content": "Nice. Run just that test once more?" + }, + { + "role": "assistant", + "content": "It passed locally, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ] + ], + "answer_session_ids": [ + "api_telemetry_s4" + ] + }, + { + "question_id": "bug_tz", + "question_type": "bug-fix", + "question": "What caused the invoice due-date off-by-one-day bug and how was it fixed?", + "answer": "Due dates were computed in server-local time via time.Now(); fixed (PR #482) by computing in UTC and storing with timezone.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "bug_tz_s0", + "bug_tz_s1", + "bug_tz_s2", + "bug_tz_s3", + "bug_tz_s4", + "bug_tz_s5", + "bug_tz_s6", + "bug_tz_s7", + "bug_tz_s8", + "bug_tz_s9", + "bug_tz_s10", + "bug_tz_s11", + "bug_tz_s12", + "bug_tz_s13", + "bug_tz_s14", + "bug_tz_s15", + "bug_tz_s16", + "bug_tz_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing test output? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll tone it down so the test only logs the shipment id and status when the verbose flag is enabled." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. I just don’t want the CI log flooded when Helios runs the routing suite." + }, + { + "role": "assistant", + "content": "Done. I replaced the raw payload print with a short conditional message and left the assertions unchanged." + }, + { + "role": "user", + "content": "Thanks. Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "I'm looking at the billing regression from last week. In `services/billing/invoice_scheduler.go`, due dates are still derived from `time.Now()` before adding net terms. That explains why APAC customers saw invoices due one day early/late depending on cutoff." + }, + { + "role": "assistant", + "content": "Yep, the bug is that `time.Now()` uses the server-local timezone. In prod the billing workers run with local time, so customers in UTC+ timezones got due-dates shifted across midnight. We should compute from UTC and persist the timezone explicitly." + }, + { + "role": "user", + "content": "Let's patch `BuildInvoice()` to use `clock.Now().UTC()` and make `DueAt` a full timestamp instead of just date math. Also update `billing/invoice_repository.go` so it stores the zone field we added in the migration." + }, + { + "role": "assistant", + "content": "Implemented in PR #482. Changes:\n- `services/billing/invoice_scheduler.go`: `issuedAt := clock.Now().UTC()`\n- due date computed via `issuedAt.AddDate(0, 0, customer.PaymentTermsDays)`\n- `models.Invoice` now stores `DueAt time.Time` plus `DueTimezone string`\n- repository writes both columns from migration `20260601_add_invoice_due_timezone.sql`\n- added regression test for `Asia/Singapore` customer with net-30 terms" + }, + { + "role": "user", + "content": "Good. I ran `go test ./services/billing/...` and the new `TestInvoiceDueDate_UTCPlusTimezoneDoesNotShiftDay` passes. Let's merge PR #482 after CI." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug log in the Helios telemetry test? It prints the whole sample payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just print the sample count and keep the payload available only if the assertion fails." + }, + { + "role": "user", + "content": "Yep, that sounds good. Don’t change the test behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose debug line with a shorter message and left the existing assertions untouched." + }, + { + "role": "user", + "content": "Run just that test once?" + }, + { + "role": "assistant", + "content": "It passed locally. Output is quieter now, and the failure message still includes enough context to inspect the sample." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug line in the Helios routing test? It prints the whole mock shipment payload every run." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it down to just the shipment id and status so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I left the test logic untouched and updated the log text to a shorter one-liner." + }, + { + "role": "user", + "content": "Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it once locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy log line in the Helios telemetry test output? It prints the whole mock payload even when the assertion passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and trim the debug message so it only includes the event id and count. That should make the test output easier to scan without changing behavior." + }, + { + "role": "user", + "content": "Yeah, do that. Also the wording says “recieved” in one place." + }, + { + "role": "assistant", + "content": "Updated the message to use a shorter summary and fixed the typo to “received.” I didn’t touch the test setup or the mock payload." + }, + { + "role": "user", + "content": "Run the focused test once and tell me if anything unexpected shows up." + }, + { + "role": "assistant", + "content": "The focused test passes, and the output is much quieter now. No unexpected warnings showed up." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up that noisy debug log in the routing test? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Yep, I’ll trim it down so the test output only shows the shipment id and retry count when the assertion fails." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring; I just don’t want CI logs flooded." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a short message and left the assertion behavior unchanged." + }, + { + "role": "user", + "content": "Nice. Run just that test once more?" + }, + { + "role": "assistant", + "content": "It passed locally, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this noisy log line in the Helios routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the count and the request id from the test fixture, so the output stays useful without dumping the full payload." + }, + { + "role": "user", + "content": "Yep, keep it boring. No behavior changes, please." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message text and left the assertion flow as-is. The test output now shows a compact summary instead of the full mock object." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, so CI logs should be easier to skim." + } + ] + ], + "answer_session_ids": [ + "bug_tz_s3" + ] + }, + { + "question_id": "bug_nats_redeliver", + "question_type": "bug-fix", + "question": "Why were duplicate shipment notifications happening and what was the fix?", + "answer": "The NATS consumer acked after the slow SMTP send, causing redelivery; fixed by making email sends idempotent with a dedup key and acking before side effects.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "bug_nats_redeliver_s0", + "bug_nats_redeliver_s1", + "bug_nats_redeliver_s2", + "bug_nats_redeliver_s3", + "bug_nats_redeliver_s4", + "bug_nats_redeliver_s5", + "bug_nats_redeliver_s6", + "bug_nats_redeliver_s7", + "bug_nats_redeliver_s8", + "bug_nats_redeliver_s9", + "bug_nats_redeliver_s10", + "bug_nats_redeliver_s11", + "bug_nats_redeliver_s12", + "bug_nats_redeliver_s13", + "bug_nats_redeliver_s14", + "bug_nats_redeliver_s15", + "bug_nats_redeliver_s16", + "bug_nats_redeliver_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug log in the Helios telemetry test? It prints the whole sample payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just print the sample count and keep the payload available only if the assertion fails." + }, + { + "role": "user", + "content": "Yep, that sounds good. Don’t change the test behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose debug line with a shorter message and left the existing assertions untouched." + }, + { + "role": "user", + "content": "Run just that test once?" + }, + { + "role": "assistant", + "content": "It passed locally. Output is quieter now, and the failure message still includes enough context to inspect the sample." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy retry test in Helios? It passes, but the assertion message is hard to read when it fails." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the behavior unchanged and just make the failure output clearer, probably by naming the expected retry count and the observed attempts separately." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing itself. This is just for readability before I rerun the flaky suite." + }, + { + "role": "assistant", + "content": "Done. I split the inline expression into two locals and updated the assertion text so it reports expected versus actual attempts in plain language." + }, + { + "role": "user", + "content": "Looks better. Can you also make the test name a little less vague?" + }, + { + "role": "assistant", + "content": "Updated the name to describe the retry exhaustion case more directly. No production code changes." + } + ], + [ + { + "role": "user", + "content": "In Helios we're getting duplicate shipment notification emails from `notifications-service`. Can you help trace the NATS consumer? I think it's in `services/notifications/src/consumers/shipment-created.ts`." + }, + { + "role": "assistant", + "content": "I found the issue in `shipment-created.ts`. The handler currently does:\n\n```ts\nawait emailClient.sendShipmentCreatedEmail(payload);\nawait msg.ack();\n```\n\nSo the NATS message is acked only after SMTP returns. If SMTP is slow and exceeds the ack wait, JetStream redelivers the message, and we send the same shipment email again. That explains the duplicate shipment notifications." + }, + { + "role": "user", + "content": "Yeah, root cause matches the incidents: SMTP latency spiked and NATS redelivered. Let's make the email send idempotent and avoid acking after the side effect." + }, + { + "role": "assistant", + "content": "Updated `services/notifications/src/consumers/shipment-created.ts` to ack before side effects and pass a stable dedup key into the email path:\n\n```ts\nconst dedupKey = `shipment-created:${payload.shipmentId}:${payload.recipientEmail}`;\n\nawait msg.ack();\n\nawait emailClient.sendShipmentCreatedEmail(payload, { dedupKey });\n```\n\nThen in `services/notifications/src/email/email-client.ts` I added `dedupKey` support backed by `notification_dedup`:\n\n```ts\nconst inserted = await notificationDedupStore.tryInsert(dedupKey);\nif (!inserted) return;\n\nawait smtp.send(mail);\n```\n\nSo the fix is two-part: the NATS consumer no longer waits to ack until after SMTP, and the email send is idempotent using a dedup key." + }, + { + "role": "user", + "content": "Good. Add a regression test for redelivery behavior: same shipment event handled twice should call SMTP once." + }, + { + "role": "assistant", + "content": "Added `services/notifications/test/shipment-created.consumer.test.ts`:\n\n```ts\nit('deduplicates shipment-created emails across redelivery', async () => {\n const event = fixtureShipmentCreated({ shipmentId: 'shp_123', recipientEmail: 'ops@example.com' });\n\n await consumeShipmentCreated(event, mockMsg());\n await consumeShipmentCreated(event, mockMsg());\n\n expect(smtp.send).toHaveBeenCalledTimes(1);\n});\n```\n\nAlso asserted ack ordering:\n\n```ts\nexpect(msg.ack).toHaveBeenCalledBefore(smtp.send as jest.Mock);\n```\n\n`pnpm --filter notifications-service test` passes." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this warning in the routing service tests? It looks like one assertion message still says \"shipment\" even though the test data is about a delivery stop." + }, + { + "role": "assistant", + "content": "Yep, I see it. This is just the human-readable assertion text, not the actual condition. I’ll update the wording so the failure message matches the delivery stop fixture." + }, + { + "role": "user", + "content": "Thanks. Keep it boring, please—no test restructuring." + }, + { + "role": "assistant", + "content": "Done. I only changed the message text and left the assertion and setup untouched. Running the focused test now to make sure nothing weird happened." + }, + { + "role": "user", + "content": "Nice. Did the focused run pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed locally. The diff is just the wording cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing test output? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll tone it down so the test only logs the shipment id and status when the verbose flag is enabled." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. I just don’t want the CI log flooded when Helios runs the routing suite." + }, + { + "role": "assistant", + "content": "Done. I replaced the raw payload print with a short conditional message and left the assertions unchanged." + }, + { + "role": "user", + "content": "Thanks. Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy test output in Helios? One of the routing-related tests prints an extra debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’d just remove the ad-hoc print and leave the normal assertion messages intact. It doesn’t look like the output is needed for diagnosing failures." + }, + { + "role": "user", + "content": "Yeah, it was from me checking a mock response yesterday. Can you make the test quiet again without changing behavior?" + }, + { + "role": "assistant", + "content": "Done. I removed the temporary debug output only. The test still sets up the same data and runs the same assertions." + }, + { + "role": "user", + "content": "Nice. Anything else look suspicious around it?" + }, + { + "role": "assistant", + "content": "Nothing major. I noticed one comment had an extra space, so I left it alone to avoid touching unrelated lines. This should just reduce the noise in the test run." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but it keeps printing a warning about an empty routing hint." + }, + { + "role": "assistant", + "content": "I checked the test helper setup. It looks like the mock shipment event is missing an optional routing hint field, so the logger emits the warning even though the test result is fine." + }, + { + "role": "user", + "content": "Yeah, I don't want to change behavior here. Can we just make the fixture less chatty?" + }, + { + "role": "assistant", + "content": "Done. I added a harmless dummy routing hint value in the local fixture data and reran the focused test. The warning is gone and the assertion still passes." + }, + { + "role": "user", + "content": "Nice. Any other output changes?" + }, + { + "role": "assistant", + "content": "No other differences from the focused run. This is just a cleanup to keep the test output quieter." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ] + ], + "answer_session_ids": [ + "bug_nats_redeliver_s7" + ] + }, + { + "question_id": "bug_redis_stampede", + "question_type": "bug-fix", + "question": "What caused the routing latency spikes under load and how was it resolved?", + "answer": "A cache stampede when popular routes expired; fixed by adding singleflight so only one goroutine recomputes a key while others wait.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "bug_redis_stampede_s0", + "bug_redis_stampede_s1", + "bug_redis_stampede_s2", + "bug_redis_stampede_s3", + "bug_redis_stampede_s4", + "bug_redis_stampede_s5", + "bug_redis_stampede_s6", + "bug_redis_stampede_s7", + "bug_redis_stampede_s8", + "bug_redis_stampede_s9", + "bug_redis_stampede_s10", + "bug_redis_stampede_s11", + "bug_redis_stampede_s12", + "bug_redis_stampede_s13", + "bug_redis_stampede_s14", + "bug_redis_stampede_s15", + "bug_redis_stampede_s16", + "bug_redis_stampede_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you tidy up this noisy log line in the Helios routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the count and the request id from the test fixture, so the output stays useful without dumping the full payload." + }, + { + "role": "user", + "content": "Yep, keep it boring. No behavior changes, please." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message text and left the assertion flow as-is. The test output now shows a compact summary instead of the full mock object." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, so CI logs should be easier to skim." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy test output in Helios? One of the routing-related tests prints an extra debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’d just remove the ad-hoc print and leave the normal assertion messages intact. It doesn’t look like the output is needed for diagnosing failures." + }, + { + "role": "user", + "content": "Yeah, it was from me checking a mock response yesterday. Can you make the test quiet again without changing behavior?" + }, + { + "role": "assistant", + "content": "Done. I removed the temporary debug output only. The test still sets up the same data and runs the same assertions." + }, + { + "role": "user", + "content": "Nice. Anything else look suspicious around it?" + }, + { + "role": "assistant", + "content": "Nothing major. I noticed one comment had an extra space, so I left it alone to avoid touching unrelated lines. This should just reduce the noise in the test run." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this warning message in the Helios telemetry test output? It says 'recieved' and it's bugging me." + }, + { + "role": "assistant", + "content": "Yep, I'll just fix the spelling in the test helper string from 'recieved' to 'received' and leave the behavior unchanged." + }, + { + "role": "user", + "content": "Thanks. Please make sure snapshots don't get a bunch of unrelated churn." + }, + { + "role": "assistant", + "content": "Checked the update locally; only the single warning text changed. No formatting or snapshot noise beyond that typo." + }, + { + "role": "user", + "content": "Great, add a tiny note in the commit summary that it's just a spelling cleanup." + }, + { + "role": "assistant", + "content": "Done: summary says it's a spelling cleanup in a telemetry warning message." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up that noisy debug log in the routing test? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Yep, I’ll trim it down so the test output only shows the shipment id and retry count when the assertion fails." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring; I just don’t want CI logs flooded." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a short message and left the assertion behavior unchanged." + }, + { + "role": "user", + "content": "Nice. Run just that test once more?" + }, + { + "role": "assistant", + "content": "It passed locally, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + [ + { + "role": "user", + "content": "I'm looking at the Helios routing service load test from last night. p99 jumped from ~180ms to 2.7s every 5 minutes. Can you check `services/routing/internal/cache/route_cache.go` and see why expirations line up with latency spikes?" + }, + { + "role": "assistant", + "content": "Yep, found it. `GetOrCompute()` does a plain cache miss path:\n\n```go\nv, ok := c.store.Get(key)\nif ok { return v, nil }\nroute, err := c.compute(ctx, req)\nc.store.Set(key, route, ttl)\n```\n\nUnder load, when a popular route key expires, every goroutine misses and recomputes the same route concurrently. That's a cache stampede, which explains the routing latency spikes at TTL boundaries." + }, + { + "role": "user", + "content": "Makes sense. Let's fix it with singleflight so one goroutine recomputes a route key and the others wait. Keep the cache API unchanged if possible." + }, + { + "role": "assistant", + "content": "Implemented in `services/routing/internal/cache/route_cache.go` using `golang.org/x/sync/singleflight`:\n\n```go\ntype RouteCache struct {\n store Store\n ttl time.Duration\n group singleflight.Group\n compute RouteComputer\n}\n\nfunc (c *RouteCache) GetOrCompute(ctx context.Context, req RouteRequest) (Route, error) {\n key := cacheKey(req)\n\n if route, ok := c.store.Get(key); ok {\n return route, nil\n }\n\n v, err, _ := c.group.Do(key, func() (any, error) {\n if route, ok := c.store.Get(key); ok {\n return route, nil\n }\n\n route, err := c.compute(ctx, req)\n if err != nil {\n return Route{}, err\n }\n c.store.Set(key, route, c.ttl)\n return route, nil\n })\n if err != nil {\n return Route{}, err\n }\n return v.(Route), nil\n}\n```\n\nThe second cache check inside `Do()` handles the case where another goroutine filled the key between the initial miss and joining the singleflight." + }, + { + "role": "user", + "content": "Good. Add a regression test proving only one computation happens for concurrent misses on the same popular route." + }, + { + "role": "assistant", + "content": "Added `services/routing/internal/cache/route_cache_test.go`:\n\n```go\nfunc TestGetOrComputeSingleflightPreventsStampede(t *testing.T) {\n store := NewMemoryStore()\n var calls atomic.Int32\n release := make(chan struct{})\n\n c := NewRouteCache(store, time.Minute, func(ctx context.Context, req RouteRequest) (Route, error) {\n calls.Add(1)\n <-release\n return Route{ID: \"r-123\", ETASeconds: 420}, nil\n })\n\n req := RouteRequest{Origin: \"SEA\", Destination: \"PDX\"}\n var wg sync.WaitGroup\n for i := 0; i < 50; i++ {\n wg.Add(1)\n go func() {\n defer wg.Done()\n route, err := c.GetOrCompute(context.Background(), req)\n require.NoError(t, err)\n require.Equal(t, \"r-123\", route.ID)\n }()\n }\n\n require.Eventually(t, func() bool {\n return calls.Load() == 1\n }, time.Second, 10*time.Millisecond)\n\n close(release)\n wg.Wait()\n require.Equal(t, int32(1), calls.Load())\n}\n```\n\nRan `go test ./services/routing/internal/cache ./services/routing/...`; all passing. This establishes the fix: routing latency spiked under load because popular route expirations caused a cache stampede, and singleflight now ensures only one goroutine recomputes each route key while the rest wait." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ] + ], + "answer_session_ids": [ + "bug_redis_stampede_s14" + ] + }, + { + "question_id": "loc_auth_mw", + "question_type": "code-location", + "question": "Where in the repo is the JWT auth middleware defined?", + "answer": "pkg/gateway/middleware/auth.go (with JWKS refresh in pkg/gateway/middleware/jwks.go).", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "loc_auth_mw_s0", + "loc_auth_mw_s1", + "loc_auth_mw_s2", + "loc_auth_mw_s3", + "loc_auth_mw_s4", + "loc_auth_mw_s5", + "loc_auth_mw_s6", + "loc_auth_mw_s7", + "loc_auth_mw_s8", + "loc_auth_mw_s9", + "loc_auth_mw_s10", + "loc_auth_mw_s11", + "loc_auth_mw_s12", + "loc_auth_mw_s13", + "loc_auth_mw_s14", + "loc_auth_mw_s15", + "loc_auth_mw_s16", + "loc_auth_mw_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "I'm tracing the gateway auth path in Helios. Need to add a metric for JWT validation failures, but I don't want to put it in the wrong layer. Can you locate the relevant files?" + }, + { + "role": "assistant", + "content": "I checked the gateway package layout. The JWT auth middleware lives in `pkg/gateway/middleware/auth.go`; that's where requests are intercepted, the bearer token is parsed, and validation errors are returned. The JWKS refresh logic is separate in `pkg/gateway/middleware/jwks.go`, including key fetching/caching." + }, + { + "role": "user", + "content": "Good. Let's instrument only validation failures in `auth.go`, not refresh failures. What symbol should we patch?" + }, + { + "role": "assistant", + "content": "Patch the middleware handler around `Authenticate(next http.Handler) http.Handler` in `pkg/gateway/middleware/auth.go`. Add the counter increment in the branches that reject missing/invalid bearer tokens or failed JWT verification. Leave `pkg/gateway/middleware/jwks.go` alone so JWKS refresh/network/cache errors don't get counted as request auth failures unless they surface during token verification." + }, + { + "role": "user", + "content": "Makes sense. I'll add `gateway_jwt_validation_failures_total{reason=...}` near those early returns and keep JWKS metrics separate later." + }, + { + "role": "assistant", + "content": "Yep. After the change, run `go test ./pkg/gateway/middleware` first, then `go test ./pkg/gateway/...` to catch any gateway integration fallout." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this warning message in the Helios telemetry test output? It says 'recieved' and it's bugging me." + }, + { + "role": "assistant", + "content": "Yep, I'll just fix the spelling in the test helper string from 'recieved' to 'received' and leave the behavior unchanged." + }, + { + "role": "user", + "content": "Thanks. Please make sure snapshots don't get a bunch of unrelated churn." + }, + { + "role": "assistant", + "content": "Checked the update locally; only the single warning text changed. No formatting or snapshot noise beyond that typo." + }, + { + "role": "user", + "content": "Great, add a tiny note in the commit summary that it's just a spelling cleanup." + }, + { + "role": "assistant", + "content": "Done: summary says it's a spelling cleanup in a telemetry warning message." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy retry test in Helios? It passes, but the assertion message is hard to read when it fails." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the behavior unchanged and just make the failure output clearer, probably by naming the expected retry count and the observed attempts separately." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing itself. This is just for readability before I rerun the flaky suite." + }, + { + "role": "assistant", + "content": "Done. I split the inline expression into two locals and updated the assertion text so it reports expected versus actual attempts in plain language." + }, + { + "role": "user", + "content": "Looks better. Can you also make the test name a little less vague?" + }, + { + "role": "assistant", + "content": "Updated the name to describe the retry exhaustion case more directly. No production code changes." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ] + ], + "answer_session_ids": [ + "loc_auth_mw_s0" + ] + }, + { + "question_id": "loc_migrations", + "question_type": "code-location", + "question": "Where are the billing-service database migrations located?", + "answer": "Under db/migrations/billing/ (migrations live in db/migrations//).", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "loc_migrations_s0", + "loc_migrations_s1", + "loc_migrations_s2", + "loc_migrations_s3", + "loc_migrations_s4", + "loc_migrations_s5", + "loc_migrations_s6", + "loc_migrations_s7", + "loc_migrations_s8", + "loc_migrations_s9", + "loc_migrations_s10", + "loc_migrations_s11", + "loc_migrations_s12", + "loc_migrations_s13", + "loc_migrations_s14", + "loc_migrations_s15", + "loc_migrations_s16", + "loc_migrations_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this noisy log line in the Helios routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the count and the request id from the test fixture, so the output stays useful without dumping the full payload." + }, + { + "role": "user", + "content": "Yep, keep it boring. No behavior changes, please." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message text and left the assertion flow as-is. The test output now shows a compact summary instead of the full mock object." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, so CI logs should be easier to skim." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy retry test in Helios? It passes, but the assertion message is hard to read when it fails." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the behavior unchanged and just make the failure output clearer, probably by naming the expected retry count and the observed attempts separately." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing itself. This is just for readability before I rerun the flaky suite." + }, + { + "role": "assistant", + "content": "Done. I split the inline expression into two locals and updated the assertion text so it reports expected versus actual attempts in plain language." + }, + { + "role": "user", + "content": "Looks better. Can you also make the test name a little less vague?" + }, + { + "role": "assistant", + "content": "Updated the name to describe the retry exhaustion case more directly. No production code changes." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + [ + { + "role": "user", + "content": "I'm adding the new invoice_adjustments table for billing. I found services/billing/db but no migrations there. Where does Helios keep service migrations?" + }, + { + "role": "assistant", + "content": "In Helios, all SQL migrations live under db/migrations// at the repo root. So billing migrations go in db/migrations/billing/. Existing files there are named like 202606011030_add_payment_terms.sql." + }, + { + "role": "user", + "content": "Got it. I'll add db/migrations/billing/202606081415_create_invoice_adjustments.sql. Can you sanity-check the shape?" + }, + { + "role": "assistant", + "content": "Yes. I'd make it:\n\nCREATE TABLE invoice_adjustments (\n id UUID PRIMARY KEY DEFAULT gen_random_uuid(),\n invoice_id UUID NOT NULL REFERENCES invoices(id),\n adjustment_type TEXT NOT NULL,\n amount_cents BIGINT NOT NULL,\n reason TEXT,\n created_at TIMESTAMPTZ NOT NULL DEFAULT now()\n);\n\nCREATE INDEX idx_invoice_adjustments_invoice_id ON invoice_adjustments(invoice_id);\n\nKeep it under db/migrations/billing/; don't put it under services/billing/db because the migrator only scans db/migrations//." + }, + { + "role": "user", + "content": "Makes sense. I'll also update services/billing/src/repositories/invoice_adjustments.ts to use invoice_id and amount_cents directly, then run `pnpm test --filter @helios/billing`." + }, + { + "role": "assistant", + "content": "After adding the migration, run `pnpm migrate:status --service billing` too. That command should pick up db/migrations/billing/202606081415_create_invoice_adjustments.sql and confirm ordering before the billing tests hit the repository layer." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ] + ], + "answer_session_ids": [ + "loc_migrations_s11" + ] + }, + { + "question_id": "loc_protos", + "question_type": "code-location", + "question": "Where do the protobuf definitions and generated stubs live?", + "answer": "Protos in api/proto/, generated Go stubs in gen/go/ (which must never be hand-edited).", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "loc_protos_s0", + "loc_protos_s1", + "loc_protos_s2", + "loc_protos_s3", + "loc_protos_s4", + "loc_protos_s5", + "loc_protos_s6", + "loc_protos_s7", + "loc_protos_s8", + "loc_protos_s9", + "loc_protos_s10", + "loc_protos_s11", + "loc_protos_s12", + "loc_protos_s13", + "loc_protos_s14", + "loc_protos_s15", + "loc_protos_s16", + "loc_protos_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ], + [ + { + "role": "user", + "content": "I'm adding a `driver_eta_seconds` field to the routing response. I found `gen/go/routing/v1/routing.pb.go` and was going to patch the struct there, but I suspect that's generated. What's the right workflow in Helios?" + }, + { + "role": "assistant", + "content": "Don't edit `gen/go/` by hand. In Helios the protobuf definitions live under `api/proto/`, and the generated Go stubs are committed under `gen/go/`. Update the `.proto` file, then regenerate.\n\nLikely file:\n```bash\nrg \"RoutingResponse|RoutePlan\" api/proto\n```\nThen run the proto generation target, probably:\n```bash\nmake proto\n```\nor check:\n```bash\nmake help | rg proto\n```" + }, + { + "role": "user", + "content": "Found it in `api/proto/routing/v1/routing.proto`:\n\n```proto\nmessage RoutePlanResponse {\n string route_id = 1;\n repeated Stop stops = 2;\n int32 distance_meters = 3;\n}\n```\nI'll add it as field 4. Can you sanity check naming/type?" + }, + { + "role": "assistant", + "content": "Use snake_case in proto and a scalar integer is fine if this is a duration in seconds:\n\n```proto\nmessage RoutePlanResponse {\n string route_id = 1;\n repeated Stop stops = 2;\n int32 distance_meters = 3;\n int32 driver_eta_seconds = 4;\n}\n```\n\nAfter that:\n```bash\nmake proto\n\ngit diff -- api/proto/routing/v1/routing.proto gen/go/routing/v1/routing.pb.go\n```\nYou should see the hand-authored change in `api/proto/` and generated changes in `gen/go/`, but no manual edits there." + }, + { + "role": "user", + "content": "Ran `make proto`; it updated `gen/go/routing/v1/routing.pb.go` and `gen/go/routing/v1/routing_grpc.pb.go`. Tests?" + }, + { + "role": "assistant", + "content": "Run the routing package tests plus anything that compiles proto consumers:\n\n```bash\ngo test ./services/routing/...\ngo test ./internal/routing/...\ngo test ./...\n```\n\nAlso check for JSON/gateway expectations if Helios exposes this response externally:\n\n```bash\nrg \"driverEtaSeconds|driver_eta_seconds|RoutePlanResponse\" services internal api\n```\n\nIf `go test ./...` passes and the only generated deltas are under `gen/go/`, the proto workflow looks correct." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but it keeps printing a warning about an empty routing hint." + }, + { + "role": "assistant", + "content": "I checked the test helper setup. It looks like the mock shipment event is missing an optional routing hint field, so the logger emits the warning even though the test result is fine." + }, + { + "role": "user", + "content": "Yeah, I don't want to change behavior here. Can we just make the fixture less chatty?" + }, + { + "role": "assistant", + "content": "Done. I added a harmless dummy routing hint value in the local fixture data and reran the focused test. The warning is gone and the assertion still passes." + }, + { + "role": "user", + "content": "Nice. Any other output changes?" + }, + { + "role": "assistant", + "content": "No other differences from the focused run. This is just a cleanup to keep the test output quieter." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy retry test in Helios? It passes, but the assertion message is hard to read when it fails." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the behavior unchanged and just make the failure output clearer, probably by naming the expected retry count and the observed attempts separately." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing itself. This is just for readability before I rerun the flaky suite." + }, + { + "role": "assistant", + "content": "Done. I split the inline expression into two locals and updated the assertion text so it reports expected versus actual attempts in plain language." + }, + { + "role": "user", + "content": "Looks better. Can you also make the test name a little less vague?" + }, + { + "role": "assistant", + "content": "Updated the name to describe the retry exhaustion case more directly. No production code changes." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug log in the Helios telemetry test? It prints the whole sample payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just print the sample count and keep the payload available only if the assertion fails." + }, + { + "role": "user", + "content": "Yep, that sounds good. Don’t change the test behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose debug line with a shorter message and left the existing assertions untouched." + }, + { + "role": "user", + "content": "Run just that test once?" + }, + { + "role": "assistant", + "content": "It passed locally. Output is quieter now, and the failure message still includes enough context to inspect the sample." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy log line in the Helios telemetry test output? It prints the whole mock payload even when the assertion passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and trim the debug message so it only includes the event id and count. That should make the test output easier to scan without changing behavior." + }, + { + "role": "user", + "content": "Yeah, do that. Also the wording says “recieved” in one place." + }, + { + "role": "assistant", + "content": "Updated the message to use a shorter summary and fixed the typo to “received.” I didn’t touch the test setup or the mock payload." + }, + { + "role": "user", + "content": "Run the focused test once and tell me if anything unexpected shows up." + }, + { + "role": "assistant", + "content": "The focused test passes, and the output is much quieter now. No unexpected warnings showed up." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ] + ], + "answer_session_ids": [ + "loc_protos_s1" + ] + }, + { + "question_id": "ku_orders_proto", + "question_type": "knowledge-update", + "question": "What protocol and port does the orders-service currently expose?", + "answer": "gRPC on port 9090 (the old REST/JSON on 8080 was removed).", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "ku_orders_proto_s0", + "ku_orders_proto_s1", + "ku_orders_proto_s2", + "ku_orders_proto_s3", + "ku_orders_proto_s4", + "ku_orders_proto_s5", + "ku_orders_proto_s6", + "ku_orders_proto_s7", + "ku_orders_proto_s8", + "ku_orders_proto_s9", + "ku_orders_proto_s10", + "ku_orders_proto_s11", + "ku_orders_proto_s12", + "ku_orders_proto_s13", + "ku_orders_proto_s14", + "ku_orders_proto_s15", + "ku_orders_proto_s16", + "ku_orders_proto_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "I'm adding the smoke test for Helios deployments. Can you check how orders-service is exposed? I see k8s manifests under deploy/orders-service but I'm not sure what endpoint the test should hit." + }, + { + "role": "assistant", + "content": "I checked deploy/orders-service/deployment.yaml and service.yaml. The container exposes containerPort: 8080, and the Service maps port 8080 to targetPort 8080. In cmd/orders-service/main.go it starts the HTTP server with http.ListenAndServe(\":8080\", router). So orders-service exposes a REST/JSON API served on port 8080." + }, + { + "role": "user", + "content": "Good. Please add the smoke test against /health and one simple orders endpoint. Keep it runnable locally against localhost:8080." + }, + { + "role": "assistant", + "content": "Added tests/smoke/orders_service_smoke.py. It defaults ORDERS_BASE_URL to http://localhost:8080, checks GET /health returns 200 with JSON status == \"ok\", then POSTs a minimal JSON payload to /v1/orders and asserts a 201 plus an id in the JSON response. I also added a README snippet with: ORDERS_BASE_URL=http://localhost:8080 pytest tests/smoke/orders_service_smoke.py." + }, + { + "role": "user", + "content": "Make sure the test uses application/json and doesn't assume billing or routing are available." + }, + { + "role": "assistant", + "content": "Updated the POST to send headers={\"Content-Type\":\"application/json\",\"Accept\":\"application/json\"}. The payload only includes customer_id, pickup, dropoff, and requested_at, and the assertions avoid downstream state like billing_authorized or route_id. The test now treats any 202/201 accepted creation response with an order id as passing, so it won't fail if routing and billing are mocked or disabled." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this warning in the routing service tests? It looks like one assertion message still says \"shipment\" even though the test data is about a delivery stop." + }, + { + "role": "assistant", + "content": "Yep, I see it. This is just the human-readable assertion text, not the actual condition. I’ll update the wording so the failure message matches the delivery stop fixture." + }, + { + "role": "user", + "content": "Thanks. Keep it boring, please—no test restructuring." + }, + { + "role": "assistant", + "content": "Done. I only changed the message text and left the assertion and setup untouched. Running the focused test now to make sure nothing weird happened." + }, + { + "role": "user", + "content": "Nice. Did the focused run pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed locally. The diff is just the wording cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up that noisy debug log in the routing test? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Yep, I’ll trim it down so the test output only shows the shipment id and retry count when the assertion fails." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring; I just don’t want CI logs flooded." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a short message and left the assertion behavior unchanged." + }, + { + "role": "user", + "content": "Nice. Run just that test once more?" + }, + { + "role": "assistant", + "content": "It passed locally, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "I'm cleaning up Helios service discovery config. Can you check whether `orders-service` still needs the HTTP target group? I see references to both `:8080` and `:9090` in `infra/terraform/services/orders.tf`." + }, + { + "role": "assistant", + "content": "I checked the code paths: `services/orders/cmd/server/main.go` only initializes `grpc.NewServer()` and listens on `ORDERS_GRPC_ADDR`, defaulting to `:9090`. There are no remaining `net/http`, `chi`, or JSON handler registrations under `services/orders`. So `orders-service` has been migrated off REST; it now serves gRPC on port 9090, and the old REST/JSON API on 8080 is fully removed." + }, + { + "role": "user", + "content": "Good. Let's remove the stale infra then. Update Terraform and any Kubernetes probes that still assume HTTP." + }, + { + "role": "assistant", + "content": "Made the cleanup:\n\n- Removed `aws_lb_target_group.orders_http` and the `8080` listener rule from `infra/terraform/services/orders.tf`\n- Kept only `aws_lb_target_group.orders_grpc` on port `9090` with `protocol = \"HTTP\"` and `protocol_version = \"GRPC\"`\n- Updated `deploy/k8s/orders-service.yaml`:\n - container port renamed from `http` to `grpc`\n - port changed from `8080` to `9090`\n - replaced HTTP readiness/liveness probes with gRPC probes against port `9090`\n\nI also grepped for `orders.*8080` and only found an obsolete comment in `docs/legacy-routing.md`, which I removed." + }, + { + "role": "user", + "content": "Run the validation commands?" + }, + { + "role": "assistant", + "content": "Validation passed:\n\n```bash\nterraform -chdir=infra/terraform fmt -check\nterraform -chdir=infra/terraform validate\nkubectl apply --dry-run=server -f deploy/k8s/orders-service.yaml\nrg \"orders-service|orders\" infra deploy services/orders | rg \"8080|REST|json\"\n```\n\nThe final grep returns no live config or service implementation references to the removed REST/JSON endpoint." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this warning message in the Helios telemetry test output? It says 'recieved' and it's bugging me." + }, + { + "role": "assistant", + "content": "Yep, I'll just fix the spelling in the test helper string from 'recieved' to 'received' and leave the behavior unchanged." + }, + { + "role": "user", + "content": "Thanks. Please make sure snapshots don't get a bunch of unrelated churn." + }, + { + "role": "assistant", + "content": "Checked the update locally; only the single warning text changed. No formatting or snapshot noise beyond that typo." + }, + { + "role": "user", + "content": "Great, add a tiny note in the commit summary that it's just a spelling cleanup." + }, + { + "role": "assistant", + "content": "Done: summary says it's a spelling cleanup in a telemetry warning message." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ] + ], + "answer_session_ids": [ + "ku_orders_proto_s0", + "ku_orders_proto_s10" + ] + }, + { + "question_id": "ku_deploy", + "question_type": "knowledge-update", + "question": "How are deployments to production performed now?", + "answer": "Automatically via ArgoCD watching the helios-gitops repo (GitOps); the old manual deploy.sh was deleted.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "ku_deploy_s0", + "ku_deploy_s1", + "ku_deploy_s2", + "ku_deploy_s3", + "ku_deploy_s4", + "ku_deploy_s5", + "ku_deploy_s6", + "ku_deploy_s7", + "ku_deploy_s8", + "ku_deploy_s9", + "ku_deploy_s10", + "ku_deploy_s11", + "ku_deploy_s12", + "ku_deploy_s13", + "ku_deploy_s14", + "ku_deploy_s15", + "ku_deploy_s16", + "ku_deploy_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "I'm looking at Helios' deployment path before touching the routing-service chart. Is there a CI deploy workflow somewhere, or are we still applying raw manifests?" + }, + { + "role": "assistant", + "content": "I checked `.github/workflows/` and there isn't a production deploy job. The current path is `./scripts/deploy.sh`; it builds the image tag, then runs `kubectl apply -f k8s/namespaces.yaml` and manually `kubectl apply`s the manifests under `k8s/services/`, including `routing-service.yaml`." + }, + { + "role": "user", + "content": "Got it. So if I update `k8s/services/routing-service.yaml`, deploy is just running `./scripts/deploy.sh staging routing-service` locally with kube context set?" + }, + { + "role": "assistant", + "content": "Yes. `scripts/deploy.sh` expects the current kube context to already point at the target cluster, then it selects the env overlay and applies manifests with kubectl. There's no Helm release state or Argo sync involved." + }, + { + "role": "user", + "content": "Okay, I'll avoid introducing chart assumptions in the README. Can you add a note near `docs/operations/deployments.md` that deployments are done by running `./scripts/deploy.sh`, which kubectl-applies manifests manually?" + }, + { + "role": "assistant", + "content": "Done. I added a \"Current deployment mechanism\" section to `docs/operations/deployments.md` stating that Helios deployments are performed via `./scripts/deploy.sh` and that the script manually runs `kubectl apply` against the Kubernetes manifests. I also included the kube-context warning before the example command." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug line in the Helios routing test? It prints the whole mock shipment payload every run." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it down to just the shipment id and status so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I left the test logic untouched and updated the log text to a shorter one-liner." + }, + { + "role": "user", + "content": "Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it once locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug log in the Helios telemetry test? It prints the whole sample payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just print the sample count and keep the payload available only if the assertion fails." + }, + { + "role": "user", + "content": "Yep, that sounds good. Don’t change the test behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose debug line with a shorter message and left the existing assertions untouched." + }, + { + "role": "user", + "content": "Run just that test once?" + }, + { + "role": "assistant", + "content": "It passed locally. Output is quieter now, and the failure message still includes enough context to inspect the sample." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + [ + { + "role": "user", + "content": "I'm cleaning up the old deployment path in Helios. Can you check whether anything still references scripts/deploy.sh before I remove the leftover docs?" + }, + { + "role": "assistant", + "content": "I ran `rg \"deploy\\.sh|scripts/deploy\" .` from the repo root. Hits are only in docs:\n\n- `docs/runbooks/manual-deploy.md`\n- `docs/onboarding/platform.md`\n- `README.md`\n\nNo service code, CI workflow, or Makefile target references it. Also confirmed `scripts/deploy.sh` is already gone from the tree." + }, + { + "role": "user", + "content": "Good. Update those docs to reflect the GitOps flow. We moved to GitOps: deployments now happen automatically via ArgoCD watching the helios-gitops repo. The manual deploy.sh script has been deleted." + }, + { + "role": "assistant", + "content": "Updated the docs:\n\n- Deleted `docs/runbooks/manual-deploy.md`\n- Added `docs/runbooks/gitops-deployments.md`\n- Updated `README.md` deployment section\n- Updated `docs/onboarding/platform.md`\n\nThe new text says service repos only publish images, then deployment state is changed in `helios-gitops`; ArgoCD watches that repo and applies changes automatically. It also explicitly notes that the old `scripts/deploy.sh` manual path was removed." + }, + { + "role": "user", + "content": "Can you sanity-check the wording in the runbook? I don't want anyone thinking they should kubectl apply directly in prod." + }, + { + "role": "assistant", + "content": "I tightened `docs/runbooks/gitops-deployments.md`:\n\n- Added `Do not run kubectl apply against production clusters` under `Production changes`\n- Clarified the approved flow: merge service code -> CI pushes image -> update image tag/values in `helios-gitops` -> ArgoCD syncs automatically\n- Added rollback instructions using a revert commit in `helios-gitops`, not a manual cluster change\n\nI also reran `rg \"deploy\\.sh|manual deploy|kubectl apply\" docs README.md` and the only `kubectl apply` mention is now the explicit warning." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up that noisy debug log in the routing test? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Yep, I’ll trim it down so the test output only shows the shipment id and retry count when the assertion fails." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring; I just don’t want CI logs flooded." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a short message and left the assertion behavior unchanged." + }, + { + "role": "user", + "content": "Nice. Run just that test once more?" + }, + { + "role": "assistant", + "content": "It passed locally, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ] + ], + "answer_session_ids": [ + "ku_deploy_s0", + "ku_deploy_s6" + ] + }, + { + "question_id": "ku_logging", + "question_type": "knowledge-update", + "question": "What logging library and format do Helios services use now?", + "answer": "slog with structured JSON output (logrus was removed).", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "ku_logging_s0", + "ku_logging_s1", + "ku_logging_s2", + "ku_logging_s3", + "ku_logging_s4", + "ku_logging_s5", + "ku_logging_s6", + "ku_logging_s7", + "ku_logging_s8", + "ku_logging_s9", + "ku_logging_s10", + "ku_logging_s11", + "ku_logging_s12", + "ku_logging_s13", + "ku_logging_s14", + "ku_logging_s15", + "ku_logging_s16", + "ku_logging_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ], + [ + { + "role": "user", + "content": "I'm trying to standardize request logging across Helios services. Can you check `services/orders/cmd/api/main.go` and `services/routing/cmd/api/main.go` and make sure they use the shared logger setup?" + }, + { + "role": "assistant", + "content": "I looked at both entrypoints. `orders` already calls `platform/logging.Configure()` before building the HTTP server, but `routing` still creates a raw `logrus.New()` in `main.go`. Also confirmed the shared setup in `pkg/platform/logging/logging.go`: services log with logrus in text format via `logger.SetFormatter(&logrus.TextFormatter{FullTimestamp: true})`." + }, + { + "role": "user", + "content": "Good. Please patch routing to use the shared logger and remove the duplicate formatter config." + }, + { + "role": "assistant", + "content": "Updated `services/routing/cmd/api/main.go`:\n\n```go\nlogger := logging.Configure()\nlogger.WithField(\"service\", \"routing-api\").Info(\"starting service\")\n```\n\nRemoved the local `logrus.New()`, `SetOutput(os.Stdout)`, and `TextFormatter` block. I also dropped the now-unused imports `os` and `github.com/sirupsen/logrus`." + }, + { + "role": "user", + "content": "Run the relevant checks?" + }, + { + "role": "assistant", + "content": "Ran:\n\n```bash\ngo test ./pkg/platform/logging ./services/routing/...\ngo vet ./services/routing/...\n```\n\nBoth passed. Routing now matches orders and uses the shared logrus text-format logger." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this warning in the routing service tests? It looks like one assertion message still says \"shipment\" even though the test data is about a delivery stop." + }, + { + "role": "assistant", + "content": "Yep, I see it. This is just the human-readable assertion text, not the actual condition. I’ll update the wording so the failure message matches the delivery stop fixture." + }, + { + "role": "user", + "content": "Thanks. Keep it boring, please—no test restructuring." + }, + { + "role": "assistant", + "content": "Done. I only changed the message text and left the assertion and setup untouched. Running the focused test now to make sure nothing weird happened." + }, + { + "role": "user", + "content": "Nice. Did the focused run pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed locally. The diff is just the wording cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "I'm cleaning up the observability refactor in Helios. Can you check whether any services still import logrus? I thought we standardized on slog JSON everywhere, but CI is still flagging something in billing." + }, + { + "role": "assistant", + "content": "I ran `rg \"logrus|sirupsen\" services pkg` and found one stale import in `services/billing/internal/reconciler/reconciler.go`. Everything else is already using `log/slog` with the shared JSON handler from `pkg/observability/logger.go`." + }, + { + "role": "user", + "content": "Patch that reconciler file to use the injected `*slog.Logger`. Don't add another wrapper; the platform logger already sets service, env, trace_id, and request_id attrs." + }, + { + "role": "assistant", + "content": "Updated `services/billing/internal/reconciler/reconciler.go`: removed `github.com/sirupsen/logrus`, changed the field to `logger *slog.Logger`, and converted calls like `WithFields(...).Error(...)` to `logger.Error(\"reconciliation failed\", \"order_id\", orderID, \"invoice_id\", invoiceID, \"err\", err)`. Also ran `go mod tidy` from repo root." + }, + { + "role": "user", + "content": "Good. Verify the dependency is gone from the workspace and the logs are still JSON in at least one service boot." + }, + { + "role": "assistant", + "content": "Verified. `rg \"logrus|sirupsen\" .` returns no matches, and `go list -deps ./... | rg logrus` is empty. `go test ./...` passes. I also started `services/orders` with `HELIOS_LOG_FORMAT=json go run ./services/orders/cmd/api` and confirmed startup logs are structured JSON via slog. So logging is standardized on slog with structured JSON output, and logrus has been removed from all services." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug log in the Helios telemetry test? It prints the whole sample payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just print the sample count and keep the payload available only if the assertion fails." + }, + { + "role": "user", + "content": "Yep, that sounds good. Don’t change the test behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose debug line with a shorter message and left the existing assertions untouched." + }, + { + "role": "user", + "content": "Run just that test once?" + }, + { + "role": "assistant", + "content": "It passed locally. Output is quieter now, and the failure message still includes enough context to inspect the sample." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ] + ], + "answer_session_ids": [ + "ku_logging_s4", + "ku_logging_s12" + ] + }, + { + "question_id": "ku_default_branch", + "question_type": "knowledge-update", + "question": "How many approvals are required to merge to the default branch now?", + "answer": "2 approving reviews plus a passing security scan.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "ku_default_branch_s0", + "ku_default_branch_s1", + "ku_default_branch_s2", + "ku_default_branch_s3", + "ku_default_branch_s4", + "ku_default_branch_s5", + "ku_default_branch_s6", + "ku_default_branch_s7", + "ku_default_branch_s8", + "ku_default_branch_s9", + "ku_default_branch_s10", + "ku_default_branch_s11", + "ku_default_branch_s12", + "ku_default_branch_s13", + "ku_default_branch_s14", + "ku_default_branch_s15", + "ku_default_branch_s16", + "ku_default_branch_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "I'm updating the contributor docs for Helios. Can you check the repo settings notes and make sure the PR merge requirements in `docs/engineering/workflow.md` match what we actually enforce?" + }, + { + "role": "assistant", + "content": "I checked `infra/github/branch-protection.yml` and the generated settings snapshot in `docs/engineering/repo-settings.md`. For the default branch, branch protection requires exactly 1 approving review before merge. I'll update `docs/engineering/workflow.md` to say that instead of the old \"two reviewers\" wording." + }, + { + "role": "user", + "content": "Good. Please patch it and keep the language specific to `main`, since release branches have different rules." + }, + { + "role": "assistant", + "content": "Patched `docs/engineering/workflow.md`:\n\n```diff\n- PRs require two approving reviews before they can be merged.\n+ PRs targeting `main`, the default branch, require 1 approving review before they can be merged.\n```\n\nI left the `release/*` section unchanged since it references the separate release approval policy." + }, + { + "role": "user", + "content": "Run the docs lint?" + }, + { + "role": "assistant", + "content": "Ran `pnpm docs:lint docs/engineering/workflow.md` and it passed. No markdownlint or Vale warnings." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + [ + { + "role": "user", + "content": "I'm updating the Helios repo docs after yesterday's governance change. Can you patch `CONTRIBUTING.md` and the PR template so service teams know the new merge requirements?" + }, + { + "role": "assistant", + "content": "Yep. I checked the repo layout: `.github/pull_request_template.md` exists and `CONTRIBUTING.md` has a `Pull requests` section. I'll add the new branch protection rule explicitly: merging now requires 2 approving reviews plus a green security scan.\n\nProposed diff:\n\n```diff\ndiff --git a/CONTRIBUTING.md b/CONTRIBUTING.md\n@@\n ## Pull requests\n \n - Keep PRs focused to a single service or shared library change when possible.\n - Include rollout notes for changes affecting orders, billing, routing, or fleet telemetry.\n+- Branch protection is enforced on `main`: a PR cannot be merged until it has\n+ at least 2 approving reviews and the security scan check is green.\n - Do not merge while integration tests are failing.\n```\n\n```diff\ndiff --git a/.github/pull_request_template.md b/.github/pull_request_template.md\n@@\n ## Pre-merge checklist\n \n - [ ] Unit/integration tests updated\n - [ ] Service owner notified\n - [ ] Rollout/rollback notes included\n+- [ ] 2 approving reviews received\n+- [ ] Security scan is green\n```\n\nWant me to apply it?" + }, + { + "role": "user", + "content": "Apply it, but also mention that CODEOWNERS review still applies for service-owned directories like `services/billing` and `services/routing`." + }, + { + "role": "assistant", + "content": "Applied. I updated the wording to avoid implying the 2 reviews replace CODEOWNERS.\n\n```diff\n--- a/CONTRIBUTING.md\n+++ b/CONTRIBUTING.md\n@@\n ## Pull requests\n \n - Keep PRs focused to a single service or shared library change when possible.\n - Include rollout notes for changes affecting orders, billing, routing, or fleet telemetry.\n+- Branch protection is enforced on `main`: a PR cannot be merged until it has\n+ at least 2 approving reviews and the security scan check is green.\n+- CODEOWNERS review still applies for service-owned directories such as\n+ `services/billing`, `services/routing`, and `services/fleet-telemetry`.\n - Do not merge while integration tests are failing.\n```\n\n```diff\n--- a/.github/pull_request_template.md\n+++ b/.github/pull_request_template.md\n@@\n ## Pre-merge checklist\n \n - [ ] Unit/integration tests updated\n - [ ] Service owner notified\n - [ ] Rollout/rollback notes included\n+- [ ] Required CODEOWNERS review requested, if applicable\n+- [ ] 2 approving reviews received\n+- [ ] Security scan is green\n```\n\nI also ran:\n\n```bash\ngit diff --check\n```\n\nNo whitespace errors." + }, + { + "role": "user", + "content": "Good. Make the security scan name precise. In Actions it's `security / trivy-scan`, and compliance asked us not to call it generic." + }, + { + "role": "assistant", + "content": "Updated both files to name the exact required check.\n\n```diff\n--- a/CONTRIBUTING.md\n+++ b/CONTRIBUTING.md\n@@\n - Branch protection is enforced on `main`: a PR cannot be merged until it has\n- at least 2 approving reviews and the security scan check is green.\n+ at least 2 approving reviews and the `security / trivy-scan` check is green.\n```\n\n```diff\n--- a/.github/pull_request_template.md\n+++ b/.github/pull_request_template.md\n@@\n - [ ] Required CODEOWNERS review requested, if applicable\n - [ ] 2 approving reviews received\n-- [ ] Security scan is green\n+- [ ] `security / trivy-scan` is green\n```\n\nValidation:\n\n```bash\ngit diff --check\n```\n\nClean." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug log in the Helios telemetry test? It prints the whole sample payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just print the sample count and keep the payload available only if the assertion fails." + }, + { + "role": "user", + "content": "Yep, that sounds good. Don’t change the test behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose debug line with a shorter message and left the existing assertions untouched." + }, + { + "role": "user", + "content": "Run just that test once?" + }, + { + "role": "assistant", + "content": "It passed locally. Output is quieter now, and the failure message still includes enough context to inspect the sample." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ] + ], + "answer_session_ids": [ + "ku_default_branch_s3", + "ku_default_branch_s11" + ] + }, + { + "question_id": "ms_deploy_pipeline", + "question_type": "multi-session", + "question": "End to end, what makes a container image eligible to be deployed to production?", + "answer": "CI signs the image with cosign, and ArgoCD refuses to sync any image whose cosign signature doesn't verify — so only signed, verifiable images deploy.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "ms_deploy_pipeline_s0", + "ms_deploy_pipeline_s1", + "ms_deploy_pipeline_s2", + "ms_deploy_pipeline_s3", + "ms_deploy_pipeline_s4", + "ms_deploy_pipeline_s5", + "ms_deploy_pipeline_s6", + "ms_deploy_pipeline_s7", + "ms_deploy_pipeline_s8", + "ms_deploy_pipeline_s9", + "ms_deploy_pipeline_s10", + "ms_deploy_pipeline_s11", + "ms_deploy_pipeline_s12", + "ms_deploy_pipeline_s13", + "ms_deploy_pipeline_s14", + "ms_deploy_pipeline_s15", + "ms_deploy_pipeline_s16", + "ms_deploy_pipeline_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you take a quick look at this warning in the routing service tests? It looks like one assertion message still says \"shipment\" even though the test data is about a delivery stop." + }, + { + "role": "assistant", + "content": "Yep, I see it. This is just the human-readable assertion text, not the actual condition. I’ll update the wording so the failure message matches the delivery stop fixture." + }, + { + "role": "user", + "content": "Thanks. Keep it boring, please—no test restructuring." + }, + { + "role": "assistant", + "content": "Done. I only changed the message text and left the assertion and setup untouched. Running the focused test now to make sure nothing weird happened." + }, + { + "role": "user", + "content": "Nice. Did the focused run pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed locally. The diff is just the wording cleanup." + } + ], + [ + { + "role": "user", + "content": "I'm wiring the new `routing-worker` image into Helios deploys. The build already pushes `ghcr.io/helios/routing-worker:${GITHUB_SHA}` from `.github/workflows/routing-worker.yml`, but Argo still rejects the rollout in staging. Can you check what policy it's hitting?" + }, + { + "role": "assistant", + "content": "I found it in `platform/policies/kyverno/verify-images.yaml`. Helios has a cluster-wide Kyverno `ClusterPolicy` named `require-cosign-signatures` matching `ghcr.io/helios/*`. It verifies against the Fulcio/Rekor keyless issuer and blocks unsigned images. So container images in Helios must be signed with `cosign` in CI before they can be deployed." + }, + { + "role": "user", + "content": "Makes sense. Update the workflow after the push step. We use GitHub OIDC for signing, no static key. Existing services probably have the pattern." + }, + { + "role": "assistant", + "content": "Copied the pattern from `.github/workflows/orders-api.yml` into `.github/workflows/routing-worker.yml`:\n\n```yaml\npermissions:\n contents: read\n packages: write\n id-token: write\n\nsteps:\n - name: Install cosign\n uses: sigstore/cosign-installer@v3\n\n - name: Sign image\n env:\n COSIGN_EXPERIMENTAL: \"true\"\n IMAGE: ghcr.io/helios/routing-worker:${{ github.sha }}\n run: cosign sign --yes \"$IMAGE\"\n```\n\nI also moved the image tag into `env.IMAGE` so the build, push, and sign steps use the same value." + }, + { + "role": "user", + "content": "Good. Does the deploy manifest reference the digest or tag? I don't want Kyverno passing the signature but Argo deploying some mutable tag later." + }, + { + "role": "assistant", + "content": "Right now `services/routing-worker/k8s/deployment.yaml` uses `ghcr.io/helios/routing-worker:${IMAGE_TAG}`. I updated the release job to resolve and write the digest after signing:\n\n```bash\nDIGEST=$(crane digest \"$IMAGE\")\nkustomize edit set image ghcr.io/helios/routing-worker=\"$IMAGE@$DIGEST\"\n```\n\nThat matches `billing-api` and `fleet-telemetry`: CI builds, pushes, signs with cosign, resolves the digest, then commits the digest-pinned image into the staging overlay." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy test output in Helios? One of the routing-related tests prints an extra debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’d just remove the ad-hoc print and leave the normal assertion messages intact. It doesn’t look like the output is needed for diagnosing failures." + }, + { + "role": "user", + "content": "Yeah, it was from me checking a mock response yesterday. Can you make the test quiet again without changing behavior?" + }, + { + "role": "assistant", + "content": "Done. I removed the temporary debug output only. The test still sets up the same data and runs the same assertions." + }, + { + "role": "user", + "content": "Nice. Anything else look suspicious around it?" + }, + { + "role": "assistant", + "content": "Nothing major. I noticed one comment had an extra space, so I left it alone to avoid touching unrelated lines. This should just reduce the noise in the test run." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy retry test in Helios? It passes, but the assertion message is hard to read when it fails." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the behavior unchanged and just make the failure output clearer, probably by naming the expected retry count and the observed attempts separately." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing itself. This is just for readability before I rerun the flaky suite." + }, + { + "role": "assistant", + "content": "Done. I split the inline expression into two locals and updated the assertion text so it reports expected versus actual attempts in plain language." + }, + { + "role": "user", + "content": "Looks better. Can you also make the test name a little less vague?" + }, + { + "role": "assistant", + "content": "Updated the name to describe the retry exhaustion case more directly. No production code changes." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up that noisy debug log in the routing test? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Yep, I’ll trim it down so the test output only shows the shipment id and retry count when the assertion fails." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring; I just don’t want CI logs flooded." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a short message and left the assertion behavior unchanged." + }, + { + "role": "user", + "content": "Nice. Run just that test once more?" + }, + { + "role": "assistant", + "content": "It passed locally, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ], + [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug line in the Helios routing test? It prints the whole mock shipment payload every run." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it down to just the shipment id and status so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I left the test logic untouched and updated the log text to a shorter one-liner." + }, + { + "role": "user", + "content": "Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it once locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "I'm updating the deploy path for Helios. Can you check whether `services/routing` needs anything besides the image tag bump in GitOps? I don't want to break prod sync." + }, + { + "role": "assistant", + "content": "I checked `gitops/apps/routing/overlays/prod/kustomization.yaml` and the tag bump is enough. One constraint to keep in mind: `gitops/argocd/projects/helios-prod.yaml` has the cosign verification policy enabled, and ArgoCD is configured to refuse syncing any image whose cosign signature does not verify." + }, + { + "role": "user", + "content": "Good. The build signs in CI, right? I see `.github/workflows/routing-release.yml` pushes `ghcr.io/helios/routing:${{ github.sha }}`." + }, + { + "role": "assistant", + "content": "Yes. That workflow runs `cosign sign --key env://COSIGN_PRIVATE_KEY ghcr.io/helios/routing:${{ github.sha }}` after the push. I also verified `deploy/policies/cosign-clusterimagepolicy.yaml` trusts the matching public key secret `cosign-pubkey` in `argocd`." + }, + { + "role": "user", + "content": "Then update the prod overlay to `7f3c9d8` and leave staging alone." + }, + { + "role": "assistant", + "content": "Done. I changed only `gitops/apps/routing/overlays/prod/kustomization.yaml`: `ghcr.io/helios/routing` now uses tag `7f3c9d8`. I didn't touch `gitops/apps/routing/overlays/staging/kustomization.yaml`." + } + ] + ], + "answer_session_ids": [ + "ms_deploy_pipeline_s1", + "ms_deploy_pipeline_s17" + ] + }, + { + "question_id": "ms_invoice_flow", + "question_type": "multi-session", + "question": "How does an invoice get generated after an order is delivered?", + "answer": "orders-service publishes order.delivered to NATS; billing-service consumes it and calls CreateInvoice with an idempotency key derived from the order ID.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "ms_invoice_flow_s0", + "ms_invoice_flow_s1", + "ms_invoice_flow_s2", + "ms_invoice_flow_s3", + "ms_invoice_flow_s4", + "ms_invoice_flow_s5", + "ms_invoice_flow_s6", + "ms_invoice_flow_s7", + "ms_invoice_flow_s8", + "ms_invoice_flow_s9", + "ms_invoice_flow_s10", + "ms_invoice_flow_s11", + "ms_invoice_flow_s12", + "ms_invoice_flow_s13", + "ms_invoice_flow_s14", + "ms_invoice_flow_s15", + "ms_invoice_flow_s16", + "ms_invoice_flow_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy retry test in Helios? It passes, but the assertion message is hard to read when it fails." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the behavior unchanged and just make the failure output clearer, probably by naming the expected retry count and the observed attempts separately." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing itself. This is just for readability before I rerun the flaky suite." + }, + { + "role": "assistant", + "content": "Done. I split the inline expression into two locals and updated the assertion text so it reports expected versus actual attempts in plain language." + }, + { + "role": "user", + "content": "Looks better. Can you also make the test name a little less vague?" + }, + { + "role": "assistant", + "content": "Updated the name to describe the retry exhaustion case more directly. No production code changes." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy test output in Helios? One of the routing-related tests prints an extra debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’d just remove the ad-hoc print and leave the normal assertion messages intact. It doesn’t look like the output is needed for diagnosing failures." + }, + { + "role": "user", + "content": "Yeah, it was from me checking a mock response yesterday. Can you make the test quiet again without changing behavior?" + }, + { + "role": "assistant", + "content": "Done. I removed the temporary debug output only. The test still sets up the same data and runs the same assertions." + }, + { + "role": "user", + "content": "Nice. Anything else look suspicious around it?" + }, + { + "role": "assistant", + "content": "Nothing major. I noticed one comment had an extra space, so I left it alone to avoid touching unrelated lines. This should just reduce the noise in the test run." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but it keeps printing a warning about an empty routing hint." + }, + { + "role": "assistant", + "content": "I checked the test helper setup. It looks like the mock shipment event is missing an optional routing hint field, so the logger emits the warning even though the test result is fine." + }, + { + "role": "user", + "content": "Yeah, I don't want to change behavior here. Can we just make the fixture less chatty?" + }, + { + "role": "assistant", + "content": "Done. I added a harmless dummy routing hint value in the local fixture data and reran the focused test. The warning is gone and the assertion still passes." + }, + { + "role": "user", + "content": "Nice. Any other output changes?" + }, + { + "role": "assistant", + "content": "No other differences from the focused run. This is just a cleanup to keep the test output quieter." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + [ + { + "role": "user", + "content": "I'm wiring the delivery completion path in Helios. Can you check `services/orders-service/src/handlers/delivery.ts` and make sure downstream services get notified when an order is delivered?" + }, + { + "role": "assistant", + "content": "I looked at `delivery.ts`: `markDelivered()` updates the order status and commits, but it doesn't publish anything. In Helios, when an order is marked delivered, the orders-service should publish an `order.delivered` event to NATS so billing/routing can react. I'll add that after the DB update succeeds." + }, + { + "role": "user", + "content": "Use the existing publisher abstraction. I think it's in `src/events/natsPublisher.ts`. Payload should include `orderId`, `tenantId`, and `deliveredAt`." + }, + { + "role": "assistant", + "content": "Implemented in `services/orders-service/src/handlers/delivery.ts`:\n\n```ts\nawait orders.markDelivered(orderId, deliveredAt);\n\nawait natsPublisher.publish('order.delivered', {\n orderId,\n tenantId: order.tenantId,\n deliveredAt: deliveredAt.toISOString(),\n});\n```\n\nI also added `OrderDeliveredEvent` in `services/orders-service/src/events/types.ts` and reused the shared NATS client from `natsPublisher.ts`." + }, + { + "role": "user", + "content": "Add a regression test around that. Mock NATS, don't hit the broker." + }, + { + "role": "assistant", + "content": "Added `services/orders-service/test/delivery.spec.ts` coverage:\n\n```ts\nexpect(mockPublisher.publish).toHaveBeenCalledWith('order.delivered', {\n orderId: 'ord_123',\n tenantId: 'tenant_acme',\n deliveredAt: '2026-06-08T14:03:00.000Z',\n});\n```\n\nRan `pnpm --filter orders-service test delivery.spec.ts`; it passes. This confirms orders-service publishes `order.delivered` to NATS only after the delivered status update completes." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "I'm tracing the invoice path in Helios. Can you check where billing-service reacts to delivered orders? I see `services/orders/src/events.ts` publishes something, but I'm not sure what consumes it." + }, + { + "role": "assistant", + "content": "Found it in `services/billing/src/subscribers/orderDelivered.ts`. The subscriber is registered from `services/billing/src/index.ts` via `registerOrderDeliveredSubscriber(eventBus, billingApp)`. It subscribes to `order.delivered` and calls `CreateInvoice`:\n\n```ts\n// services/billing/src/subscribers/orderDelivered.ts\nexport function registerOrderDeliveredSubscriber(bus: EventBus, app: BillingApp) {\n bus.subscribe('order.delivered', async (evt: OrderDeliveredEvent) => {\n await app.commands.CreateInvoice.execute({\n orderId: evt.orderId,\n customerId: evt.customerId,\n deliveredAt: evt.deliveredAt,\n idempotencyKey: `order:${evt.orderId}:invoice`\n })\n })\n}\n```\n\nSo the billing-service subscribes to `order.delivered` and generates the invoice via `CreateInvoice` with an idempotency key derived from the order ID." + }, + { + "role": "user", + "content": "Good. Does the idempotency key format line up with the command handler? I don't want duplicate invoices if Kafka redelivers." + }, + { + "role": "assistant", + "content": "Yes. In `services/billing/src/commands/CreateInvoice.ts`, the handler first checks `invoiceRepository.findByIdempotencyKey(input.idempotencyKey)` before creating anything:\n\n```ts\nconst existing = await this.invoiceRepository.findByIdempotencyKey(input.idempotencyKey)\nif (existing) return existing\n```\n\nThen it persists the new invoice with the same key:\n\n```ts\nawait this.invoiceRepository.save({\n id,\n orderId: input.orderId,\n customerId: input.customerId,\n status: 'draft',\n idempotencyKey: input.idempotencyKey,\n lineItems\n})\n```\n\nSince the subscriber derives the key from `evt.orderId`, repeated `order.delivered` events for the same order will hit the existing invoice." + }, + { + "role": "user", + "content": "Let's add a regression test around that subscriber path, not just the command handler." + }, + { + "role": "assistant", + "content": "Added `services/billing/test/subscribers/orderDelivered.test.ts` covering duplicate delivery events:\n\n```ts\nit('uses an order-derived idempotency key when creating invoices', async () => {\n const CreateInvoice = { execute: vi.fn().mockResolvedValue({ id: 'inv_123' }) }\n const bus = new InMemoryEventBus()\n\n registerOrderDeliveredSubscriber(bus, { commands: { CreateInvoice } } as any)\n\n await bus.publish('order.delivered', {\n orderId: 'ord_789',\n customerId: 'cus_456',\n deliveredAt: '2026-06-08T12:00:00.000Z'\n })\n\n expect(CreateInvoice.execute).toHaveBeenCalledWith(expect.objectContaining({\n orderId: 'ord_789',\n idempotencyKey: 'order:ord_789:invoice'\n }))\n})\n```\n\nRan:\n\n```bash\npnpm --filter billing-service test -- orderDelivered.test.ts\n```\n\nIt passes." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy log line in the Helios telemetry test output? It prints the whole mock payload even when the assertion passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and trim the debug message so it only includes the event id and count. That should make the test output easier to scan without changing behavior." + }, + { + "role": "user", + "content": "Yeah, do that. Also the wording says “recieved” in one place." + }, + { + "role": "assistant", + "content": "Updated the message to use a shorter summary and fixed the typo to “received.” I didn’t touch the test setup or the mock payload." + }, + { + "role": "user", + "content": "Run the focused test once and tell me if anything unexpected shows up." + }, + { + "role": "assistant", + "content": "The focused test passes, and the output is much quieter now. No unexpected warnings showed up." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ] + ], + "answer_session_ids": [ + "ms_invoice_flow_s12", + "ms_invoice_flow_s15" + ] + }, + { + "question_id": "ms_oncall", + "question_type": "multi-session", + "question": "What are the first steps when a production alert fires?", + "answer": "PagerDuty pages on-call (surfaced in #helios-incidents), and the on-call must create an incident doc from the incident-template before attempting mitigation.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "ms_oncall_s0", + "ms_oncall_s1", + "ms_oncall_s2", + "ms_oncall_s3", + "ms_oncall_s4", + "ms_oncall_s5", + "ms_oncall_s6", + "ms_oncall_s7", + "ms_oncall_s8", + "ms_oncall_s9", + "ms_oncall_s10", + "ms_oncall_s11", + "ms_oncall_s12", + "ms_oncall_s13", + "ms_oncall_s14", + "ms_oncall_s15", + "ms_oncall_s16", + "ms_oncall_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy test output in Helios? One of the routing-related tests prints an extra debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’d just remove the ad-hoc print and leave the normal assertion messages intact. It doesn’t look like the output is needed for diagnosing failures." + }, + { + "role": "user", + "content": "Yeah, it was from me checking a mock response yesterday. Can you make the test quiet again without changing behavior?" + }, + { + "role": "assistant", + "content": "Done. I removed the temporary debug output only. The test still sets up the same data and runs the same assertions." + }, + { + "role": "user", + "content": "Nice. Anything else look suspicious around it?" + }, + { + "role": "assistant", + "content": "Nothing major. I noticed one comment had an extra space, so I left it alone to avoid touching unrelated lines. This should just reduce the noise in the test run." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this noisy log line in the Helios routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the count and the request id from the test fixture, so the output stays useful without dumping the full payload." + }, + { + "role": "user", + "content": "Yep, keep it boring. No behavior changes, please." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message text and left the assertion flow as-is. The test output now shows a compact summary instead of the full mock object." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, so CI logs should be easier to skim." + } + ], + [ + { + "role": "user", + "content": "I'm in `services/alerts/src/incidentRouter.ts`. We need to make sure production-critical routing failures create the right incident. Can you trace where `ROUTE_OPTIMIZER_DOWN` goes?" + }, + { + "role": "assistant", + "content": "Yep. `incidentRouter.ts` maps `ROUTE_OPTIMIZER_DOWN` to `Severity.P1`, then calls `dispatchIncident()` in `services/alerts/src/dispatch.ts`. For `env === 'production'`, `dispatchIncident()` sends to PagerDuty using `PagerDutyClient.trigger()` and also posts the incident summary to Slack via `SlackIncidentNotifier.post('#helios-incidents', payload)`." + }, + { + "role": "user", + "content": "Good. Let's add a regression test so nobody accidentally downgrades that. Check `services/alerts/test/incidentRouter.test.ts`." + }, + { + "role": "assistant", + "content": "Added a test case:\n\n```ts\nit('pages on-call via PagerDuty and posts to #helios-incidents for production P1 routing outage', async () => {\n await routeIncident({\n type: 'ROUTE_OPTIMIZER_DOWN',\n env: 'production',\n service: 'routing-api',\n region: 'us-east-1'\n });\n\n expect(pagerDuty.trigger).toHaveBeenCalledWith(expect.objectContaining({\n severity: 'critical',\n escalationPolicy: 'helios-oncall'\n }));\n expect(slack.post).toHaveBeenCalledWith(\n '#helios-incidents',\n expect.objectContaining({ service: 'routing-api' })\n );\n});\n```\n\nThis establishes that production alerts page the on-call engineer through PagerDuty and are integrated with the `#helios-incidents` Slack channel." + }, + { + "role": "user", + "content": "Run just that test file." + }, + { + "role": "assistant", + "content": "Ran:\n\n```bash\npnpm --filter @helios/alerts test services/alerts/test/incidentRouter.test.ts\n```\n\nResult: all 14 tests passed, including the new production P1 routing outage coverage." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "I'm updating `services/routing/src/circuitBreaker.ts` after last night's FleetTelemetry timeout cascade. Before I add the new breaker threshold, can you check the on-call docs? I remember there's a required ordering around incidents." + }, + { + "role": "assistant", + "content": "I found it in `docs/oncall/runbook.md` under `Incident Procedure`. It explicitly says the first step is to create a new incident doc from `docs/oncall/incident-template.md`, and that this must happen before any mitigation is attempted. So for this change, the runbook requirement is: incident doc first, mitigation second." + }, + { + "role": "user", + "content": "Good. Add a note to the routing breaker docs so engineers don't jump straight to disabling route optimization during an outage." + }, + { + "role": "assistant", + "content": "Updated `docs/routing/circuit-breakers.md` with a new `Operational use during incidents` section:\n\n```md\nBefore changing breaker thresholds, disabling route optimization, or applying any other mitigation during an active incident, follow `docs/oncall/runbook.md`: create the incident document from `docs/oncall/incident-template.md` first.\n```\n\nI kept it short and linked the exact files." + }, + { + "role": "user", + "content": "Now patch the breaker to use the new timeout budget: 1200ms for FleetTelemetry reads, but leave Orders and Billing unchanged." + }, + { + "role": "assistant", + "content": "Patched `services/routing/src/circuitBreaker.ts`:\n\n```ts\nconst TIMEOUT_BUDGET_MS: Record = {\n Orders: 800,\n Billing: 1000,\n FleetTelemetry: 1200,\n};\n```\n\nNo changes to Orders or Billing. I also updated `services/routing/test/circuitBreaker.test.ts` to assert the FleetTelemetry read budget is 1200ms." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ] + ], + "answer_session_ids": [ + "ms_oncall_s6", + "ms_oncall_s15" + ] + }, + { + "question_id": "abs_redis_version_abs", + "question_type": "code-architecture", + "question": "What exact version of Redis does the routing-service run in production?", + "answer": "I don't have enough information to answer that.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "abs_redis_version_s0", + "abs_redis_version_s1", + "abs_redis_version_s2", + "abs_redis_version_s3", + "abs_redis_version_s4", + "abs_redis_version_s5", + "abs_redis_version_s6", + "abs_redis_version_s7", + "abs_redis_version_s8", + "abs_redis_version_s9", + "abs_redis_version_s10", + "abs_redis_version_s11", + "abs_redis_version_s12", + "abs_redis_version_s13", + "abs_redis_version_s14", + "abs_redis_version_s15", + "abs_redis_version_s16", + "abs_redis_version_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing test output? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll tone it down so the test only logs the shipment id and status when the verbose flag is enabled." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. I just don’t want the CI log flooded when Helios runs the routing suite." + }, + { + "role": "assistant", + "content": "Done. I replaced the raw payload print with a short conditional message and left the assertions unchanged." + }, + { + "role": "user", + "content": "Thanks. Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up that noisy debug log in the routing test? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Yep, I’ll trim it down so the test output only shows the shipment id and retry count when the assertion fails." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring; I just don’t want CI logs flooded." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a short message and left the assertion behavior unchanged." + }, + { + "role": "user", + "content": "Nice. Run just that test once more?" + }, + { + "role": "assistant", + "content": "It passed locally, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this warning message in the Helios telemetry test output? It says 'recieved' and it's bugging me." + }, + { + "role": "assistant", + "content": "Yep, I'll just fix the spelling in the test helper string from 'recieved' to 'received' and leave the behavior unchanged." + }, + { + "role": "user", + "content": "Thanks. Please make sure snapshots don't get a bunch of unrelated churn." + }, + { + "role": "assistant", + "content": "Checked the update locally; only the single warning text changed. No formatting or snapshot noise beyond that typo." + }, + { + "role": "user", + "content": "Great, add a tiny note in the commit summary that it's just a spelling cleanup." + }, + { + "role": "assistant", + "content": "Done: summary says it's a spelling cleanup in a telemetry warning message." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy retry test in Helios? It passes, but the assertion message is hard to read when it fails." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the behavior unchanged and just make the failure output clearer, probably by naming the expected retry count and the observed attempts separately." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing itself. This is just for readability before I rerun the flaky suite." + }, + { + "role": "assistant", + "content": "Done. I split the inline expression into two locals and updated the assertion text so it reports expected versus actual attempts in plain language." + }, + { + "role": "user", + "content": "Looks better. Can you also make the test name a little less vague?" + }, + { + "role": "assistant", + "content": "Updated the name to describe the retry exhaustion case more directly. No production code changes." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy log line in the Helios telemetry test output? It prints the whole mock payload even when the assertion passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and trim the debug message so it only includes the event id and count. That should make the test output easier to scan without changing behavior." + }, + { + "role": "user", + "content": "Yeah, do that. Also the wording says “recieved” in one place." + }, + { + "role": "assistant", + "content": "Updated the message to use a shorter summary and fixed the typo to “received.” I didn’t touch the test setup or the mock payload." + }, + { + "role": "user", + "content": "Run the focused test once and tell me if anything unexpected shows up." + }, + { + "role": "assistant", + "content": "The focused test passes, and the output is much quieter now. No unexpected warnings showed up." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ] + ], + "answer_session_ids": [] + }, + { + "question_id": "abs_frontend_fw_abs", + "question_type": "code-architecture", + "question": "Which frontend framework does the Helios customer dashboard use?", + "answer": "I don't have enough information to answer that.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "abs_frontend_fw_s0", + "abs_frontend_fw_s1", + "abs_frontend_fw_s2", + "abs_frontend_fw_s3", + "abs_frontend_fw_s4", + "abs_frontend_fw_s5", + "abs_frontend_fw_s6", + "abs_frontend_fw_s7", + "abs_frontend_fw_s8", + "abs_frontend_fw_s9", + "abs_frontend_fw_s10", + "abs_frontend_fw_s11", + "abs_frontend_fw_s12", + "abs_frontend_fw_s13", + "abs_frontend_fw_s14", + "abs_frontend_fw_s15", + "abs_frontend_fw_s16", + "abs_frontend_fw_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing test output? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll tone it down so the test only logs the shipment id and status when the verbose flag is enabled." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. I just don’t want the CI log flooded when Helios runs the routing suite." + }, + { + "role": "assistant", + "content": "Done. I replaced the raw payload print with a short conditional message and left the assertions unchanged." + }, + { + "role": "user", + "content": "Thanks. Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it locally. It passed, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this warning message in the Helios telemetry test output? It says 'recieved' and it's bugging me." + }, + { + "role": "assistant", + "content": "Yep, I'll just fix the spelling in the test helper string from 'recieved' to 'received' and leave the behavior unchanged." + }, + { + "role": "user", + "content": "Thanks. Please make sure snapshots don't get a bunch of unrelated churn." + }, + { + "role": "assistant", + "content": "Checked the update locally; only the single warning text changed. No formatting or snapshot noise beyond that typo." + }, + { + "role": "user", + "content": "Great, add a tiny note in the commit summary that it's just a spelling cleanup." + }, + { + "role": "assistant", + "content": "Done: summary says it's a spelling cleanup in a telemetry warning message." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this noisy log line in the Helios routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the count and the request id from the test fixture, so the output stays useful without dumping the full payload." + }, + { + "role": "user", + "content": "Yep, keep it boring. No behavior changes, please." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message text and left the assertion flow as-is. The test output now shows a compact summary instead of the full mock object." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, so CI logs should be easier to skim." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but it keeps printing a warning about an empty routing hint." + }, + { + "role": "assistant", + "content": "I checked the test helper setup. It looks like the mock shipment event is missing an optional routing hint field, so the logger emits the warning even though the test result is fine." + }, + { + "role": "user", + "content": "Yeah, I don't want to change behavior here. Can we just make the fixture less chatty?" + }, + { + "role": "assistant", + "content": "Done. I added a harmless dummy routing hint value in the local fixture data and reran the focused test. The warning is gone and the assertion still passes." + }, + { + "role": "user", + "content": "Nice. Any other output changes?" + }, + { + "role": "assistant", + "content": "No other differences from the focused run. This is just a cleanup to keep the test output quieter." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up that noisy debug log in the routing test? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Yep, I’ll trim it down so the test output only shows the shipment id and retry count when the assertion fails." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring; I just don’t want CI logs flooded." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a short message and left the assertion behavior unchanged." + }, + { + "role": "user", + "content": "Nice. Run just that test once more?" + }, + { + "role": "assistant", + "content": "It passed locally, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + [ + { + "role": "user", + "content": "Can you clean up this noisy debug log in the Helios telemetry test? It prints the whole sample payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just print the sample count and keep the payload available only if the assertion fails." + }, + { + "role": "user", + "content": "Yep, that sounds good. Don’t change the test behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose debug line with a shorter message and left the existing assertions untouched." + }, + { + "role": "user", + "content": "Run just that test once?" + }, + { + "role": "assistant", + "content": "It passed locally. Output is quieter now, and the failure message still includes enough context to inspect the sample." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ] + ], + "answer_session_ids": [] + }, + { + "question_id": "abs_db_password_abs", + "question_type": "code-location", + "question": "Where is the production database password stored?", + "answer": "I don't have enough information to answer that.", + "question_date": "2024-05-01", + "haystack_dates": [ + "2024-01-08", + "2024-01-14", + "2024-01-20", + "2024-01-26", + "2024-02-01", + "2024-02-07", + "2024-02-13", + "2024-02-19", + "2024-02-25", + "2024-03-02", + "2024-03-08", + "2024-03-14", + "2024-03-20", + "2024-03-26", + "2024-04-01", + "2024-04-07", + "2024-04-13", + "2024-04-19" + ], + "haystack_session_ids": [ + "abs_db_password_s0", + "abs_db_password_s1", + "abs_db_password_s2", + "abs_db_password_s3", + "abs_db_password_s4", + "abs_db_password_s5", + "abs_db_password_s6", + "abs_db_password_s7", + "abs_db_password_s8", + "abs_db_password_s9", + "abs_db_password_s10", + "abs_db_password_s11", + "abs_db_password_s12", + "abs_db_password_s13", + "abs_db_password_s14", + "abs_db_password_s15", + "abs_db_password_s16", + "abs_db_password_s17" + ], + "haystack_sessions": [ + [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up that noisy debug log in the routing test? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Yep, I’ll trim it down so the test output only shows the shipment id and retry count when the assertion fails." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring; I just don’t want CI logs flooded." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a short message and left the assertion behavior unchanged." + }, + { + "role": "user", + "content": "Nice. Run just that test once more?" + }, + { + "role": "assistant", + "content": "It passed locally, and the output is much quieter now." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + [ + { + "role": "user", + "content": "Can you tidy up this noisy log line in the Helios routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the count and the request id from the test fixture, so the output stays useful without dumping the full payload." + }, + { + "role": "user", + "content": "Yep, keep it boring. No behavior changes, please." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message text and left the assertion flow as-is. The test output now shows a compact summary instead of the full mock object." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, so CI logs should be easier to skim." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + [ + { + "role": "user", + "content": "Can you take a quick look at this warning in the routing service tests? It looks like one assertion message still says \"shipment\" even though the test data is about a delivery stop." + }, + { + "role": "assistant", + "content": "Yep, I see it. This is just the human-readable assertion text, not the actual condition. I’ll update the wording so the failure message matches the delivery stop fixture." + }, + { + "role": "user", + "content": "Thanks. Keep it boring, please—no test restructuring." + }, + { + "role": "assistant", + "content": "Done. I only changed the message text and left the assertion and setup untouched. Running the focused test now to make sure nothing weird happened." + }, + { + "role": "user", + "content": "Nice. Did the focused run pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed locally. The diff is just the wording cleanup." + } + ], + [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ] + ], + "answer_session_ids": [] + } +] \ No newline at end of file diff --git a/benchmark/codemem_e2e_gpt54mini.json b/benchmark/codemem_e2e_gpt54mini.json new file mode 100644 index 0000000..22b6127 --- /dev/null +++ b/benchmark/codemem_e2e_gpt54mini.json @@ -0,0 +1,501 @@ +{ + "summary": { + "total": 27, + "correct": 25, + "accuracy": 92.6, + "overall": {}, + "by_type": { + "api-signature": { + "count": 3, + "correct": 3, + "accuracy": 100.0 + }, + "bug-fix": { + "count": 3, + "correct": 3, + "accuracy": 100.0 + }, + "code-architecture": { + "count": 6, + "correct": 6, + "accuracy": 100.0 + }, + "code-convention": { + "count": 4, + "correct": 4, + "accuracy": 100.0 + }, + "code-location": { + "count": 4, + "correct": 4, + "accuracy": 100.0 + }, + "knowledge-update": { + "count": 4, + "correct": 3, + "accuracy": 75.0 + }, + "multi-session": { + "count": 3, + "correct": 2, + "accuracy": 66.7 + } + }, + "abstention": { + "count": 3, + "correct": 3, + "accuracy": 100.0 + }, + "non_abstention": { + "count": 24, + "correct": 22, + "accuracy": 91.7 + }, + "timing": { + "recall_median_ms": 0.8, + "recall_p95_ms": 1.4, + "store_median_ms": 7.6, + "generation_median_ms": 3809.0 + }, + "elapsed_seconds": 54.8, + "config": { + "gen_model": "gpt-5.4-mini", + "judge_model": "gpt-5.4-mini", + "recall_limit": 15 + } + }, + "questions": [ + { + "question_id": "arch_billing_db", + "question_type": "code-architecture", + "question": "Which database does the billing-service use, and why was that chosen over the alternative?", + "ground_truth": "PostgreSQL 15, chosen over MongoDB because invoicing needs ACID multi-row transactions.", + "generated_answer": "The `billing-service` uses **PostgreSQL 15** as its primary datastore. It was chosen over **MongoDB** because invoice generation needs **ACID multi-row transactions** across invoices, line items, tax rows, ledger entries, and payment intent records, and a partially generated invoice is not acceptable.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 7.44, + "store_time_ms": 8.5, + "generation_time_ms": 5291.78, + "judging_time_ms": 2684.74, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "arch_event_bus", + "question_type": "code-architecture", + "question": "What message bus do Helios services use for events, and why not Kafka?", + "ground_truth": "NATS JetStream; Kafka was rejected for being heavier operationally while at-most-once delivery was acceptable for telemetry.", + "generated_answer": "Helios services use **NATS JetStream** for inter-service events; the old `event-bus` wrapper is legacy. Kafka was rejected because the team wanted **lighter operational overhead**, and **at-most-once delivery was acceptable for fleet telemetry** while JetStream still provides enough durability for order, billing, and routing without running a heavier Kafka/ZooKeeper or KRaft stack.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.42, + "store_time_ms": 7.76, + "generation_time_ms": 3543.71, + "judging_time_ms": 4946.34, + "recalled_count": 9, + "is_abstention": false + }, + { + "question_id": "arch_auth", + "question_type": "code-architecture", + "question": "How are auth tokens validated across Helios services?", + "ground_truth": "Short-lived 15-minute JWTs issued by identity-service, validated at the API gateway against the JWKS endpoint; services don't call identity-service to validate.", + "generated_answer": "Auth tokens across Helios are short-lived JWTs issued by `identity-service` and they expire after **15 minutes**. The **API gateway** validates them against `identity-service`’s public **JWKS** endpoint, then forwards trusted auth context to downstream services via headers like `x-helios-user` and `x-helios-scopes`; services such as `orders` should not call `identity-service` directly to validate tokens.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.27, + "store_time_ms": 7.54, + "generation_time_ms": 3691.42, + "judging_time_ms": 2851.84, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "arch_routing_cache", + "question_type": "code-architecture", + "question": "How does the routing-service cache delivery routes?", + "ground_truth": "In Redis with a 6-hour TTL, keyed by (origin_hub, dest_hub, vehicle_class).", + "generated_answer": "The routing service caches computed delivery routes in Redis via `RouteCache.set_computed_route()`. The cache key is `route:{origin_hub}:{dest_hub}:{vehicle_class}`, and it’s stored with `redis.setex(..., 21600, payload)`, so the TTL is 6 hours. It checks `route_cache.get_computed_route(origin_hub, dest_hub, vehicle_class)` before calling the optimizer, and returns the cached route immediately on a hit.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.24, + "store_time_ms": 7.82, + "generation_time_ms": 4807.91, + "judging_time_ms": 4371.88, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "conv_error", + "question_type": "code-convention", + "question": "What is the error-response convention for Helios services?", + "ground_truth": "RFC 7807 problem+json via the shared problem.New(status, detail) helper; never bare string errors.", + "generated_answer": "Helios services use RFC 7807 `problem+json` for error responses: handlers should not return bare string errors. The convention is to wrap errors with `problem.New(status, detail).Render(w, r)` so the response is emitted as `application/problem+json`.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.23, + "store_time_ms": 7.98, + "generation_time_ms": 4383.02, + "judging_time_ms": 4179.19, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "conv_naming", + "question_type": "code-convention", + "question": "What is the naming convention for HTTP handler functions?", + "ground_truth": "A `handle` prefix plus the resource in PascalCase (e.g. handleCreateInvoice), enforced by the lint-handler-name rule.", + "generated_answer": "HTTP handler functions should use a `handle` prefix followed by the resource/action in PascalCase. For example: `handleCreateInvoice` or `handleListInvoiceEvents`.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.55, + "store_time_ms": 7.52, + "generation_time_ms": 3038.07, + "judging_time_ms": 3604.78, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "conv_migrations", + "question_type": "code-convention", + "question": "What are the rules for writing database migrations in Helios?", + "ground_truth": "Use golang-migrate, append-only and reversible (every up has a matching down); never edit an already-merged migration.", + "generated_answer": "In Helios, database migrations live under `services/billing/migrations/` as golang-migrate pairs, with a matching `.up.sql` and `.down.sql` for every change. They must be append-only and reversible, so you should not edit any already-merged migration—add a new numbered migration instead.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.02, + "store_time_ms": 7.4, + "generation_time_ms": 5465.92, + "judging_time_ms": 3743.8, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "conv_tests", + "question_type": "code-convention", + "question": "How are integration tests expected to handle datastore dependencies?", + "ground_truth": "Use real ephemeral Postgres/Redis via testcontainers-go; datastore mocks are banned in integration tests (only unit tests may mock).", + "generated_answer": "Integration tests are expected to use real datastore dependencies — ephemeral Postgres/Redis spun up with `testcontainers-go` via the integration test harness. Datastore-layer mocks are not allowed in integration tests; those belong in unit tests, and integration tests should run migrations and seed data through the real repositories/stores.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.31, + "store_time_ms": 7.52, + "generation_time_ms": 3804.77, + "judging_time_ms": 3462.38, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "api_create_invoice", + "question_type": "api-signature", + "question": "What is the signature of CreateInvoice and how is the idempotency key supplied?", + "ground_truth": "CreateInvoice(ctx, customerID string, lineItems []LineItem, opts ...InvoiceOption) (*Invoice, error); the idempotency key is passed via the WithIdempotencyKey(key) option.", + "generated_answer": "`CreateInvoice` has the signature:\n\n```go\nCreateInvoice(ctx, customerID string, lineItems []LineItem, opts ...InvoiceOption) (*Invoice, error)\n```\n\nThe idempotency key is **not** a positional argument; it’s passed as an option:\n\n```go\nbilling.WithIdempotencyKey(key)\n```", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 7.58, + "generation_time_ms": 3619.09, + "judging_time_ms": 3094.3, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "api_route_endpoint", + "question_type": "api-signature", + "question": "What is the endpoint and request body to compute a delivery route?", + "ground_truth": "POST /v2/routes with body {origin_hub, dest_hub, vehicle_class, depart_after}; returns {route_id, legs[], eta_seconds}.", + "generated_answer": "Use `POST /v2/routes` with JSON body:\n\n```json\n{\n \"origin_hub\": \"SEA-1\",\n \"dest_hub\": \"PDX-2\",\n \"vehicle_class\": \"reefer_26ft\",\n \"depart_after\": \"2026-06-08T15:00:00Z\"\n}\n```\n\nSo the required fields are `origin_hub`, `dest_hub`, `vehicle_class`, and `depart_after`.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.71, + "store_time_ms": 7.27, + "generation_time_ms": 4271.43, + "judging_time_ms": 3014.45, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "api_telemetry", + "question_type": "api-signature", + "question": "How is fleet telemetry ingested at the API level?", + "ground_truth": "Via the client-streaming gRPC method TelemetryService.Report(stream TelemetryPoint) returning ReportAck{accepted_count}.", + "generated_answer": "At the API level, fleet telemetry is ingested via the client-streaming RPC `TelemetryService.Report(stream TelemetryPoint) returns (ReportAck)`. The server reads points with `Recv()` until `io.EOF`, rejects any point missing `vehicle_id`, ingests each valid point, and then replies with `ReportAck{accepted_count}`.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 7.79, + "generation_time_ms": 6344.59, + "judging_time_ms": 3941.2, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "bug_tz", + "question_type": "bug-fix", + "question": "What caused the invoice due-date off-by-one-day bug and how was it fixed?", + "ground_truth": "Due dates were computed in server-local time via time.Now(); fixed (PR #482) by computing in UTC and storing with timezone.", + "generated_answer": "The bug was caused by `services/billing/invoice_scheduler.go` using `time.Now()` in the server’s local timezone before adding net terms, so APAC customers in UTC+ timezones could get invoices shifted across midnight and end up due one day early or late. It was fixed by switching `BuildInvoice()` to `clock.Now().UTC()`, computing the due date from that UTC timestamp, and storing `DueAt` as a full timestamp plus an explicit `DueTimezone` field in the repository.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.94, + "store_time_ms": 7.53, + "generation_time_ms": 4261.68, + "judging_time_ms": 4815.86, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "bug_nats_redeliver", + "question_type": "bug-fix", + "question": "Why were duplicate shipment notifications happening and what was the fix?", + "ground_truth": "The NATS consumer acked after the slow SMTP send, causing redelivery; fixed by making email sends idempotent with a dedup key and acking before side effects.", + "generated_answer": "Duplicate shipment notifications were happening because `notifications-service` only acked the NATS/JetStream message **after** `emailClient.sendShipmentCreatedEmail(...)` finished. When SMTP was slow and exceeded the ack wait, JetStream redelivered the same message, so the email was sent again.\n\nThe fix was to **ack before the side effect** and make the email send **idempotent** with a stable `dedupKey` backed by `notification_dedup`, so redeliveries no longer trigger duplicate SMTP sends.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.74, + "store_time_ms": 7.53, + "generation_time_ms": 3808.78, + "judging_time_ms": 3958.59, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "bug_redis_stampede", + "question_type": "bug-fix", + "question": "What caused the routing latency spikes under load and how was it resolved?", + "ground_truth": "A cache stampede when popular routes expired; fixed by adding singleflight so only one goroutine recomputes a key while others wait.", + "generated_answer": "The routing latency spikes were caused by a cache stampede: when a popular route key expired, many goroutines missed the cache at the same time and all recomputed the same route concurrently, which lined up with the TTL boundaries and drove p99 from about 180ms to 2.7s. It was resolved by adding `singleflight` in `services/routing/internal/cache/route_cache.go` so only one goroutine recomputes a route key while the others wait, plus a regression test proving only one computation happens on concurrent misses.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.19, + "store_time_ms": 7.6, + "generation_time_ms": 2604.33, + "judging_time_ms": 3580.93, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "loc_auth_mw", + "question_type": "code-location", + "question": "Where in the repo is the JWT auth middleware defined?", + "ground_truth": "pkg/gateway/middleware/auth.go (with JWKS refresh in pkg/gateway/middleware/jwks.go).", + "generated_answer": "The JWT auth middleware is defined in `pkg/gateway/middleware/auth.go`, in the `Authenticate(next http.Handler) http.Handler` handler.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.46, + "store_time_ms": 7.44, + "generation_time_ms": 2978.49, + "judging_time_ms": 4439.48, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "loc_migrations", + "question_type": "code-location", + "question": "Where are the billing-service database migrations located?", + "ground_truth": "Under db/migrations/billing/ (migrations live in db/migrations//).", + "generated_answer": "Billing-service migrations live under `db/migrations/billing/` at the repo root.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.79, + "store_time_ms": 7.63, + "generation_time_ms": 2971.79, + "judging_time_ms": 1479.82, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "loc_protos", + "question_type": "code-location", + "question": "Where do the protobuf definitions and generated stubs live?", + "ground_truth": "Protos in api/proto/, generated Go stubs in gen/go/ (which must never be hand-edited).", + "generated_answer": "The protobuf definitions live under `api/proto/`, and the generated Go stubs are committed under `gen/go/`.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 7.56, + "generation_time_ms": 3416.64, + "judging_time_ms": 5654.41, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "ku_orders_proto", + "question_type": "knowledge-update", + "question": "What protocol and port does the orders-service currently expose?", + "ground_truth": "gRPC on port 9090 (the old REST/JSON on 8080 was removed).", + "generated_answer": "`orders-service` currently exposes **gRPC on port 9090**. The old REST/JSON endpoint on **8080** was removed.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.77, + "store_time_ms": 7.25, + "generation_time_ms": 2968.77, + "judging_time_ms": 1854.0, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ku_deploy", + "question_type": "knowledge-update", + "question": "How are deployments to production performed now?", + "ground_truth": "Automatically via ArgoCD watching the helios-gitops repo (GitOps); the old manual deploy.sh was deleted.", + "generated_answer": "Production deployments are now GitOps-based: you merge service code, CI pushes the image, then update the image tag/values in the `helios-gitops` repo. ArgoCD watches that repo and syncs the change automatically; no direct `kubectl apply` to prod.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.64, + "store_time_ms": 7.47, + "generation_time_ms": 3449.77, + "judging_time_ms": 2844.0, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ku_logging", + "question_type": "knowledge-update", + "question": "What logging library and format do Helios services use now?", + "ground_truth": "slog with structured JSON output (logrus was removed).", + "generated_answer": "Helios services now use `log/slog` with the shared JSON handler from `pkg/observability/logger.go`. Logrus has been removed, and startup logs are structured JSON.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.19, + "store_time_ms": 7.47, + "generation_time_ms": 2922.99, + "judging_time_ms": 3667.46, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ku_default_branch", + "question_type": "knowledge-update", + "question": "How many approvals are required to merge to the default branch now?", + "ground_truth": "2 approving reviews plus a passing security scan.", + "generated_answer": "To merge to the default branch (`main`), the latest requirement is **2 approving reviews**.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.53, + "store_time_ms": 7.45, + "generation_time_ms": 4040.97, + "judging_time_ms": 5044.28, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ms_deploy_pipeline", + "question_type": "multi-session", + "question": "End to end, what makes a container image eligible to be deployed to production?", + "ground_truth": "CI signs the image with cosign, and ArgoCD refuses to sync any image whose cosign signature doesn't verify — so only signed, verifiable images deploy.", + "generated_answer": "Based on the memories I have, an image is deployable only if it’s in `ghcr.io/helios/*`, signed in CI with `cosign` using GitHub OIDC, and accepted by the cluster-wide Kyverno policy `require-cosign-signatures` (Fulcio/Rekor keyless verification). It also needs to be deployed by immutable digest, not a mutable tag, because the release job resolves the pushed image digest and writes `image@sha256:...` into the manifest.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.02, + "store_time_ms": 7.58, + "generation_time_ms": 6213.8, + "judging_time_ms": 5584.47, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ms_invoice_flow", + "question_type": "multi-session", + "question": "How does an invoice get generated after an order is delivered?", + "ground_truth": "orders-service publishes order.delivered to NATS; billing-service consumes it and calls CreateInvoice with an idempotency key derived from the order ID.", + "generated_answer": "After an order is marked delivered, `orders-service` publishes an `order.delivered` event to NATS with the delivery details. `billing-service` subscribes to that event in `services/billing/src/subscribers/orderDelivered.ts` and calls `CreateInvoice.execute(...)` with an idempotency key like `order:${evt.orderId}:invoice` to avoid duplicates if the event is redelivered.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.71, + "store_time_ms": 7.36, + "generation_time_ms": 3850.35, + "judging_time_ms": 3168.71, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ms_oncall", + "question_type": "multi-session", + "question": "What are the first steps when a production alert fires?", + "ground_truth": "PagerDuty pages on-call (surfaced in #helios-incidents), and the on-call must create an incident doc from the incident-template before attempting mitigation.", + "generated_answer": "The first step is to create a new incident doc from `docs/oncall/incident-template.md` before attempting any mitigation. After that, proceed with the response steps from `docs/oncall/runbook.md`.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.57, + "store_time_ms": 7.91, + "generation_time_ms": 4621.3, + "judging_time_ms": 2702.41, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "abs_redis_version_abs", + "question_type": "code-architecture", + "question": "What exact version of Redis does the routing-service run in production?", + "ground_truth": "I don't have enough information to answer that.", + "generated_answer": "I don’t have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.39, + "store_time_ms": 9.87, + "generation_time_ms": 3549.57, + "judging_time_ms": 3010.6, + "recalled_count": 11, + "is_abstention": true + }, + { + "question_id": "abs_frontend_fw_abs", + "question_type": "code-architecture", + "question": "Which frontend framework does the Helios customer dashboard use?", + "ground_truth": "I don't have enough information to answer that.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.92, + "store_time_ms": 10.56, + "generation_time_ms": 4199.55, + "judging_time_ms": 1679.63, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "abs_db_password_abs", + "question_type": "code-location", + "question": "Where is the production database password stored?", + "ground_truth": "I don't have enough information to answer that.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.45, + "store_time_ms": 11.78, + "generation_time_ms": 3831.07, + "judging_time_ms": 2807.11, + "recalled_count": 1, + "is_abstention": true + } + ] +} \ No newline at end of file diff --git a/benchmark/codemem_e2e_gpt55.json b/benchmark/codemem_e2e_gpt55.json new file mode 100644 index 0000000..10dba58 --- /dev/null +++ b/benchmark/codemem_e2e_gpt55.json @@ -0,0 +1,501 @@ +{ + "summary": { + "total": 27, + "correct": 26, + "accuracy": 96.3, + "overall": {}, + "by_type": { + "api-signature": { + "count": 3, + "correct": 3, + "accuracy": 100.0 + }, + "bug-fix": { + "count": 3, + "correct": 3, + "accuracy": 100.0 + }, + "code-architecture": { + "count": 6, + "correct": 6, + "accuracy": 100.0 + }, + "code-convention": { + "count": 4, + "correct": 4, + "accuracy": 100.0 + }, + "code-location": { + "count": 4, + "correct": 4, + "accuracy": 100.0 + }, + "knowledge-update": { + "count": 4, + "correct": 4, + "accuracy": 100.0 + }, + "multi-session": { + "count": 3, + "correct": 2, + "accuracy": 66.7 + } + }, + "abstention": { + "count": 3, + "correct": 3, + "accuracy": 100.0 + }, + "non_abstention": { + "count": 24, + "correct": 23, + "accuracy": 95.8 + }, + "timing": { + "recall_median_ms": 0.9, + "recall_p95_ms": 1.6, + "store_median_ms": 9.8, + "generation_median_ms": 4026.0 + }, + "elapsed_seconds": 48.9, + "config": { + "gen_model": "gpt-5.5", + "judge_model": "gpt-5.5", + "recall_limit": 15 + } + }, + "questions": [ + { + "question_id": "arch_billing_db", + "question_type": "code-architecture", + "question": "Which database does the billing-service use, and why was that chosen over the alternative?", + "ground_truth": "PostgreSQL 15, chosen over MongoDB because invoicing needs ACID multi-row transactions.", + "generated_answer": "The `billing-service` uses **PostgreSQL 15** as its primary datastore.\n\nIt was chosen over **MongoDB** because invoice generation needs **ACID multi-row transactions** across invoices, invoice line items, tax rows, ledger entries, and payment intent records; a partially generated invoice is not acceptable for Helios billing workflows.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 7.62, + "store_time_ms": 10.7, + "generation_time_ms": 4267.26, + "judging_time_ms": 2320.03, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "arch_event_bus", + "question_type": "code-architecture", + "question": "What message bus do Helios services use for events, and why not Kafka?", + "ground_truth": "NATS JetStream; Kafka was rejected for being heavier operationally while at-most-once delivery was acceptable for telemetry.", + "generated_answer": "Helios services use **NATS JetStream** for inter-service events via `libs/messaging/src/jetstream.ts`, with subjects like `orders.created.v1`, `fleet.position.v1`, and telemetry publishing `fleet.telemetry.received.v1`.\n\nKafka was evaluated but rejected because the team wanted **lower operational overhead**, and telemetry only needed **at-most-once delivery**, not durable exactly-once semantics. JetStream was considered durable enough for order, billing, and routing workflows without running a heavier Kafka/ZooKeeper or KRaft stack.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.55, + "store_time_ms": 9.84, + "generation_time_ms": 3594.9, + "judging_time_ms": 2463.86, + "recalled_count": 9, + "is_abstention": false + }, + { + "question_id": "arch_auth", + "question_type": "code-architecture", + "question": "How are auth tokens validated across Helios services?", + "ground_truth": "Short-lived 15-minute JWTs issued by identity-service, validated at the API gateway against the JWKS endpoint; services don't call identity-service to validate.", + "generated_answer": "Auth tokens are validated at the API gateway, not inside downstream services. `identity-service` issues short-lived JWTs that expire after **15 minutes**, and the gateway validates them using `identity-service`’s public JWKS endpoint.\n\nDownstream services like `orders`, `billing`, `routing`, and `fleet-telemetry` should trust the gateway-provided auth context via headers such as `x-helios-user` and `x-helios-scopes`; they should **not** call `identity-service` directly to validate tokens.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.33, + "store_time_ms": 10.18, + "generation_time_ms": 4026.28, + "judging_time_ms": 1504.38, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "arch_routing_cache", + "question_type": "code-architecture", + "question": "How does the routing-service cache delivery routes?", + "ground_truth": "In Redis with a 6-hour TTL, keyed by (origin_hub, dest_hub, vehicle_class).", + "generated_answer": "The routing-service caches computed delivery routes in Redis.\n\n- File: `services/routing-service/src/cache/route_cache.py`\n- Cache key format: `route:{origin_hub}:{dest_hub}:{vehicle_class}`\n- Key inputs: `(origin_hub, dest_hub, vehicle_class)`\n- TTL: `21600` seconds, i.e. 6 hours\n- Write path uses `redis.setex(key, 21600, payload)`\n\nBefore calling the optimizer, `plan_delivery_route()` in `services/routing-service/src/planner/route_planner.py` checks `route_cache.get_computed_route(...)`. On a cache hit, it returns the cached route immediately; on a miss, it runs `optimizer.compute_route(...)` and then writes the computed route back to Redis.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.24, + "store_time_ms": 9.82, + "generation_time_ms": 4729.97, + "judging_time_ms": 1442.07, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "conv_error", + "question_type": "code-convention", + "question": "What is the error-response convention for Helios services?", + "ground_truth": "RFC 7807 problem+json via the shared problem.New(status, detail) helper; never bare string errors.", + "generated_answer": "Helios services return errors as RFC 7807 `application/problem+json`, not bare string errors via `http.Error`.\n\nThe established pattern is:\n\n```go\nproblem.New(status, detail).Render(w, r)\nreturn\n```\n\nFor example, an order-cancel conflict should use:\n\n```go\nproblem.New(http.StatusConflict, err.Error()).Render(w, r)\nreturn\n```\n\nTests should assert the `application/problem+json` content type and fields like `status` and `detail`, rather than plain text bodies such as `capacity exceeded\\n`.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.39, + "store_time_ms": 10.57, + "generation_time_ms": 3807.35, + "judging_time_ms": 1659.76, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "conv_naming", + "question_type": "code-convention", + "question": "What is the naming convention for HTTP handler functions?", + "ground_truth": "A `handle` prefix plus the resource in PascalCase (e.g. handleCreateInvoice), enforced by the lint-handler-name rule.", + "generated_answer": "HTTP handler functions use a `handle` prefix plus the resource/action in PascalCase.\n\nExamples:\n- `handleCreateInvoice`\n- `handleListShipments`\n- `handleListInvoiceEvents`\n\nThe custom linter rule is `lint-handler-name`, so names like `createInvoiceHandler` or `list_invoice_events` will fail.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.78, + "store_time_ms": 13.7, + "generation_time_ms": 2611.58, + "judging_time_ms": 4760.12, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "conv_migrations", + "question_type": "code-convention", + "question": "What are the rules for writing database migrations in Helios?", + "ground_truth": "Use golang-migrate, append-only and reversible (every up has a matching down); never edit an already-merged migration.", + "generated_answer": "For Helios database migrations:\n\n- Put them under the relevant service’s `migrations/` directory, e.g. `services/billing/migrations/`.\n- Use `golang-migrate` numbered migration pairs like `000042_name.up.sql` and `000042_name.down.sql`.\n- Migrations are append-only: don’t edit already-merged migrations.\n- Every `.up.sql` must have a matching reversible `.down.sql`.\n- Test locally with migrate up/down/up and the service tests, e.g. `make -C services/billing migrate-up`, `migrate-down`, then tests.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.25, + "store_time_ms": 10.88, + "generation_time_ms": 4369.26, + "judging_time_ms": 7725.32, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "conv_tests", + "question_type": "code-convention", + "question": "How are integration tests expected to handle datastore dependencies?", + "ground_truth": "Use real ephemeral Postgres/Redis via testcontainers-go; datastore mocks are banned in integration tests (only unit tests may mock).", + "generated_answer": "Integration tests are expected to use real datastore dependencies, not mocks. In Helios, they should run against ephemeral Postgres/Redis via `testcontainers-go` using `test/integration/env`, with explicit service migrations such as `migrations.Up(...)`.\n\nMocks for repositories/stores are only allowed in unit tests next to the package; datastore-layer mocks are banned in integration tests.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.5, + "store_time_ms": 10.08, + "generation_time_ms": 2962.21, + "judging_time_ms": 3873.01, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "api_create_invoice", + "question_type": "api-signature", + "question": "What is the signature of CreateInvoice and how is the idempotency key supplied?", + "ground_truth": "CreateInvoice(ctx, customerID string, lineItems []LineItem, opts ...InvoiceOption) (*Invoice, error); the idempotency key is passed via the WithIdempotencyKey(key) option.", + "generated_answer": "`CreateInvoice` is:\n\n```go\nCreateInvoice(ctx, customerID string, lineItems []LineItem, opts ...InvoiceOption) (*Invoice, error)\n```\n\nThe idempotency key is **not** a positional argument; supply it via the variadic option:\n\n```go\nbilling.WithIdempotencyKey(order.IdempotencyKey)\n```", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 10.16, + "generation_time_ms": 2739.84, + "judging_time_ms": 1488.33, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "api_route_endpoint", + "question_type": "api-signature", + "question": "What is the endpoint and request body to compute a delivery route?", + "ground_truth": "POST /v2/routes with body {origin_hub, dest_hub, vehicle_class, depart_after}; returns {route_id, legs[], eta_seconds}.", + "generated_answer": "The delivery route computation endpoint is:\n\n```http\nPOST /v2/routes\n```\n\nRequest JSON body:\n\n```json\n{\n \"origin_hub\": \"SEA-1\",\n \"dest_hub\": \"PDX-2\",\n \"vehicle_class\": \"reefer_26ft\",\n \"depart_after\": \"2026-06-08T15:00:00Z\"\n}\n```", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.77, + "store_time_ms": 10.38, + "generation_time_ms": 5928.89, + "judging_time_ms": 9624.97, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "api_telemetry", + "question_type": "api-signature", + "question": "How is fleet telemetry ingested at the API level?", + "ground_truth": "Via the client-streaming gRPC method TelemetryService.Report(stream TelemetryPoint) returning ReportAck{accepted_count}.", + "generated_answer": "Fleet telemetry is ingested through `TelemetryService.Report`, which is a **client-streaming gRPC RPC**:\n\n```proto\nrpc Report(stream TelemetryPoint) returns (ReportAck);\n```\n\nAt the API level, the client opens a stream, sends one or more `TelemetryPoint` messages, then closes the stream and receives a `ReportAck` containing:\n\n```proto\nuint64 accepted_count = 1;\n```\n\nThe Go handler shape is:\n\n```go\nReport(TelemetryService_ReportServer) error\n```\n\nIt repeatedly calls `Recv()`, rejects points with missing `vehicle_id` using `codes.InvalidArgument`, ingests valid points, counts them, and on `io.EOF` returns `ReportAck{AcceptedCount: accepted}` via `SendAndClose`.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.72, + "store_time_ms": 9.73, + "generation_time_ms": 5887.8, + "judging_time_ms": 1932.54, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "bug_tz", + "question_type": "bug-fix", + "question": "What caused the invoice due-date off-by-one-day bug and how was it fixed?", + "ground_truth": "Due dates were computed in server-local time via time.Now(); fixed (PR #482) by computing in UTC and storing with timezone.", + "generated_answer": "The bug was caused by deriving invoice due dates from `time.Now()` in the server-local timezone before adding net terms, which shifted dates across midnight for UTC+ / APAC customers.\n\nIt was fixed in PR #482 by:\n- using `clock.Now().UTC()` in `BuildInvoice()`\n- computing `DueAt` from that UTC timestamp with `AddDate`\n- storing `DueAt time.Time` plus `DueTimezone`\n- updating `billing/invoice_repository.go` to persist the new timezone column\n- adding a regression test for an `Asia/Singapore` net-30 customer, which passed with `go test ./services/billing/...`", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.04, + "store_time_ms": 10.12, + "generation_time_ms": 4470.93, + "judging_time_ms": 2710.36, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "bug_nats_redeliver", + "question_type": "bug-fix", + "question": "Why were duplicate shipment notifications happening and what was the fix?", + "ground_truth": "The NATS consumer acked after the slow SMTP send, causing redelivery; fixed by making email sends idempotent with a dedup key and acking before side effects.", + "generated_answer": "Duplicate shipment notifications happened because `notifications-service` acked the NATS/JetStream message **after** sending the email:\n\n```ts\nawait emailClient.sendShipmentCreatedEmail(payload);\nawait msg.ack();\n```\n\nWhen SMTP was slow and exceeded the ack wait, JetStream redelivered the same shipment event, causing the email to be sent again.\n\nThe fix was two-part:\n\n1. **Ack before the side effect** in `services/notifications/src/consumers/shipment-created.ts`.\n2. **Make email sending idempotent** with a stable dedup key:\n\n```ts\nconst dedupKey = `shipment-created:${payload.shipmentId}:${payload.recipientEmail}`;\n\nawait msg.ack();\n\nawait emailClient.sendShipmentCreatedEmail(payload, { dedupKey });\n```\n\nA regression test was added to handle the same shipment event twice and verify `smtp.send` is called only once, plus an assertion that `ack` happens before `smtp.send`.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.91, + "store_time_ms": 10.44, + "generation_time_ms": 5198.58, + "judging_time_ms": 1852.29, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "bug_redis_stampede", + "question_type": "bug-fix", + "question": "What caused the routing latency spikes under load and how was it resolved?", + "ground_truth": "A cache stampede when popular routes expired; fixed by adding singleflight so only one goroutine recomputes a key while others wait.", + "generated_answer": "The routing latency spikes were caused by a cache stampede: when a popular route key expired, many goroutines missed the cache at the same time and recomputed the same route concurrently, causing p99 latency to jump at TTL boundaries.\n\nIt was resolved by adding `singleflight` in `GetOrCompute()` so only one goroutine recomputes a given route key while the others wait. A second cache check inside the `singleflight.Do()` prevents redundant computation if another goroutine already filled the cache, and a regression test confirmed that 50 concurrent misses trigger only `1` computation.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.39, + "store_time_ms": 10.62, + "generation_time_ms": 3673.87, + "judging_time_ms": 1408.62, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "loc_auth_mw", + "question_type": "code-location", + "question": "Where in the repo is the JWT auth middleware defined?", + "ground_truth": "pkg/gateway/middleware/auth.go (with JWKS refresh in pkg/gateway/middleware/jwks.go).", + "generated_answer": "The JWT auth middleware is defined in `pkg/gateway/middleware/auth.go`, around the `Authenticate(next http.Handler) http.Handler` middleware handler.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.56, + "store_time_ms": 10.05, + "generation_time_ms": 2040.25, + "judging_time_ms": 4088.72, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "loc_migrations", + "question_type": "code-location", + "question": "Where are the billing-service database migrations located?", + "ground_truth": "Under db/migrations/billing/ (migrations live in db/migrations//).", + "generated_answer": "Billing-service migrations are under `db/migrations/billing/` at the repo root.\n\nDon’t put them in `services/billing/db`; Helios’s migrator only scans `db/migrations//`.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.87, + "store_time_ms": 9.0, + "generation_time_ms": 4109.51, + "judging_time_ms": 3882.03, + "recalled_count": 1, + "is_abstention": false + }, + { + "question_id": "loc_protos", + "question_type": "code-location", + "question": "Where do the protobuf definitions and generated stubs live?", + "ground_truth": "Protos in api/proto/, generated Go stubs in gen/go/ (which must never be hand-edited).", + "generated_answer": "In Helios, the protobuf definitions live under `api/proto/`, and the generated Go stubs are committed under `gen/go/`.\n\nFor the routing example specifically:\n- Definition: `api/proto/routing/v1/routing.proto`\n- Generated stubs: `gen/go/routing/v1/routing.pb.go` and `gen/go/routing/v1/routing_grpc.pb.go`", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.62, + "store_time_ms": 9.35, + "generation_time_ms": 3574.05, + "judging_time_ms": 4004.65, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "ku_orders_proto", + "question_type": "knowledge-update", + "question": "What protocol and port does the orders-service currently expose?", + "ground_truth": "gRPC on port 9090 (the old REST/JSON on 8080 was removed).", + "generated_answer": "The `orders-service` currently exposes **gRPC on port 9090**.\n\nEarlier it exposed REST/JSON on `8080`, but as of the latest memory on **2024-03-08**, that REST endpoint was fully removed and the Kubernetes/Terraform config was updated to use only gRPC `9090`.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.84, + "store_time_ms": 8.67, + "generation_time_ms": 3729.29, + "judging_time_ms": 2350.95, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "ku_deploy", + "question_type": "knowledge-update", + "question": "How are deployments to production performed now?", + "ground_truth": "Automatically via ArgoCD watching the helios-gitops repo (GitOps); the old manual deploy.sh was deleted.", + "generated_answer": "Deployments now use the GitOps flow: service repos publish images, then deployment state is updated in `helios-gitops`, and ArgoCD watches that repo and syncs changes automatically.\n\nFor production specifically: do **not** run `kubectl apply` directly. The approved path is: merge service code → CI pushes image → update image tag/values in `helios-gitops` → ArgoCD applies the change.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.68, + "store_time_ms": 9.48, + "generation_time_ms": 4361.24, + "judging_time_ms": 1434.58, + "recalled_count": 5, + "is_abstention": false + }, + { + "question_id": "ku_logging", + "question_type": "knowledge-update", + "question": "What logging library and format do Helios services use now?", + "ground_truth": "slog with structured JSON output (logrus was removed).", + "generated_answer": "Helios services now use Go’s `log/slog` with the shared JSON handler from `pkg/observability/logger.go`.\n\nAs of the latest memory on 2024-03-20, logging is standardized on structured JSON output, and `logrus` has been removed from all services.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.22, + "store_time_ms": 8.7, + "generation_time_ms": 5405.24, + "judging_time_ms": 2511.75, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ku_default_branch", + "question_type": "knowledge-update", + "question": "How many approvals are required to merge to the default branch now?", + "ground_truth": "2 approving reviews plus a passing security scan.", + "generated_answer": "2 approving reviews are required to merge to the default branch (`main`) now. The latest memory also says `security / trivy-scan` must be green, and CODEOWNERS review still applies where relevant.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.59, + "store_time_ms": 8.97, + "generation_time_ms": 3581.32, + "judging_time_ms": 6059.89, + "recalled_count": 2, + "is_abstention": false + }, + { + "question_id": "ms_deploy_pipeline", + "question_type": "multi-session", + "question": "End to end, what makes a container image eligible to be deployed to production?", + "ground_truth": "CI signs the image with cosign, and ArgoCD refuses to sync any image whose cosign signature doesn't verify — so only signed, verifiable images deploy.", + "generated_answer": "End to end, a Helios container image is eligible for production when:\n\n1. CI builds and pushes the image to `ghcr.io/helios/...` with the intended SHA/tag.\n2. CI signs the pushed image with `cosign`.\n - For `routing-worker`, this uses GitHub OIDC/keyless signing via Fulcio/Rekor.\n - For `routing`, the release workflow signs with `COSIGN_PRIVATE_KEY`.\n3. The deploy/GitOps manifest references the approved image version.\n - For `routing-worker`, the release job resolves the image digest with `crane digest` and pins `IMAGE@DIGEST`.\n - For `routing`, the prod overlay was updated to the signed tag, e.g. `7f3c9d8`.\n4. ArgoCD/Kyverno policy verifies the cosign signature before allowing sync/deploy.\n - Helios prod has cosign verification enabled, and ArgoCD refuses images whose signature does not verify.\n\nSo the key requirements are: pushed image, valid cosign signature trusted by the cluster policy, and the production GitOps overlay referencing that signed image/tag or digest.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.14, + "store_time_ms": 9.05, + "generation_time_ms": 5919.98, + "judging_time_ms": 1386.86, + "recalled_count": 3, + "is_abstention": false + }, + { + "question_id": "ms_invoice_flow", + "question_type": "multi-session", + "question": "How does an invoice get generated after an order is delivered?", + "ground_truth": "orders-service publishes order.delivered to NATS; billing-service consumes it and calls CreateInvoice with an idempotency key derived from the order ID.", + "generated_answer": "After an order is delivered, the orders-service publishes an `order.delivered` event to NATS after the DB status update succeeds. The payload includes `orderId`, `tenantId`, and `deliveredAt`.\n\nIn billing-service, `services/billing/src/subscribers/orderDelivered.ts` subscribes to `order.delivered` and calls `CreateInvoice.execute(...)`, using an idempotency key like:\n\n```ts\norder:${evt.orderId}:invoice\n```\n\nThe `CreateInvoice` handler checks `invoiceRepository.findByIdempotencyKey(...)` first, so if the delivery event is redelivered, it returns the existing invoice instead of creating a duplicate.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.69, + "store_time_ms": 8.87, + "generation_time_ms": 4260.5, + "judging_time_ms": 1663.7, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "ms_oncall", + "question_type": "multi-session", + "question": "What are the first steps when a production alert fires?", + "ground_truth": "PagerDuty pages on-call (surfaced in #helios-incidents), and the on-call must create an incident doc from the incident-template before attempting mitigation.", + "generated_answer": "When a production alert fires, the first step is to create a new incident doc from `docs/oncall/incident-template.md`, per `docs/oncall/runbook.md`. That must happen before any mitigation, such as changing breaker thresholds or disabling route optimization.", + "is_correct": false, + "judge_score": 0.0, + "judge_explanation": "INCORRECT", + "recall_time_ms": 0.66, + "store_time_ms": 8.83, + "generation_time_ms": 4421.48, + "judging_time_ms": 3399.36, + "recalled_count": 4, + "is_abstention": false + }, + { + "question_id": "abs_redis_version_abs", + "question_type": "code-architecture", + "question": "What exact version of Redis does the routing-service run in production?", + "ground_truth": "I don't have enough information to answer that.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.33, + "store_time_ms": 9.6, + "generation_time_ms": 1997.09, + "judging_time_ms": 1406.03, + "recalled_count": 13, + "is_abstention": true + }, + { + "question_id": "abs_frontend_fw_abs", + "question_type": "code-architecture", + "question": "Which frontend framework does the Helios customer dashboard use?", + "ground_truth": "I don't have enough information to answer that.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 1.01, + "store_time_ms": 8.05, + "generation_time_ms": 2173.34, + "judging_time_ms": 1675.9, + "recalled_count": 1, + "is_abstention": true + }, + { + "question_id": "abs_db_password_abs", + "question_type": "code-location", + "question": "Where is the production database password stored?", + "ground_truth": "I don't have enough information to answer that.", + "generated_answer": "I don't have enough information to answer that.", + "is_correct": true, + "judge_score": 1.0, + "judge_explanation": "CORRECT", + "recall_time_ms": 0.51, + "store_time_ms": 7.63, + "generation_time_ms": 1898.57, + "judging_time_ms": 1368.13, + "recalled_count": 1, + "is_abstention": true + } + ] +} \ No newline at end of file diff --git a/benchmark/codemem_rak_results.json b/benchmark/codemem_rak_results.json new file mode 100644 index 0000000..06802bf --- /dev/null +++ b/benchmark/codemem_rak_results.json @@ -0,0 +1,515 @@ +{ + "summary": { + "total": 24, + "overall": { + "R@1": 95.8, + "R@3": 100.0, + "R@5": 100.0, + "R@10": 100.0 + }, + "by_type": { + "api-signature": { + "count": 3, + "R@5": 100.0 + }, + "bug-fix": { + "count": 3, + "R@5": 100.0 + }, + "code-architecture": { + "count": 4, + "R@5": 100.0 + }, + "code-convention": { + "count": 4, + "R@5": 100.0 + }, + "code-location": { + "count": 3, + "R@5": 100.0 + }, + "knowledge-update": { + "count": 4, + "R@5": 100.0 + }, + "multi-session": { + "count": 3, + "R@5": 100.0 + } + }, + "timing": { + "recall_median_ms": 0.8, + "recall_mean_ms": 4.5, + "store_median_ms": 12.1 + }, + "misses": 0, + "elapsed_seconds": 0.5 + }, + "questions": [ + { + "question_id": "arch_billing_db", + "question_type": "code-architecture", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 86.67, + "store_time_ms": 14.04, + "answer_session_ids": [ + "arch_billing_db_s7" + ], + "recalled_session_ids": [ + "arch_billing_db_s7", + "arch_billing_db_s6" + ] + }, + { + "question_id": "arch_event_bus", + "question_type": "code-architecture", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 1.78, + "store_time_ms": 15.16, + "answer_session_ids": [ + "arch_event_bus_s2" + ], + "recalled_session_ids": [ + "arch_event_bus_s2", + "arch_event_bus_s15", + "arch_event_bus_s8", + "arch_event_bus_s16", + "arch_event_bus_s13", + "arch_event_bus_s10", + "arch_event_bus_s7", + "arch_event_bus_s4", + "arch_event_bus_s3" + ] + }, + { + "question_id": "arch_auth", + "question_type": "code-architecture", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 1.35, + "store_time_ms": 13.56, + "answer_session_ids": [ + "arch_auth_s16" + ], + "recalled_session_ids": [ + "arch_auth_s16" + ] + }, + { + "question_id": "arch_routing_cache", + "question_type": "code-architecture", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 1.33, + "store_time_ms": 12.05, + "answer_session_ids": [ + "arch_routing_cache_s4" + ], + "recalled_session_ids": [ + "arch_routing_cache_s4", + "arch_routing_cache_s16", + "arch_routing_cache_s11", + "arch_routing_cache_s2", + "arch_routing_cache_s8" + ] + }, + { + "question_id": "conv_error", + "question_type": "code-convention", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 1.29, + "store_time_ms": 12.61, + "answer_session_ids": [ + "conv_error_s4" + ], + "recalled_session_ids": [ + "conv_error_s4", + "conv_error_s17" + ] + }, + { + "question_id": "conv_naming", + "question_type": "code-convention", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.6, + "store_time_ms": 13.74, + "answer_session_ids": [ + "conv_naming_s6" + ], + "recalled_session_ids": [ + "conv_naming_s6" + ] + }, + { + "question_id": "conv_migrations", + "question_type": "code-convention", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 1.12, + "store_time_ms": 12.23, + "answer_session_ids": [ + "conv_migrations_s9" + ], + "recalled_session_ids": [ + "conv_migrations_s9" + ] + }, + { + "question_id": "conv_tests", + "question_type": "code-convention", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 1.38, + "store_time_ms": 12.63, + "answer_session_ids": [ + "conv_tests_s1" + ], + "recalled_session_ids": [ + "conv_tests_s1" + ] + }, + { + "question_id": "api_create_invoice", + "question_type": "api-signature", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.47, + "store_time_ms": 11.78, + "answer_session_ids": [ + "api_create_invoice_s3" + ], + "recalled_session_ids": [ + "api_create_invoice_s3" + ] + }, + { + "question_id": "api_route_endpoint", + "question_type": "api-signature", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.77, + "store_time_ms": 10.88, + "answer_session_ids": [ + "api_route_endpoint_s8" + ], + "recalled_session_ids": [ + "api_route_endpoint_s8", + "api_route_endpoint_s11" + ] + }, + { + "question_id": "api_telemetry", + "question_type": "api-signature", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.62, + "store_time_ms": 10.2, + "answer_session_ids": [ + "api_telemetry_s4" + ], + "recalled_session_ids": [ + "api_telemetry_s4" + ] + }, + { + "question_id": "bug_tz", + "question_type": "bug-fix", + "hits": { + "1": false, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.93, + "store_time_ms": 12.17, + "answer_session_ids": [ + "bug_tz_s3" + ], + "recalled_session_ids": [ + "bug_tz_s14", + "bug_tz_s3" + ] + }, + { + "question_id": "bug_nats_redeliver", + "question_type": "bug-fix", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.8, + "store_time_ms": 12.51, + "answer_session_ids": [ + "bug_nats_redeliver_s7" + ], + "recalled_session_ids": [ + "bug_nats_redeliver_s7", + "bug_nats_redeliver_s5" + ] + }, + { + "question_id": "bug_redis_stampede", + "question_type": "bug-fix", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 1.25, + "store_time_ms": 11.15, + "answer_session_ids": [ + "bug_redis_stampede_s14" + ], + "recalled_session_ids": [ + "bug_redis_stampede_s14" + ] + }, + { + "question_id": "loc_auth_mw", + "question_type": "code-location", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.51, + "store_time_ms": 11.31, + "answer_session_ids": [ + "loc_auth_mw_s0" + ], + "recalled_session_ids": [ + "loc_auth_mw_s0" + ] + }, + { + "question_id": "loc_migrations", + "question_type": "code-location", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.84, + "store_time_ms": 11.48, + "answer_session_ids": [ + "loc_migrations_s11" + ], + "recalled_session_ids": [ + "loc_migrations_s11" + ] + }, + { + "question_id": "loc_protos", + "question_type": "code-location", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.63, + "store_time_ms": 10.55, + "answer_session_ids": [ + "loc_protos_s1" + ], + "recalled_session_ids": [ + "loc_protos_s1" + ] + }, + { + "question_id": "ku_orders_proto", + "question_type": "knowledge-update", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.84, + "store_time_ms": 12.14, + "answer_session_ids": [ + "ku_orders_proto_s0", + "ku_orders_proto_s10" + ], + "recalled_session_ids": [ + "ku_orders_proto_s10", + "ku_orders_proto_s0" + ] + }, + { + "question_id": "ku_deploy", + "question_type": "knowledge-update", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.72, + "store_time_ms": 12.03, + "answer_session_ids": [ + "ku_deploy_s6", + "ku_deploy_s0" + ], + "recalled_session_ids": [ + "ku_deploy_s6", + "ku_deploy_s0" + ] + }, + { + "question_id": "ku_logging", + "question_type": "knowledge-update", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 1.28, + "store_time_ms": 12.06, + "answer_session_ids": [ + "ku_logging_s4", + "ku_logging_s12" + ], + "recalled_session_ids": [ + "ku_logging_s12", + "ku_logging_s4" + ] + }, + { + "question_id": "ku_default_branch", + "question_type": "knowledge-update", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.57, + "store_time_ms": 12.83, + "answer_session_ids": [ + "ku_default_branch_s11", + "ku_default_branch_s3" + ], + "recalled_session_ids": [ + "ku_default_branch_s11", + "ku_default_branch_s3" + ] + }, + { + "question_id": "ms_deploy_pipeline", + "question_type": "multi-session", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 1.15, + "store_time_ms": 10.61, + "answer_session_ids": [ + "ms_deploy_pipeline_s1", + "ms_deploy_pipeline_s17" + ], + "recalled_session_ids": [ + "ms_deploy_pipeline_s1", + "ms_deploy_pipeline_s4" + ] + }, + { + "question_id": "ms_invoice_flow", + "question_type": "multi-session", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.72, + "store_time_ms": 10.53, + "answer_session_ids": [ + "ms_invoice_flow_s15", + "ms_invoice_flow_s12" + ], + "recalled_session_ids": [ + "ms_invoice_flow_s15", + "ms_invoice_flow_s12" + ] + }, + { + "question_id": "ms_oncall", + "question_type": "multi-session", + "hits": { + "1": true, + "3": true, + "5": true, + "10": true + }, + "recall_time_ms": 0.62, + "store_time_ms": 12.21, + "answer_session_ids": [ + "ms_oncall_s15", + "ms_oncall_s6" + ], + "recalled_session_ids": [ + "ms_oncall_s15", + "ms_oncall_s6", + "ms_oncall_s7", + "ms_oncall_s1" + ] + } + ] +} \ No newline at end of file diff --git a/benchmark/codemem_sessions_cache.json b/benchmark/codemem_sessions_cache.json new file mode 100644 index 0000000..93dd8ef --- /dev/null +++ b/benchmark/codemem_sessions_cache.json @@ -0,0 +1,1840 @@ +{ + "arch_billing_db": [ + { + "role": "user", + "content": "I'm updating the Helios service docs and noticed `services/billing-service/db/knexfile.ts` points at Postgres. Can you verify the datastore decision and add a short ADR note?" + }, + { + "role": "assistant", + "content": "Confirmed from the repo: `services/billing-service/src/db/client.ts` uses `pg`, migrations are under `services/billing-service/db/migrations`, and `docker-compose.dev.yml` pins `postgres:15` for `billing-db`. I'll add `docs/adr/003-billing-datastore.md` documenting PostgreSQL 15 as the billing-service primary datastore." + }, + { + "role": "user", + "content": "Make sure the rationale is explicit. We compared MongoDB, but invoice generation updates invoices, line items, tax rows, ledger entries, and payment intents together." + }, + { + "role": "assistant", + "content": "Added the ADR with this decision text:\n\n```md\n# ADR-003: Billing datastore\n\n## Decision\nThe `billing-service` uses PostgreSQL 15 as its primary datastore.\n\n## Rationale\nPostgreSQL 15 was chosen over MongoDB because invoice generation requires ACID multi-row transactions across invoices, invoice line items, tax rows, ledger entries, and payment intent records. A partially generated invoice is not acceptable for Helios billing workflows.\n```\n\nI also linked it from `docs/services/billing-service.md` under the persistence section." + }, + { + "role": "user", + "content": "Good. Did you also mention where local dev gets the version from?" + }, + { + "role": "assistant", + "content": "Yes. I added: `Local development uses the billing-db container in docker-compose.dev.yml, currently postgres:15.` The final touched files are `docs/adr/003-billing-datastore.md` and `docs/services/billing-service.md`." + } + ], + "arch_event_bus": [ + { + "role": "user", + "content": "I'm in `services/telemetry/src/publisher.ts` and trying to understand why we're publishing directly to NATS instead of going through the old `event-bus` abstraction. Is JetStream the canonical path for inter-service events now?" + }, + { + "role": "assistant", + "content": "Yes. In Helios, inter-service events flow through NATS JetStream. You can see the shared client in `libs/messaging/src/jetstream.ts`, and services like `orders`, `routing`, and `fleet-telemetry` publish subjects like `orders.created.v1` and `fleet.position.v1` there. The `event-bus` wrapper is legacy and only still referenced by `billing` tests." + }, + { + "role": "user", + "content": "Got it. I found `docs/architecture/events.md` and it says Kafka was evaluated. Was it rejected mainly because telemetry doesn't need durable exactly-once semantics?" + }, + { + "role": "assistant", + "content": "Exactly. The decision record says Kafka was explicitly rejected because the team wanted lighter operational overhead, and at-most-once delivery was acceptable for fleet telemetry. JetStream gives us enough durability for order/billing/routing workflows without running a heavier Kafka/ZooKeeper or KRaft stack." + }, + { + "role": "user", + "content": "I'll update `services/telemetry/src/publisher.ts` to use `createJetStreamPublisher()` directly and remove the `EventBusPublisher` shim. Anything else I should touch?" + }, + { + "role": "assistant", + "content": "Update `services/telemetry/test/publisher.test.ts` to assert the subject `fleet.telemetry.received.v1`, and add a short note in `docs/architecture/events.md` that telemetry publishers intentionally use at-most-once semantics. I would also run `pnpm test --filter @helios/fleet-telemetry` and `pnpm lint --filter @helios/messaging` after the change." + } + ], + "arch_routing_cache": [ + { + "role": "user", + "content": "I'm looking at Helios routing-service perf. Route recomputation is spiking CPU during morning dispatch. Can you check how computed routes are cached?" + }, + { + "role": "assistant", + "content": "I checked `services/routing-service/src/cache/route_cache.py`. Computed delivery routes are stored in Redis via `RouteCache.set_computed_route()`. The cache key is built from `(origin_hub, dest_hub, vehicle_class)`:\n\n`route:{origin_hub}:{dest_hub}:{vehicle_class}`\n\nand the write uses `redis.setex(key, 21600, payload)`, so the TTL is 6 hours." + }, + { + "role": "user", + "content": "Good. Is that cache actually used before calling the optimizer, or only populated after?" + }, + { + "role": "assistant", + "content": "It's used before optimization. In `services/routing-service/src/planner/route_planner.py`, `plan_delivery_route()` calls:\n\n`cached = await route_cache.get_computed_route(origin_hub, dest_hub, vehicle_class)`\n\nbefore invoking `optimizer.compute_route(...)`. On hit it returns the cached route immediately; on miss it computes, then writes back to Redis with the 6-hour TTL." + }, + { + "role": "user", + "content": "Let's add a metric for hit/miss by vehicle_class so we can see if morning dispatch is mostly cache misses." + }, + { + "role": "assistant", + "content": "Implemented in `services/routing-service/src/planner/route_planner.py`:\n\n- Added `routing_route_cache_hits_total{vehicle_class}` when Redis returns a route\n- Added `routing_route_cache_misses_total{vehicle_class}` before optimizer execution\n- Left the existing Redis cache behavior unchanged: computed delivery routes are still keyed by `(origin_hub, dest_hub, vehicle_class)` and stored with a 6-hour TTL\n\nI also added coverage in `services/routing-service/tests/test_route_planner_cache_metrics.py` for both hit and miss paths." + } + ], + "conv_migrations": [ + { + "role": "user", + "content": "I'm adding invoice dispute tracking in Helios. I created `services/billing/internal/disputes/store.go`, but I'm not sure where to put the schema changes for `billing_disputes` and the `invoice_id` index." + }, + { + "role": "assistant", + "content": "Put them under `services/billing/migrations/` as a new golang-migrate pair, e.g. `000042_create_billing_disputes.up.sql` and `000042_create_billing_disputes.down.sql`. Helios convention is that database migrations use golang-migrate, are append-only, and must be reversible: every `.up.sql` ships with a matching `.down.sql`. Also, don't edit any already-merged migration; add a new numbered migration instead." + }, + { + "role": "user", + "content": "Got it. I see `000041_add_invoice_tax_fields.up.sql` is already on main, so I'll leave it alone. Drafting this:\n\n`000042_create_billing_disputes.up.sql`\n```sql\nCREATE TABLE billing_disputes (\n id UUID PRIMARY KEY,\n invoice_id UUID NOT NULL REFERENCES invoices(id),\n reason TEXT NOT NULL,\n status TEXT NOT NULL,\n created_at TIMESTAMPTZ NOT NULL DEFAULT now(),\n updated_at TIMESTAMPTZ NOT NULL DEFAULT now()\n);\n\nCREATE INDEX idx_billing_disputes_invoice_id ON billing_disputes(invoice_id);\n```" + }, + { + "role": "assistant", + "content": "Add the matching down migration:\n\n`services/billing/migrations/000042_create_billing_disputes.down.sql`\n```sql\nDROP INDEX IF EXISTS idx_billing_disputes_invoice_id;\nDROP TABLE IF EXISTS billing_disputes;\n```\n\nThen run the migration check locally:\n\n```bash\nmake -C services/billing migrate-up\nmake -C services/billing migrate-down\nmake -C services/billing test\n```\n\nIf `migrate-down` leaves the DB clean and `migrate-up` reapplies successfully, the pair is reversible." + }, + { + "role": "user", + "content": "Ran it. `migrate-up`, `migrate-down`, then `migrate-up` again all pass against the billing dev container. `go test ./...` in `services/billing` is green too. I'll commit both new migration files and the repository code." + } + ], + "conv_naming": [ + { + "role": "user", + "content": "I'm adding the new billing endpoint in Helios. In `services/billing/internal/http/invoices.go` I currently have `createInvoiceHandler`, but `make lint` is failing. Can you check the naming convention before we wire the route?" + }, + { + "role": "assistant", + "content": "Yep. In this repo HTTP handler functions are named with a `handle` prefix plus the resource/action in PascalCase, e.g. `handleCreateInvoice` and `handleListShipments`. The custom linter rule `lint-handler-name` enforces that, so `createInvoiceHandler` will fail.\n\nI'd rename it like this:\n\n```go\n// services/billing/internal/http/invoices.go\nfunc handleCreateInvoice(ctx *app.Context) http.HandlerFunc {\n return func(w http.ResponseWriter, r *http.Request) {\n // existing implementation\n }\n}\n```\n\nThen update the route registration wherever it references the old symbol." + }, + { + "role": "user", + "content": "Route registration is in `services/billing/internal/http/routes.go`:\n\n```go\nrouter.Post(\"/invoices\", createInvoiceHandler(appCtx))\n```\n\nI'll rename that too. Anything else likely to break?" + }, + { + "role": "assistant", + "content": "Update the test references as well. I'd run:\n\n```bash\nrg \"createInvoiceHandler|handleCreateInvoice\" services/billing\n```\n\nExpected edits:\n\n```go\n// services/billing/internal/http/routes.go\nrouter.Post(\"/invoices\", handleCreateInvoice(appCtx))\n```\n\nIf there are handler unit tests in `services/billing/internal/http/invoices_test.go`, rename any direct calls there too. After that:\n\n```bash\ngo test ./services/billing/...\nmake lint\n```" + }, + { + "role": "user", + "content": "Done. `rg` only found `routes.go` and `invoices_test.go`. Tests pass, but lint now complains about `list_invoice_events` in the same file." + }, + { + "role": "assistant", + "content": "Same rule. Since it's an HTTP handler, rename it to PascalCase with the `handle` prefix:\n\n```go\nfunc handleListInvoiceEvents(ctx *app.Context) http.HandlerFunc {\n return func(w http.ResponseWriter, r *http.Request) {\n // existing implementation\n }\n}\n```\n\nThen update its route, probably something like:\n\n```go\nrouter.Get(\"/invoices/{invoiceID}/events\", handleListInvoiceEvents(appCtx))\n```\n\nThat should satisfy `lint-handler-name` for both billing handlers." + } + ], + "arch_auth": [ + { + "role": "user", + "content": "I'm looking at `services/orders/src/middleware/auth.ts` and it still has a `validateWithIdentityService()` helper. Before I rip it out, can you confirm the intended auth flow for Helios?" + }, + { + "role": "assistant", + "content": "Yes. Authentication across Helios is handled by short-lived JWTs issued by `identity-service`; they expire after 15 minutes. The API gateway validates them using the public JWKS endpoint exposed by `identity-service`. Downstream services like `orders`, `billing`, `routing`, and `fleet-telemetry` should trust the gateway-provided auth context and must not call `identity-service` to validate tokens." + }, + { + "role": "user", + "content": "Got it. I'll remove the direct validation path from orders. Current code has:\n\n```ts\nconst claims = await validateWithIdentityService(req.headers.authorization)\nreq.user = claims\n```\n\nI think this should instead read `x-helios-user` and `x-helios-scopes` from the gateway headers." + }, + { + "role": "assistant", + "content": "That matches the platform pattern. In `services/orders/src/middleware/auth.ts`, replace the identity-service call with gateway header parsing, something like:\n\n```ts\nexport function requireAuth(req: Request, res: Response, next: NextFunction) {\n const userHeader = req.header('x-helios-user')\n const scopesHeader = req.header('x-helios-scopes') ?? ''\n\n if (!userHeader) {\n return res.status(401).json({ error: 'missing authenticated user context' })\n }\n\n req.user = JSON.parse(userHeader)\n req.scopes = scopesHeader.split(',').filter(Boolean)\n next()\n}\n```\n\nAlso delete `validateWithIdentityService()` and any `IDENTITY_SERVICE_URL` dependency from the orders service config." + }, + { + "role": "user", + "content": "I updated `auth.ts`, removed `IDENTITY_SERVICE_URL` from `services/orders/src/config.ts`, and adjusted `services/orders/test/auth.middleware.test.ts`. One test now asserts that no outbound HTTP call is made during auth middleware execution." + }, + { + "role": "assistant", + "content": "Good. I'd also add a regression test for malformed gateway context:\n\n```ts\nit('rejects malformed x-helios-user header', async () => {\n await request(app)\n .get('/orders')\n .set('x-helios-user', '{bad json')\n .expect(401)\n})\n```\n\nThen run:\n\n```bash\npnpm --filter @helios/orders test\npnpm --filter @helios/api-gateway test\n```\n\nThe gateway tests should continue covering JWKS validation against `identity-service`'s public key set; orders should only verify that authenticated context was forwarded." + } + ], + "conv_tests": [ + { + "role": "user", + "content": "I'm adding coverage for the routing service's ETA cache invalidation. Where should I put the test? I see `services/routing/internal/cache` has unit tests with gomock for `Store`, but this hits Redis and Postgres through the repository path." + }, + { + "role": "assistant", + "content": "Put it under `services/routing/integration/eta_cache_test.go` and use the existing test harness in `test/integration/env`. For Helios, integration tests must run against ephemeral Postgres/Redis spun up with `testcontainers-go`. Datastore-layer mocks are banned in integration tests; only unit tests may mock repositories/stores." + }, + { + "role": "user", + "content": "Got it. I'll wire it like:\n\n```go\nfunc TestETACacheInvalidatesOnRouteUpdate(t *testing.T) {\n ctx := context.Background()\n env := integration.NewEnv(t,\n integration.WithPostgres(),\n integration.WithRedis(),\n )\n\n db := postgres.Open(env.PostgresDSN())\n rdb := redis.NewClient(&redis.Options{Addr: env.RedisAddr()})\n repo := routingrepo.NewPostgres(db)\n cache := etacache.NewRedis(rdb)\n svc := routing.NewService(repo, cache)\n // seed order/route, cache ETA, update route, assert cache miss/recompute\n}\n```\n\nDoes `NewEnv` handle migrations or do I need to call goose?" + }, + { + "role": "assistant", + "content": "`NewEnv` starts the containers, but migrations are explicit per service. In routing tests use:\n\n```go\nenv := integration.NewEnv(t, integration.WithPostgres(), integration.WithRedis())\nrequire.NoError(t, migrations.Up(ctx, env.PostgresDSN(), \"services/routing/migrations\"))\n```\n\nThen seed using real repositories, not fixtures that bypass the datastore. Also add the build tag at the top:\n\n```go\n//go:build integration\n```\n\nand run with:\n\n```bash\ngo test -tags=integration ./services/routing/integration -run TestETACacheInvalidatesOnRouteUpdate -count=1\n```" + }, + { + "role": "user", + "content": "I found an older `services/billing/integration/invoice_repo_test.go` using `mocks.NewLedgerStore(t)`. Should I leave it alone or clean it up while I'm here?" + }, + { + "role": "assistant", + "content": "Clean it up or file a follow-up, because that violates the convention. Integration tests in Helios should exercise real Postgres/Redis via `testcontainers-go`; mocks for datastore boundaries belong in `*_test.go` unit tests next to the package, e.g. `services/billing/internal/ledger/ledger_test.go`. If you touch it, replace `mocks.NewLedgerStore(t)` with the real `ledgerrepo.NewPostgres(db)` after `migrations.Up(...)`." + } + ], + "conv_error": [ + { + "role": "user", + "content": "I'm wiring the new `orders` cancel endpoint in Helios. In `services/orders/internal/http/handlers.go` I currently have:\n\n```go\nif err := h.cancel.Cancel(ctx, orderID); err != nil {\n return http.Error(w, err.Error(), http.StatusConflict)\n}\n```\n\nCan you patch this to match the platform error convention?" + }, + { + "role": "assistant", + "content": "Yes. In Helios every service returns errors as RFC 7807 `problem+json`; handlers must never return a bare string error. They should wrap with the shared `problem.New(status, detail)` helper.\n\nI’d change the handler to use the common renderer:\n\n```go\nimport \"github.com/helios/platform/pkg/problem\"\n\n...\nif err := h.cancel.Cancel(ctx, orderID); err != nil {\n problem.New(http.StatusConflict, err.Error()).Write(w)\n return\n}\n```\n\nIf this file already uses `problem.Write` elsewhere, we should follow that local style instead." + }, + { + "role": "user", + "content": "The shared helper has `Render(w, r)` not `Write(w)`. Check `services/billing/internal/http/invoices.go` for the pattern and apply the same one here." + }, + { + "role": "assistant", + "content": "Got it. Billing uses:\n\n```go\nproblem.New(http.StatusBadRequest, \"invalid invoice id\").Render(w, r)\n```\n\nPatch for `services/orders/internal/http/handlers.go`:\n\n```diff\n import (\n \"net/http\"\n \n+ \"github.com/helios/platform/pkg/problem\"\n )\n@@\n if err := h.cancel.Cancel(ctx, orderID); err != nil {\n- return http.Error(w, err.Error(), http.StatusConflict)\n+ problem.New(http.StatusConflict, err.Error()).Render(w, r)\n+ return\n }\n```\n\nThis keeps the response content type and body shape consistent with RFC 7807 across orders, billing, routing, and telemetry." + }, + { + "role": "user", + "content": "Also update the test. `TestCancelOrderConflict` currently asserts plain text body equals `capacity exceeded\\n`." + }, + { + "role": "assistant", + "content": "I’d update `services/orders/internal/http/handlers_test.go` to assert the problem document instead of a bare string:\n\n```diff\n resp := rr.Result()\n require.Equal(t, http.StatusConflict, resp.StatusCode)\n-require.Equal(t, \"capacity exceeded\\n\", rr.Body.String())\n+require.Equal(t, \"application/problem+json\", resp.Header.Get(\"Content-Type\"))\n+\n+var body map[string]any\n+require.NoError(t, json.Unmarshal(rr.Body.Bytes(), &body))\n+require.Equal(t, float64(http.StatusConflict), body[\"status\"])\n+require.Equal(t, \"capacity exceeded\", body[\"detail\"])\n```\n\nAdd `encoding/json` to the imports if it isn’t already there. After that, run:\n\n```sh\ngo test ./services/orders/internal/http\n```\n\nThe important invariant is now covered: no handler leaks a bare string error; conflicts are wrapped with `problem.New(status, detail)` and emitted as `application/problem+json`." + } + ], + "api_create_invoice": [ + { + "role": "user", + "content": "I'm wiring invoice creation into `services/orders/internal/checkout/finalize.go`. Can you check the billing client signature before I call it? I don't want to accidentally pass the idempotency key as a positional arg." + }, + { + "role": "assistant", + "content": "Checked `pkg/clients/billing/invoices.go`: the method is `CreateInvoice(ctx, customerID string, lineItems []LineItem, opts ...InvoiceOption) (*Invoice, error)`. Idempotency is not positional; it's passed as an option with `WithIdempotencyKey(key)`." + }, + { + "role": "user", + "content": "Got it. I'll update the checkout path to build the line items and call:\n\n```go\ninvoice, err := billingClient.CreateInvoice(\n ctx,\n order.CustomerID,\n items,\n billing.WithIdempotencyKey(order.IdempotencyKey),\n)\n```\n\nDoes that line up with the package imports?" + }, + { + "role": "assistant", + "content": "Yes. In `finalize.go`, import alias should be:\n\n```go\nbilling \"github.com/helios/helios/pkg/clients/billing\"\n```\n\nThen `items` must be `[]billing.LineItem`. If you're mapping from `order.LineItems`, keep the conversion local so the call stays exactly:\n\n```go\ninvoice, err := billingClient.CreateInvoice(ctx, order.CustomerID, items, billing.WithIdempotencyKey(order.IdempotencyKey))\n```" + }, + { + "role": "user", + "content": "I added `toBillingLineItems(order.LineItems)` and the compile error is gone. Running `go test ./services/orders/internal/checkout` now." + }, + { + "role": "assistant", + "content": "If that passes, also run `go test ./pkg/clients/billing ./services/orders/...` since the variadic `InvoiceOption` path is covered in the billing client tests and the checkout integration mocks need to expect `WithIdempotencyKey` now." + } + ], + "api_route_endpoint": [ + { + "role": "user", + "content": "I'm wiring the integration test for Helios routing into `services/orders/src/routing_client.rs`, but I don't trust the old swagger stub. Can you check the route computation contract we're supposed to call?" + }, + { + "role": "assistant", + "content": "I checked `services/routing-service/docs/http.md` and the handler in `services/routing-service/src/http/routes_v2.rs`. The compute-route endpoint is `POST /v2/routes`. It expects JSON body `{origin_hub, dest_hub, vehicle_class, depart_after}` and on success returns HTTP 200 with `{route_id, legs[], eta_seconds}`." + }, + { + "role": "user", + "content": "Good. Update the client test fixture then. The current test still posts to `/routes/compute` and expects `duration_sec`." + }, + { + "role": "assistant", + "content": "Changed `services/orders/tests/fixtures/routing_stub.rs` to register `POST /v2/routes` and match:\n\n```rust\njson!({\n \"origin_hub\": \"SEA-1\",\n \"dest_hub\": \"PDX-2\",\n \"vehicle_class\": \"reefer_26ft\",\n \"depart_after\": \"2026-06-08T15:00:00Z\"\n})\n```\n\nAlso updated the stub response to:\n\n```rust\njson!({\n \"route_id\": \"rt_9f42\",\n \"legs\": [],\n \"eta_seconds\": 12600\n})\n```\n\nand fixed `routing_client.rs` mapping from `eta_seconds` instead of `duration_sec`." + }, + { + "role": "user", + "content": "Run just the orders routing tests?" + }, + { + "role": "assistant", + "content": "Ran:\n\n```bash\ncargo test -p orders-service routing_client --test routing_integration\n```\n\nAll 6 passed. I also grepped for the stale path:\n\n```bash\nrg \"/routes/compute|duration_sec\" services/orders services/routing-service\n```\n\nNo remaining references." + } + ], + "bug_tz": [ + { + "role": "user", + "content": "I'm looking at the billing regression from last week. In `services/billing/invoice_scheduler.go`, due dates are still derived from `time.Now()` before adding net terms. That explains why APAC customers saw invoices due one day early/late depending on cutoff." + }, + { + "role": "assistant", + "content": "Yep, the bug is that `time.Now()` uses the server-local timezone. In prod the billing workers run with local time, so customers in UTC+ timezones got due-dates shifted across midnight. We should compute from UTC and persist the timezone explicitly." + }, + { + "role": "user", + "content": "Let's patch `BuildInvoice()` to use `clock.Now().UTC()` and make `DueAt` a full timestamp instead of just date math. Also update `billing/invoice_repository.go` so it stores the zone field we added in the migration." + }, + { + "role": "assistant", + "content": "Implemented in PR #482. Changes:\n- `services/billing/invoice_scheduler.go`: `issuedAt := clock.Now().UTC()`\n- due date computed via `issuedAt.AddDate(0, 0, customer.PaymentTermsDays)`\n- `models.Invoice` now stores `DueAt time.Time` plus `DueTimezone string`\n- repository writes both columns from migration `20260601_add_invoice_due_timezone.sql`\n- added regression test for `Asia/Singapore` customer with net-30 terms" + }, + { + "role": "user", + "content": "Good. I ran `go test ./services/billing/...` and the new `TestInvoiceDueDate_UTCPlusTimezoneDoesNotShiftDay` passes. Let's merge PR #482 after CI." + } + ], + "api_telemetry": [ + { + "role": "user", + "content": "I'm wiring the fleet telemetry ingestion path in Helios. Can you check the proto and make sure the collector uses the right RPC shape before I update the Go handler?" + }, + { + "role": "assistant", + "content": "Checked `proto/fleet/telemetry.proto`. The ingestion endpoint is client-streaming:\n\n```proto\nservice TelemetryService {\n rpc Report(stream TelemetryPoint) returns (ReportAck);\n}\n\nmessage ReportAck {\n uint64 accepted_count = 1;\n}\n```\n\nSo the Go server needs `Report(TelemetryService_ReportServer) error`, read points with `Recv()` until `io.EOF`, then send `ReportAck{accepted_count}` via `SendAndClose`." + }, + { + "role": "user", + "content": "Right, I found `services/fleet-telemetry/internal/grpc/server.go` still treating it like unary. Patch that handler to count accepted points and reject missing vehicle IDs." + }, + { + "role": "assistant", + "content": "Updated the handler shape:\n\n```go\nfunc (s *Server) Report(stream fleetpb.TelemetryService_ReportServer) error {\n var accepted uint64\n\n for {\n point, err := stream.Recv()\n if errors.Is(err, io.EOF) {\n return stream.SendAndClose(&fleetpb.ReportAck{\n AcceptedCount: accepted,\n })\n }\n if err != nil {\n return status.Errorf(codes.Unknown, \"receive telemetry: %v\", err)\n }\n if point.GetVehicleId() == \"\" {\n return status.Error(codes.InvalidArgument, \"vehicle_id is required\")\n }\n if err := s.ingester.Ingest(stream.Context(), point); err != nil {\n return status.Errorf(codes.Internal, \"ingest telemetry: %v\", err)\n }\n accepted++\n }\n}\n```\n\nThis matches `TelemetryService.Report(stream TelemetryPoint) returning ReportAck{accepted_count}` as a client-streaming RPC." + }, + { + "role": "user", + "content": "Good. Also update the test to send three points over the stream and assert accepted_count is 3." + }, + { + "role": "assistant", + "content": "Adjusted `services/fleet-telemetry/internal/grpc/server_test.go` to use the generated client stream:\n\n```go\nstream, err := client.Report(ctx)\nrequire.NoError(t, err)\n\nfor _, p := range []*fleetpb.TelemetryPoint{p1, p2, p3} {\n require.NoError(t, stream.Send(p))\n}\n\nack, err := stream.CloseAndRecv()\nrequire.NoError(t, err)\nrequire.EqualValues(t, 3, ack.GetAcceptedCount())\n```\n\nI also added a negative case for an empty `vehicle_id`, expecting `codes.InvalidArgument`." + } + ], + "loc_auth_mw": [ + { + "role": "user", + "content": "I'm tracing the gateway auth path in Helios. Need to add a metric for JWT validation failures, but I don't want to put it in the wrong layer. Can you locate the relevant files?" + }, + { + "role": "assistant", + "content": "I checked the gateway package layout. The JWT auth middleware lives in `pkg/gateway/middleware/auth.go`; that's where requests are intercepted, the bearer token is parsed, and validation errors are returned. The JWKS refresh logic is separate in `pkg/gateway/middleware/jwks.go`, including key fetching/caching." + }, + { + "role": "user", + "content": "Good. Let's instrument only validation failures in `auth.go`, not refresh failures. What symbol should we patch?" + }, + { + "role": "assistant", + "content": "Patch the middleware handler around `Authenticate(next http.Handler) http.Handler` in `pkg/gateway/middleware/auth.go`. Add the counter increment in the branches that reject missing/invalid bearer tokens or failed JWT verification. Leave `pkg/gateway/middleware/jwks.go` alone so JWKS refresh/network/cache errors don't get counted as request auth failures unless they surface during token verification." + }, + { + "role": "user", + "content": "Makes sense. I'll add `gateway_jwt_validation_failures_total{reason=...}` near those early returns and keep JWKS metrics separate later." + }, + { + "role": "assistant", + "content": "Yep. After the change, run `go test ./pkg/gateway/middleware` first, then `go test ./pkg/gateway/...` to catch any gateway integration fallout." + } + ], + "bug_nats_redeliver": [ + { + "role": "user", + "content": "In Helios we're getting duplicate shipment notification emails from `notifications-service`. Can you help trace the NATS consumer? I think it's in `services/notifications/src/consumers/shipment-created.ts`." + }, + { + "role": "assistant", + "content": "I found the issue in `shipment-created.ts`. The handler currently does:\n\n```ts\nawait emailClient.sendShipmentCreatedEmail(payload);\nawait msg.ack();\n```\n\nSo the NATS message is acked only after SMTP returns. If SMTP is slow and exceeds the ack wait, JetStream redelivers the message, and we send the same shipment email again. That explains the duplicate shipment notifications." + }, + { + "role": "user", + "content": "Yeah, root cause matches the incidents: SMTP latency spiked and NATS redelivered. Let's make the email send idempotent and avoid acking after the side effect." + }, + { + "role": "assistant", + "content": "Updated `services/notifications/src/consumers/shipment-created.ts` to ack before side effects and pass a stable dedup key into the email path:\n\n```ts\nconst dedupKey = `shipment-created:${payload.shipmentId}:${payload.recipientEmail}`;\n\nawait msg.ack();\n\nawait emailClient.sendShipmentCreatedEmail(payload, { dedupKey });\n```\n\nThen in `services/notifications/src/email/email-client.ts` I added `dedupKey` support backed by `notification_dedup`:\n\n```ts\nconst inserted = await notificationDedupStore.tryInsert(dedupKey);\nif (!inserted) return;\n\nawait smtp.send(mail);\n```\n\nSo the fix is two-part: the NATS consumer no longer waits to ack until after SMTP, and the email send is idempotent using a dedup key." + }, + { + "role": "user", + "content": "Good. Add a regression test for redelivery behavior: same shipment event handled twice should call SMTP once." + }, + { + "role": "assistant", + "content": "Added `services/notifications/test/shipment-created.consumer.test.ts`:\n\n```ts\nit('deduplicates shipment-created emails across redelivery', async () => {\n const event = fixtureShipmentCreated({ shipmentId: 'shp_123', recipientEmail: 'ops@example.com' });\n\n await consumeShipmentCreated(event, mockMsg());\n await consumeShipmentCreated(event, mockMsg());\n\n expect(smtp.send).toHaveBeenCalledTimes(1);\n});\n```\n\nAlso asserted ack ordering:\n\n```ts\nexpect(msg.ack).toHaveBeenCalledBefore(smtp.send as jest.Mock);\n```\n\n`pnpm --filter notifications-service test` passes." + } + ], + "loc_migrations": [ + { + "role": "user", + "content": "I'm adding the new invoice_adjustments table for billing. I found services/billing/db but no migrations there. Where does Helios keep service migrations?" + }, + { + "role": "assistant", + "content": "In Helios, all SQL migrations live under db/migrations// at the repo root. So billing migrations go in db/migrations/billing/. Existing files there are named like 202606011030_add_payment_terms.sql." + }, + { + "role": "user", + "content": "Got it. I'll add db/migrations/billing/202606081415_create_invoice_adjustments.sql. Can you sanity-check the shape?" + }, + { + "role": "assistant", + "content": "Yes. I'd make it:\n\nCREATE TABLE invoice_adjustments (\n id UUID PRIMARY KEY DEFAULT gen_random_uuid(),\n invoice_id UUID NOT NULL REFERENCES invoices(id),\n adjustment_type TEXT NOT NULL,\n amount_cents BIGINT NOT NULL,\n reason TEXT,\n created_at TIMESTAMPTZ NOT NULL DEFAULT now()\n);\n\nCREATE INDEX idx_invoice_adjustments_invoice_id ON invoice_adjustments(invoice_id);\n\nKeep it under db/migrations/billing/; don't put it under services/billing/db because the migrator only scans db/migrations//." + }, + { + "role": "user", + "content": "Makes sense. I'll also update services/billing/src/repositories/invoice_adjustments.ts to use invoice_id and amount_cents directly, then run `pnpm test --filter @helios/billing`." + }, + { + "role": "assistant", + "content": "After adding the migration, run `pnpm migrate:status --service billing` too. That command should pick up db/migrations/billing/202606081415_create_invoice_adjustments.sql and confirm ordering before the billing tests hit the repository layer." + } + ], + "ku_orders_proto__old": [ + { + "role": "user", + "content": "I'm adding the smoke test for Helios deployments. Can you check how orders-service is exposed? I see k8s manifests under deploy/orders-service but I'm not sure what endpoint the test should hit." + }, + { + "role": "assistant", + "content": "I checked deploy/orders-service/deployment.yaml and service.yaml. The container exposes containerPort: 8080, and the Service maps port 8080 to targetPort 8080. In cmd/orders-service/main.go it starts the HTTP server with http.ListenAndServe(\":8080\", router). So orders-service exposes a REST/JSON API served on port 8080." + }, + { + "role": "user", + "content": "Good. Please add the smoke test against /health and one simple orders endpoint. Keep it runnable locally against localhost:8080." + }, + { + "role": "assistant", + "content": "Added tests/smoke/orders_service_smoke.py. It defaults ORDERS_BASE_URL to http://localhost:8080, checks GET /health returns 200 with JSON status == \"ok\", then POSTs a minimal JSON payload to /v1/orders and asserts a 201 plus an id in the JSON response. I also added a README snippet with: ORDERS_BASE_URL=http://localhost:8080 pytest tests/smoke/orders_service_smoke.py." + }, + { + "role": "user", + "content": "Make sure the test uses application/json and doesn't assume billing or routing are available." + }, + { + "role": "assistant", + "content": "Updated the POST to send headers={\"Content-Type\":\"application/json\",\"Accept\":\"application/json\"}. The payload only includes customer_id, pickup, dropoff, and requested_at, and the assertions avoid downstream state like billing_authorized or route_id. The test now treats any 202/201 accepted creation response with an order id as passing, so it won't fail if routing and billing are mocked or disabled." + } + ], + "bug_redis_stampede": [ + { + "role": "user", + "content": "I'm looking at the Helios routing service load test from last night. p99 jumped from ~180ms to 2.7s every 5 minutes. Can you check `services/routing/internal/cache/route_cache.go` and see why expirations line up with latency spikes?" + }, + { + "role": "assistant", + "content": "Yep, found it. `GetOrCompute()` does a plain cache miss path:\n\n```go\nv, ok := c.store.Get(key)\nif ok { return v, nil }\nroute, err := c.compute(ctx, req)\nc.store.Set(key, route, ttl)\n```\n\nUnder load, when a popular route key expires, every goroutine misses and recomputes the same route concurrently. That's a cache stampede, which explains the routing latency spikes at TTL boundaries." + }, + { + "role": "user", + "content": "Makes sense. Let's fix it with singleflight so one goroutine recomputes a route key and the others wait. Keep the cache API unchanged if possible." + }, + { + "role": "assistant", + "content": "Implemented in `services/routing/internal/cache/route_cache.go` using `golang.org/x/sync/singleflight`:\n\n```go\ntype RouteCache struct {\n store Store\n ttl time.Duration\n group singleflight.Group\n compute RouteComputer\n}\n\nfunc (c *RouteCache) GetOrCompute(ctx context.Context, req RouteRequest) (Route, error) {\n key := cacheKey(req)\n\n if route, ok := c.store.Get(key); ok {\n return route, nil\n }\n\n v, err, _ := c.group.Do(key, func() (any, error) {\n if route, ok := c.store.Get(key); ok {\n return route, nil\n }\n\n route, err := c.compute(ctx, req)\n if err != nil {\n return Route{}, err\n }\n c.store.Set(key, route, c.ttl)\n return route, nil\n })\n if err != nil {\n return Route{}, err\n }\n return v.(Route), nil\n}\n```\n\nThe second cache check inside `Do()` handles the case where another goroutine filled the key between the initial miss and joining the singleflight." + }, + { + "role": "user", + "content": "Good. Add a regression test proving only one computation happens for concurrent misses on the same popular route." + }, + { + "role": "assistant", + "content": "Added `services/routing/internal/cache/route_cache_test.go`:\n\n```go\nfunc TestGetOrComputeSingleflightPreventsStampede(t *testing.T) {\n store := NewMemoryStore()\n var calls atomic.Int32\n release := make(chan struct{})\n\n c := NewRouteCache(store, time.Minute, func(ctx context.Context, req RouteRequest) (Route, error) {\n calls.Add(1)\n <-release\n return Route{ID: \"r-123\", ETASeconds: 420}, nil\n })\n\n req := RouteRequest{Origin: \"SEA\", Destination: \"PDX\"}\n var wg sync.WaitGroup\n for i := 0; i < 50; i++ {\n wg.Add(1)\n go func() {\n defer wg.Done()\n route, err := c.GetOrCompute(context.Background(), req)\n require.NoError(t, err)\n require.Equal(t, \"r-123\", route.ID)\n }()\n }\n\n require.Eventually(t, func() bool {\n return calls.Load() == 1\n }, time.Second, 10*time.Millisecond)\n\n close(release)\n wg.Wait()\n require.Equal(t, int32(1), calls.Load())\n}\n```\n\nRan `go test ./services/routing/internal/cache ./services/routing/...`; all passing. This establishes the fix: routing latency spiked under load because popular route expirations caused a cache stampede, and singleflight now ensures only one goroutine recomputes each route key while the rest wait." + } + ], + "ku_orders_proto__new": [ + { + "role": "user", + "content": "I'm cleaning up Helios service discovery config. Can you check whether `orders-service` still needs the HTTP target group? I see references to both `:8080` and `:9090` in `infra/terraform/services/orders.tf`." + }, + { + "role": "assistant", + "content": "I checked the code paths: `services/orders/cmd/server/main.go` only initializes `grpc.NewServer()` and listens on `ORDERS_GRPC_ADDR`, defaulting to `:9090`. There are no remaining `net/http`, `chi`, or JSON handler registrations under `services/orders`. So `orders-service` has been migrated off REST; it now serves gRPC on port 9090, and the old REST/JSON API on 8080 is fully removed." + }, + { + "role": "user", + "content": "Good. Let's remove the stale infra then. Update Terraform and any Kubernetes probes that still assume HTTP." + }, + { + "role": "assistant", + "content": "Made the cleanup:\n\n- Removed `aws_lb_target_group.orders_http` and the `8080` listener rule from `infra/terraform/services/orders.tf`\n- Kept only `aws_lb_target_group.orders_grpc` on port `9090` with `protocol = \"HTTP\"` and `protocol_version = \"GRPC\"`\n- Updated `deploy/k8s/orders-service.yaml`:\n - container port renamed from `http` to `grpc`\n - port changed from `8080` to `9090`\n - replaced HTTP readiness/liveness probes with gRPC probes against port `9090`\n\nI also grepped for `orders.*8080` and only found an obsolete comment in `docs/legacy-routing.md`, which I removed." + }, + { + "role": "user", + "content": "Run the validation commands?" + }, + { + "role": "assistant", + "content": "Validation passed:\n\n```bash\nterraform -chdir=infra/terraform fmt -check\nterraform -chdir=infra/terraform validate\nkubectl apply --dry-run=server -f deploy/k8s/orders-service.yaml\nrg \"orders-service|orders\" infra deploy services/orders | rg \"8080|REST|json\"\n```\n\nThe final grep returns no live config or service implementation references to the removed REST/JSON endpoint." + } + ], + "loc_protos": [ + { + "role": "user", + "content": "I'm adding a `driver_eta_seconds` field to the routing response. I found `gen/go/routing/v1/routing.pb.go` and was going to patch the struct there, but I suspect that's generated. What's the right workflow in Helios?" + }, + { + "role": "assistant", + "content": "Don't edit `gen/go/` by hand. In Helios the protobuf definitions live under `api/proto/`, and the generated Go stubs are committed under `gen/go/`. Update the `.proto` file, then regenerate.\n\nLikely file:\n```bash\nrg \"RoutingResponse|RoutePlan\" api/proto\n```\nThen run the proto generation target, probably:\n```bash\nmake proto\n```\nor check:\n```bash\nmake help | rg proto\n```" + }, + { + "role": "user", + "content": "Found it in `api/proto/routing/v1/routing.proto`:\n\n```proto\nmessage RoutePlanResponse {\n string route_id = 1;\n repeated Stop stops = 2;\n int32 distance_meters = 3;\n}\n```\nI'll add it as field 4. Can you sanity check naming/type?" + }, + { + "role": "assistant", + "content": "Use snake_case in proto and a scalar integer is fine if this is a duration in seconds:\n\n```proto\nmessage RoutePlanResponse {\n string route_id = 1;\n repeated Stop stops = 2;\n int32 distance_meters = 3;\n int32 driver_eta_seconds = 4;\n}\n```\n\nAfter that:\n```bash\nmake proto\n\ngit diff -- api/proto/routing/v1/routing.proto gen/go/routing/v1/routing.pb.go\n```\nYou should see the hand-authored change in `api/proto/` and generated changes in `gen/go/`, but no manual edits there." + }, + { + "role": "user", + "content": "Ran `make proto`; it updated `gen/go/routing/v1/routing.pb.go` and `gen/go/routing/v1/routing_grpc.pb.go`. Tests?" + }, + { + "role": "assistant", + "content": "Run the routing package tests plus anything that compiles proto consumers:\n\n```bash\ngo test ./services/routing/...\ngo test ./internal/routing/...\ngo test ./...\n```\n\nAlso check for JSON/gateway expectations if Helios exposes this response externally:\n\n```bash\nrg \"driverEtaSeconds|driver_eta_seconds|RoutePlanResponse\" services internal api\n```\n\nIf `go test ./...` passes and the only generated deltas are under `gen/go/`, the proto workflow looks correct." + } + ], + "ku_deploy__old": [ + { + "role": "user", + "content": "I'm looking at Helios' deployment path before touching the routing-service chart. Is there a CI deploy workflow somewhere, or are we still applying raw manifests?" + }, + { + "role": "assistant", + "content": "I checked `.github/workflows/` and there isn't a production deploy job. The current path is `./scripts/deploy.sh`; it builds the image tag, then runs `kubectl apply -f k8s/namespaces.yaml` and manually `kubectl apply`s the manifests under `k8s/services/`, including `routing-service.yaml`." + }, + { + "role": "user", + "content": "Got it. So if I update `k8s/services/routing-service.yaml`, deploy is just running `./scripts/deploy.sh staging routing-service` locally with kube context set?" + }, + { + "role": "assistant", + "content": "Yes. `scripts/deploy.sh` expects the current kube context to already point at the target cluster, then it selects the env overlay and applies manifests with kubectl. There's no Helm release state or Argo sync involved." + }, + { + "role": "user", + "content": "Okay, I'll avoid introducing chart assumptions in the README. Can you add a note near `docs/operations/deployments.md` that deployments are done by running `./scripts/deploy.sh`, which kubectl-applies manifests manually?" + }, + { + "role": "assistant", + "content": "Done. I added a \"Current deployment mechanism\" section to `docs/operations/deployments.md` stating that Helios deployments are performed via `./scripts/deploy.sh` and that the script manually runs `kubectl apply` against the Kubernetes manifests. I also included the kube-context warning before the example command." + } + ], + "ku_logging__old": [ + { + "role": "user", + "content": "I'm trying to standardize request logging across Helios services. Can you check `services/orders/cmd/api/main.go` and `services/routing/cmd/api/main.go` and make sure they use the shared logger setup?" + }, + { + "role": "assistant", + "content": "I looked at both entrypoints. `orders` already calls `platform/logging.Configure()` before building the HTTP server, but `routing` still creates a raw `logrus.New()` in `main.go`. Also confirmed the shared setup in `pkg/platform/logging/logging.go`: services log with logrus in text format via `logger.SetFormatter(&logrus.TextFormatter{FullTimestamp: true})`." + }, + { + "role": "user", + "content": "Good. Please patch routing to use the shared logger and remove the duplicate formatter config." + }, + { + "role": "assistant", + "content": "Updated `services/routing/cmd/api/main.go`:\n\n```go\nlogger := logging.Configure()\nlogger.WithField(\"service\", \"routing-api\").Info(\"starting service\")\n```\n\nRemoved the local `logrus.New()`, `SetOutput(os.Stdout)`, and `TextFormatter` block. I also dropped the now-unused imports `os` and `github.com/sirupsen/logrus`." + }, + { + "role": "user", + "content": "Run the relevant checks?" + }, + { + "role": "assistant", + "content": "Ran:\n\n```bash\ngo test ./pkg/platform/logging ./services/routing/...\ngo vet ./services/routing/...\n```\n\nBoth passed. Routing now matches orders and uses the shared logrus text-format logger." + } + ], + "ku_deploy__new": [ + { + "role": "user", + "content": "I'm cleaning up the old deployment path in Helios. Can you check whether anything still references scripts/deploy.sh before I remove the leftover docs?" + }, + { + "role": "assistant", + "content": "I ran `rg \"deploy\\.sh|scripts/deploy\" .` from the repo root. Hits are only in docs:\n\n- `docs/runbooks/manual-deploy.md`\n- `docs/onboarding/platform.md`\n- `README.md`\n\nNo service code, CI workflow, or Makefile target references it. Also confirmed `scripts/deploy.sh` is already gone from the tree." + }, + { + "role": "user", + "content": "Good. Update those docs to reflect the GitOps flow. We moved to GitOps: deployments now happen automatically via ArgoCD watching the helios-gitops repo. The manual deploy.sh script has been deleted." + }, + { + "role": "assistant", + "content": "Updated the docs:\n\n- Deleted `docs/runbooks/manual-deploy.md`\n- Added `docs/runbooks/gitops-deployments.md`\n- Updated `README.md` deployment section\n- Updated `docs/onboarding/platform.md`\n\nThe new text says service repos only publish images, then deployment state is changed in `helios-gitops`; ArgoCD watches that repo and applies changes automatically. It also explicitly notes that the old `scripts/deploy.sh` manual path was removed." + }, + { + "role": "user", + "content": "Can you sanity-check the wording in the runbook? I don't want anyone thinking they should kubectl apply directly in prod." + }, + { + "role": "assistant", + "content": "I tightened `docs/runbooks/gitops-deployments.md`:\n\n- Added `Do not run kubectl apply against production clusters` under `Production changes`\n- Clarified the approved flow: merge service code -> CI pushes image -> update image tag/values in `helios-gitops` -> ArgoCD syncs automatically\n- Added rollback instructions using a revert commit in `helios-gitops`, not a manual cluster change\n\nI also reran `rg \"deploy\\.sh|manual deploy|kubectl apply\" docs README.md` and the only `kubectl apply` mention is now the explicit warning." + } + ], + "ku_logging__new": [ + { + "role": "user", + "content": "I'm cleaning up the observability refactor in Helios. Can you check whether any services still import logrus? I thought we standardized on slog JSON everywhere, but CI is still flagging something in billing." + }, + { + "role": "assistant", + "content": "I ran `rg \"logrus|sirupsen\" services pkg` and found one stale import in `services/billing/internal/reconciler/reconciler.go`. Everything else is already using `log/slog` with the shared JSON handler from `pkg/observability/logger.go`." + }, + { + "role": "user", + "content": "Patch that reconciler file to use the injected `*slog.Logger`. Don't add another wrapper; the platform logger already sets service, env, trace_id, and request_id attrs." + }, + { + "role": "assistant", + "content": "Updated `services/billing/internal/reconciler/reconciler.go`: removed `github.com/sirupsen/logrus`, changed the field to `logger *slog.Logger`, and converted calls like `WithFields(...).Error(...)` to `logger.Error(\"reconciliation failed\", \"order_id\", orderID, \"invoice_id\", invoiceID, \"err\", err)`. Also ran `go mod tidy` from repo root." + }, + { + "role": "user", + "content": "Good. Verify the dependency is gone from the workspace and the logs are still JSON in at least one service boot." + }, + { + "role": "assistant", + "content": "Verified. `rg \"logrus|sirupsen\" .` returns no matches, and `go list -deps ./... | rg logrus` is empty. `go test ./...` passes. I also started `services/orders` with `HELIOS_LOG_FORMAT=json go run ./services/orders/cmd/api` and confirmed startup logs are structured JSON via slog. So logging is standardized on slog with structured JSON output, and logrus has been removed from all services." + } + ], + "ku_default_branch__old": [ + { + "role": "user", + "content": "I'm updating the contributor docs for Helios. Can you check the repo settings notes and make sure the PR merge requirements in `docs/engineering/workflow.md` match what we actually enforce?" + }, + { + "role": "assistant", + "content": "I checked `infra/github/branch-protection.yml` and the generated settings snapshot in `docs/engineering/repo-settings.md`. For the default branch, branch protection requires exactly 1 approving review before merge. I'll update `docs/engineering/workflow.md` to say that instead of the old \"two reviewers\" wording." + }, + { + "role": "user", + "content": "Good. Please patch it and keep the language specific to `main`, since release branches have different rules." + }, + { + "role": "assistant", + "content": "Patched `docs/engineering/workflow.md`:\n\n```diff\n- PRs require two approving reviews before they can be merged.\n+ PRs targeting `main`, the default branch, require 1 approving review before they can be merged.\n```\n\nI left the `release/*` section unchanged since it references the separate release approval policy." + }, + { + "role": "user", + "content": "Run the docs lint?" + }, + { + "role": "assistant", + "content": "Ran `pnpm docs:lint docs/engineering/workflow.md` and it passed. No markdownlint or Vale warnings." + } + ], + "distractor_0": [ + { + "role": "user", + "content": "Can you tidy up that noisy debug log in the routing test? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Yep, I’ll trim it down so the test output only shows the shipment id and retry count when the assertion fails." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring; I just don’t want CI logs flooded." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a short message and left the assertion behavior unchanged." + }, + { + "role": "user", + "content": "Nice. Run just that test once more?" + }, + { + "role": "assistant", + "content": "It passed locally, and the output is much quieter now." + } + ], + "ms_invoice_flow__0": [ + { + "role": "user", + "content": "I'm wiring the delivery completion path in Helios. Can you check `services/orders-service/src/handlers/delivery.ts` and make sure downstream services get notified when an order is delivered?" + }, + { + "role": "assistant", + "content": "I looked at `delivery.ts`: `markDelivered()` updates the order status and commits, but it doesn't publish anything. In Helios, when an order is marked delivered, the orders-service should publish an `order.delivered` event to NATS so billing/routing can react. I'll add that after the DB update succeeds." + }, + { + "role": "user", + "content": "Use the existing publisher abstraction. I think it's in `src/events/natsPublisher.ts`. Payload should include `orderId`, `tenantId`, and `deliveredAt`." + }, + { + "role": "assistant", + "content": "Implemented in `services/orders-service/src/handlers/delivery.ts`:\n\n```ts\nawait orders.markDelivered(orderId, deliveredAt);\n\nawait natsPublisher.publish('order.delivered', {\n orderId,\n tenantId: order.tenantId,\n deliveredAt: deliveredAt.toISOString(),\n});\n```\n\nI also added `OrderDeliveredEvent` in `services/orders-service/src/events/types.ts` and reused the shared NATS client from `natsPublisher.ts`." + }, + { + "role": "user", + "content": "Add a regression test around that. Mock NATS, don't hit the broker." + }, + { + "role": "assistant", + "content": "Added `services/orders-service/test/delivery.spec.ts` coverage:\n\n```ts\nexpect(mockPublisher.publish).toHaveBeenCalledWith('order.delivered', {\n orderId: 'ord_123',\n tenantId: 'tenant_acme',\n deliveredAt: '2026-06-08T14:03:00.000Z',\n});\n```\n\nRan `pnpm --filter orders-service test delivery.spec.ts`; it passes. This confirms orders-service publishes `order.delivered` to NATS only after the delivered status update completes." + } + ], + "ms_deploy_pipeline__1": [ + { + "role": "user", + "content": "I'm updating the deploy path for Helios. Can you check whether `services/routing` needs anything besides the image tag bump in GitOps? I don't want to break prod sync." + }, + { + "role": "assistant", + "content": "I checked `gitops/apps/routing/overlays/prod/kustomization.yaml` and the tag bump is enough. One constraint to keep in mind: `gitops/argocd/projects/helios-prod.yaml` has the cosign verification policy enabled, and ArgoCD is configured to refuse syncing any image whose cosign signature does not verify." + }, + { + "role": "user", + "content": "Good. The build signs in CI, right? I see `.github/workflows/routing-release.yml` pushes `ghcr.io/helios/routing:${{ github.sha }}`." + }, + { + "role": "assistant", + "content": "Yes. That workflow runs `cosign sign --key env://COSIGN_PRIVATE_KEY ghcr.io/helios/routing:${{ github.sha }}` after the push. I also verified `deploy/policies/cosign-clusterimagepolicy.yaml` trusts the matching public key secret `cosign-pubkey` in `argocd`." + }, + { + "role": "user", + "content": "Then update the prod overlay to `7f3c9d8` and leave staging alone." + }, + { + "role": "assistant", + "content": "Done. I changed only `gitops/apps/routing/overlays/prod/kustomization.yaml`: `ghcr.io/helios/routing` now uses tag `7f3c9d8`. I didn't touch `gitops/apps/routing/overlays/staging/kustomization.yaml`." + } + ], + "ms_deploy_pipeline__0": [ + { + "role": "user", + "content": "I'm wiring the new `routing-worker` image into Helios deploys. The build already pushes `ghcr.io/helios/routing-worker:${GITHUB_SHA}` from `.github/workflows/routing-worker.yml`, but Argo still rejects the rollout in staging. Can you check what policy it's hitting?" + }, + { + "role": "assistant", + "content": "I found it in `platform/policies/kyverno/verify-images.yaml`. Helios has a cluster-wide Kyverno `ClusterPolicy` named `require-cosign-signatures` matching `ghcr.io/helios/*`. It verifies against the Fulcio/Rekor keyless issuer and blocks unsigned images. So container images in Helios must be signed with `cosign` in CI before they can be deployed." + }, + { + "role": "user", + "content": "Makes sense. Update the workflow after the push step. We use GitHub OIDC for signing, no static key. Existing services probably have the pattern." + }, + { + "role": "assistant", + "content": "Copied the pattern from `.github/workflows/orders-api.yml` into `.github/workflows/routing-worker.yml`:\n\n```yaml\npermissions:\n contents: read\n packages: write\n id-token: write\n\nsteps:\n - name: Install cosign\n uses: sigstore/cosign-installer@v3\n\n - name: Sign image\n env:\n COSIGN_EXPERIMENTAL: \"true\"\n IMAGE: ghcr.io/helios/routing-worker:${{ github.sha }}\n run: cosign sign --yes \"$IMAGE\"\n```\n\nI also moved the image tag into `env.IMAGE` so the build, push, and sign steps use the same value." + }, + { + "role": "user", + "content": "Good. Does the deploy manifest reference the digest or tag? I don't want Kyverno passing the signature but Argo deploying some mutable tag later." + }, + { + "role": "assistant", + "content": "Right now `services/routing-worker/k8s/deployment.yaml` uses `ghcr.io/helios/routing-worker:${IMAGE_TAG}`. I updated the release job to resolve and write the digest after signing:\n\n```bash\nDIGEST=$(crane digest \"$IMAGE\")\nkustomize edit set image ghcr.io/helios/routing-worker=\"$IMAGE@$DIGEST\"\n```\n\nThat matches `billing-api` and `fleet-telemetry`: CI builds, pushes, signs with cosign, resolves the digest, then commits the digest-pinned image into the staging overlay." + } + ], + "ms_oncall__0": [ + { + "role": "user", + "content": "I'm in `services/alerts/src/incidentRouter.ts`. We need to make sure production-critical routing failures create the right incident. Can you trace where `ROUTE_OPTIMIZER_DOWN` goes?" + }, + { + "role": "assistant", + "content": "Yep. `incidentRouter.ts` maps `ROUTE_OPTIMIZER_DOWN` to `Severity.P1`, then calls `dispatchIncident()` in `services/alerts/src/dispatch.ts`. For `env === 'production'`, `dispatchIncident()` sends to PagerDuty using `PagerDutyClient.trigger()` and also posts the incident summary to Slack via `SlackIncidentNotifier.post('#helios-incidents', payload)`." + }, + { + "role": "user", + "content": "Good. Let's add a regression test so nobody accidentally downgrades that. Check `services/alerts/test/incidentRouter.test.ts`." + }, + { + "role": "assistant", + "content": "Added a test case:\n\n```ts\nit('pages on-call via PagerDuty and posts to #helios-incidents for production P1 routing outage', async () => {\n await routeIncident({\n type: 'ROUTE_OPTIMIZER_DOWN',\n env: 'production',\n service: 'routing-api',\n region: 'us-east-1'\n });\n\n expect(pagerDuty.trigger).toHaveBeenCalledWith(expect.objectContaining({\n severity: 'critical',\n escalationPolicy: 'helios-oncall'\n }));\n expect(slack.post).toHaveBeenCalledWith(\n '#helios-incidents',\n expect.objectContaining({ service: 'routing-api' })\n );\n});\n```\n\nThis establishes that production alerts page the on-call engineer through PagerDuty and are integrated with the `#helios-incidents` Slack channel." + }, + { + "role": "user", + "content": "Run just that test file." + }, + { + "role": "assistant", + "content": "Ran:\n\n```bash\npnpm --filter @helios/alerts test services/alerts/test/incidentRouter.test.ts\n```\n\nResult: all 14 tests passed, including the new production P1 routing outage coverage." + } + ], + "distractor_3": [ + { + "role": "user", + "content": "Can you tidy up this test output a bit? The flaky retry test in Helios is printing a noisy debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the assertion behavior unchanged and just make the extra message conditional so normal runs stay quiet." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing or anything. I only noticed it while checking the routing job logs." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path, but the noisy line is only emitted when verbose logging is enabled." + }, + { + "role": "user", + "content": "Nice. Can you run just that small test group once?" + }, + { + "role": "assistant", + "content": "Ran it once locally; it passed and the regular output is clean now." + } + ], + "distractor_1": [ + { + "role": "user", + "content": "Can you clean up this noisy debug log in the Helios telemetry test? It prints the whole sample payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just print the sample count and keep the payload available only if the assertion fails." + }, + { + "role": "user", + "content": "Yep, that sounds good. Don’t change the test behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose debug line with a shorter message and left the existing assertions untouched." + }, + { + "role": "user", + "content": "Run just that test once?" + }, + { + "role": "assistant", + "content": "It passed locally. Output is quieter now, and the failure message still includes enough context to inspect the sample." + } + ], + "distractor_4": [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It sometimes expects the retry count log to be exactly 2, but the setup feels timing-sensitive." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the exact count if the test is only checking that a retry path was exercised. A looser assertion like “at least one retry log was emitted” should make it less brittle without changing behavior." + }, + { + "role": "user", + "content": "Makes sense. I’m also seeing the log message include a generated request id, so the snapshot diff is noisy." + }, + { + "role": "assistant", + "content": "For that, I’d normalize the dynamic request id in the test helper before comparing the message. Something simple like replacing the id segment with a placeholder keeps the snapshot focused on the useful text." + }, + { + "role": "user", + "content": "Cool, I’ll adjust the assertion and normalize the id. Anything else worth checking?" + }, + { + "role": "assistant", + "content": "Just rerun that test a few times locally after the change. If it passes consistently, this should be a small cleanup rather than a deeper routing issue." + } + ], + "ms_oncall__1": [ + { + "role": "user", + "content": "I'm updating `services/routing/src/circuitBreaker.ts` after last night's FleetTelemetry timeout cascade. Before I add the new breaker threshold, can you check the on-call docs? I remember there's a required ordering around incidents." + }, + { + "role": "assistant", + "content": "I found it in `docs/oncall/runbook.md` under `Incident Procedure`. It explicitly says the first step is to create a new incident doc from `docs/oncall/incident-template.md`, and that this must happen before any mitigation is attempted. So for this change, the runbook requirement is: incident doc first, mitigation second." + }, + { + "role": "user", + "content": "Good. Add a note to the routing breaker docs so engineers don't jump straight to disabling route optimization during an outage." + }, + { + "role": "assistant", + "content": "Updated `docs/routing/circuit-breakers.md` with a new `Operational use during incidents` section:\n\n```md\nBefore changing breaker thresholds, disabling route optimization, or applying any other mitigation during an active incident, follow `docs/oncall/runbook.md`: create the incident document from `docs/oncall/incident-template.md` first.\n```\n\nI kept it short and linked the exact files." + }, + { + "role": "user", + "content": "Now patch the breaker to use the new timeout budget: 1200ms for FleetTelemetry reads, but leave Orders and Billing unchanged." + }, + { + "role": "assistant", + "content": "Patched `services/routing/src/circuitBreaker.ts`:\n\n```ts\nconst TIMEOUT_BUDGET_MS: Record = {\n Orders: 800,\n Billing: 1000,\n FleetTelemetry: 1200,\n};\n```\n\nNo changes to Orders or Billing. I also updated `services/routing/test/circuitBreaker.test.ts` to assert the FleetTelemetry read budget is 1200ms." + } + ], + "distractor_2": [ + { + "role": "user", + "content": "Can you help me clean up this noisy test output in Helios? One of the routing-related tests prints an extra debug line every run." + }, + { + "role": "assistant", + "content": "Sure. I’d just remove the ad-hoc print and leave the normal assertion messages intact. It doesn’t look like the output is needed for diagnosing failures." + }, + { + "role": "user", + "content": "Yeah, it was from me checking a mock response yesterday. Can you make the test quiet again without changing behavior?" + }, + { + "role": "assistant", + "content": "Done. I removed the temporary debug output only. The test still sets up the same data and runs the same assertions." + }, + { + "role": "user", + "content": "Nice. Anything else look suspicious around it?" + }, + { + "role": "assistant", + "content": "Nothing major. I noticed one comment had an extra space, so I left it alone to avoid touching unrelated lines. This should just reduce the noise in the test run." + } + ], + "ku_default_branch__new": [ + { + "role": "user", + "content": "I'm updating the Helios repo docs after yesterday's governance change. Can you patch `CONTRIBUTING.md` and the PR template so service teams know the new merge requirements?" + }, + { + "role": "assistant", + "content": "Yep. I checked the repo layout: `.github/pull_request_template.md` exists and `CONTRIBUTING.md` has a `Pull requests` section. I'll add the new branch protection rule explicitly: merging now requires 2 approving reviews plus a green security scan.\n\nProposed diff:\n\n```diff\ndiff --git a/CONTRIBUTING.md b/CONTRIBUTING.md\n@@\n ## Pull requests\n \n - Keep PRs focused to a single service or shared library change when possible.\n - Include rollout notes for changes affecting orders, billing, routing, or fleet telemetry.\n+- Branch protection is enforced on `main`: a PR cannot be merged until it has\n+ at least 2 approving reviews and the security scan check is green.\n - Do not merge while integration tests are failing.\n```\n\n```diff\ndiff --git a/.github/pull_request_template.md b/.github/pull_request_template.md\n@@\n ## Pre-merge checklist\n \n - [ ] Unit/integration tests updated\n - [ ] Service owner notified\n - [ ] Rollout/rollback notes included\n+- [ ] 2 approving reviews received\n+- [ ] Security scan is green\n```\n\nWant me to apply it?" + }, + { + "role": "user", + "content": "Apply it, but also mention that CODEOWNERS review still applies for service-owned directories like `services/billing` and `services/routing`." + }, + { + "role": "assistant", + "content": "Applied. I updated the wording to avoid implying the 2 reviews replace CODEOWNERS.\n\n```diff\n--- a/CONTRIBUTING.md\n+++ b/CONTRIBUTING.md\n@@\n ## Pull requests\n \n - Keep PRs focused to a single service or shared library change when possible.\n - Include rollout notes for changes affecting orders, billing, routing, or fleet telemetry.\n+- Branch protection is enforced on `main`: a PR cannot be merged until it has\n+ at least 2 approving reviews and the security scan check is green.\n+- CODEOWNERS review still applies for service-owned directories such as\n+ `services/billing`, `services/routing`, and `services/fleet-telemetry`.\n - Do not merge while integration tests are failing.\n```\n\n```diff\n--- a/.github/pull_request_template.md\n+++ b/.github/pull_request_template.md\n@@\n ## Pre-merge checklist\n \n - [ ] Unit/integration tests updated\n - [ ] Service owner notified\n - [ ] Rollout/rollback notes included\n+- [ ] Required CODEOWNERS review requested, if applicable\n+- [ ] 2 approving reviews received\n+- [ ] Security scan is green\n```\n\nI also ran:\n\n```bash\ngit diff --check\n```\n\nNo whitespace errors." + }, + { + "role": "user", + "content": "Good. Make the security scan name precise. In Actions it's `security / trivy-scan`, and compliance asked us not to call it generic." + }, + { + "role": "assistant", + "content": "Updated both files to name the exact required check.\n\n```diff\n--- a/CONTRIBUTING.md\n+++ b/CONTRIBUTING.md\n@@\n - Branch protection is enforced on `main`: a PR cannot be merged until it has\n- at least 2 approving reviews and the security scan check is green.\n+ at least 2 approving reviews and the `security / trivy-scan` check is green.\n```\n\n```diff\n--- a/.github/pull_request_template.md\n+++ b/.github/pull_request_template.md\n@@\n - [ ] Required CODEOWNERS review requested, if applicable\n - [ ] 2 approving reviews received\n-- [ ] Security scan is green\n+- [ ] `security / trivy-scan` is green\n```\n\nValidation:\n\n```bash\ngit diff --check\n```\n\nClean." + } + ], + "ms_invoice_flow__1": [ + { + "role": "user", + "content": "I'm tracing the invoice path in Helios. Can you check where billing-service reacts to delivered orders? I see `services/orders/src/events.ts` publishes something, but I'm not sure what consumes it." + }, + { + "role": "assistant", + "content": "Found it in `services/billing/src/subscribers/orderDelivered.ts`. The subscriber is registered from `services/billing/src/index.ts` via `registerOrderDeliveredSubscriber(eventBus, billingApp)`. It subscribes to `order.delivered` and calls `CreateInvoice`:\n\n```ts\n// services/billing/src/subscribers/orderDelivered.ts\nexport function registerOrderDeliveredSubscriber(bus: EventBus, app: BillingApp) {\n bus.subscribe('order.delivered', async (evt: OrderDeliveredEvent) => {\n await app.commands.CreateInvoice.execute({\n orderId: evt.orderId,\n customerId: evt.customerId,\n deliveredAt: evt.deliveredAt,\n idempotencyKey: `order:${evt.orderId}:invoice`\n })\n })\n}\n```\n\nSo the billing-service subscribes to `order.delivered` and generates the invoice via `CreateInvoice` with an idempotency key derived from the order ID." + }, + { + "role": "user", + "content": "Good. Does the idempotency key format line up with the command handler? I don't want duplicate invoices if Kafka redelivers." + }, + { + "role": "assistant", + "content": "Yes. In `services/billing/src/commands/CreateInvoice.ts`, the handler first checks `invoiceRepository.findByIdempotencyKey(input.idempotencyKey)` before creating anything:\n\n```ts\nconst existing = await this.invoiceRepository.findByIdempotencyKey(input.idempotencyKey)\nif (existing) return existing\n```\n\nThen it persists the new invoice with the same key:\n\n```ts\nawait this.invoiceRepository.save({\n id,\n orderId: input.orderId,\n customerId: input.customerId,\n status: 'draft',\n idempotencyKey: input.idempotencyKey,\n lineItems\n})\n```\n\nSince the subscriber derives the key from `evt.orderId`, repeated `order.delivered` events for the same order will hit the existing invoice." + }, + { + "role": "user", + "content": "Let's add a regression test around that subscriber path, not just the command handler." + }, + { + "role": "assistant", + "content": "Added `services/billing/test/subscribers/orderDelivered.test.ts` covering duplicate delivery events:\n\n```ts\nit('uses an order-derived idempotency key when creating invoices', async () => {\n const CreateInvoice = { execute: vi.fn().mockResolvedValue({ id: 'inv_123' }) }\n const bus = new InMemoryEventBus()\n\n registerOrderDeliveredSubscriber(bus, { commands: { CreateInvoice } } as any)\n\n await bus.publish('order.delivered', {\n orderId: 'ord_789',\n customerId: 'cus_456',\n deliveredAt: '2026-06-08T12:00:00.000Z'\n })\n\n expect(CreateInvoice.execute).toHaveBeenCalledWith(expect.objectContaining({\n orderId: 'ord_789',\n idempotencyKey: 'order:ord_789:invoice'\n }))\n})\n```\n\nRan:\n\n```bash\npnpm --filter billing-service test -- orderDelivered.test.ts\n```\n\nIt passes." + } + ], + "distractor_5": [ + { + "role": "user", + "content": "Can you take a quick look at this noisy warning in the Helios test run? It prints twice during a routine routing-service check and makes the output harder to scan." + }, + { + "role": "assistant", + "content": "I see it. It looks like the test setup is triggering the same mock initialization message from two helper paths. I can quiet the duplicate by making the message only show when the verbose flag is set." + }, + { + "role": "user", + "content": "Sounds good. Keep it boring, please—no behavior changes, just less noise in the local output." + }, + { + "role": "assistant", + "content": "Done. I only gated the extra message behind the existing verbosity setting and left the assertions alone. The test output is now a bit cleaner." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the small affected batch and they passed. Nothing else stood out." + } + ], + "distractor_6": [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing-service test? It fails sometimes when comparing the retry delay string." + }, + { + "role": "assistant", + "content": "Looks like the assertion is matching the full formatted message, including a jittered millisecond value. I’d make the check less brittle and assert only that the message includes the retry label and shipment id." + }, + { + "role": "user", + "content": "Yeah, keep it minimal. No production changes, just the test." + }, + { + "role": "assistant", + "content": "Updated the assertion to use a contains-style check instead of exact string equality. I also left the existing setup untouched so it stays scoped to the flaky expectation." + }, + { + "role": "user", + "content": "Nice. Does it still verify that we log the delay at all?" + }, + { + "role": "assistant", + "content": "Yes, it still checks for the delay prefix, just not the exact numeric value. That should preserve the intent without depending on jitter timing." + } + ], + "distractor_10": [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but the logs make it look like something failed." + }, + { + "role": "assistant", + "content": "Yeah, I see it. The test is triggering a retry path with a dummy routing event, and the warning text is a bit dramatic for the fixture case." + }, + { + "role": "user", + "content": "Exactly. I don’t want to change behavior, just make the message less alarming when it’s clearly test data." + }, + { + "role": "assistant", + "content": "I adjusted the wording in the test helper log from “failed to resolve route” to “route lookup skipped for sample payload.” No logic changes, just the emitted string." + }, + { + "role": "user", + "content": "Nice. Did the nearby tests still pass?" + }, + { + "role": "assistant", + "content": "Yep, I reran the small test group around that helper and they’re green. The output is quieter now too." + } + ], + "distractor_8": [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in the routing test output? It prints the whole mock payload and makes the CI log annoying to read." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log but trim it to the small bit the test actually needs, like the route count or request id, so it’s still useful when the test fails." + }, + { + "role": "user", + "content": "That sounds fine. Also the message says “recieved” in one place, can you fix that typo while you’re there?" + }, + { + "role": "assistant", + "content": "Done. I changed the log text to avoid dumping the full payload and corrected “recieved” to “received”. No behavior changes." + }, + { + "role": "user", + "content": "Great. Can you run just that test once to make sure nothing weird happened?" + }, + { + "role": "assistant", + "content": "Ran the focused test and it passed. The output is shorter now, and there aren’t any new warnings." + } + ], + "distractor_11": [ + { + "role": "user", + "content": "Can you help clean up this noisy debug log in the routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down to log just the count and a short identifier from the mock data, keeping it useful without dumping the full payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the test behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I only updated the log text and the values passed into it. Assertions and setup are untouched." + }, + { + "role": "user", + "content": "Nice. Can you run the focused test once?" + }, + { + "role": "assistant", + "content": "Ran the focused test locally and it passed. The output is much shorter now." + } + ], + "distractor_12": [ + { + "role": "user", + "content": "Can you clean up this noisy retry test in Helios? It passes, but the assertion message is hard to read when it fails." + }, + { + "role": "assistant", + "content": "Sure. I’ll keep the behavior unchanged and just make the failure output clearer, probably by naming the expected retry count and the observed attempts separately." + }, + { + "role": "user", + "content": "Yep, don’t touch the retry timing itself. This is just for readability before I rerun the flaky suite." + }, + { + "role": "assistant", + "content": "Done. I split the inline expression into two locals and updated the assertion text so it reports expected versus actual attempts in plain language." + }, + { + "role": "user", + "content": "Looks better. Can you also make the test name a little less vague?" + }, + { + "role": "assistant", + "content": "Updated the name to describe the retry exhaustion case more directly. No production code changes." + } + ], + "distractor_7": [ + { + "role": "user", + "content": "Can you take a quick look at this flaky assertion in the routing service test? It only fails when the mock ETA has milliseconds." + }, + { + "role": "assistant", + "content": "Yep. The expected value is comparing the full timestamp string, while the test setup sometimes produces fractional seconds. I’ll normalize both sides to the same precision inside the test." + }, + { + "role": "user", + "content": "Sounds good. Please keep it local to the test; I don’t want to touch runtime timestamp handling for this." + }, + { + "role": "assistant", + "content": "Done. I trimmed the mocked and expected ETA strings to seconds before comparison. No production code changed." + }, + { + "role": "user", + "content": "Nice. Can you also make the failure message a little clearer?" + }, + { + "role": "assistant", + "content": "Updated the assertion text to mention the normalized ETA comparison. The test output should be easier to read now." + } + ], + "distractor_9": [ + { + "role": "user", + "content": "Can you tidy up this noisy log line in the Helios routing test? It prints the whole mock payload and makes the CI output annoying." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the count and the request id from the test fixture, so the output stays useful without dumping the full payload." + }, + { + "role": "user", + "content": "Yep, keep it boring. No behavior changes, please." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message text and left the assertion flow as-is. The test output now shows a compact summary instead of the full mock object." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, so CI logs should be easier to skim." + } + ], + "distractor_13": [ + { + "role": "user", + "content": "Can you take a quick look at this flaky routing test? It only seems to fail when the mocked ETA lands exactly on the minute boundary." + }, + { + "role": "assistant", + "content": "Yep. I’d avoid asserting the formatted timestamp directly there and compare the parsed instant with a small tolerance instead. That should keep the test focused on the ETA behavior rather than string formatting edge cases." + }, + { + "role": "user", + "content": "Makes sense. Keep it minimal though—I don’t want to touch the production path for this." + }, + { + "role": "assistant", + "content": "Agreed. I’ll only adjust the test assertion and add a tiny helper inline so the expected and actual values are compared within a couple milliseconds." + }, + { + "role": "user", + "content": "Cool. Also update the test name if it currently implies exact equality." + }, + { + "role": "assistant", + "content": "Done. The test now describes that it accepts the computed ETA around the boundary, and the assertion no longer depends on exact formatted output." + } + ], + "distractor_14": [ + { + "role": "user", + "content": "Can you help clean up this noisy test output in Helios? One of the routing-service tests prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove the unconditional debug print, or gate it behind the test logger if it’s still useful when troubleshooting." + }, + { + "role": "user", + "content": "Yeah, it was just a leftover println from when I was checking the waypoint list. Let’s drop it." + }, + { + "role": "assistant", + "content": "Makes sense. After removing it, I’d run that test file once to confirm the output is quiet and the assertions still pass." + }, + { + "role": "user", + "content": "Ran it locally. Green, and the CI log should be a lot less cluttered now." + }, + { + "role": "assistant", + "content": "Nice. I’d mention in the commit note that this is only test-output cleanup, no behavior change." + } + ], + "distractor_15": [ + { + "role": "user", + "content": "The retry-count test in the routing service flickered again in CI. Can you take a quick look without changing anything broad?" + }, + { + "role": "assistant", + "content": "I’ll keep it narrow. It looks like the assertion is comparing the raw log line order, and the retries can finish within the same millisecond. I can make the test check for the expected messages without depending on exact ordering." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Please avoid touching the retry helper itself." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the test expectation to collect the emitted messages and assert the two expected retry notes are present. The helper code and config are unchanged." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran the single test locally and it passed. I also left the assertion message a little clearer so the next failure shows which retry note was missing." + } + ], + "distractor_16": [ + { + "role": "user", + "content": "One of the routing service tests is intermittently failing because the generated timestamp includes milliseconds. Can you make the assertion a bit less brittle?" + }, + { + "role": "assistant", + "content": "Yep. I’ll adjust the test to compare the timestamp at second precision instead of matching the full string exactly. That should keep the intent without depending on milliseconds." + }, + { + "role": "user", + "content": "Sounds good. Please keep the change scoped to the test only." + }, + { + "role": "assistant", + "content": "Done. I updated the assertion to normalize both values before comparing, and I didn’t touch the production code." + }, + { + "role": "user", + "content": "Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it twice to be safe; it passed both times. The diff is just the test assertion cleanup." + } + ], + "distractor_17": [ + { + "role": "user", + "content": "Can you take a quick look at this flaky timestamp assertion in the Helios telemetry test? It fails when the runner is a bit slow." + }, + { + "role": "assistant", + "content": "Yep. The assertion is comparing exact milliseconds, so a small scheduling delay can trip it. I’d switch it to a small tolerance window instead of expecting an exact match." + }, + { + "role": "user", + "content": "Keep it boring, please. I don’t want to rewrite the test, just make it stop failing on CI." + }, + { + "role": "assistant", + "content": "Done. I changed the check to allow a one-second delta and left the rest of the test untouched. The failure message still prints both timestamps if it drifts too far." + }, + { + "role": "user", + "content": "Nice. Did the local test pass?" + }, + { + "role": "assistant", + "content": "Yes, the single test passed locally, and I didn’t see any related failures in the small telemetry test subset." + } + ], + "distractor_18": [ + { + "role": "user", + "content": "Can you help tidy up this noisy test output in Helios? The routing service test prints a whole mock payload even when it passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and just remove or gate the debug print so it only shows up when the test fails or when verbose logging is enabled." + }, + { + "role": "user", + "content": "Yeah, no behavior change. It’s just making CI logs annoying when we scan failures in unrelated fleet telemetry jobs." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll replace the unconditional print with a small conditional debug log and keep the existing test inputs untouched." + }, + { + "role": "user", + "content": "Thanks. If the snapshot text changes, don’t update anything broad—just keep this cleanup local." + }, + { + "role": "assistant", + "content": "Got it. I’ll keep the change narrowly scoped to the log noise and avoid touching snapshots or shared helpers." + } + ], + "distractor_20": [ + { + "role": "user", + "content": "Can you help me clean up this noisy log line in the Helios telemetry test output? It prints the whole mock payload even when the assertion passes." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the assertion as-is and trim the debug message so it only includes the event id and count. That should make the test output easier to scan without changing behavior." + }, + { + "role": "user", + "content": "Yeah, do that. Also the wording says “recieved” in one place." + }, + { + "role": "assistant", + "content": "Updated the message to use a shorter summary and fixed the typo to “received.” I didn’t touch the test setup or the mock payload." + }, + { + "role": "user", + "content": "Run the focused test once and tell me if anything unexpected shows up." + }, + { + "role": "assistant", + "content": "The focused test passes, and the output is much quieter now. No unexpected warnings showed up." + } + ], + "distractor_19": [ + { + "role": "user", + "content": "Can you help clean up this slightly noisy debug log in the Helios routing worker test? It prints the whole mock shipment object and makes the CI output hard to scan." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the log but trim it to just the shipment id and route count so it’s still useful when the test fails. Want me to update the assertion message too?" + }, + { + "role": "user", + "content": "Yeah, please. Nothing fancy, just make the failure output less huge." + }, + { + "role": "assistant", + "content": "Done. I replaced the object dump with a short message and adjusted the test failure text to mention the expected route count. No behavior changes." + }, + { + "role": "user", + "content": "Nice. Can you run just that test once more?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the failure message still has enough context to identify the shipment case." + } + ], + "distractor_21": [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line from the Helios routing worker? It prints the whole retry context, which makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it to the retry count and correlation id so it still helps during debugging without dumping the whole object." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just the text. The assertion in the small log test will need updating too." + }, + { + "role": "assistant", + "content": "Done. I changed the log string to include only the attempt number and request tag, then adjusted the test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Nice. Anything else touched?" + }, + { + "role": "assistant", + "content": "Nope, just the log wording and the matching assertion. I ran the focused test and it passes." + } + ], + "distractor_22": [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing test output? It prints the whole mock payload every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll tone it down so the test only logs the shipment id and status when the verbose flag is enabled." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. I just don’t want the CI log flooded when Helios runs the routing suite." + }, + { + "role": "assistant", + "content": "Done. I replaced the raw payload print with a short conditional message and left the assertions unchanged." + }, + { + "role": "user", + "content": "Thanks. Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it locally. It passed, and the output is much quieter now." + } + ], + "distractor_24": [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? The assertion passes, but it keeps printing a warning about an empty routing hint." + }, + { + "role": "assistant", + "content": "I checked the test helper setup. It looks like the mock shipment event is missing an optional routing hint field, so the logger emits the warning even though the test result is fine." + }, + { + "role": "user", + "content": "Yeah, I don't want to change behavior here. Can we just make the fixture less chatty?" + }, + { + "role": "assistant", + "content": "Done. I added a harmless dummy routing hint value in the local fixture data and reran the focused test. The warning is gone and the assertion still passes." + }, + { + "role": "user", + "content": "Nice. Any other output changes?" + }, + { + "role": "assistant", + "content": "No other differences from the focused run. This is just a cleanup to keep the test output quieter." + } + ], + "distractor_23": [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It prints the whole retry context during a routine routing test." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the message but trim it to just the attempt count and a short correlation value so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. The test snapshot only cares that a retry happened, not the full payload." + }, + { + "role": "assistant", + "content": "I’ll update the log text to be less verbose and adjust the nearby test expectation to match the shorter message." + }, + { + "role": "user", + "content": "Looks good. Can you also make sure it doesn’t change the warning-level message?" + }, + { + "role": "assistant", + "content": "Checked that path separately. The warning message is untouched; only the debug output used by this small test was shortened." + } + ], + "distractor_25": [ + { + "role": "user", + "content": "Can you take a quick look at this noisy test output in Helios? One assertion message says 'recieved' and it's bothering me during the routing service test run." + }, + { + "role": "assistant", + "content": "Yep, I’ll keep it tiny and just update the typo in the assertion text from 'recieved' to 'received'. No behavior changes." + }, + { + "role": "user", + "content": "Thanks. While you're there, can you make sure the test name still reads naturally? It mentions a shipment update notification." + }, + { + "role": "assistant", + "content": "Checked it. The test name is fine; only the message string needed the spelling fix. I left the surrounding assertion untouched." + }, + { + "role": "user", + "content": "Great, run the focused test once so we know nothing weird happened." + }, + { + "role": "assistant", + "content": "Focused test passed locally. The only diff is the corrected word in the test output message." + } + ], + "distractor_26": [ + { + "role": "user", + "content": "Can you help tidy up this noisy debug log in the Helios routing test? It prints the whole shipment object when the assertion retries." + }, + { + "role": "assistant", + "content": "Sure. I’d keep the retry count and shipment id, but drop the full payload dump so the test output stays readable." + }, + { + "role": "user", + "content": "Yeah, exactly. Maybe include the route status too, since that’s what I usually scan for." + }, + { + "role": "assistant", + "content": "Makes sense. I’ll adjust the message to show shipment id, route status, and attempt number only, without changing the assertion behavior." + }, + { + "role": "user", + "content": "Cool. No need to touch anything else." + }, + { + "role": "assistant", + "content": "Done. The log line is shorter now, and the test logic is unchanged." + } + ], + "distractor_28": [ + { + "role": "user", + "content": "Can you clean up this noisy warning in the routing test output? It prints the whole mock payload when the fake carrier ETA is missing." + }, + { + "role": "assistant", + "content": "Sure. I’ll make the warning shorter and keep just the carrier id plus the test case label so it’s still useful without dumping the payload." + }, + { + "role": "user", + "content": "Yeah, that’s fine. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. The test still checks the same missing-ETA path; only the warning text is trimmed. I also ran the focused test and it passes locally." + }, + { + "role": "user", + "content": "Nice. Is the output readable now?" + }, + { + "role": "assistant", + "content": "Yep — it’s a single-line warning now, so the failure summary isn’t buried under the mock data anymore." + } + ], + "distractor_27": [ + { + "role": "user", + "content": "Can you take a quick look at this noisy log line in Helios? It prints the whole retry context during a routine routing check and makes the test output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d tone it down to just the retry attempt count and the short operation label. That keeps the useful bit without dumping the whole context object." + }, + { + "role": "user", + "content": "Sounds good. Please keep it boring—no behavior changes, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I only adjusted the message formatting and left the retry flow untouched. The related test snapshot needed a small update because the emitted text is shorter now." + }, + { + "role": "user", + "content": "Run the nearby test and make sure it still catches the routing check path." + }, + { + "role": "assistant", + "content": "It passes locally. The assertion still verifies the retry path ran; it just expects the trimmed log message instead of the verbose context dump." + } + ], + "distractor_29": [ + { + "role": "user", + "content": "Can you tidy up this warning message in the Helios telemetry test output? It says 'recieved' and it's bugging me." + }, + { + "role": "assistant", + "content": "Yep, I'll just fix the spelling in the test helper string from 'recieved' to 'received' and leave the behavior unchanged." + }, + { + "role": "user", + "content": "Thanks. Please make sure snapshots don't get a bunch of unrelated churn." + }, + { + "role": "assistant", + "content": "Checked the update locally; only the single warning text changed. No formatting or snapshot noise beyond that typo." + }, + { + "role": "user", + "content": "Great, add a tiny note in the commit summary that it's just a spelling cleanup." + }, + { + "role": "assistant", + "content": "Done: summary says it's a spelling cleanup in a telemetry warning message." + } + ], + "distractor_31": [ + { + "role": "user", + "content": "Can you clean up that noisy debug log in the Helios routing test output? It prints the whole mock stop list every run." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it to just the count and route id so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Yeah, nothing fancy. It’s just making CI logs annoying when a snapshot check fails nearby." + }, + { + "role": "assistant", + "content": "Updated the message to summarize the mock data instead of dumping it. I also left the assertion behavior untouched." + }, + { + "role": "user", + "content": "Great. Can you run just that small test group?" + }, + { + "role": "assistant", + "content": "Ran the focused tests locally. They pass, and the log output is much shorter now." + } + ], + "distractor_32": [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug log in Helios? It prints the whole shipment payload during a retry test and makes the output hard to scan." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the log line but trim it to just the shipment id and retry count so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change behavior, just make the message less spammy." + }, + { + "role": "assistant", + "content": "Done. I replaced the payload dump with a compact message that includes the id and attempt number. No retry logic changed." + }, + { + "role": "user", + "content": "Can you run the affected test once?" + }, + { + "role": "assistant", + "content": "Ran it locally and it passed. The output is much shorter now, and the retry message still shows enough detail to identify the case." + } + ], + "distractor_33": [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the Helios routing test output? It keeps printing the whole mock payload even when the test passes." + }, + { + "role": "assistant", + "content": "Sure. I’ll trim it down so it only logs the short route id and status during the test run, and leave the full payload available in the assertion message if something fails." + }, + { + "role": "user", + "content": "Yep, that’s fine. No behavior changes, just less console spam." + }, + { + "role": "assistant", + "content": "Done. I replaced the broad debug print with a compact message and ran the relevant test locally. Output is much quieter now." + }, + { + "role": "user", + "content": "Nice. Did the test still pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed with the same assertions. Only the temporary logging text changed." + } + ], + "distractor_34": [ + { + "role": "user", + "content": "Can you clean up this little lint warning in the Helios test helper? It’s just complaining about an unused local after I renamed something." + }, + { + "role": "assistant", + "content": "Yep. I removed the leftover variable and kept the surrounding setup unchanged. The helper reads the same, just without the unused assignment." + }, + { + "role": "user", + "content": "Nice. Can you also make sure the nearby comment still makes sense? It was written before the rename." + }, + { + "role": "assistant", + "content": "Updated the comment slightly so it refers to the current value name without adding any extra detail. No behavior changes." + }, + { + "role": "user", + "content": "Run the focused test? I don’t want to kick off the whole logistics suite for this." + }, + { + "role": "assistant", + "content": "Focused test passed locally. I also reran the lint check for that area, and the warning is gone." + } + ], + "distractor_35": [ + { + "role": "user", + "content": "Can you clean up this noisy debug line in the Helios routing test? It prints the whole mock shipment payload every run." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it down to just the shipment id and status so the test output stays readable without losing context." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the assertion behavior, just the message." + }, + { + "role": "assistant", + "content": "Done. I left the test logic untouched and updated the log text to a shorter one-liner." + }, + { + "role": "user", + "content": "Can you run just that test once?" + }, + { + "role": "assistant", + "content": "Ran it once locally. It passed, and the output is much quieter now." + } + ], + "distractor_37": [ + { + "role": "user", + "content": "Can you tighten up this noisy debug log in the routing worker? It prints the whole payload during the local smoke test." + }, + { + "role": "assistant", + "content": "Sure. I’ll change it to log just the job id and item count so the test output stays readable." + }, + { + "role": "user", + "content": "Thanks. Keep the message boring; I don’t want to touch anything beyond that." + }, + { + "role": "assistant", + "content": "Done. The log now says the routing job was queued with a count, without dumping the payload." + }, + { + "role": "user", + "content": "Run the nearby test once and tell me if it still complains about output length." + }, + { + "role": "assistant", + "content": "Ran it once locally. The output length warning is gone, and I didn’t change any behavior besides that log line." + } + ], + "distractor_36": [ + { + "role": "user", + "content": "Can you take a quick look at this noisy debug line in the Helios routing worker? It prints the whole retry payload during the test run." + }, + { + "role": "assistant", + "content": "Yep. I’d keep the message but trim it down to the retry count and a short reason string so the test output stays readable." + }, + { + "role": "user", + "content": "Sounds good. Don’t change the behavior, just make the log less chatty." + }, + { + "role": "assistant", + "content": "Done. I replaced the verbose payload dump with a compact debug message and left the retry flow untouched." + }, + { + "role": "user", + "content": "Nice. Did the nearby test still pass?" + }, + { + "role": "assistant", + "content": "Yes, I reran the relevant test locally and it passed with the shorter log output." + } + ], + "distractor_39": [ + { + "role": "user", + "content": "Can you take a quick look at this warning in the routing service tests? It looks like one assertion message still says \"shipment\" even though the test data is about a delivery stop." + }, + { + "role": "assistant", + "content": "Yep, I see it. This is just the human-readable assertion text, not the actual condition. I’ll update the wording so the failure message matches the delivery stop fixture." + }, + { + "role": "user", + "content": "Thanks. Keep it boring, please—no test restructuring." + }, + { + "role": "assistant", + "content": "Done. I only changed the message text and left the assertion and setup untouched. Running the focused test now to make sure nothing weird happened." + }, + { + "role": "user", + "content": "Nice. Did the focused run pass?" + }, + { + "role": "assistant", + "content": "Yes, it passed locally. The diff is just the wording cleanup." + } + ], + "distractor_30": [ + { + "role": "user", + "content": "Can you clean up that noisy debug line in the routing worker test? It keeps dumping the whole mock payload in CI logs." + }, + { + "role": "assistant", + "content": "Yep. I’ll trim it to log just the generated request id and the assertion context, so failures still have something useful without printing the entire payload." + }, + { + "role": "user", + "content": "Sounds good. Please don’t change the assertion behavior, just the chatter." + }, + { + "role": "assistant", + "content": "Done. The test still exercises the same path; I only replaced the verbose dump with a short message and kept it behind the existing test logger." + }, + { + "role": "user", + "content": "Run that one test again?" + }, + { + "role": "assistant", + "content": "Ran it twice locally; both passes. The output is much quieter now, only the brief context line shows up on failure." + } + ], + "distractor_38": [ + { + "role": "user", + "content": "Can you help me clean up this noisy debug log in Helios? It's from a routing-related test run and keeps printing the whole payload." + }, + { + "role": "assistant", + "content": "Sure. I'd keep the message but trim it to the request id and count fields so the test output stays readable. No behavior change needed." + }, + { + "role": "user", + "content": "Yeah, that sounds fine. Also the wording says 'recieved' in one of the messages." + }, + { + "role": "assistant", + "content": "Good catch. I'll correct that typo to 'received' and leave the rest of the message structure alone." + }, + { + "role": "user", + "content": "After that, can you run just the nearby test? I don't want to kick off the whole suite." + }, + { + "role": "assistant", + "content": "Done. The focused test passes locally, and the output is much less noisy now." + } + ] +} \ No newline at end of file diff --git a/benchmark/competitor_bench.py b/benchmark/competitor_bench.py index 911a5bd..645ba88 100644 --- a/benchmark/competitor_bench.py +++ b/benchmark/competitor_bench.py @@ -195,7 +195,7 @@ async def run_vector_backend(memories: list[str], queries: list[dict]) -> Backen import numpy as np client = AsyncOpenAI( - base_url="https://openrouter.ai/api/v1", + base_url=os.environ.get("OPENROUTER_BASE_URL", "https://openrouter.ai/api/v1"), api_key=os.environ.get("OPENROUTER_API_KEY", os.environ.get("OPENAI_API_KEY", "")), default_headers={ "HTTP-Referer": "https://github.com/wuwangzhang1216/openDB", diff --git a/benchmark/gen_codemem.py b/benchmark/gen_codemem.py new file mode 100644 index 0000000..0fc2fa0 --- /dev/null +++ b/benchmark/gen_codemem.py @@ -0,0 +1,420 @@ +#!/usr/bin/env python3 +""" +CodeMemEval dataset generator +============================================================================= +Builds a coding-agent long-term-memory benchmark in the *exact* LongMemEval +schema, so it plugs straight into the existing harnesses: + + python longmemeval_bench.py --data codemem_dataset.json # Recall@K + python longmemeval_e2e_bench.py --data codemem_dataset.json # E2E acc + +Why a separate benchmark? LongMemEval measures *conversational* memory +(personal facts, preferences, life events). A coding agent needs a different +kind of durable memory: architecture decisions, code conventions, API +signatures, past bug fixes, where things live in the repo, and — critically — +which of those facts are still *current* after the codebase evolves. + +Design for ground-truth integrity: + * Every fact, question, and gold answer is hand-authored here in Python, so + we have full control over correctness (no LLM-invented ground truth). + * The LLM only *renders* each fact into a realistic developer<->agent + session transcript that naturally contains the fact. Rendering is cached + and resumable (codemem_sessions_cache.json), so re-runs are nearly free. + +Question types (reported per-category by the harness): + code-architecture — durable design/architecture decisions + code-convention — coding standards / procedural rules + api-signature — function / endpoint signatures and params + bug-fix — past bugs and their fixes (episodic) + code-location — where a thing lives in the repo + knowledge-update — a decision/convention that CHANGED; gold = newest state + multi-session — answer requires combining facts from 2+ sessions + abstention (_abs) — info not in memory; agent must decline (anti-hallucination) + +Usage: + python gen_codemem.py [--model gpt-5.5] [--distractors 40] [--out codemem_dataset.json] +""" +from __future__ import annotations + +import argparse +import asyncio +import json +import os +import random +import sys +from pathlib import Path + +from dotenv import load_dotenv + +BENCHMARK_DIR = Path(__file__).resolve().parent +load_dotenv(BENCHMARK_DIR / ".env") + +from openai import AsyncOpenAI + +_client = AsyncOpenAI( + base_url=os.environ.get("OPENROUTER_BASE_URL", "https://openrouter.ai/api/v1"), + api_key=os.environ.get("OPENROUTER_API_KEY", os.environ.get("OPENAI_API_KEY", "")), +) + +# Deterministic haystack assembly (rendering uses the LLM, assembly does not). +RNG = random.Random(1216) + +# A coherent fictional platform so facts cross-reference realistically. +PROJECT = "Helios, a cloud microservices platform for logistics (orders, billing, routing, fleet telemetry)." + +# --------------------------------------------------------------------------- +# Hand-authored durable engineering facts. ground truth lives here. +# --------------------------------------------------------------------------- +# Single-evidence facts: one session establishes the fact. +FACTS: list[dict] = [ + # --- code-architecture --- + {"id": "arch_billing_db", "type": "code-architecture", + "fact": "The billing-service uses PostgreSQL 15 as its primary datastore. It was chosen over MongoDB specifically because invoice generation needs ACID multi-row transactions.", + "question": "Which database does the billing-service use, and why was that chosen over the alternative?", + "answer": "PostgreSQL 15, chosen over MongoDB because invoicing needs ACID multi-row transactions."}, + {"id": "arch_event_bus", "type": "code-architecture", + "fact": "Inter-service events in Helios flow through NATS JetStream. Kafka was explicitly rejected because the team wanted lighter operational overhead and at-most-once was acceptable for telemetry.", + "question": "What message bus do Helios services use for events, and why not Kafka?", + "answer": "NATS JetStream; Kafka was rejected for being heavier operationally while at-most-once delivery was acceptable for telemetry."}, + {"id": "arch_auth", "type": "code-architecture", + "fact": "Authentication across Helios is handled by short-lived JWTs (15 minute expiry) issued by the identity-service, validated at the API gateway with the public JWKS endpoint. Services never call the identity-service to validate tokens.", + "question": "How are auth tokens validated across Helios services?", + "answer": "Short-lived 15-minute JWTs issued by identity-service, validated at the API gateway against the JWKS endpoint; services don't call identity-service to validate."}, + {"id": "arch_routing_cache", "type": "code-architecture", + "fact": "The routing-service caches computed delivery routes in Redis with a 6-hour TTL, keyed by (origin_hub, dest_hub, vehicle_class).", + "question": "How does the routing-service cache delivery routes?", + "answer": "In Redis with a 6-hour TTL, keyed by (origin_hub, dest_hub, vehicle_class)."}, + + # --- code-convention --- + {"id": "conv_error", "type": "code-convention", + "fact": "Convention: every service returns errors as RFC 7807 problem+json. Handlers must never return a bare string error; they wrap with the shared `problem.New(status, detail)` helper.", + "question": "What is the error-response convention for Helios services?", + "answer": "RFC 7807 problem+json via the shared problem.New(status, detail) helper; never bare string errors."}, + {"id": "conv_naming", "type": "code-convention", + "fact": "Convention: HTTP handler functions are named with a `handle` prefix and the resource in PascalCase, e.g. handleCreateInvoice, handleListShipments. Linter rule lint-handler-name enforces this.", + "question": "What is the naming convention for HTTP handler functions?", + "answer": "A `handle` prefix plus the resource in PascalCase (e.g. handleCreateInvoice), enforced by the lint-handler-name rule."}, + {"id": "conv_migrations", "type": "code-convention", + "fact": "Convention: database migrations use golang-migrate, are append-only, and must be reversible — every up migration ships with a matching down migration. Editing an already-merged migration is forbidden.", + "question": "What are the rules for writing database migrations in Helios?", + "answer": "Use golang-migrate, append-only and reversible (every up has a matching down); never edit an already-merged migration."}, + {"id": "conv_tests", "type": "code-convention", + "fact": "Convention: integration tests run against ephemeral Postgres/Redis spun up with testcontainers-go. Mocks for the datastore layer are banned in integration tests; only unit tests may mock.", + "question": "How are integration tests expected to handle datastore dependencies?", + "answer": "Use real ephemeral Postgres/Redis via testcontainers-go; datastore mocks are banned in integration tests (only unit tests may mock)."}, + + # --- api-signature --- + {"id": "api_create_invoice", "type": "api-signature", + "fact": "The billing client exposes CreateInvoice(ctx, customerID string, lineItems []LineItem, opts ...InvoiceOption) (*Invoice, error). The idempotency key is passed via WithIdempotencyKey(key) as an opt.", + "question": "What is the signature of CreateInvoice and how is the idempotency key supplied?", + "answer": "CreateInvoice(ctx, customerID string, lineItems []LineItem, opts ...InvoiceOption) (*Invoice, error); the idempotency key is passed via the WithIdempotencyKey(key) option."}, + {"id": "api_route_endpoint", "type": "api-signature", + "fact": "The routing-service HTTP endpoint to compute a route is POST /v2/routes with JSON body {origin_hub, dest_hub, vehicle_class, depart_after}. It returns 200 with {route_id, legs[], eta_seconds}.", + "question": "What is the endpoint and request body to compute a delivery route?", + "answer": "POST /v2/routes with body {origin_hub, dest_hub, vehicle_class, depart_after}; returns {route_id, legs[], eta_seconds}."}, + {"id": "api_telemetry", "type": "api-signature", + "fact": "Fleet telemetry is ingested via the gRPC method TelemetryService.Report(stream TelemetryPoint) returning ReportAck{accepted_count}. It is a client-streaming RPC.", + "question": "How is fleet telemetry ingested at the API level?", + "answer": "Via the client-streaming gRPC method TelemetryService.Report(stream TelemetryPoint) returning ReportAck{accepted_count}."}, + + # --- bug-fix (episodic) --- + {"id": "bug_tz", "type": "bug-fix", + "fact": "We hit a bug where invoice due-dates were off by a day for customers in UTC+ timezones. Root cause: due dates were computed with time.Now() in server-local time. Fix: compute in UTC and store with timezone, in PR #482.", + "question": "What caused the invoice due-date off-by-one-day bug and how was it fixed?", + "answer": "Due dates were computed in server-local time via time.Now(); fixed (PR #482) by computing in UTC and storing with timezone."}, + {"id": "bug_nats_redeliver", "type": "bug-fix", + "fact": "We had duplicate shipment notifications. Root cause: the NATS consumer acked AFTER sending the email, so a slow SMTP call caused redelivery. Fix: make the email send idempotent with a dedup key and ack before side effects.", + "question": "Why were duplicate shipment notifications happening and what was the fix?", + "answer": "The NATS consumer acked after the slow SMTP send, causing redelivery; fixed by making email sends idempotent with a dedup key and acking before side effects."}, + {"id": "bug_redis_stampede", "type": "bug-fix", + "fact": "Routing latency spiked under load due to a cache stampede when popular routes expired. Fix: added singleflight around route computation so only one goroutine recomputes a key while others wait.", + "question": "What caused the routing latency spikes under load and how was it resolved?", + "answer": "A cache stampede when popular routes expired; fixed by adding singleflight so only one goroutine recomputes a key while others wait."}, + + # --- code-location --- + {"id": "loc_auth_mw", "type": "code-location", + "fact": "The JWT auth middleware lives in pkg/gateway/middleware/auth.go; the JWKS refresh logic is in pkg/gateway/middleware/jwks.go.", + "question": "Where in the repo is the JWT auth middleware defined?", + "answer": "pkg/gateway/middleware/auth.go (with JWKS refresh in pkg/gateway/middleware/jwks.go)."}, + {"id": "loc_migrations", "type": "code-location", + "fact": "All SQL migrations live under db/migrations// — e.g. billing migrations are in db/migrations/billing/.", + "question": "Where are the billing-service database migrations located?", + "answer": "Under db/migrations/billing/ (migrations live in db/migrations//)."}, + {"id": "loc_protos", "type": "code-location", + "fact": "Protobuf definitions are in api/proto/, and generated Go stubs are committed to gen/go/ — never edit gen/go/ by hand.", + "question": "Where do the protobuf definitions and generated stubs live?", + "answer": "Protos in api/proto/, generated Go stubs in gen/go/ (which must never be hand-edited)."}, +] + +# Knowledge-update facts: an OLD session then a NEW session; gold = newest. +UPDATES: list[dict] = [ + {"id": "ku_orders_proto", "type": "knowledge-update", + "old_fact": "The orders-service exposes a REST/JSON API served on port 8080.", + "new_fact": "The orders-service was migrated off REST: it now serves gRPC on port 9090, and the old REST/JSON API on 8080 is fully removed.", + "question": "What protocol and port does the orders-service currently expose?", + "answer": "gRPC on port 9090 (the old REST/JSON on 8080 was removed)."}, + {"id": "ku_deploy", "type": "knowledge-update", + "old_fact": "Deployments are done by running ./scripts/deploy.sh which kubectl-applies manifests manually.", + "new_fact": "We moved to GitOps: deployments now happen automatically via ArgoCD watching the helios-gitops repo. The manual deploy.sh script has been deleted.", + "question": "How are deployments to production performed now?", + "answer": "Automatically via ArgoCD watching the helios-gitops repo (GitOps); the old manual deploy.sh was deleted."}, + {"id": "ku_logging", "type": "knowledge-update", + "old_fact": "Services log with logrus in text format.", + "new_fact": "Logging was standardized on slog with structured JSON output; logrus was removed from all services.", + "question": "What logging library and format do Helios services use now?", + "answer": "slog with structured JSON output (logrus was removed)."}, + {"id": "ku_default_branch", "type": "knowledge-update", + "old_fact": "The default branch protection requires 1 approving review to merge.", + "new_fact": "Branch protection was tightened: merging now requires 2 approving reviews plus a green security scan.", + "question": "How many approvals are required to merge to the default branch now?", + "answer": "2 approving reviews plus a passing security scan."}, +] + +# Multi-session facts: each sub-fact gets its own session; answer combines them. +MULTI: list[dict] = [ + {"id": "ms_deploy_pipeline", "type": "multi-session", + "facts": [ + "Container images in Helios must be signed with cosign in CI before they can be deployed.", + "ArgoCD is configured to refuse syncing any image whose cosign signature does not verify.", + ], + "question": "End to end, what makes a container image eligible to be deployed to production?", + "answer": "CI signs the image with cosign, and ArgoCD refuses to sync any image whose cosign signature doesn't verify — so only signed, verifiable images deploy."}, + {"id": "ms_invoice_flow", "type": "multi-session", + "facts": [ + "When an order is marked delivered, the orders-service publishes an order.delivered event to NATS.", + "The billing-service subscribes to order.delivered and generates the invoice via CreateInvoice with an idempotency key derived from the order ID.", + ], + "question": "How does an invoice get generated after an order is delivered?", + "answer": "orders-service publishes order.delivered to NATS; billing-service consumes it and calls CreateInvoice with an idempotency key derived from the order ID."}, + {"id": "ms_oncall", "type": "multi-session", + "facts": [ + "Production alerts page the on-call engineer through PagerDuty, integrated with the #helios-incidents Slack channel.", + "The on-call runbook requires creating an incident doc from the incident-template before any mitigation is attempted.", + ], + "question": "What are the first steps when a production alert fires?", + "answer": "PagerDuty pages on-call (surfaced in #helios-incidents), and the on-call must create an incident doc from the incident-template before attempting mitigation."}, +] + +# Abstention questions: plausible but NOT in memory; agent must decline. +ABSTAIN: list[dict] = [ + {"id": "abs_redis_version", "type": "code-architecture", + "question": "What exact version of Redis does the routing-service run in production?", + "answer": "I don't have enough information to answer that."}, + {"id": "abs_frontend_fw", "type": "code-architecture", + "question": "Which frontend framework does the Helios customer dashboard use?", + "answer": "I don't have enough information to answer that."}, + {"id": "abs_db_password", "type": "code-location", + "question": "Where is the production database password stored?", + "answer": "I don't have enough information to answer that."}, +] + +# --------------------------------------------------------------------------- +# LLM rendering of a fact into a realistic dev<->agent session. +# --------------------------------------------------------------------------- +RENDER_SYSTEM = """\ +You generate realistic transcripts of a software engineer (role "user") pair-working +with an AI coding agent (role "assistant") on a real codebase. The transcript must +read like a genuine working session: concrete file names, commands, code, decisions. + +You will be given ONE fact that must be clearly and unambiguously established in the +conversation (stated by whichever speaker is natural). Do not contradict the fact. +Keep it 4-6 turns total, alternating user/assistant, concise and technical. + +Return ONLY a JSON array of objects: [{"role":"user","content":"..."},{"role":"assistant","content":"..."}] +No prose, no markdown fences. +""" + +DISTRACTOR_SYSTEM = """\ +You generate a short realistic transcript (4-6 turns, alternating user/assistant) of a +software engineer pair-working with an AI coding agent on a logistics microservices +platform. Pick a MUNDANE, SELF-CONTAINED topic (a small refactor, a flaky test, a +dependency bump, a config tweak, a log message, a typo fix). It must NOT establish any +durable architecture decision, convention, API signature, bug-fix conclusion, or file +location that could be asked about later — just routine chatter. + +Return ONLY a JSON array: [{"role":"user","content":"..."},{"role":"assistant","content":"..."}] +No prose, no markdown fences. +""" + + +def _strip_fences(s: str) -> str: + s = s.strip() + if s.startswith("```"): + s = s.split("\n", 1)[1] if "\n" in s else s + if s.endswith("```"): + s = s.rsplit("```", 1)[0] + return s.strip() + + +async def render_session(fact_text: str, model: str, sem: asyncio.Semaphore, + system: str = RENDER_SYSTEM, user_extra: str = "") -> list[dict]: + user = (user_extra or f"Project context: {PROJECT}\n\nFact to establish:\n{fact_text}") + async with sem: + for attempt in range(3): + try: + resp = await _client.chat.completions.create( + model=model, + messages=[{"role": "system", "content": system}, + {"role": "user", "content": user}], + max_tokens=1200, + ) + raw = _strip_fences(resp.choices[0].message.content or "") + turns = json.loads(raw) + if isinstance(turns, list) and turns and all( + isinstance(t, dict) and "role" in t and "content" in t for t in turns + ): + return turns + except Exception: + await asyncio.sleep(0.6 * (attempt + 1)) + # Fallback: a minimal deterministic session so generation never blocks. + return [{"role": "user", "content": "Note for the record:"}, + {"role": "assistant", "content": fact_text}] + + +# --------------------------------------------------------------------------- +# Build dataset +# --------------------------------------------------------------------------- +async def build(model: str, n_distractors: int, out_path: Path) -> None: + cache_path = BENCHMARK_DIR / "codemem_sessions_cache.json" + cache: dict = json.loads(cache_path.read_text()) if cache_path.exists() else {} + sem = asyncio.Semaphore(8) + + # Collect every (cache_key, fact_text, system, user_extra) we must render. + render_jobs: list[tuple[str, str, str, str]] = [] + + def need(key: str, fact_text: str, system=RENDER_SYSTEM, user_extra=""): + if key not in cache: + render_jobs.append((key, fact_text, system, user_extra)) + + for f in FACTS: + need(f["id"], f["fact"]) + for u in UPDATES: + need(u["id"] + "__old", u["old_fact"]) + need(u["id"] + "__new", u["new_fact"]) + for m in MULTI: + for i, sub in enumerate(m["facts"]): + need(f"{m['id']}__{i}", sub) + for i in range(n_distractors): + # vary the prompt slightly by index so sessions differ + need(f"distractor_{i}", "", DISTRACTOR_SYSTEM, + f"{DISTRACTOR_SYSTEM}\nVariation seed: {i}. Project: {PROJECT}") + + print(f"Rendering {len(render_jobs)} sessions ({len(cache)} cached) with {model}...") + + async def run_job(job): + key, fact_text, system, user_extra = job + turns = await render_session(fact_text, model, sem, system, user_extra) + return key, turns + + done = 0 + tasks = [asyncio.create_task(run_job(j)) for j in render_jobs] + for coro in asyncio.as_completed(tasks): + key, turns = await coro + cache[key] = turns + done += 1 + if done % 10 == 0 or done == len(tasks): + print(f" rendered {done}/{len(tasks)}") + cache_path.write_text(json.dumps(cache, ensure_ascii=False, indent=1)) + cache_path.write_text(json.dumps(cache, ensure_ascii=False, indent=1)) + + # Distractor sessions used to pad every haystack. + distractors = [(f"distractor_{i}", cache[f"distractor_{i}"]) for i in range(n_distractors)] + + # Chronological dates: spread sessions across ~2024. + def date_for(slot: int) -> str: + # slot 0..N over the year + from datetime import date, timedelta + return (date(2024, 1, 8) + timedelta(days=slot * 6)).isoformat() + + questions: list[dict] = [] + + def assemble(qid: str, qtype: str, question: str, answer: str, + evidence: list[tuple[str, list[dict]]], updated: bool = False, + abstain: bool = False) -> dict: + """Build one LongMemEval-format question. + + evidence: list of (session_id, turns). For knowledge-update the OLD + session must come chronologically BEFORE the NEW one. + """ + n_pad = max(0, 18 - len(evidence)) + pad = RNG.sample(distractors, min(n_pad, len(distractors))) + # Interleave evidence among distractors but preserve evidence order. + slots = list(pad) + # choose increasing insertion positions for evidence to keep old {out_path.name}") + print(f" abstention: {n_abs}") + for t, c in sorted(comp.items()): + print(f" {t:<18} {c}") + avg_h = sum(len(q["haystack_sessions"]) for q in questions) / len(questions) + print(f" avg haystack sessions/question: {avg_h:.1f}") + + +def main() -> None: + ap = argparse.ArgumentParser(description="Generate the CodeMemEval dataset") + ap.add_argument("--model", default="gpt-5.5", help="LLM for rendering sessions") + ap.add_argument("--distractors", type=int, default=40) + ap.add_argument("--out", default=str(BENCHMARK_DIR / "codemem_dataset.json")) + args = ap.parse_args() + if not os.environ.get("OPENROUTER_API_KEY") and not os.environ.get("OPENAI_API_KEY"): + print("ERROR: no API key (set OPENROUTER_API_KEY in benchmark/.env)") + sys.exit(1) + asyncio.run(build(args.model, args.distractors, Path(args.out))) + + +if __name__ == "__main__": + main() diff --git a/benchmark/gen_distractors.py b/benchmark/gen_distractors.py index 4b7b366..cf53a49 100644 --- a/benchmark/gen_distractors.py +++ b/benchmark/gen_distractors.py @@ -91,7 +91,7 @@ # ============================================================ _client = AsyncOpenAI( - base_url="https://openrouter.ai/api/v1", + base_url=os.environ.get("OPENROUTER_BASE_URL", "https://openrouter.ai/api/v1"), api_key=os.environ.get("OPENROUTER_API_KEY", ""), default_headers={ "HTTP-Referer": "https://github.com/wuwangzhang1216/openDB", diff --git a/benchmark/longmemeval_e2e_bench.py b/benchmark/longmemeval_e2e_bench.py index d77559a..a68f19f 100644 --- a/benchmark/longmemeval_e2e_bench.py +++ b/benchmark/longmemeval_e2e_bench.py @@ -73,7 +73,7 @@ # LLM client (OpenRouter by default) _llm_client = AsyncOpenAI( - base_url="https://openrouter.ai/api/v1", + base_url=os.environ.get("OPENROUTER_BASE_URL", "https://openrouter.ai/api/v1"), api_key=os.environ.get("OPENROUTER_API_KEY", ""), default_headers={ "HTTP-Referer": "https://github.com/wuwangzhang1216/openDB", diff --git a/benchmark/longmemeval_results.json b/benchmark/longmemeval_results.json index d959b7c..b8c4b8b 100644 --- a/benchmark/longmemeval_results.json +++ b/benchmark/longmemeval_results.json @@ -34,12 +34,12 @@ } }, "timing": { - "recall_median_ms": 1.1, - "recall_mean_ms": 1.5, - "store_median_ms": 9.4 + "recall_median_ms": 0.7, + "recall_mean_ms": 1.0, + "store_median_ms": 2.0 }, "misses": 0, - "elapsed_seconds": 35.1 + "elapsed_seconds": 3.3 }, "questions": [ { @@ -51,16 +51,16 @@ "5": true, "10": true }, - "recall_time_ms": 136.42, - "store_time_ms": 16.11, + "recall_time_ms": 86.9, + "store_time_ms": 6.4, "answer_session_ids": [ - "answer_4be1b6b4_3", "answer_4be1b6b4_1", + "answer_4be1b6b4_3", "answer_4be1b6b4_2" ], "recalled_session_ids": [ - "answer_4be1b6b4_2", "answer_4be1b6b4_3", + "answer_4be1b6b4_2", "answer_4be1b6b4_1" ] }, @@ -73,11 +73,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.77, - "store_time_ms": 9.32, + "recall_time_ms": 1.3, + "store_time_ms": 2.7, "answer_session_ids": [ - "answer_1c6b85ea_1", - "answer_1c6b85ea_2" + "answer_1c6b85ea_2", + "answer_1c6b85ea_1" ], "recalled_session_ids": [ "answer_1c6b85ea_2", @@ -93,15 +93,15 @@ "5": true, "10": true }, - "recall_time_ms": 0.71, - "store_time_ms": 8.69, + "recall_time_ms": 0.95, + "store_time_ms": 2.61, "answer_session_ids": [ - "answer_b535969f_1", - "answer_b535969f_2" - ], - "recalled_session_ids": [ "answer_b535969f_2", "answer_b535969f_1" + ], + "recalled_session_ids": [ + "answer_b535969f_1", + "answer_b535969f_2" ] }, { @@ -113,11 +113,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.17, - "store_time_ms": 9.17, + "recall_time_ms": 0.96, + "store_time_ms": 2.41, "answer_session_ids": [ - "answer_5328c3c2_2", - "answer_5328c3c2_1" + "answer_5328c3c2_1", + "answer_5328c3c2_2" ], "recalled_session_ids": [ "answer_5328c3c2_2", @@ -133,8 +133,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.94, - "store_time_ms": 9.08, + "recall_time_ms": 1.22, + "store_time_ms": 2.89, "answer_session_ids": [ "answer_e936197f_2", "answer_e936197f_1" @@ -153,8 +153,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.92, - "store_time_ms": 9.21, + "recall_time_ms": 1.19, + "store_time_ms": 2.74, "answer_session_ids": [ "answer_6ea1541e_2", "answer_6ea1541e_1" @@ -173,8 +173,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.87, - "store_time_ms": 8.74, + "recall_time_ms": 0.85, + "store_time_ms": 2.32, "answer_session_ids": [ "answer_d39b7977_2", "answer_d39b7977_1" @@ -193,11 +193,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.82, - "store_time_ms": 8.82, + "recall_time_ms": 1.01, + "store_time_ms": 1.99, "answer_session_ids": [ - "answer_7a4a93f1_1", - "answer_7a4a93f1_2" + "answer_7a4a93f1_2", + "answer_7a4a93f1_1" ], "recalled_session_ids": [ "answer_7a4a93f1_2", @@ -213,11 +213,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.97, - "store_time_ms": 9.68, + "recall_time_ms": 0.84, + "store_time_ms": 2.53, "answer_session_ids": [ - "answer_1cc3cd0c_1", - "answer_1cc3cd0c_2" + "answer_1cc3cd0c_2", + "answer_1cc3cd0c_1" ], "recalled_session_ids": [ "answer_1cc3cd0c_2", @@ -233,11 +233,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.86, - "store_time_ms": 9.08, + "recall_time_ms": 0.76, + "store_time_ms": 4.07, "answer_session_ids": [ - "answer_b3763b6b_1", - "answer_b3763b6b_2" + "answer_b3763b6b_2", + "answer_b3763b6b_1" ], "recalled_session_ids": [ "answer_b3763b6b_1", @@ -253,18 +253,18 @@ "5": true, "10": true }, - "recall_time_ms": 0.97, - "store_time_ms": 22.44, + "recall_time_ms": 1.06, + "store_time_ms": 5.45, "answer_session_ids": [ - "answer_099c1b6c_5", "answer_099c1b6c_3", "answer_099c1b6c_2", - "answer_099c1b6c_1", - "answer_099c1b6c_4" + "answer_099c1b6c_5", + "answer_099c1b6c_4", + "answer_099c1b6c_1" ], "recalled_session_ids": [ - "answer_099c1b6c_1", "answer_099c1b6c_3", + "answer_099c1b6c_1", "answer_099c1b6c_5", "answer_099c1b6c_4", "answer_099c1b6c_2" @@ -279,8 +279,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.95, - "store_time_ms": 9.45, + "recall_time_ms": 0.71, + "store_time_ms": 2.63, "answer_session_ids": [ "answer_c4e5d969_2", "answer_c4e5d969_1" @@ -299,11 +299,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.25, - "store_time_ms": 9.91, + "recall_time_ms": 0.81, + "store_time_ms": 2.31, "answer_session_ids": [ - "answer_932ea3bf_1", - "answer_932ea3bf_2" + "answer_932ea3bf_2", + "answer_932ea3bf_1" ], "recalled_session_ids": [ "answer_932ea3bf_1", @@ -319,11 +319,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.9, - "store_time_ms": 9.71, + "recall_time_ms": 0.89, + "store_time_ms": 2.49, "answer_session_ids": [ - "answer_d50a8a33_1", - "answer_d50a8a33_2" + "answer_d50a8a33_2", + "answer_d50a8a33_1" ], "recalled_session_ids": [ "answer_d50a8a33_2", @@ -339,8 +339,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.97, - "store_time_ms": 10.17, + "recall_time_ms": 1.03, + "store_time_ms": 2.62, "answer_session_ids": [ "answer_b3070ec4_1", "answer_b3070ec4_2" @@ -359,15 +359,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.38, - "store_time_ms": 26.63, + "recall_time_ms": 3.38, + "store_time_ms": 6.68, "answer_session_ids": [ - "answer_4ffa04a2_4", "answer_4ffa04a2_6", + "answer_4ffa04a2_2", + "answer_4ffa04a2_3", "answer_4ffa04a2_5", "answer_4ffa04a2_1", - "answer_4ffa04a2_3", - "answer_4ffa04a2_2" + "answer_4ffa04a2_4" ], "recalled_session_ids": [ "answer_4ffa04a2_1", @@ -387,11 +387,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.95, - "store_time_ms": 11.22, + "recall_time_ms": 1.17, + "store_time_ms": 2.38, "answer_session_ids": [ - "answer_e5131a1b_2", - "answer_e5131a1b_1" + "answer_e5131a1b_1", + "answer_e5131a1b_2" ], "recalled_session_ids": [ "answer_e5131a1b_2", @@ -407,11 +407,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.83, - "store_time_ms": 9.88, + "recall_time_ms": 0.94, + "store_time_ms": 2.72, "answer_session_ids": [ - "answer_3e11e0ae_1", - "answer_3e11e0ae_2" + "answer_3e11e0ae_2", + "answer_3e11e0ae_1" ], "recalled_session_ids": [ "answer_3e11e0ae_1", @@ -427,8 +427,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.64, - "store_time_ms": 9.15, + "recall_time_ms": 0.63, + "store_time_ms": 2.13, "answer_session_ids": [ "answer_30dfe889_2", "answer_30dfe889_1" @@ -447,11 +447,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.88, - "store_time_ms": 8.9, + "recall_time_ms": 0.73, + "store_time_ms": 2.02, "answer_session_ids": [ - "answer_ab603dd5_1", - "answer_ab603dd5_2" + "answer_ab603dd5_2", + "answer_ab603dd5_1" ], "recalled_session_ids": [ "answer_ab603dd5_1", @@ -467,12 +467,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.18, - "store_time_ms": 13.19, + "recall_time_ms": 1.71, + "store_time_ms": 2.78, "answer_session_ids": [ - "answer_5e3bb940_1", + "answer_5e3bb940_3", "answer_5e3bb940_2", - "answer_5e3bb940_3" + "answer_5e3bb940_1" ], "recalled_session_ids": [ "answer_5e3bb940_1", @@ -489,11 +489,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.78, - "store_time_ms": 9.37, + "recall_time_ms": 0.93, + "store_time_ms": 2.09, "answer_session_ids": [ - "answer_0a00c163_2", - "answer_0a00c163_1" + "answer_0a00c163_1", + "answer_0a00c163_2" ], "recalled_session_ids": [ "answer_0a00c163_2", @@ -509,8 +509,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.86, - "store_time_ms": 9.03, + "recall_time_ms": 0.93, + "store_time_ms": 2.01, "answer_session_ids": [ "answer_70dc7d08_1", "answer_70dc7d08_2" @@ -529,15 +529,15 @@ "5": true, "10": true }, - "recall_time_ms": 0.86, - "store_time_ms": 9.68, + "recall_time_ms": 1.03, + "store_time_ms": 2.18, "answer_session_ids": [ "answer_fb793c87_1", "answer_fb793c87_2" ], "recalled_session_ids": [ - "answer_fb793c87_2", - "answer_fb793c87_1" + "answer_fb793c87_1", + "answer_fb793c87_2" ] }, { @@ -549,8 +549,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.69, - "store_time_ms": 9.77, + "recall_time_ms": 0.88, + "store_time_ms": 2.07, "answer_session_ids": [ "answer_cf425855_2", "answer_cf425855_1" @@ -569,11 +569,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.01, - "store_time_ms": 9.15, + "recall_time_ms": 0.84, + "store_time_ms": 2.15, "answer_session_ids": [ - "answer_cdba3d9f_1", - "answer_cdba3d9f_2" + "answer_cdba3d9f_2", + "answer_cdba3d9f_1" ], "recalled_session_ids": [ "answer_cdba3d9f_1", @@ -589,8 +589,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.85, - "store_time_ms": 9.03, + "recall_time_ms": 0.62, + "store_time_ms": 2.46, "answer_session_ids": [ "answer_9af4e346_1", "answer_9af4e346_2" @@ -610,7 +610,7 @@ "10": true }, "recall_time_ms": 1.11, - "store_time_ms": 8.67, + "store_time_ms": 1.92, "answer_session_ids": [ "answer_5e3eeb12_1", "answer_5e3eeb12_2" @@ -629,11 +629,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.84, - "store_time_ms": 10.04, + "recall_time_ms": 1.05, + "store_time_ms": 2.49, "answer_session_ids": [ - "answer_b9d9150e_1", - "answer_b9d9150e_2" + "answer_b9d9150e_2", + "answer_b9d9150e_1" ], "recalled_session_ids": [ "answer_b9d9150e_2", @@ -649,8 +649,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.96, - "store_time_ms": 13.49, + "recall_time_ms": 1.57, + "store_time_ms": 2.84, "answer_session_ids": [ "answer_8a42fedf_3", "answer_8a42fedf_2", @@ -658,8 +658,7 @@ ], "recalled_session_ids": [ "answer_8a42fedf_2", - "answer_8a42fedf_3", - "answer_8a42fedf_1" + "answer_8a42fedf_3" ] }, { @@ -671,11 +670,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.71, - "store_time_ms": 8.74, + "recall_time_ms": 0.84, + "store_time_ms": 2.11, "answer_session_ids": [ - "answer_be73098b_1", - "answer_be73098b_2" + "answer_be73098b_2", + "answer_be73098b_1" ], "recalled_session_ids": [ "answer_be73098b_2", @@ -691,11 +690,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.56, - "store_time_ms": 9.67, + "recall_time_ms": 0.83, + "store_time_ms": 2.49, "answer_session_ids": [ - "answer_72d9aa58_1", - "answer_72d9aa58_2" + "answer_72d9aa58_2", + "answer_72d9aa58_1" ], "recalled_session_ids": [ "answer_72d9aa58_1", @@ -711,11 +710,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.05, - "store_time_ms": 9.2, + "recall_time_ms": 0.6, + "store_time_ms": 2.14, "answer_session_ids": [ - "answer_da704e79_1", - "answer_da704e79_2" + "answer_da704e79_2", + "answer_da704e79_1" ], "recalled_session_ids": [ "answer_da704e79_1", @@ -731,8 +730,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.06, - "store_time_ms": 9.48, + "recall_time_ms": 0.78, + "store_time_ms": 1.96, "answer_session_ids": [ "answer_6a78e959_1", "answer_6a78e959_2" @@ -751,8 +750,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.88, - "store_time_ms": 10.61, + "recall_time_ms": 1.0, + "store_time_ms": 2.35, "answer_session_ids": [ "answer_991d55e5_1", "answer_991d55e5_2" @@ -771,8 +770,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.92, - "store_time_ms": 9.0, + "recall_time_ms": 0.68, + "store_time_ms": 1.94, "answer_session_ids": [ "answer_54f0d6f9_2", "answer_54f0d6f9_1" @@ -791,11 +790,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.85, - "store_time_ms": 10.32, + "recall_time_ms": 0.64, + "store_time_ms": 1.73, "answer_session_ids": [ - "answer_016f6bd4_1", - "answer_016f6bd4_2" + "answer_016f6bd4_2", + "answer_016f6bd4_1" ], "recalled_session_ids": [ "answer_016f6bd4_1", @@ -811,8 +810,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.89, - "store_time_ms": 8.87, + "recall_time_ms": 0.73, + "store_time_ms": 1.94, "answer_session_ids": [ "answer_8464304d_2", "answer_8464304d_1" @@ -831,8 +830,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.99, - "store_time_ms": 9.89, + "recall_time_ms": 0.88, + "store_time_ms": 2.05, "answer_session_ids": [ "answer_aa930b56_2", "answer_aa930b56_1" @@ -851,11 +850,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.94, - "store_time_ms": 8.66, + "recall_time_ms": 0.98, + "store_time_ms": 1.87, "answer_session_ids": [ - "answer_e60a93ff_1", - "answer_e60a93ff_2" + "answer_e60a93ff_2", + "answer_e60a93ff_1" ], "recalled_session_ids": [ "answer_e60a93ff_1", @@ -871,11 +870,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.31, - "store_time_ms": 9.5, + "recall_time_ms": 1.2, + "store_time_ms": 2.43, "answer_session_ids": [ - "answer_5fcca8bc_2", - "answer_5fcca8bc_1" + "answer_5fcca8bc_1", + "answer_5fcca8bc_2" ], "recalled_session_ids": [ "answer_5fcca8bc_2", @@ -891,17 +890,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.33, - "store_time_ms": 15.06, + "recall_time_ms": 1.69, + "store_time_ms": 3.83, "answer_session_ids": [ + "answer_544fe66c_2", "answer_544fe66c_1", - "answer_544fe66c_3", - "answer_544fe66c_2" + "answer_544fe66c_3" ], "recalled_session_ids": [ "answer_544fe66c_2", - "answer_544fe66c_3", - "answer_544fe66c_1" + "answer_544fe66c_3" ] }, { @@ -913,15 +911,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.18, - "store_time_ms": 10.09, + "recall_time_ms": 0.74, + "store_time_ms": 2.11, "answer_session_ids": [ - "answer_436d4309_2", - "answer_436d4309_1" + "answer_436d4309_1", + "answer_436d4309_2" ], "recalled_session_ids": [ - "answer_436d4309_2", - "answer_436d4309_1" + "answer_436d4309_1", + "answer_436d4309_2" ] }, { @@ -933,16 +931,16 @@ "5": true, "10": true }, - "recall_time_ms": 0.97, - "store_time_ms": 14.2, + "recall_time_ms": 1.47, + "store_time_ms": 3.11, "answer_session_ids": [ + "answer_7a36e820_2", "answer_7a36e820_1", - "answer_7a36e820_3", - "answer_7a36e820_2" + "answer_7a36e820_3" ], "recalled_session_ids": [ - "answer_7a36e820_3", "answer_7a36e820_2", + "answer_7a36e820_3", "answer_7a36e820_1" ] }, @@ -955,17 +953,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.21, - "store_time_ms": 15.11, + "recall_time_ms": 1.28, + "store_time_ms": 3.22, "answer_session_ids": [ + "answer_aaf71ce2_1", "answer_aaf71ce2_2", - "answer_aaf71ce2_3", - "answer_aaf71ce2_1" + "answer_aaf71ce2_3" ], "recalled_session_ids": [ "answer_aaf71ce2_2", - "answer_aaf71ce2_3", - "answer_aaf71ce2_1" + "answer_aaf71ce2_3" ] }, { @@ -977,8 +974,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.13, - "store_time_ms": 11.93, + "recall_time_ms": 0.74, + "store_time_ms": 1.83, "answer_session_ids": [ "answer_5a78688d_1", "answer_5a78688d_2" @@ -997,8 +994,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.19, - "store_time_ms": 9.94, + "recall_time_ms": 0.9, + "store_time_ms": 2.21, "answer_session_ids": [ "answer_a68db5db_1", "answer_a68db5db_2" @@ -1017,11 +1014,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.7, - "store_time_ms": 9.74, + "recall_time_ms": 0.68, + "store_time_ms": 2.07, "answer_session_ids": [ - "answer_faad7d7a_2", - "answer_faad7d7a_1" + "answer_faad7d7a_1", + "answer_faad7d7a_2" ], "recalled_session_ids": [ "answer_faad7d7a_1", @@ -1037,11 +1034,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.1, - "store_time_ms": 9.72, + "recall_time_ms": 0.63, + "store_time_ms": 1.77, "answer_session_ids": [ - "answer_11a8f823_1", - "answer_11a8f823_2" + "answer_11a8f823_2", + "answer_11a8f823_1" ], "recalled_session_ids": [ "answer_11a8f823_2", @@ -1057,11 +1054,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.12, - "store_time_ms": 9.21, + "recall_time_ms": 1.03, + "store_time_ms": 2.21, "answer_session_ids": [ - "answer_53582e7e_1", - "answer_53582e7e_2" + "answer_53582e7e_2", + "answer_53582e7e_1" ], "recalled_session_ids": [ "answer_53582e7e_2", @@ -1077,8 +1074,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.86, - "store_time_ms": 10.2, + "recall_time_ms": 1.03, + "store_time_ms": 2.33, "answer_session_ids": [ "answer_b10f3828_1", "answer_b10f3828_2" @@ -1097,11 +1094,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.79, - "store_time_ms": 9.28, + "recall_time_ms": 0.89, + "store_time_ms": 2.01, "answer_session_ids": [ - "answer_d8e33f5c_2", - "answer_d8e33f5c_1" + "answer_d8e33f5c_1", + "answer_d8e33f5c_2" ], "recalled_session_ids": [ "answer_d8e33f5c_2", @@ -1117,15 +1114,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.05, - "store_time_ms": 9.95, + "recall_time_ms": 0.64, + "store_time_ms": 2.1, "answer_session_ids": [ "answer_65600ff6_2", "answer_65600ff6_1" ], "recalled_session_ids": [ - "answer_65600ff6_1", - "answer_65600ff6_2" + "answer_65600ff6_2", + "answer_65600ff6_1" ] }, { @@ -1137,8 +1134,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.07, - "store_time_ms": 9.03, + "recall_time_ms": 0.83, + "store_time_ms": 1.82, "answer_session_ids": [ "answer_124f5dc3_1", "answer_124f5dc3_2" @@ -1157,16 +1154,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.29, - "store_time_ms": 14.22, + "recall_time_ms": 2.31, + "store_time_ms": 2.79, "answer_session_ids": [ + "answer_afa9873b_3", "answer_afa9873b_2", - "answer_afa9873b_1", - "answer_afa9873b_3" + "answer_afa9873b_1" ], "recalled_session_ids": [ - "answer_afa9873b_1", "answer_afa9873b_3", + "answer_afa9873b_1", "answer_afa9873b_2" ] }, @@ -1179,19 +1176,17 @@ "5": true, "10": true }, - "recall_time_ms": 1.58, - "store_time_ms": 20.04, + "recall_time_ms": 2.66, + "store_time_ms": 4.38, "answer_session_ids": [ "answer_ec904b3c_4", - "answer_ec904b3c_2", "answer_ec904b3c_3", + "answer_ec904b3c_2", "answer_ec904b3c_1" ], "recalled_session_ids": [ "answer_ec904b3c_1", - "answer_ec904b3c_4", - "answer_ec904b3c_2", - "answer_ec904b3c_3" + "answer_ec904b3c_4" ] }, { @@ -1203,12 +1198,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.41, - "store_time_ms": 20.96, + "recall_time_ms": 1.04, + "store_time_ms": 4.54, "answer_session_ids": [ - "answer_593bdffd_1", - "answer_593bdffd_2", "answer_593bdffd_4", + "answer_593bdffd_2", + "answer_593bdffd_1", "answer_593bdffd_3" ], "recalled_session_ids": [ @@ -1227,17 +1222,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.47, - "store_time_ms": 13.99, + "recall_time_ms": 1.75, + "store_time_ms": 3.1, "answer_session_ids": [ - "answer_a8b4290f_2", + "answer_a8b4290f_3", "answer_a8b4290f_1", - "answer_a8b4290f_3" + "answer_a8b4290f_2" ], "recalled_session_ids": [ "answer_a8b4290f_3", - "answer_a8b4290f_2", - "answer_a8b4290f_1" + "answer_a8b4290f_2" ] }, { @@ -1249,11 +1243,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.17, - "store_time_ms": 8.26, + "recall_time_ms": 0.72, + "store_time_ms": 2.82, "answer_session_ids": [ - "answer_86c505e7_1", - "answer_86c505e7_2" + "answer_86c505e7_2", + "answer_86c505e7_1" ], "recalled_session_ids": [ "answer_86c505e7_2", @@ -1269,12 +1263,12 @@ "5": true, "10": true }, - "recall_time_ms": 0.83, - "store_time_ms": 14.08, + "recall_time_ms": 1.75, + "store_time_ms": 3.18, "answer_session_ids": [ - "answer_c2204106_3", "answer_c2204106_1", - "answer_c2204106_2" + "answer_c2204106_2", + "answer_c2204106_3" ], "recalled_session_ids": [ "answer_c2204106_1", @@ -1291,12 +1285,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.18, - "store_time_ms": 17.66, + "recall_time_ms": 1.68, + "store_time_ms": 3.74, "answer_session_ids": [ + "answer_2880eb6c_4", "answer_2880eb6c_1", "answer_2880eb6c_3", - "answer_2880eb6c_4", "answer_2880eb6c_2" ], "recalled_session_ids": [ @@ -1315,12 +1309,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.2, - "store_time_ms": 13.41, + "recall_time_ms": 2.11, + "store_time_ms": 3.31, "answer_session_ids": [ - "answer_526354c8_1", "answer_526354c8_3", - "answer_526354c8_2" + "answer_526354c8_2", + "answer_526354c8_1" ], "recalled_session_ids": [ "answer_526354c8_2", @@ -1337,11 +1331,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.19, - "store_time_ms": 14.99, + "recall_time_ms": 0.98, + "store_time_ms": 3.17, "answer_session_ids": [ - "answer_55a6940c_2", "answer_55a6940c_1", + "answer_55a6940c_2", "answer_55a6940c_3" ], "recalled_session_ids": [ @@ -1359,11 +1353,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.02, - "store_time_ms": 10.42, + "recall_time_ms": 0.75, + "store_time_ms": 1.84, "answer_session_ids": [ - "answer_f9de4602_2", - "answer_f9de4602_1" + "answer_f9de4602_1", + "answer_f9de4602_2" ], "recalled_session_ids": [ "answer_f9de4602_2", @@ -1379,13 +1373,13 @@ "5": true, "10": true }, - "recall_time_ms": 1.56, - "store_time_ms": 26.86, + "recall_time_ms": 2.28, + "store_time_ms": 3.77, "answer_session_ids": [ - "answer_56d02cab_4", "answer_56d02cab_3", + "answer_56d02cab_1", "answer_56d02cab_2", - "answer_56d02cab_1" + "answer_56d02cab_4" ], "recalled_session_ids": [ "answer_56d02cab_1", @@ -1403,17 +1397,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.51, - "store_time_ms": 15.37, + "recall_time_ms": 2.05, + "store_time_ms": 3.18, "answer_session_ids": [ - "answer_cf9e3940_2", "answer_cf9e3940_3", + "answer_cf9e3940_2", "answer_cf9e3940_1" ], "recalled_session_ids": [ - "answer_cf9e3940_3", - "answer_cf9e3940_1", - "answer_cf9e3940_2" + "answer_cf9e3940_3" ] }, { @@ -1425,8 +1417,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.98, - "store_time_ms": 10.4, + "recall_time_ms": 0.65, + "store_time_ms": 1.96, "answer_session_ids": [ "answer_a4204937_1", "answer_a4204937_2" @@ -1445,12 +1437,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.27, - "store_time_ms": 16.12, + "recall_time_ms": 1.81, + "store_time_ms": 3.09, "answer_session_ids": [ - "answer_c65042d7_1", + "answer_c65042d7_3", "answer_c65042d7_2", - "answer_c65042d7_3" + "answer_c65042d7_1" ], "recalled_session_ids": [ "answer_c65042d7_3", @@ -1467,12 +1459,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.13, - "store_time_ms": 14.59, + "recall_time_ms": 1.37, + "store_time_ms": 2.98, "answer_session_ids": [ + "answer_ef74281f_1", "answer_ef74281f_3", - "answer_ef74281f_2", - "answer_ef74281f_1" + "answer_ef74281f_2" ], "recalled_session_ids": [ "answer_ef74281f_3", @@ -1489,21 +1481,21 @@ "5": true, "10": true }, - "recall_time_ms": 1.28, - "store_time_ms": 24.99, + "recall_time_ms": 2.69, + "store_time_ms": 5.59, "answer_session_ids": [ "answer_8d015d9d_1", - "answer_8d015d9d_4", - "answer_8d015d9d_2", + "answer_8d015d9d_3", "answer_8d015d9d_5", - "answer_8d015d9d_3" + "answer_8d015d9d_4", + "answer_8d015d9d_2" ], "recalled_session_ids": [ "answer_8d015d9d_3", "answer_8d015d9d_2", - "answer_8d015d9d_1", "answer_8d015d9d_5", - "answer_8d015d9d_4" + "answer_8d015d9d_4", + "answer_8d015d9d_1" ] }, { @@ -1515,17 +1507,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.0, - "store_time_ms": 15.11, + "recall_time_ms": 1.97, + "store_time_ms": 5.01, "answer_session_ids": [ "answer_e7b0637e_1", - "answer_e7b0637e_2", - "answer_e7b0637e_3" + "answer_e7b0637e_3", + "answer_e7b0637e_2" ], "recalled_session_ids": [ "answer_e7b0637e_2", - "answer_e7b0637e_1", - "answer_e7b0637e_3" + "answer_e7b0637e_1" ] }, { @@ -1537,19 +1528,19 @@ "5": true, "10": true }, - "recall_time_ms": 1.46, - "store_time_ms": 18.09, + "recall_time_ms": 2.03, + "store_time_ms": 3.52, "answer_session_ids": [ "answer_fa526fc0_2", - "answer_fa526fc0_1", "answer_fa526fc0_4", + "answer_fa526fc0_1", "answer_fa526fc0_3" ], "recalled_session_ids": [ "answer_fa526fc0_4", "answer_fa526fc0_3", - "answer_fa526fc0_1", - "answer_fa526fc0_2" + "answer_fa526fc0_2", + "answer_fa526fc0_1" ] }, { @@ -1561,18 +1552,17 @@ "5": true, "10": true }, - "recall_time_ms": 1.15, - "store_time_ms": 18.36, + "recall_time_ms": 1.21, + "store_time_ms": 3.58, "answer_session_ids": [ + "answer_8858d9dc_4", "answer_8858d9dc_1", "answer_8858d9dc_3", - "answer_8858d9dc_4", "answer_8858d9dc_2" ], "recalled_session_ids": [ "answer_8858d9dc_2", - "answer_8858d9dc_4", - "answer_8858d9dc_1" + "answer_8858d9dc_4" ] }, { @@ -1584,19 +1574,17 @@ "5": true, "10": true }, - "recall_time_ms": 1.45, - "store_time_ms": 20.21, + "recall_time_ms": 1.92, + "store_time_ms": 3.96, "answer_session_ids": [ - "answer_733e443a_2", "answer_733e443a_1", + "answer_733e443a_4", "answer_733e443a_3", - "answer_733e443a_4" + "answer_733e443a_2" ], "recalled_session_ids": [ "answer_733e443a_2", - "answer_733e443a_3", - "answer_733e443a_1", - "answer_733e443a_4" + "answer_733e443a_1" ] }, { @@ -1608,12 +1596,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.02, - "store_time_ms": 14.0, + "recall_time_ms": 1.25, + "store_time_ms": 2.52, "answer_session_ids": [ - "answer_990c8992_3", "answer_990c8992_2", - "answer_990c8992_1" + "answer_990c8992_1", + "answer_990c8992_3" ], "recalled_session_ids": [ "answer_990c8992_2", @@ -1630,13 +1618,13 @@ "5": true, "10": true }, - "recall_time_ms": 1.94, - "store_time_ms": 18.86, + "recall_time_ms": 2.51, + "store_time_ms": 4.44, "answer_session_ids": [ - "answer_5a0d28f8_3", - "answer_5a0d28f8_2", "answer_5a0d28f8_4", - "answer_5a0d28f8_1" + "answer_5a0d28f8_3", + "answer_5a0d28f8_1", + "answer_5a0d28f8_2" ], "recalled_session_ids": [ "answer_5a0d28f8_4", @@ -1654,20 +1642,20 @@ "5": true, "10": true }, - "recall_time_ms": 1.37, - "store_time_ms": 31.06, + "recall_time_ms": 2.56, + "store_time_ms": 5.89, "answer_session_ids": [ "answer_a679a86a_3", "answer_a679a86a_2", - "answer_a679a86a_5", + "answer_a679a86a_4", "answer_a679a86a_1", - "answer_a679a86a_4" + "answer_a679a86a_5" ], "recalled_session_ids": [ "answer_a679a86a_2", "answer_a679a86a_1", - "answer_a679a86a_4", "answer_a679a86a_5", + "answer_a679a86a_4", "answer_a679a86a_3" ] }, @@ -1680,11 +1668,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.65, - "store_time_ms": 14.95, + "recall_time_ms": 1.61, + "store_time_ms": 2.92, "answer_session_ids": [ - "answer_c008e5df_3", "answer_c008e5df_1", + "answer_c008e5df_3", "answer_c008e5df_2" ], "recalled_session_ids": [ @@ -1702,8 +1690,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.03, - "store_time_ms": 13.36, + "recall_time_ms": 1.48, + "store_time_ms": 3.39, "answer_session_ids": [ "answer_a21f3697_1", "answer_a21f3697_2", @@ -1724,16 +1712,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.14, - "store_time_ms": 164.22, + "recall_time_ms": 0.81, + "store_time_ms": 3.34, "answer_session_ids": [ "answer_203bf3fa_2", - "answer_203bf3fa_3", - "answer_203bf3fa_1" + "answer_203bf3fa_1", + "answer_203bf3fa_3" ], "recalled_session_ids": [ - "answer_203bf3fa_1", "answer_203bf3fa_3", + "answer_203bf3fa_1", "answer_203bf3fa_2" ] }, @@ -1746,19 +1734,19 @@ "5": true, "10": true }, - "recall_time_ms": 1.6, - "store_time_ms": 131.21, + "recall_time_ms": 1.9, + "store_time_ms": 5.37, "answer_session_ids": [ - "answer_6a3b5c13_3", "answer_6a3b5c13_2", "answer_6a3b5c13_1", + "answer_6a3b5c13_3", "answer_6a3b5c13_4" ], "recalled_session_ids": [ - "answer_6a3b5c13_1", - "answer_6a3b5c13_3", "answer_6a3b5c13_4", - "answer_6a3b5c13_2" + "answer_6a3b5c13_1", + "answer_6a3b5c13_2", + "answer_6a3b5c13_3" ] }, { @@ -1770,8 +1758,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.84, - "store_time_ms": 76.07, + "recall_time_ms": 1.03, + "store_time_ms": 2.09, "answer_session_ids": [ "answer_eaa8e3ef_1", "answer_eaa8e3ef_2" @@ -1790,12 +1778,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.48, - "store_time_ms": 114.07, + "recall_time_ms": 1.78, + "store_time_ms": 3.82, "answer_session_ids": [ - "answer_901a6763_3", - "answer_901a6763_4", "answer_901a6763_1", + "answer_901a6763_4", + "answer_901a6763_3", "answer_901a6763_2" ], "recalled_session_ids": [ @@ -1814,17 +1802,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.4, - "store_time_ms": 19.97, + "recall_time_ms": 1.34, + "store_time_ms": 3.49, "answer_session_ids": [ - "answer_2504635e_3", + "answer_2504635e_1", "answer_2504635e_2", - "answer_2504635e_1" + "answer_2504635e_3" ], "recalled_session_ids": [ "answer_2504635e_2", - "answer_2504635e_3", - "answer_2504635e_1" + "answer_2504635e_3" ] }, { @@ -1836,12 +1823,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.38, - "store_time_ms": 14.69, + "recall_time_ms": 1.78, + "store_time_ms": 3.01, "answer_session_ids": [ - "answer_39900a0a_2", "answer_39900a0a_1", - "answer_39900a0a_3" + "answer_39900a0a_3", + "answer_39900a0a_2" ], "recalled_session_ids": [ "answer_39900a0a_1", @@ -1858,8 +1845,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.62, - "store_time_ms": 10.91, + "recall_time_ms": 0.73, + "store_time_ms": 1.98, "answer_session_ids": [ "answer_05d808e6_1", "answer_05d808e6_2" @@ -1878,14 +1865,14 @@ "5": true, "10": true }, - "recall_time_ms": 1.09, - "store_time_ms": 26.45, + "recall_time_ms": 3.02, + "store_time_ms": 5.1, "answer_session_ids": [ "answer_02b63d04_1", "answer_02b63d04_4", + "answer_02b63d04_3", "answer_02b63d04_2", - "answer_02b63d04_5", - "answer_02b63d04_3" + "answer_02b63d04_5" ], "recalled_session_ids": [ "answer_02b63d04_3", @@ -1904,15 +1891,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.44, - "store_time_ms": 12.8, + "recall_time_ms": 0.62, + "store_time_ms": 2.05, "answer_session_ids": [ - "answer_3e5fea0e_2", - "answer_3e5fea0e_1" + "answer_3e5fea0e_1", + "answer_3e5fea0e_2" ], "recalled_session_ids": [ - "answer_3e5fea0e_2", - "answer_3e5fea0e_1" + "answer_3e5fea0e_1", + "answer_3e5fea0e_2" ] }, { @@ -1924,12 +1911,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.75, - "store_time_ms": 22.5, + "recall_time_ms": 2.37, + "store_time_ms": 4.16, "answer_session_ids": [ - "answer_8f6b938d_4", - "answer_8f6b938d_1", "answer_8f6b938d_3", + "answer_8f6b938d_1", + "answer_8f6b938d_4", "answer_8f6b938d_2" ], "recalled_session_ids": [ @@ -1948,8 +1935,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.86, - "store_time_ms": 12.77, + "recall_time_ms": 0.63, + "store_time_ms": 2.02, "answer_session_ids": [ "answer_e0956e0a_1", "answer_e0956e0a_2" @@ -1968,12 +1955,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.27, - "store_time_ms": 16.26, + "recall_time_ms": 1.93, + "store_time_ms": 3.08, "answer_session_ids": [ - "answer_fcff2dc4_1", "answer_fcff2dc4_2", - "answer_fcff2dc4_3" + "answer_fcff2dc4_3", + "answer_fcff2dc4_1" ], "recalled_session_ids": [ "answer_fcff2dc4_3", @@ -1990,17 +1977,17 @@ "5": true, "10": true }, - "recall_time_ms": 2.34, - "store_time_ms": 15.14, + "recall_time_ms": 2.08, + "store_time_ms": 3.34, "answer_session_ids": [ "answer_1de862d6_2", - "answer_1de862d6_3", - "answer_1de862d6_1" + "answer_1de862d6_1", + "answer_1de862d6_3" ], "recalled_session_ids": [ "answer_1de862d6_2", - "answer_1de862d6_3", - "answer_1de862d6_1" + "answer_1de862d6_1", + "answer_1de862d6_3" ] }, { @@ -2012,8 +1999,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.85, - "store_time_ms": 17.61, + "recall_time_ms": 1.84, + "store_time_ms": 3.28, "answer_session_ids": [ "answer_e7fe8c8b_2", "answer_e7fe8c8b_3", @@ -2034,21 +2021,18 @@ "5": true, "10": true }, - "recall_time_ms": 1.93, - "store_time_ms": 29.61, + "recall_time_ms": 1.69, + "store_time_ms": 4.98, "answer_session_ids": [ - "answer_3826dc55_3", "answer_3826dc55_2", - "answer_3826dc55_5", + "answer_3826dc55_1", + "answer_3826dc55_3", "answer_3826dc55_4", - "answer_3826dc55_1" + "answer_3826dc55_5" ], "recalled_session_ids": [ - "answer_3826dc55_5", "answer_3826dc55_4", - "answer_3826dc55_1", - "answer_3826dc55_3", - "answer_3826dc55_2" + "answer_3826dc55_5" ] }, { @@ -2060,17 +2044,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.91, - "store_time_ms": 16.47, + "recall_time_ms": 1.16, + "store_time_ms": 2.5, "answer_session_ids": [ - "answer_cc021f81_1", "answer_cc021f81_2", - "answer_cc021f81_3" + "answer_cc021f81_3", + "answer_cc021f81_1" ], "recalled_session_ids": [ "answer_cc021f81_1", - "answer_cc021f81_3", - "answer_cc021f81_2" + "answer_cc021f81_3" ] }, { @@ -2082,17 +2065,17 @@ "5": true, "10": true }, - "recall_time_ms": 0.96, - "store_time_ms": 33.84, + "recall_time_ms": 0.78, + "store_time_ms": 3.98, "answer_session_ids": [ + "answer_5cdf9bd2_2", "answer_5cdf9bd2_1", - "answer_5cdf9bd2_3", "answer_5cdf9bd2_4", - "answer_5cdf9bd2_2" + "answer_5cdf9bd2_3" ], "recalled_session_ids": [ - "answer_5cdf9bd2_2", "answer_5cdf9bd2_1", + "answer_5cdf9bd2_2", "answer_5cdf9bd2_4", "answer_5cdf9bd2_3" ] @@ -2106,12 +2089,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.7, - "store_time_ms": 17.03, + "recall_time_ms": 2.18, + "store_time_ms": 3.14, "answer_session_ids": [ + "answer_4cef8a3c_3", "answer_4cef8a3c_2", - "answer_4cef8a3c_1", - "answer_4cef8a3c_3" + "answer_4cef8a3c_1" ], "recalled_session_ids": [ "answer_4cef8a3c_2", @@ -2128,21 +2111,18 @@ "5": true, "10": true }, - "recall_time_ms": 1.13, - "store_time_ms": 26.79, + "recall_time_ms": 2.47, + "store_time_ms": 5.31, "answer_session_ids": [ - "answer_728deb4d_1", "answer_728deb4d_5", - "answer_728deb4d_2", "answer_728deb4d_3", + "answer_728deb4d_2", + "answer_728deb4d_1", "answer_728deb4d_4" ], "recalled_session_ids": [ "answer_728deb4d_4", - "answer_728deb4d_3", - "answer_728deb4d_2", - "answer_728deb4d_5", - "answer_728deb4d_1" + "answer_728deb4d_3" ] }, { @@ -2154,19 +2134,19 @@ "5": true, "10": true }, - "recall_time_ms": 1.63, - "store_time_ms": 19.67, + "recall_time_ms": 2.29, + "store_time_ms": 3.88, "answer_session_ids": [ + "answer_6350aa4f_4", "answer_6350aa4f_3", "answer_6350aa4f_2", - "answer_6350aa4f_4", "answer_6350aa4f_1" ], "recalled_session_ids": [ - "answer_6350aa4f_1", "answer_6350aa4f_4", + "answer_6350aa4f_2", "answer_6350aa4f_3", - "answer_6350aa4f_2" + "answer_6350aa4f_1" ] }, { @@ -2178,19 +2158,18 @@ "5": true, "10": true }, - "recall_time_ms": 1.18, - "store_time_ms": 21.0, + "recall_time_ms": 2.54, + "store_time_ms": 4.26, "answer_session_ids": [ - "answer_826d51da_4", "answer_826d51da_2", - "answer_826d51da_1", - "answer_826d51da_3" + "answer_826d51da_4", + "answer_826d51da_3", + "answer_826d51da_1" ], "recalled_session_ids": [ "answer_826d51da_1", "answer_826d51da_3", - "answer_826d51da_4", - "answer_826d51da_2" + "answer_826d51da_4" ] }, { @@ -2202,11 +2181,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.16, - "store_time_ms": 9.55, + "recall_time_ms": 0.93, + "store_time_ms": 2.01, "answer_session_ids": [ - "answer_60e8941a_1", - "answer_60e8941a_2" + "answer_60e8941a_2", + "answer_60e8941a_1" ], "recalled_session_ids": [ "answer_60e8941a_2", @@ -2222,8 +2201,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.29, - "store_time_ms": 9.65, + "recall_time_ms": 1.02, + "store_time_ms": 2.19, "answer_session_ids": [ "answer_e0585cb5_1", "answer_e0585cb5_2" @@ -2242,18 +2221,18 @@ "5": true, "10": true }, - "recall_time_ms": 1.03, - "store_time_ms": 24.1, + "recall_time_ms": 0.84, + "store_time_ms": 4.1, "answer_session_ids": [ - "answer_b6018747_2", "answer_b6018747_3", - "answer_b6018747_4", - "answer_b6018747_1" + "answer_b6018747_2", + "answer_b6018747_1", + "answer_b6018747_4" ], "recalled_session_ids": [ "answer_b6018747_4", - "answer_b6018747_2", "answer_b6018747_3", + "answer_b6018747_2", "answer_b6018747_1" ] }, @@ -2266,17 +2245,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.26, - "store_time_ms": 16.01, + "recall_time_ms": 1.29, + "store_time_ms": 3.42, "answer_session_ids": [ "answer_23759615_3", - "answer_23759615_2", - "answer_23759615_1" + "answer_23759615_1", + "answer_23759615_2" ], "recalled_session_ids": [ "answer_23759615_1", - "answer_23759615_3", - "answer_23759615_2" + "answer_23759615_3" ] }, { @@ -2288,19 +2266,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.04, - "store_time_ms": 19.73, + "recall_time_ms": 1.45, + "store_time_ms": 4.15, "answer_session_ids": [ - "answer_2bd23659_2", "answer_2bd23659_3", - "answer_2bd23659_1", - "answer_2bd23659_4" + "answer_2bd23659_2", + "answer_2bd23659_4", + "answer_2bd23659_1" ], "recalled_session_ids": [ - "answer_2bd23659_3", - "answer_2bd23659_1", - "answer_2bd23659_2", - "answer_2bd23659_4" + "answer_2bd23659_3" ] }, { @@ -2312,11 +2287,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.67, - "store_time_ms": 9.46, + "recall_time_ms": 0.85, + "store_time_ms": 2.28, "answer_session_ids": [ - "answer_923c0221_2", - "answer_923c0221_1" + "answer_923c0221_1", + "answer_923c0221_2" ], "recalled_session_ids": [ "answer_923c0221_2", @@ -2332,17 +2307,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.55, - "store_time_ms": 17.95, + "recall_time_ms": 1.86, + "store_time_ms": 2.73, "answer_session_ids": [ + "answer_7726e7e9_2", "answer_7726e7e9_1", - "answer_7726e7e9_3", - "answer_7726e7e9_2" + "answer_7726e7e9_3" ], "recalled_session_ids": [ - "answer_7726e7e9_1", - "answer_7726e7e9_3", - "answer_7726e7e9_2" + "answer_7726e7e9_1" ] }, { @@ -2354,17 +2327,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.51, - "store_time_ms": 15.03, + "recall_time_ms": 2.02, + "store_time_ms": 3.72, "answer_session_ids": [ + "answer_35c5419d_3", "answer_35c5419d_1", - "answer_35c5419d_2", - "answer_35c5419d_3" + "answer_35c5419d_2" ], "recalled_session_ids": [ "answer_35c5419d_3", - "answer_35c5419d_1", - "answer_35c5419d_2" + "answer_35c5419d_1" ] }, { @@ -2376,12 +2348,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.78, - "store_time_ms": 17.07, + "recall_time_ms": 2.5, + "store_time_ms": 3.5, "answer_session_ids": [ + "answer_669318cf_2", "answer_669318cf_3", - "answer_669318cf_1", - "answer_669318cf_2" + "answer_669318cf_1" ], "recalled_session_ids": [ "answer_669318cf_3", @@ -2398,14 +2370,14 @@ "5": true, "10": true }, - "recall_time_ms": 2.02, - "store_time_ms": 27.13, + "recall_time_ms": 1.09, + "store_time_ms": 5.08, "answer_session_ids": [ "answer_da3c1266_5", - "answer_da3c1266_4", "answer_da3c1266_2", - "answer_da3c1266_1", - "answer_da3c1266_3" + "answer_da3c1266_3", + "answer_da3c1266_4", + "answer_da3c1266_1" ], "recalled_session_ids": [ "answer_da3c1266_2", @@ -2424,11 +2396,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.14, - "store_time_ms": 13.43, + "recall_time_ms": 0.93, + "store_time_ms": 2.26, "answer_session_ids": [ - "answer_a25d4a91_1", - "answer_a25d4a91_2" + "answer_a25d4a91_2", + "answer_a25d4a91_1" ], "recalled_session_ids": [ "answer_a25d4a91_2", @@ -2444,8 +2416,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.7, - "store_time_ms": 10.97, + "recall_time_ms": 0.61, + "store_time_ms": 1.83, "answer_session_ids": [ "answer_3f9693b7_2", "answer_3f9693b7_1" @@ -2464,8 +2436,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.74, - "store_time_ms": 14.17, + "recall_time_ms": 0.6, + "store_time_ms": 1.88, "answer_session_ids": [ "answer_0b1a0942_1", "answer_0b1a0942_2" @@ -2484,8 +2456,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.05, - "store_time_ms": 10.66, + "recall_time_ms": 0.87, + "store_time_ms": 1.94, "answer_session_ids": [ "answer_3a6f1e82_1", "answer_3a6f1e82_2" @@ -2504,8 +2476,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.69, - "store_time_ms": 9.78, + "recall_time_ms": 0.83, + "store_time_ms": 2.03, "answer_session_ids": [ "answer_6a4f8626_2", "answer_6a4f8626_1" @@ -2524,11 +2496,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.0, - "store_time_ms": 11.38, + "recall_time_ms": 0.61, + "store_time_ms": 1.79, "answer_session_ids": [ - "answer_eecb10d9_2", - "answer_eecb10d9_1" + "answer_eecb10d9_1", + "answer_eecb10d9_2" ], "recalled_session_ids": [ "answer_eecb10d9_2", @@ -2544,8 +2516,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.8, - "store_time_ms": 11.36, + "recall_time_ms": 0.97, + "store_time_ms": 2.37, "answer_session_ids": [ "answer_c44b9df4_2", "answer_c44b9df4_1" @@ -2564,8 +2536,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.66, - "store_time_ms": 11.55, + "recall_time_ms": 0.6, + "store_time_ms": 2.18, "answer_session_ids": [ "answer_e1403127_2", "answer_e1403127_1" @@ -2584,11 +2556,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.75, - "store_time_ms": 10.48, + "recall_time_ms": 0.88, + "store_time_ms": 1.84, "answer_session_ids": [ - "answer_73540165_2", - "answer_73540165_1" + "answer_73540165_1", + "answer_73540165_2" ], "recalled_session_ids": [ "answer_73540165_2", @@ -2604,15 +2576,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.06, - "store_time_ms": 12.69, + "recall_time_ms": 0.85, + "store_time_ms": 2.27, "answer_session_ids": [ "answer_02e66dec_1", "answer_02e66dec_2" ], "recalled_session_ids": [ - "answer_02e66dec_2", - "answer_02e66dec_1" + "answer_02e66dec_1", + "answer_02e66dec_2" ] }, { @@ -2624,8 +2596,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.01, - "store_time_ms": 16.8, + "recall_time_ms": 0.6, + "store_time_ms": 2.01, "answer_session_ids": [ "answer_7e9ad7b4_1", "answer_7e9ad7b4_2" @@ -2644,11 +2616,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.51, - "store_time_ms": 11.39, + "recall_time_ms": 0.72, + "store_time_ms": 2.26, "answer_session_ids": [ - "answer_0eb23770_2", - "answer_0eb23770_1" + "answer_0eb23770_1", + "answer_0eb23770_2" ], "recalled_session_ids": [ "answer_0eb23770_1", @@ -2664,8 +2636,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.33, - "store_time_ms": 9.87, + "recall_time_ms": 0.79, + "store_time_ms": 2.46, "answer_session_ids": [ "answer_e2f4f947_1", "answer_e2f4f947_2" @@ -2684,8 +2656,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.56, - "store_time_ms": 9.53, + "recall_time_ms": 0.72, + "store_time_ms": 1.91, "answer_session_ids": [ "answer_8748f791_2", "answer_8748f791_1" @@ -2704,11 +2676,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.01, - "store_time_ms": 9.78, + "recall_time_ms": 0.84, + "store_time_ms": 2.11, "answer_session_ids": [ - "answer_766ab8da_1", - "answer_766ab8da_2" + "answer_766ab8da_2", + "answer_766ab8da_1" ], "recalled_session_ids": [ "answer_766ab8da_2", @@ -2724,11 +2696,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.22, - "store_time_ms": 10.29, + "recall_time_ms": 0.69, + "store_time_ms": 1.59, "answer_session_ids": [ - "answer_d6d2eba8_1", - "answer_d6d2eba8_2" + "answer_d6d2eba8_2", + "answer_d6d2eba8_1" ], "recalled_session_ids": [ "answer_d6d2eba8_1", @@ -2744,11 +2716,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.33, - "store_time_ms": 11.3, + "recall_time_ms": 0.58, + "store_time_ms": 2.09, "answer_session_ids": [ - "answer_cdbe2250_1", - "answer_cdbe2250_2" + "answer_cdbe2250_2", + "answer_cdbe2250_1" ], "recalled_session_ids": [ "answer_cdbe2250_2", @@ -2764,15 +2736,15 @@ "5": true, "10": true }, - "recall_time_ms": 0.91, - "store_time_ms": 10.16, + "recall_time_ms": 1.53, + "store_time_ms": 3.23, "answer_session_ids": [ - "answer_b191df5b_2", - "answer_b191df5b_1" - ], - "recalled_session_ids": [ "answer_b191df5b_1", "answer_b191df5b_2" + ], + "recalled_session_ids": [ + "answer_b191df5b_2", + "answer_b191df5b_1" ] }, { @@ -2784,8 +2756,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.43, - "store_time_ms": 10.78, + "recall_time_ms": 0.99, + "store_time_ms": 2.46, "answer_session_ids": [ "answer_c7ddc051_1", "answer_c7ddc051_2" @@ -2804,8 +2776,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.74, - "store_time_ms": 9.78, + "recall_time_ms": 0.75, + "store_time_ms": 2.28, "answer_session_ids": [ "answer_9282283d_2", "answer_9282283d_1" @@ -2824,11 +2796,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.67, - "store_time_ms": 10.08, + "recall_time_ms": 0.6, + "store_time_ms": 1.87, "answer_session_ids": [ - "answer_67074b4b_1", - "answer_67074b4b_2" + "answer_67074b4b_2", + "answer_67074b4b_1" ], "recalled_session_ids": [ "answer_67074b4b_2", @@ -2844,8 +2816,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.34, - "store_time_ms": 11.0, + "recall_time_ms": 0.63, + "store_time_ms": 2.11, "answer_session_ids": [ "answer_07664d43_1", "answer_07664d43_2" @@ -2864,8 +2836,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.15, - "store_time_ms": 13.69, + "recall_time_ms": 0.73, + "store_time_ms": 1.94, "answer_session_ids": [ "answer_b0f3dfff_2", "answer_b0f3dfff_1" @@ -2884,11 +2856,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.46, - "store_time_ms": 10.06, + "recall_time_ms": 0.79, + "store_time_ms": 1.83, "answer_session_ids": [ - "answer_4dac77cb_1", - "answer_4dac77cb_2" + "answer_4dac77cb_2", + "answer_4dac77cb_1" ], "recalled_session_ids": [ "answer_4dac77cb_2", @@ -2904,11 +2876,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.75, - "store_time_ms": 17.48, + "recall_time_ms": 1.0, + "store_time_ms": 2.32, "answer_session_ids": [ - "answer_1a374afa_1", - "answer_1a374afa_2" + "answer_1a374afa_2", + "answer_1a374afa_1" ], "recalled_session_ids": [ "answer_1a374afa_2", @@ -2924,11 +2896,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.06, - "store_time_ms": 11.49, + "recall_time_ms": 0.64, + "store_time_ms": 1.93, "answer_session_ids": [ - "answer_caf5b52e_2", - "answer_caf5b52e_1" + "answer_caf5b52e_1", + "answer_caf5b52e_2" ], "recalled_session_ids": [ "answer_caf5b52e_1", @@ -2944,8 +2916,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.83, - "store_time_ms": 9.37, + "recall_time_ms": 0.99, + "store_time_ms": 2.1, "answer_session_ids": [ "answer_d7de9a6a_1", "answer_d7de9a6a_2" @@ -2964,11 +2936,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.69, - "store_time_ms": 10.64, + "recall_time_ms": 0.63, + "store_time_ms": 1.95, "answer_session_ids": [ - "answer_d3bf812b_2", - "answer_d3bf812b_1" + "answer_d3bf812b_1", + "answer_d3bf812b_2" ], "recalled_session_ids": [ "answer_d3bf812b_1", @@ -2984,8 +2956,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.94, - "store_time_ms": 10.82, + "recall_time_ms": 0.99, + "store_time_ms": 2.2, "answer_session_ids": [ "answer_a7b44747_1", "answer_a7b44747_2" @@ -3004,8 +2976,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.88, - "store_time_ms": 10.54, + "recall_time_ms": 1.04, + "store_time_ms": 2.5, "answer_session_ids": [ "answer_77f32504_2", "answer_77f32504_1" @@ -3024,15 +2996,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.04, - "store_time_ms": 9.36, + "recall_time_ms": 0.86, + "store_time_ms": 1.96, "answer_session_ids": [ "answer_52382508_1", "answer_52382508_2" ], "recalled_session_ids": [ - "answer_52382508_2", - "answer_52382508_1" + "answer_52382508_1", + "answer_52382508_2" ] }, { @@ -3044,11 +3016,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.77, - "store_time_ms": 9.01, + "recall_time_ms": 0.65, + "store_time_ms": 2.16, "answer_session_ids": [ - "answer_fff743f5_1", - "answer_fff743f5_2" + "answer_fff743f5_2", + "answer_fff743f5_1" ], "recalled_session_ids": [ "answer_fff743f5_2", @@ -3064,11 +3036,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.19, - "store_time_ms": 10.66, + "recall_time_ms": 0.58, + "store_time_ms": 2.28, "answer_session_ids": [ - "answer_611b6e83_1", - "answer_611b6e83_2" + "answer_611b6e83_2", + "answer_611b6e83_1" ], "recalled_session_ids": [ "answer_611b6e83_2", @@ -3084,8 +3056,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.76, - "store_time_ms": 9.58, + "recall_time_ms": 0.64, + "store_time_ms": 2.17, "answer_session_ids": [ "answer_d08a934d_1", "answer_d08a934d_2" @@ -3104,11 +3076,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.56, - "store_time_ms": 10.29, + "recall_time_ms": 0.52, + "store_time_ms": 1.98, "answer_session_ids": [ - "answer_f25c32f5_2", - "answer_f25c32f5_1" + "answer_f25c32f5_1", + "answer_f25c32f5_2" ], "recalled_session_ids": [ "answer_f25c32f5_2", @@ -3124,8 +3096,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.7, - "store_time_ms": 10.75, + "recall_time_ms": 0.65, + "store_time_ms": 2.25, "answer_session_ids": [ "answer_79c395a9_1", "answer_79c395a9_2" @@ -3144,11 +3116,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.02, - "store_time_ms": 10.34, + "recall_time_ms": 0.94, + "store_time_ms": 2.28, "answer_session_ids": [ - "answer_babbaccb_1", - "answer_babbaccb_2" + "answer_babbaccb_2", + "answer_babbaccb_1" ], "recalled_session_ids": [ "answer_babbaccb_1", @@ -3164,11 +3136,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.77, - "store_time_ms": 11.03, + "recall_time_ms": 0.64, + "store_time_ms": 1.83, "answer_session_ids": [ - "answer_966cecbb_2", - "answer_966cecbb_1" + "answer_966cecbb_1", + "answer_966cecbb_2" ], "recalled_session_ids": [ "answer_966cecbb_1", @@ -3184,15 +3156,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.17, - "store_time_ms": 16.36, + "recall_time_ms": 0.68, + "store_time_ms": 1.94, "answer_session_ids": [ "answer_8c0712af_2", "answer_8c0712af_1" ], "recalled_session_ids": [ - "answer_8c0712af_2", - "answer_8c0712af_1" + "answer_8c0712af_1", + "answer_8c0712af_2" ] }, { @@ -3204,8 +3176,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.11, - "store_time_ms": 9.18, + "recall_time_ms": 0.86, + "store_time_ms": 1.88, "answer_session_ids": [ "answer_bcce0b73_2", "answer_bcce0b73_1" @@ -3224,11 +3196,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.83, - "store_time_ms": 10.75, + "recall_time_ms": 0.6, + "store_time_ms": 2.13, "answer_session_ids": [ - "answer_f2f998c7_2", - "answer_f2f998c7_1" + "answer_f2f998c7_1", + "answer_f2f998c7_2" ], "recalled_session_ids": [ "answer_f2f998c7_1", @@ -3244,8 +3216,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.89, - "store_time_ms": 10.99, + "recall_time_ms": 0.58, + "store_time_ms": 1.77, "answer_session_ids": [ "answer_2cec623b_1", "answer_2cec623b_2" @@ -3264,11 +3236,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.13, - "store_time_ms": 8.13, + "recall_time_ms": 0.6, + "store_time_ms": 2.23, "answer_session_ids": [ - "answer_c9f5693c_1", - "answer_c9f5693c_2" + "answer_c9f5693c_2", + "answer_c9f5693c_1" ], "recalled_session_ids": [ "answer_c9f5693c_2", @@ -3284,11 +3256,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.88, - "store_time_ms": 8.89, + "recall_time_ms": 0.73, + "store_time_ms": 2.28, "answer_session_ids": [ - "answer_8afdebac_1", - "answer_8afdebac_2" + "answer_8afdebac_2", + "answer_8afdebac_1" ], "recalled_session_ids": [ "answer_8afdebac_2", @@ -3304,11 +3276,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.57, - "store_time_ms": 8.99, + "recall_time_ms": 0.53, + "store_time_ms": 1.84, "answer_session_ids": [ - "answer_b28f2c7a_2", - "answer_b28f2c7a_1" + "answer_b28f2c7a_1", + "answer_b28f2c7a_2" ], "recalled_session_ids": [ "answer_b28f2c7a_2", @@ -3324,8 +3296,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.22, - "store_time_ms": 10.79, + "recall_time_ms": 0.64, + "store_time_ms": 2.22, "answer_session_ids": [ "answer_8d63a897_2", "answer_8d63a897_1" @@ -3344,11 +3316,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.17, - "store_time_ms": 9.58, + "recall_time_ms": 0.68, + "store_time_ms": 2.1, "answer_session_ids": [ - "answer_8a791264_2", - "answer_8a791264_1" + "answer_8a791264_1", + "answer_8a791264_2" ], "recalled_session_ids": [ "answer_8a791264_2", @@ -3364,11 +3336,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.59, - "store_time_ms": 10.84, + "recall_time_ms": 0.67, + "store_time_ms": 1.99, "answer_session_ids": [ - "answer_90de9b4d_2", - "answer_90de9b4d_1" + "answer_90de9b4d_1", + "answer_90de9b4d_2" ], "recalled_session_ids": [ "answer_90de9b4d_1", @@ -3384,11 +3356,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.65, - "store_time_ms": 11.92, + "recall_time_ms": 0.77, + "store_time_ms": 1.75, "answer_session_ids": [ - "answer_dcd74827_1", - "answer_dcd74827_2" + "answer_dcd74827_2", + "answer_dcd74827_1" ], "recalled_session_ids": [ "answer_dcd74827_1", @@ -3404,8 +3376,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.85, - "store_time_ms": 14.09, + "recall_time_ms": 0.57, + "store_time_ms": 2.0, "answer_session_ids": [ "answer_ac0140ce_2", "answer_ac0140ce_1" @@ -3424,8 +3396,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.49, - "store_time_ms": 11.52, + "recall_time_ms": 0.71, + "store_time_ms": 1.92, "answer_session_ids": [ "answer_a22b654d_2", "answer_a22b654d_1" @@ -3444,11 +3416,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.62, - "store_time_ms": 11.27, + "recall_time_ms": 0.69, + "store_time_ms": 1.83, "answer_session_ids": [ - "answer_25df025b_1", - "answer_25df025b_2" + "answer_25df025b_2", + "answer_25df025b_1" ], "recalled_session_ids": [ "answer_25df025b_1", @@ -3464,11 +3436,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.07, - "store_time_ms": 12.02, + "recall_time_ms": 0.99, + "store_time_ms": 2.13, "answer_session_ids": [ - "answer_a5b68517_1", - "answer_a5b68517_2" + "answer_a5b68517_2", + "answer_a5b68517_1" ], "recalled_session_ids": [ "answer_a5b68517_2", @@ -3484,11 +3456,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.69, - "store_time_ms": 12.18, + "recall_time_ms": 0.59, + "store_time_ms": 1.69, "answer_session_ids": [ - "answer_35d6c0be_2", - "answer_35d6c0be_1" + "answer_35d6c0be_1", + "answer_35d6c0be_2" ], "recalled_session_ids": [ "answer_35d6c0be_1", @@ -3504,11 +3476,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.73, - "store_time_ms": 13.81, + "recall_time_ms": 0.64, + "store_time_ms": 1.94, "answer_session_ids": [ - "answer_d6028d6e_1", - "answer_d6028d6e_2" + "answer_d6028d6e_2", + "answer_d6028d6e_1" ], "recalled_session_ids": [ "answer_d6028d6e_1", @@ -3524,11 +3496,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.86, - "store_time_ms": 10.93, + "recall_time_ms": 0.97, + "store_time_ms": 1.95, "answer_session_ids": [ - "answer_94650bfa_2", - "answer_94650bfa_1" + "answer_94650bfa_1", + "answer_94650bfa_2" ], "recalled_session_ids": [ "answer_94650bfa_1", @@ -3544,8 +3516,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.16, - "store_time_ms": 10.44, + "recall_time_ms": 0.66, + "store_time_ms": 2.25, "answer_session_ids": [ "answer_ae3a122b_1", "answer_ae3a122b_2" @@ -3564,11 +3536,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.67, - "store_time_ms": 11.05, + "recall_time_ms": 0.56, + "store_time_ms": 1.88, "answer_session_ids": [ - "answer_5126c02d_1", - "answer_5126c02d_2" + "answer_5126c02d_2", + "answer_5126c02d_1" ], "recalled_session_ids": [ "answer_5126c02d_1", @@ -3584,8 +3556,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.47, - "store_time_ms": 12.5, + "recall_time_ms": 0.54, + "store_time_ms": 2.15, "answer_session_ids": [ "answer_0cdbca92_1", "answer_0cdbca92_2" @@ -3604,8 +3576,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.44, - "store_time_ms": 13.11, + "recall_time_ms": 0.99, + "store_time_ms": 2.17, "answer_session_ids": [ "answer_da72b1b4_1", "answer_da72b1b4_2" @@ -3624,8 +3596,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.49, - "store_time_ms": 11.7, + "recall_time_ms": 0.71, + "store_time_ms": 2.42, "answer_session_ids": [ "answer_cd345582_2", "answer_cd345582_1" @@ -3644,11 +3616,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.65, - "store_time_ms": 14.4, + "recall_time_ms": 0.67, + "store_time_ms": 1.96, "answer_session_ids": [ - "answer_c6a0c6c2_2", - "answer_c6a0c6c2_1" + "answer_c6a0c6c2_1", + "answer_c6a0c6c2_2" ], "recalled_session_ids": [ "answer_c6a0c6c2_2", @@ -3664,8 +3636,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.01, - "store_time_ms": 12.29, + "recall_time_ms": 0.89, + "store_time_ms": 1.77, "answer_session_ids": [ "answer_67be2c38_2", "answer_67be2c38_1" @@ -3684,8 +3656,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.66, - "store_time_ms": 14.31, + "recall_time_ms": 0.54, + "store_time_ms": 2.0, "answer_session_ids": [ "answer_4a97ae40_2", "answer_4a97ae40_1" @@ -3704,8 +3676,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.84, - "store_time_ms": 15.11, + "recall_time_ms": 0.63, + "store_time_ms": 2.07, "answer_session_ids": [ "answer_f377cda7_1", "answer_f377cda7_2" @@ -3724,11 +3696,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.41, - "store_time_ms": 13.38, + "recall_time_ms": 0.57, + "store_time_ms": 1.91, "answer_session_ids": [ - "answer_e3892371_2", - "answer_e3892371_1" + "answer_e3892371_1", + "answer_e3892371_2" ], "recalled_session_ids": [ "answer_e3892371_2", @@ -3744,15 +3716,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.79, - "store_time_ms": 13.23, + "recall_time_ms": 0.6, + "store_time_ms": 1.81, "answer_session_ids": [ "answer_1cb52d0a_1", "answer_1cb52d0a_2" ], "recalled_session_ids": [ - "answer_1cb52d0a_2", - "answer_1cb52d0a_1" + "answer_1cb52d0a_1", + "answer_1cb52d0a_2" ] }, { @@ -3764,11 +3736,11 @@ "5": true, "10": true }, - "recall_time_ms": 2.3, - "store_time_ms": 13.24, + "recall_time_ms": 0.7, + "store_time_ms": 1.81, "answer_session_ids": [ - "answer_626e93c4_1", - "answer_626e93c4_2" + "answer_626e93c4_2", + "answer_626e93c4_1" ], "recalled_session_ids": [ "answer_626e93c4_2", @@ -3784,11 +3756,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.66, - "store_time_ms": 13.9, + "recall_time_ms": 0.64, + "store_time_ms": 2.06, "answer_session_ids": [ - "answer_f762ad8d_1", - "answer_f762ad8d_2" + "answer_f762ad8d_2", + "answer_f762ad8d_1" ], "recalled_session_ids": [ "answer_f762ad8d_1", @@ -3804,15 +3776,14 @@ "5": true, "10": true }, - "recall_time_ms": 1.48, - "store_time_ms": 14.63, + "recall_time_ms": 0.59, + "store_time_ms": 1.82, "answer_session_ids": [ - "answer_3bf5b73b_1", - "answer_3bf5b73b_2" - ], - "recalled_session_ids": [ "answer_3bf5b73b_2", "answer_3bf5b73b_1" + ], + "recalled_session_ids": [ + "answer_3bf5b73b_2" ] }, { @@ -3824,8 +3795,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.11, - "store_time_ms": 13.46, + "recall_time_ms": 0.76, + "store_time_ms": 2.16, "answer_session_ids": [ "answer_e1403127_2", "answer_e1403127_1" @@ -3844,8 +3815,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.32, - "store_time_ms": 12.2, + "recall_time_ms": 0.56, + "store_time_ms": 1.96, "answer_session_ids": [ "answer_7e9ad7b4_1", "answer_7e9ad7b4_2" @@ -3864,8 +3835,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.41, - "store_time_ms": 8.0, + "recall_time_ms": 0.51, + "store_time_ms": 1.4, "answer_session_ids": [ "answer_edb03329" ], @@ -3882,8 +3853,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.25, - "store_time_ms": 7.23, + "recall_time_ms": 0.53, + "store_time_ms": 1.15, "answer_session_ids": [ "answer_555dfb94" ], @@ -3900,8 +3871,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.52, - "store_time_ms": 6.02, + "recall_time_ms": 0.63, + "store_time_ms": 1.21, "answer_session_ids": [ "answer_d87a6ef8" ], @@ -3918,8 +3889,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.88, - "store_time_ms": 8.57, + "recall_time_ms": 0.47, + "store_time_ms": 1.12, "answer_session_ids": [ "answer_d586e9cd" ], @@ -3936,8 +3907,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.59, - "store_time_ms": 8.51, + "recall_time_ms": 0.82, + "store_time_ms": 1.32, "answer_session_ids": [ "answer_9b182436" ], @@ -3954,8 +3925,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.5, - "store_time_ms": 7.43, + "recall_time_ms": 0.59, + "store_time_ms": 1.12, "answer_session_ids": [ "answer_0250ae1c" ], @@ -3972,8 +3943,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.02, - "store_time_ms": 6.41, + "recall_time_ms": 0.49, + "store_time_ms": 1.55, "answer_session_ids": [ "answer_6dc4305e" ], @@ -3990,8 +3961,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.57, - "store_time_ms": 8.02, + "recall_time_ms": 0.7, + "store_time_ms": 1.21, "answer_session_ids": [ "answer_8549e5e0" ], @@ -4008,8 +3979,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.53, - "store_time_ms": 6.34, + "recall_time_ms": 0.59, + "store_time_ms": 1.23, "answer_session_ids": [ "answer_2fc6aabb" ], @@ -4026,8 +3997,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.1, - "store_time_ms": 6.32, + "recall_time_ms": 0.54, + "store_time_ms": 1.02, "answer_session_ids": [ "answer_f7b22c66" ], @@ -4044,8 +4015,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.34, - "store_time_ms": 5.82, + "recall_time_ms": 0.55, + "store_time_ms": 1.31, "answer_session_ids": [ "answer_92d5f7cd" ], @@ -4062,8 +4033,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.26, - "store_time_ms": 6.88, + "recall_time_ms": 0.71, + "store_time_ms": 1.4, "answer_session_ids": [ "answer_f6502d0f" ], @@ -4080,8 +4051,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.75, - "store_time_ms": 6.6, + "recall_time_ms": 1.37, + "store_time_ms": 1.04, "answer_session_ids": [ "answer_719502eb" ], @@ -4098,8 +4069,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.83, - "store_time_ms": 6.77, + "recall_time_ms": 0.73, + "store_time_ms": 1.62, "answer_session_ids": [ "answer_b10dce5e" ], @@ -4116,8 +4087,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.61, - "store_time_ms": 5.06, + "recall_time_ms": 0.63, + "store_time_ms": 1.11, "answer_session_ids": [ "answer_772472c8" ], @@ -4134,8 +4105,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.69, - "store_time_ms": 13.73, + "recall_time_ms": 0.62, + "store_time_ms": 1.15, "answer_session_ids": [ "answer_7c0ade93" ], @@ -4152,8 +4123,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.46, - "store_time_ms": 7.31, + "recall_time_ms": 0.52, + "store_time_ms": 1.08, "answer_session_ids": [ "answer_1bde8d3b" ], @@ -4170,8 +4141,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.76, - "store_time_ms": 7.72, + "recall_time_ms": 0.75, + "store_time_ms": 1.02, "answer_session_ids": [ "answer_5e613445" ], @@ -4188,8 +4159,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.68, - "store_time_ms": 7.24, + "recall_time_ms": 0.52, + "store_time_ms": 1.04, "answer_session_ids": [ "answer_f3164f2c" ], @@ -4206,8 +4177,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.47, - "store_time_ms": 6.47, + "recall_time_ms": 0.64, + "store_time_ms": 1.11, "answer_session_ids": [ "answer_8ee04a2e" ], @@ -4224,8 +4195,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.82, - "store_time_ms": 8.52, + "recall_time_ms": 0.61, + "store_time_ms": 0.94, "answer_session_ids": [ "answer_b0fac439" ], @@ -4242,8 +4213,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.41, - "store_time_ms": 6.32, + "recall_time_ms": 0.55, + "store_time_ms": 1.14, "answer_session_ids": [ "answer_4d3be2ab" ], @@ -4260,8 +4231,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.19, - "store_time_ms": 6.55, + "recall_time_ms": 0.54, + "store_time_ms": 1.1, "answer_session_ids": [ "answer_a1e169b1" ], @@ -4278,8 +4249,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.93, - "store_time_ms": 6.22, + "recall_time_ms": 0.56, + "store_time_ms": 0.89, "answer_session_ids": [ "answer_8414cc57" ], @@ -4296,8 +4267,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.16, - "store_time_ms": 6.9, + "recall_time_ms": 0.5, + "store_time_ms": 0.97, "answer_session_ids": [ "answer_8f15ac24" ], @@ -4314,8 +4285,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.37, - "store_time_ms": 7.66, + "recall_time_ms": 0.53, + "store_time_ms": 1.11, "answer_session_ids": [ "answer_30f63ddb" ], @@ -4332,8 +4303,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.74, - "store_time_ms": 5.85, + "recall_time_ms": 0.66, + "store_time_ms": 1.26, "answer_session_ids": [ "answer_e6b6353d" ], @@ -4350,8 +4321,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.78, - "store_time_ms": 8.28, + "recall_time_ms": 1.76, + "store_time_ms": 1.15, "answer_session_ids": [ "answer_d03098f9" ], @@ -4368,8 +4339,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.47, - "store_time_ms": 8.26, + "recall_time_ms": 0.55, + "store_time_ms": 1.17, "answer_session_ids": [ "answer_8da8c7e0" ], @@ -4386,8 +4357,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.03, - "store_time_ms": 15.24, + "recall_time_ms": 1.19, + "store_time_ms": 1.38, "answer_session_ids": [ "answer_cebb7159" ], @@ -4404,8 +4375,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.9, - "store_time_ms": 6.9, + "recall_time_ms": 0.61, + "store_time_ms": 0.65, "answer_session_ids": [ "answer_sharegpt_5Lzox6N_0" ], @@ -4422,8 +4393,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.34, - "store_time_ms": 5.39, + "recall_time_ms": 0.56, + "store_time_ms": 0.68, "answer_session_ids": [ "answer_ultrachat_234453" ], @@ -4440,8 +4411,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.61, - "store_time_ms": 5.22, + "recall_time_ms": 0.51, + "store_time_ms": 0.49, "answer_session_ids": [ "answer_sharegpt_YkWn1Ne_0" ], @@ -4458,8 +4429,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.09, - "store_time_ms": 5.89, + "recall_time_ms": 0.63, + "store_time_ms": 0.8, "answer_session_ids": [ "answer_ultrachat_480665" ], @@ -4476,8 +4447,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.14, - "store_time_ms": 5.27, + "recall_time_ms": 0.42, + "store_time_ms": 0.51, "answer_session_ids": [ "answer_ultrachat_448704" ], @@ -4494,8 +4465,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.48, - "store_time_ms": 6.29, + "recall_time_ms": 0.62, + "store_time_ms": 0.82, "answer_session_ids": [ "answer_sharegpt_IUWQYGQ_0" ], @@ -4512,8 +4483,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.6, - "store_time_ms": 5.56, + "recall_time_ms": 0.51, + "store_time_ms": 0.52, "answer_session_ids": [ "answer_ultrachat_370515" ], @@ -4530,8 +4501,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.76, - "store_time_ms": 4.91, + "recall_time_ms": 0.49, + "store_time_ms": 0.43, "answer_session_ids": [ "answer_sharegpt_hA7AkP3_0" ], @@ -4548,8 +4519,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.92, - "store_time_ms": 5.47, + "recall_time_ms": 0.53, + "store_time_ms": 0.44, "answer_session_ids": [ "answer_sharegpt_cGdjmYo_0" ], @@ -4566,8 +4537,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.91, - "store_time_ms": 5.18, + "recall_time_ms": 0.7, + "store_time_ms": 0.58, "answer_session_ids": [ "answer_sharegpt_m2xJfjo_0" ], @@ -4584,8 +4555,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.11, - "store_time_ms": 5.93, + "recall_time_ms": 0.67, + "store_time_ms": 1.82, "answer_session_ids": [ "answer_ultrachat_113156" ], @@ -4602,8 +4573,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.89, - "store_time_ms": 5.19, + "recall_time_ms": 0.59, + "store_time_ms": 0.74, "answer_session_ids": [ "answer_ultrachat_187684" ], @@ -4620,8 +4591,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.15, - "store_time_ms": 5.44, + "recall_time_ms": 0.63, + "store_time_ms": 0.63, "answer_session_ids": [ "answer_ultrachat_374124" ], @@ -4638,8 +4609,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.97, - "store_time_ms": 5.5, + "recall_time_ms": 0.67, + "store_time_ms": 1.1, "answer_session_ids": [ "answer_ultrachat_459954" ], @@ -4656,8 +4627,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.3, - "store_time_ms": 5.0, + "recall_time_ms": 0.53, + "store_time_ms": 0.53, "answer_session_ids": [ "answer_sharegpt_hn3IS1q_0" ], @@ -4674,8 +4645,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.62, - "store_time_ms": 4.13, + "recall_time_ms": 0.95, + "store_time_ms": 0.7, "answer_session_ids": [ "answer_ultrachat_275993" ], @@ -4692,8 +4663,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.26, - "store_time_ms": 5.3, + "recall_time_ms": 0.58, + "store_time_ms": 0.77, "answer_session_ids": [ "answer_sharegpt_U4oCSfU_7" ], @@ -4710,8 +4681,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.45, - "store_time_ms": 5.23, + "recall_time_ms": 0.53, + "store_time_ms": 0.55, "answer_session_ids": [ "answer_sharegpt_HFMn2ZX_0" ], @@ -4728,8 +4699,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.97, - "store_time_ms": 5.34, + "recall_time_ms": 0.61, + "store_time_ms": 0.51, "answer_session_ids": [ "answer_ultrachat_348449" ], @@ -4746,8 +4717,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.77, - "store_time_ms": 5.19, + "recall_time_ms": 0.61, + "store_time_ms": 0.85, "answer_session_ids": [ "answer_ultrachat_467053" ], @@ -4764,8 +4735,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.86, - "store_time_ms": 5.57, + "recall_time_ms": 0.64, + "store_time_ms": 0.87, "answer_session_ids": [ "answer_ultrachat_563222" ], @@ -4782,8 +4753,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.6, - "store_time_ms": 4.76, + "recall_time_ms": 0.49, + "store_time_ms": 0.62, "answer_session_ids": [ "answer_ultrachat_417348" ], @@ -4800,8 +4771,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.84, - "store_time_ms": 5.46, + "recall_time_ms": 0.66, + "store_time_ms": 0.76, "answer_session_ids": [ "answer_sharegpt_2kpncbX_13" ], @@ -4818,8 +4789,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.06, - "store_time_ms": 5.46, + "recall_time_ms": 0.73, + "store_time_ms": 0.9, "answer_session_ids": [ "answer_ultrachat_334948" ], @@ -4836,8 +4807,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.47, - "store_time_ms": 5.24, + "recall_time_ms": 0.76, + "store_time_ms": 0.69, "answer_session_ids": [ "answer_sharegpt_6pWK9yx_0" ], @@ -4854,8 +4825,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.8, - "store_time_ms": 5.31, + "recall_time_ms": 0.58, + "store_time_ms": 1.9, "answer_session_ids": [ "answer_sharegpt_CaxTGYP_0" ], @@ -4872,8 +4843,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.93, - "store_time_ms": 5.16, + "recall_time_ms": 0.69, + "store_time_ms": 0.65, "answer_session_ids": [ "answer_ultrachat_115151" ], @@ -4890,8 +4861,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.56, - "store_time_ms": 4.63, + "recall_time_ms": 0.48, + "store_time_ms": 0.51, "answer_session_ids": [ "answer_sharegpt_d6JJiqH_76" ], @@ -4908,8 +4879,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.15, - "store_time_ms": 5.83, + "recall_time_ms": 0.77, + "store_time_ms": 0.77, "answer_session_ids": [ "answer_sharegpt_H9PiM5G_0" ], @@ -4926,8 +4897,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.08, - "store_time_ms": 5.52, + "recall_time_ms": 0.58, + "store_time_ms": 0.6, "answer_session_ids": [ "answer_ultrachat_13075" ], @@ -4944,8 +4915,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.54, - "store_time_ms": 5.55, + "recall_time_ms": 0.63, + "store_time_ms": 2.52, "answer_session_ids": [ "answer_ultrachat_252214" ], @@ -4962,8 +4933,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.18, - "store_time_ms": 5.48, + "recall_time_ms": 0.62, + "store_time_ms": 0.65, "answer_session_ids": [ "answer_sharegpt_5m7gg5F_0" ], @@ -4980,8 +4951,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.14, - "store_time_ms": 6.51, + "recall_time_ms": 0.62, + "store_time_ms": 1.62, "answer_session_ids": [ "answer_ultrachat_427265" ], @@ -4998,8 +4969,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.07, - "store_time_ms": 4.81, + "recall_time_ms": 0.57, + "store_time_ms": 0.5, "answer_session_ids": [ "answer_ultrachat_94624" ], @@ -5016,8 +4987,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.66, - "store_time_ms": 5.54, + "recall_time_ms": 0.54, + "store_time_ms": 0.66, "answer_session_ids": [ "answer_ultrachat_195444" ], @@ -5034,8 +5005,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.0, - "store_time_ms": 5.77, + "recall_time_ms": 0.62, + "store_time_ms": 0.83, "answer_session_ids": [ "answer_sharegpt_NoDZzot_7" ], @@ -5052,8 +5023,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.16, - "store_time_ms": 4.82, + "recall_time_ms": 0.66, + "store_time_ms": 0.5, "answer_session_ids": [ "answer_ultrachat_39395" ], @@ -5070,8 +5041,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.05, - "store_time_ms": 6.29, + "recall_time_ms": 0.62, + "store_time_ms": 0.8, "answer_session_ids": [ "answer_sharegpt_i0tMT9q_9" ], @@ -5088,8 +5059,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.28, - "store_time_ms": 5.84, + "recall_time_ms": 0.59, + "store_time_ms": 0.97, "answer_session_ids": [ "answer_ultrachat_269020" ], @@ -5106,8 +5077,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.98, - "store_time_ms": 5.48, + "recall_time_ms": 0.59, + "store_time_ms": 0.86, "answer_session_ids": [ "answer_ultrachat_289157" ], @@ -5124,8 +5095,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.86, - "store_time_ms": 6.01, + "recall_time_ms": 0.57, + "store_time_ms": 0.77, "answer_session_ids": [ "answer_sharegpt_4aJsGCH_0" ], @@ -5142,8 +5113,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.07, - "store_time_ms": 4.28, + "recall_time_ms": 0.5, + "store_time_ms": 0.6, "answer_session_ids": [ "answer_sharegpt_81riySf_0" ], @@ -5160,8 +5131,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.83, - "store_time_ms": 5.83, + "recall_time_ms": 0.53, + "store_time_ms": 0.82, "answer_session_ids": [ "answer_sharegpt_qTi81nS_0" ], @@ -5178,8 +5149,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.69, - "store_time_ms": 5.56, + "recall_time_ms": 0.57, + "store_time_ms": 0.74, "answer_session_ids": [ "answer_sharegpt_i9adwQn_0" ], @@ -5196,8 +5167,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.96, - "store_time_ms": 5.36, + "recall_time_ms": 0.68, + "store_time_ms": 0.83, "answer_session_ids": [ "answer_sharegpt_hChsWOp_97" ], @@ -5214,8 +5185,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.55, - "store_time_ms": 5.15, + "recall_time_ms": 0.61, + "store_time_ms": 0.54, "answer_session_ids": [ "answer_sharegpt_2BSXlAr_0" ], @@ -5232,8 +5203,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.11, - "store_time_ms": 5.49, + "recall_time_ms": 0.54, + "store_time_ms": 0.85, "answer_session_ids": [ "answer_sharegpt_GYqnAhC_190" ], @@ -5250,8 +5221,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.7, - "store_time_ms": 4.79, + "recall_time_ms": 0.61, + "store_time_ms": 0.61, "answer_session_ids": [ "answer_ultrachat_446979" ], @@ -5268,8 +5239,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.16, - "store_time_ms": 4.69, + "recall_time_ms": 0.69, + "store_time_ms": 0.99, "answer_session_ids": [ "answer_ultrachat_294807" ], @@ -5286,8 +5257,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.53, - "store_time_ms": 5.06, + "recall_time_ms": 0.99, + "store_time_ms": 0.59, "answer_session_ids": [ "answer_ultrachat_519486" ], @@ -5304,8 +5275,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.11, - "store_time_ms": 6.53, + "recall_time_ms": 0.52, + "store_time_ms": 0.55, "answer_session_ids": [ "answer_sharegpt_SS141vi_0" ], @@ -5322,8 +5293,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.78, - "store_time_ms": 6.15, + "recall_time_ms": 0.69, + "store_time_ms": 0.78, "answer_session_ids": [ "answer_ultrachat_456407" ], @@ -5340,8 +5311,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.86, - "store_time_ms": 5.93, + "recall_time_ms": 0.63, + "store_time_ms": 0.59, "answer_session_ids": [ "answer_ultrachat_174360" ], @@ -5358,8 +5329,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.28, - "store_time_ms": 6.34, + "recall_time_ms": 0.64, + "store_time_ms": 0.83, "answer_session_ids": [ "answer_ultrachat_440262" ], @@ -5376,8 +5347,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.14, - "store_time_ms": 6.04, + "recall_time_ms": 0.55, + "store_time_ms": 0.76, "answer_session_ids": [ "answer_ultrachat_403752" ], @@ -5394,8 +5365,8 @@ "5": true, "10": true }, - "recall_time_ms": 2.13, - "store_time_ms": 5.35, + "recall_time_ms": 0.59, + "store_time_ms": 1.6, "answer_session_ids": [ "answer_ultrachat_399000" ], @@ -5412,8 +5383,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.59, - "store_time_ms": 7.66, + "recall_time_ms": 0.39, + "store_time_ms": 1.1, "answer_session_ids": [ "answer_280352e9" ], @@ -5430,8 +5401,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.84, - "store_time_ms": 8.16, + "recall_time_ms": 0.48, + "store_time_ms": 1.04, "answer_session_ids": [ "answer_40a90d51" ], @@ -5448,8 +5419,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.6, - "store_time_ms": 7.18, + "recall_time_ms": 0.48, + "store_time_ms": 0.84, "answer_session_ids": [ "answer_d61669c7" ], @@ -5466,8 +5437,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.58, - "store_time_ms": 7.51, + "recall_time_ms": 0.46, + "store_time_ms": 0.8, "answer_session_ids": [ "answer_355c48bb" ], @@ -5484,8 +5455,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.33, - "store_time_ms": 7.12, + "recall_time_ms": 0.45, + "store_time_ms": 0.94, "answer_session_ids": [ "answer_3e012175" ], @@ -5502,8 +5473,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.96, - "store_time_ms": 6.34, + "recall_time_ms": 0.48, + "store_time_ms": 1.02, "answer_session_ids": [ "answer_f6168136" ], @@ -5520,8 +5491,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.75, - "store_time_ms": 5.9, + "recall_time_ms": 0.39, + "store_time_ms": 0.77, "answer_session_ids": [ "answer_9398da02" ], @@ -5538,8 +5509,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.8, - "store_time_ms": 5.65, + "recall_time_ms": 0.45, + "store_time_ms": 1.0, "answer_session_ids": [ "answer_feb5200f" ], @@ -5556,8 +5527,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.61, - "store_time_ms": 5.89, + "recall_time_ms": 0.49, + "store_time_ms": 1.03, "answer_session_ids": [ "answer_59547700" ], @@ -5574,8 +5545,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.52, - "store_time_ms": 4.53, + "recall_time_ms": 0.42, + "store_time_ms": 0.95, "answer_session_ids": [ "answer_c3567066" ], @@ -5592,8 +5563,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.29, - "store_time_ms": 7.62, + "recall_time_ms": 0.43, + "store_time_ms": 1.07, "answer_session_ids": [ "answer_235eb6fb" ], @@ -5610,8 +5581,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.33, - "store_time_ms": 6.75, + "recall_time_ms": 0.67, + "store_time_ms": 1.07, "answer_session_ids": [ "answer_7cb94507" ], @@ -5628,8 +5599,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.4, - "store_time_ms": 7.34, + "recall_time_ms": 0.46, + "store_time_ms": 1.2, "answer_session_ids": [ "answer_e05e4612" ], @@ -5646,8 +5617,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.14, - "store_time_ms": 6.58, + "recall_time_ms": 0.47, + "store_time_ms": 0.97, "answer_session_ids": [ "answer_94030872" ], @@ -5664,8 +5635,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.81, - "store_time_ms": 5.63, + "recall_time_ms": 0.49, + "store_time_ms": 1.13, "answer_session_ids": [ "answer_f38f679b" ], @@ -5682,8 +5653,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.0, - "store_time_ms": 5.33, + "recall_time_ms": 0.43, + "store_time_ms": 1.03, "answer_session_ids": [ "answer_c63c0458" ], @@ -5700,8 +5671,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.99, - "store_time_ms": 5.37, + "recall_time_ms": 0.42, + "store_time_ms": 0.58, "answer_session_ids": [ "answer_fea2e4d3" ], @@ -5718,8 +5689,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.77, - "store_time_ms": 6.61, + "recall_time_ms": 0.48, + "store_time_ms": 1.07, "answer_session_ids": [ "answer_679840f8" ], @@ -5736,8 +5707,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.59, - "store_time_ms": 10.83, + "recall_time_ms": 0.48, + "store_time_ms": 1.23, "answer_session_ids": [ "answer_82a04f59" ], @@ -5754,8 +5725,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.61, - "store_time_ms": 5.7, + "recall_time_ms": 0.46, + "store_time_ms": 1.25, "answer_session_ids": [ "answer_8f276838" ], @@ -5772,8 +5743,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.22, - "store_time_ms": 5.5, + "recall_time_ms": 0.45, + "store_time_ms": 0.87, "answer_session_ids": [ "answer_761acef8" ], @@ -5790,8 +5761,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.17, - "store_time_ms": 5.93, + "recall_time_ms": 0.48, + "store_time_ms": 1.13, "answer_session_ids": [ "answer_8ad8a34f" ], @@ -5808,8 +5779,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.53, - "store_time_ms": 4.86, + "recall_time_ms": 0.42, + "store_time_ms": 1.03, "answer_session_ids": [ "answer_e623ae87" ], @@ -5826,8 +5797,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.15, - "store_time_ms": 5.21, + "recall_time_ms": 0.44, + "store_time_ms": 1.03, "answer_session_ids": [ "answer_723bf11f" ], @@ -5844,8 +5815,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.14, - "store_time_ms": 6.25, + "recall_time_ms": 0.52, + "store_time_ms": 1.2, "answer_session_ids": [ "answer_1e6d4567" ], @@ -5862,8 +5833,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.42, - "store_time_ms": 6.61, + "recall_time_ms": 0.99, + "store_time_ms": 1.13, "answer_session_ids": [ "answer_cb742a61" ], @@ -5880,8 +5851,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.57, - "store_time_ms": 5.0, + "recall_time_ms": 0.44, + "store_time_ms": 0.99, "answer_session_ids": [ "answer_c6fd8ebd" ], @@ -5898,8 +5869,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.16, - "store_time_ms": 5.23, + "recall_time_ms": 0.43, + "store_time_ms": 0.93, "answer_session_ids": [ "answer_69811d4a" ], @@ -5916,8 +5887,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.34, - "store_time_ms": 5.98, + "recall_time_ms": 0.52, + "store_time_ms": 1.36, "answer_session_ids": [ "answer_6fe9fb49" ], @@ -5934,8 +5905,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.55, - "store_time_ms": 4.72, + "recall_time_ms": 0.47, + "store_time_ms": 1.05, "answer_session_ids": [ "answer_55161935" ], @@ -5952,8 +5923,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.17, - "store_time_ms": 5.14, + "recall_time_ms": 0.54, + "store_time_ms": 0.96, "answer_session_ids": [ "answer_645b0329" ], @@ -5970,8 +5941,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.72, - "store_time_ms": 4.93, + "recall_time_ms": 0.46, + "store_time_ms": 0.83, "answer_session_ids": [ "answer_0df6aa4b" ], @@ -5988,8 +5959,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.56, - "store_time_ms": 5.16, + "recall_time_ms": 0.48, + "store_time_ms": 1.19, "answer_session_ids": [ "answer_986de8c3" ], @@ -6006,8 +5977,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.84, - "store_time_ms": 4.45, + "recall_time_ms": 0.6, + "store_time_ms": 0.77, "answer_session_ids": [ "answer_0714183a" ], @@ -6024,8 +5995,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.74, - "store_time_ms": 4.7, + "recall_time_ms": 0.45, + "store_time_ms": 1.06, "answer_session_ids": [ "answer_c8354ae9" ], @@ -6042,8 +6013,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.51, - "store_time_ms": 5.02, + "recall_time_ms": 0.44, + "store_time_ms": 1.0, "answer_session_ids": [ "answer_9cddca88" ], @@ -6060,8 +6031,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.77, - "store_time_ms": 5.29, + "recall_time_ms": 0.66, + "store_time_ms": 1.27, "answer_session_ids": [ "answer_57fc1954" ], @@ -6078,8 +6049,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.67, - "store_time_ms": 5.03, + "recall_time_ms": 0.43, + "store_time_ms": 0.95, "answer_session_ids": [ "answer_dc11c1eb" ], @@ -6096,8 +6067,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.79, - "store_time_ms": 4.37, + "recall_time_ms": 0.5, + "store_time_ms": 1.01, "answer_session_ids": [ "answer_0dd4d99a" ], @@ -6114,8 +6085,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.68, - "store_time_ms": 4.82, + "recall_time_ms": 0.51, + "store_time_ms": 1.07, "answer_session_ids": [ "answer_ed1982fc" ], @@ -6132,8 +6103,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.72, - "store_time_ms": 5.39, + "recall_time_ms": 0.64, + "store_time_ms": 1.19, "answer_session_ids": [ "answer_586de428" ], @@ -6150,8 +6121,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.64, - "store_time_ms": 4.91, + "recall_time_ms": 0.5, + "store_time_ms": 1.15, "answer_session_ids": [ "answer_5ca6cd28" ], @@ -6168,8 +6139,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.87, - "store_time_ms": 5.02, + "recall_time_ms": 1.19, + "store_time_ms": 1.15, "answer_session_ids": [ "answer_e6143162" ], @@ -6186,8 +6157,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.83, - "store_time_ms": 5.18, + "recall_time_ms": 0.49, + "store_time_ms": 0.91, "answer_session_ids": [ "answer_f1fbb330" ], @@ -6204,8 +6175,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.57, - "store_time_ms": 6.03, + "recall_time_ms": 0.5, + "store_time_ms": 1.02, "answer_session_ids": [ "answer_530960c1" ], @@ -6222,8 +6193,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.58, - "store_time_ms": 4.94, + "recall_time_ms": 0.56, + "store_time_ms": 1.18, "answer_session_ids": [ "answer_5cc9b056" ], @@ -6240,8 +6211,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.49, - "store_time_ms": 4.73, + "recall_time_ms": 0.44, + "store_time_ms": 1.13, "answer_session_ids": [ "answer_5ff494b9" ], @@ -6258,8 +6229,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.5, - "store_time_ms": 4.04, + "recall_time_ms": 0.46, + "store_time_ms": 0.8, "answer_session_ids": [ "answer_2952aee4" ], @@ -6276,8 +6247,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.61, - "store_time_ms": 4.6, + "recall_time_ms": 0.52, + "store_time_ms": 1.13, "answer_session_ids": [ "answer_47ffab4c" ], @@ -6294,8 +6265,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.59, - "store_time_ms": 4.95, + "recall_time_ms": 0.44, + "store_time_ms": 1.0, "answer_session_ids": [ "answer_15d63a22" ], @@ -6312,8 +6283,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.56, - "store_time_ms": 5.25, + "recall_time_ms": 0.44, + "store_time_ms": 1.06, "answer_session_ids": [ "answer_bbdc7b0a" ], @@ -6330,8 +6301,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.61, - "store_time_ms": 5.28, + "recall_time_ms": 0.46, + "store_time_ms": 1.05, "answer_session_ids": [ "answer_96b8c9ee" ], @@ -6348,8 +6319,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.72, - "store_time_ms": 4.68, + "recall_time_ms": 0.64, + "store_time_ms": 1.03, "answer_session_ids": [ "answer_7bdcbd23" ], @@ -6366,8 +6337,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.1, - "store_time_ms": 5.58, + "recall_time_ms": 0.55, + "store_time_ms": 2.29, "answer_session_ids": [ "answer_e40b054e" ], @@ -6384,8 +6355,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.73, - "store_time_ms": 4.9, + "recall_time_ms": 0.5, + "store_time_ms": 1.05, "answer_session_ids": [ "answer_f442ccbe" ], @@ -6402,8 +6373,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.52, - "store_time_ms": 5.23, + "recall_time_ms": 0.44, + "store_time_ms": 1.05, "answer_session_ids": [ "answer_83c13ff9" ], @@ -6420,8 +6391,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.3, - "store_time_ms": 5.37, + "recall_time_ms": 0.52, + "store_time_ms": 1.14, "answer_session_ids": [ "answer_7cc5362f" ], @@ -6438,8 +6409,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.63, - "store_time_ms": 5.12, + "recall_time_ms": 0.51, + "store_time_ms": 1.14, "answer_session_ids": [ "answer_d01949bf" ], @@ -6456,8 +6427,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.71, - "store_time_ms": 5.41, + "recall_time_ms": 0.75, + "store_time_ms": 1.02, "answer_session_ids": [ "answer_39b12014" ], @@ -6474,8 +6445,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.55, - "store_time_ms": 4.58, + "recall_time_ms": 0.47, + "store_time_ms": 0.93, "answer_session_ids": [ "answer_f5b33470" ], @@ -6492,8 +6463,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.64, - "store_time_ms": 5.25, + "recall_time_ms": 1.33, + "store_time_ms": 1.03, "answer_session_ids": [ "answer_304511ce" ], @@ -6510,8 +6481,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.76, - "store_time_ms": 5.57, + "recall_time_ms": 0.5, + "store_time_ms": 1.17, "answer_session_ids": [ "answer_93e1bd22" ], @@ -6528,8 +6499,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.6, - "store_time_ms": 4.14, + "recall_time_ms": 0.39, + "store_time_ms": 0.69, "answer_session_ids": [ "answer_19c24c11" ], @@ -6546,8 +6517,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.93, - "store_time_ms": 5.08, + "recall_time_ms": 0.45, + "store_time_ms": 0.91, "answer_session_ids": [ "answer_787e6a6d" ], @@ -6564,8 +6535,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.57, - "store_time_ms": 11.16, + "recall_time_ms": 0.95, + "store_time_ms": 2.44, "answer_session_ids": [ "answer_d00ba6d0_1", "answer_d00ba6d0_2" @@ -6584,12 +6555,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.91, - "store_time_ms": 16.46, + "recall_time_ms": 1.3, + "store_time_ms": 2.58, "answer_session_ids": [ + "answer_3e9fce53_1", "answer_3e9fce53_2", - "answer_3e9fce53_3", - "answer_3e9fce53_1" + "answer_3e9fce53_3" ], "recalled_session_ids": [ "answer_3e9fce53_3", @@ -6606,8 +6577,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.01, - "store_time_ms": 5.74, + "recall_time_ms": 0.69, + "store_time_ms": 1.14, "answer_session_ids": [ "answer_0b4a8adc_1" ], @@ -6624,13 +6595,13 @@ "5": true, "10": true }, - "recall_time_ms": 1.75, - "store_time_ms": 23.64, + "recall_time_ms": 2.39, + "store_time_ms": 4.33, "answer_session_ids": [ - "answer_4bfcc250_4", "answer_4bfcc250_1", + "answer_4bfcc250_3", "answer_4bfcc250_2", - "answer_4bfcc250_3" + "answer_4bfcc250_4" ], "recalled_session_ids": [ "answer_4bfcc250_1", @@ -6648,15 +6619,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.49, - "store_time_ms": 10.49, + "recall_time_ms": 1.15, + "store_time_ms": 2.42, "answer_session_ids": [ - "answer_ff201786_2", - "answer_ff201786_1" + "answer_ff201786_1", + "answer_ff201786_2" ], "recalled_session_ids": [ - "answer_ff201786_2", - "answer_ff201786_1" + "answer_ff201786_1", + "answer_ff201786_2" ] }, { @@ -6668,17 +6639,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.04, - "store_time_ms": 16.61, + "recall_time_ms": 2.11, + "store_time_ms": 3.12, "answer_session_ids": [ - "answer_f4ea84fb_1", "answer_f4ea84fb_2", + "answer_f4ea84fb_1", "answer_f4ea84fb_3" ], "recalled_session_ids": [ "answer_f4ea84fb_3", - "answer_f4ea84fb_1", - "answer_f4ea84fb_2" + "answer_f4ea84fb_1" ] }, { @@ -6690,8 +6660,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.04, - "store_time_ms": 5.42, + "recall_time_ms": 0.57, + "store_time_ms": 0.98, "answer_session_ids": [ "answer_b51b6115_1" ], @@ -6708,8 +6678,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.24, - "store_time_ms": 10.44, + "recall_time_ms": 0.69, + "store_time_ms": 2.09, "answer_session_ids": [ "answer_add9b012_2", "answer_add9b012_1" @@ -6728,8 +6698,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.93, - "store_time_ms": 5.47, + "recall_time_ms": 0.54, + "store_time_ms": 1.03, "answer_session_ids": [ "answer_a17423e7_1" ], @@ -6746,11 +6716,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.51, - "store_time_ms": 11.19, + "recall_time_ms": 0.96, + "store_time_ms": 2.22, "answer_session_ids": [ - "answer_dba89487_2", - "answer_dba89487_1" + "answer_dba89487_1", + "answer_dba89487_2" ], "recalled_session_ids": [ "answer_dba89487_2", @@ -6766,8 +6736,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.26, - "store_time_ms": 10.37, + "recall_time_ms": 0.88, + "store_time_ms": 2.2, "answer_session_ids": [ "answer_febde667_2", "answer_febde667_1" @@ -6786,8 +6756,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.23, - "store_time_ms": 4.68, + "recall_time_ms": 0.54, + "store_time_ms": 0.99, "answer_session_ids": [ "answer_c19bd2bf_1" ], @@ -6804,8 +6774,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.52, - "store_time_ms": 9.77, + "recall_time_ms": 1.27, + "store_time_ms": 2.52, "answer_session_ids": [ "answer_b9e32ff8_1", "answer_b9e32ff8_2" @@ -6824,8 +6794,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.11, - "store_time_ms": 10.39, + "recall_time_ms": 0.7, + "store_time_ms": 2.35, "answer_session_ids": [ "answer_661b711f_2", "answer_661b711f_1" @@ -6844,17 +6814,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.15, - "store_time_ms": 14.31, + "recall_time_ms": 1.35, + "store_time_ms": 2.85, "answer_session_ids": [ - "answer_5d8c99d3_2", "answer_5d8c99d3_3", - "answer_5d8c99d3_1" + "answer_5d8c99d3_1", + "answer_5d8c99d3_2" ], "recalled_session_ids": [ "answer_5d8c99d3_3", - "answer_5d8c99d3_2", - "answer_5d8c99d3_1" + "answer_5d8c99d3_2" ] }, { @@ -6866,8 +6835,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.01, - "store_time_ms": 6.21, + "recall_time_ms": 0.55, + "store_time_ms": 1.35, "answer_session_ids": [ "answer_c4df007f_1" ], @@ -6884,8 +6853,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.92, - "store_time_ms": 5.65, + "recall_time_ms": 0.5, + "store_time_ms": 1.01, "answer_session_ids": [ "answer_56521e65_1" ], @@ -6902,12 +6871,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.93, - "store_time_ms": 15.0, + "recall_time_ms": 1.6, + "store_time_ms": 2.8, "answer_session_ids": [ - "answer_c862f65a_1", "answer_c862f65a_2", - "answer_c862f65a_3" + "answer_c862f65a_3", + "answer_c862f65a_1" ], "recalled_session_ids": [ "answer_c862f65a_3", @@ -6924,15 +6893,15 @@ "5": true, "10": true }, - "recall_time_ms": 2.43, - "store_time_ms": 33.44, + "recall_time_ms": 2.96, + "store_time_ms": 8.62, "answer_session_ids": [ - "answer_e9ad5914_6", "answer_e9ad5914_5", "answer_e9ad5914_1", - "answer_e9ad5914_2", + "answer_e9ad5914_6", + "answer_e9ad5914_3", "answer_e9ad5914_4", - "answer_e9ad5914_3" + "answer_e9ad5914_2" ], "recalled_session_ids": [ "answer_e9ad5914_4", @@ -6952,11 +6921,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.47, - "store_time_ms": 12.68, + "recall_time_ms": 0.88, + "store_time_ms": 2.05, "answer_session_ids": [ - "answer_447052a5_1", - "answer_447052a5_2" + "answer_447052a5_2", + "answer_447052a5_1" ], "recalled_session_ids": [ "answer_447052a5_2", @@ -6972,15 +6941,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.31, - "store_time_ms": 11.17, + "recall_time_ms": 1.2, + "store_time_ms": 2.24, "answer_session_ids": [ - "answer_4d5490f1_1", - "answer_4d5490f1_2" + "answer_4d5490f1_2", + "answer_4d5490f1_1" ], "recalled_session_ids": [ - "answer_4d5490f1_1", - "answer_4d5490f1_2" + "answer_4d5490f1_2", + "answer_4d5490f1_1" ] }, { @@ -6992,8 +6961,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.67, - "store_time_ms": 5.61, + "recall_time_ms": 0.55, + "store_time_ms": 1.14, "answer_session_ids": [ "answer_9b09d95b_1" ], @@ -7010,23 +6979,20 @@ "5": true, "10": true }, - "recall_time_ms": 1.62, - "store_time_ms": 31.43, + "recall_time_ms": 2.42, + "store_time_ms": 5.74, "answer_session_ids": [ - "answer_7093d898_4", + "answer_7093d898_2", "answer_7093d898_3", + "answer_7093d898_4", "answer_7093d898_1", - "answer_7093d898_6", "answer_7093d898_5", - "answer_7093d898_2" + "answer_7093d898_6" ], "recalled_session_ids": [ "answer_7093d898_2", "answer_7093d898_1", - "answer_7093d898_6", - "answer_7093d898_5", - "answer_7093d898_3", - "answer_7093d898_4" + "answer_7093d898_6" ] }, { @@ -7038,8 +7004,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.76, - "store_time_ms": 11.72, + "recall_time_ms": 0.8, + "store_time_ms": 2.07, "answer_session_ids": [ "answer_16bd5ea5_1", "answer_16bd5ea5_2" @@ -7058,11 +7024,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.41, - "store_time_ms": 10.23, + "recall_time_ms": 0.95, + "store_time_ms": 2.52, "answer_session_ids": [ - "answer_be07688f_1", - "answer_be07688f_2" + "answer_be07688f_2", + "answer_be07688f_1" ], "recalled_session_ids": [ "answer_be07688f_1", @@ -7078,8 +7044,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.92, - "store_time_ms": 10.65, + "recall_time_ms": 0.92, + "store_time_ms": 2.05, "answer_session_ids": [ "answer_4bebc782_1", "answer_4bebc782_2" @@ -7098,8 +7064,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.46, - "store_time_ms": 10.85, + "recall_time_ms": 0.99, + "store_time_ms": 2.33, "answer_session_ids": [ "answer_e831a29f_1", "answer_e831a29f_2" @@ -7118,17 +7084,16 @@ "5": true, "10": true }, - "recall_time_ms": 1.22, - "store_time_ms": 15.18, + "recall_time_ms": 0.96, + "store_time_ms": 3.09, "answer_session_ids": [ + "answer_e6c20e52_2", "answer_e6c20e52_1", - "answer_e6c20e52_3", - "answer_e6c20e52_2" + "answer_e6c20e52_3" ], "recalled_session_ids": [ "answer_e6c20e52_3", - "answer_e6c20e52_1", - "answer_e6c20e52_2" + "answer_e6c20e52_1" ] }, { @@ -7140,15 +7105,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.37, - "store_time_ms": 10.17, + "recall_time_ms": 0.71, + "store_time_ms": 2.03, "answer_session_ids": [ "answer_c9d35c00_2", "answer_c9d35c00_1" ], "recalled_session_ids": [ - "answer_c9d35c00_2", - "answer_c9d35c00_1" + "answer_c9d35c00_1", + "answer_c9d35c00_2" ] }, { @@ -7160,17 +7125,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.4, - "store_time_ms": 15.67, + "recall_time_ms": 2.01, + "store_time_ms": 3.12, "answer_session_ids": [ "answer_8c64ce25_2", - "answer_8c64ce25_3", - "answer_8c64ce25_1" + "answer_8c64ce25_1", + "answer_8c64ce25_3" ], "recalled_session_ids": [ - "answer_8c64ce25_3", - "answer_8c64ce25_1", - "answer_8c64ce25_2" + "answer_8c64ce25_3" ] }, { @@ -7182,8 +7145,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.02, - "store_time_ms": 10.57, + "recall_time_ms": 0.79, + "store_time_ms": 2.12, "answer_session_ids": [ "answer_61d1be50_2", "answer_61d1be50_1" @@ -7202,21 +7165,20 @@ "5": true, "10": true }, - "recall_time_ms": 1.94, - "store_time_ms": 26.14, + "recall_time_ms": 2.39, + "store_time_ms": 5.12, "answer_session_ids": [ + "answer_f999b05b_2", + "answer_f999b05b_5", "answer_f999b05b_4", - "answer_f999b05b_3", "answer_f999b05b_1", - "answer_f999b05b_2", - "answer_f999b05b_5" + "answer_f999b05b_3" ], "recalled_session_ids": [ "answer_f999b05b_3", "answer_f999b05b_4", "answer_f999b05b_5", - "answer_f999b05b_2", - "answer_f999b05b_1" + "answer_f999b05b_2" ] }, { @@ -7228,8 +7190,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.47, - "store_time_ms": 10.51, + "recall_time_ms": 0.89, + "store_time_ms": 2.21, "answer_session_ids": [ "answer_f964cea3_2", "answer_f964cea3_1" @@ -7248,11 +7210,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.08, - "store_time_ms": 9.41, + "recall_time_ms": 0.63, + "store_time_ms": 1.88, "answer_session_ids": [ - "answer_e3aa84c4_1", - "answer_e3aa84c4_2" + "answer_e3aa84c4_2", + "answer_e3aa84c4_1" ], "recalled_session_ids": [ "answer_e3aa84c4_1", @@ -7268,8 +7230,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.31, - "store_time_ms": 11.36, + "recall_time_ms": 1.0, + "store_time_ms": 2.51, "answer_session_ids": [ "answer_88841f26_1", "answer_88841f26_2" @@ -7288,8 +7250,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.83, - "store_time_ms": 4.37, + "recall_time_ms": 0.49, + "store_time_ms": 0.75, "answer_session_ids": [ "answer_0dd54b7c_1" ], @@ -7306,21 +7268,21 @@ "5": true, "10": true }, - "recall_time_ms": 1.49, - "store_time_ms": 24.48, + "recall_time_ms": 0.97, + "store_time_ms": 4.8, "answer_session_ids": [ "answer_d8a1af6b_1", - "answer_d8a1af6b_3", "answer_d8a1af6b_5", + "answer_d8a1af6b_3", "answer_d8a1af6b_4", "answer_d8a1af6b_2" ], "recalled_session_ids": [ - "answer_d8a1af6b_3", "answer_d8a1af6b_4", + "answer_d8a1af6b_2", + "answer_d8a1af6b_3", "answer_d8a1af6b_1", - "answer_d8a1af6b_5", - "answer_d8a1af6b_2" + "answer_d8a1af6b_5" ] }, { @@ -7332,11 +7294,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.73, - "store_time_ms": 10.34, + "recall_time_ms": 0.94, + "store_time_ms": 2.01, "answer_session_ids": [ - "answer_d97db962_1", - "answer_d97db962_2" + "answer_d97db962_2", + "answer_d97db962_1" ], "recalled_session_ids": [ "answer_d97db962_1", @@ -7352,8 +7314,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.51, - "store_time_ms": 11.52, + "recall_time_ms": 0.92, + "store_time_ms": 2.17, "answer_session_ids": [ "answer_aed8cf17_1", "answer_aed8cf17_2" @@ -7372,8 +7334,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.73, - "store_time_ms": 25.08, + "recall_time_ms": 0.55, + "store_time_ms": 0.91, "answer_session_ids": [ "answer_43ba3965_1" ], @@ -7390,11 +7352,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.24, - "store_time_ms": 11.09, + "recall_time_ms": 0.84, + "store_time_ms": 2.53, "answer_session_ids": [ - "answer_1e2369c9_1", - "answer_1e2369c9_2" + "answer_1e2369c9_2", + "answer_1e2369c9_1" ], "recalled_session_ids": [ "answer_1e2369c9_1", @@ -7410,8 +7372,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.82, - "store_time_ms": 5.29, + "recall_time_ms": 0.54, + "store_time_ms": 1.19, "answer_session_ids": [ "answer_c18d480b_1" ], @@ -7428,11 +7390,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.91, - "store_time_ms": 9.67, + "recall_time_ms": 0.64, + "store_time_ms": 2.08, "answer_session_ids": [ - "answer_5850de18_1", - "answer_5850de18_2" + "answer_5850de18_2", + "answer_5850de18_1" ], "recalled_session_ids": [ "answer_5850de18_2", @@ -7448,8 +7410,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.78, - "store_time_ms": 4.91, + "recall_time_ms": 0.5, + "store_time_ms": 1.02, "answer_session_ids": [ "answer_184c8f56_1" ], @@ -7466,11 +7428,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.96, - "store_time_ms": 9.83, + "recall_time_ms": 0.87, + "store_time_ms": 2.36, "answer_session_ids": [ - "answer_0d4d0347_1", - "answer_0d4d0347_2" + "answer_0d4d0347_2", + "answer_0d4d0347_1" ], "recalled_session_ids": [ "answer_0d4d0347_2", @@ -7486,8 +7448,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.85, - "store_time_ms": 4.75, + "recall_time_ms": 0.57, + "store_time_ms": 1.09, "answer_session_ids": [ "answer_ad8a76cb_1" ], @@ -7504,8 +7466,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.97, - "store_time_ms": 4.79, + "recall_time_ms": 0.63, + "store_time_ms": 1.07, "answer_session_ids": [ "answer_f6d6e33f_1" ], @@ -7522,8 +7484,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.03, - "store_time_ms": 4.72, + "recall_time_ms": 0.57, + "store_time_ms": 0.91, "answer_session_ids": [ "answer_581ab834_1" ], @@ -7540,8 +7502,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.63, - "store_time_ms": 4.92, + "recall_time_ms": 0.49, + "store_time_ms": 1.06, "answer_session_ids": [ "answer_550bb2d1_1" ], @@ -7558,8 +7520,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.8, - "store_time_ms": 8.78, + "recall_time_ms": 0.65, + "store_time_ms": 1.88, "answer_session_ids": [ "answer_9793daa3_2", "answer_9793daa3_1" @@ -7578,11 +7540,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.37, - "store_time_ms": 9.05, + "recall_time_ms": 0.85, + "store_time_ms": 2.1, "answer_session_ids": [ - "answer_e28c1f0d_2", - "answer_e28c1f0d_1" + "answer_e28c1f0d_1", + "answer_e28c1f0d_2" ], "recalled_session_ids": [ "answer_e28c1f0d_1", @@ -7598,12 +7560,12 @@ "5": true, "10": true }, - "recall_time_ms": 0.83, - "store_time_ms": 14.06, + "recall_time_ms": 1.2, + "store_time_ms": 2.8, "answer_session_ids": [ + "answer_cf021b36_3", "answer_cf021b36_2", - "answer_cf021b36_1", - "answer_cf021b36_3" + "answer_cf021b36_1" ], "recalled_session_ids": [ "answer_cf021b36_1", @@ -7620,8 +7582,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.67, - "store_time_ms": 5.28, + "recall_time_ms": 0.54, + "store_time_ms": 1.35, "answer_session_ids": [ "answer_e22d6aef_1" ], @@ -7638,8 +7600,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.12, - "store_time_ms": 10.57, + "recall_time_ms": 0.66, + "store_time_ms": 2.03, "answer_session_ids": [ "answer_c9d35c00_2", "answer_c9d35c00_1" @@ -7658,17 +7620,15 @@ "5": true, "10": true }, - "recall_time_ms": 1.13, - "store_time_ms": 13.66, + "recall_time_ms": 1.75, + "store_time_ms": 3.21, "answer_session_ids": [ "answer_8c64ce26_2", - "answer_8c64ce26_1", - "answer_8c64ce26_3" + "answer_8c64ce26_3", + "answer_8c64ce26_1" ], "recalled_session_ids": [ - "answer_8c64ce26_3", - "answer_8c64ce26_1", - "answer_8c64ce26_2" + "answer_8c64ce26_3" ] }, { @@ -7680,8 +7640,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.51, - "store_time_ms": 4.78, + "recall_time_ms": 0.67, + "store_time_ms": 1.41, "answer_session_ids": [ "answer_0b4a8adc_1" ], @@ -7698,17 +7658,17 @@ "5": true, "10": true }, - "recall_time_ms": 1.04, - "store_time_ms": 19.17, + "recall_time_ms": 2.15, + "store_time_ms": 5.86, "answer_session_ids": [ "answer_4bfcc251_3", + "answer_4bfcc251_4", "answer_4bfcc251_1", - "answer_4bfcc251_2", - "answer_4bfcc251_4" + "answer_4bfcc251_2" ], "recalled_session_ids": [ - "answer_4bfcc251_1", "answer_4bfcc251_2", + "answer_4bfcc251_1", "answer_4bfcc251_3", "answer_4bfcc251_4" ] @@ -7722,14 +7682,14 @@ "5": true, "10": true }, - "recall_time_ms": 0.99, - "store_time_ms": 22.19, + "recall_time_ms": 2.93, + "store_time_ms": 5.77, "answer_session_ids": [ - "answer_f999b05c_5", - "answer_f999b05c_4", + "answer_f999b05c_3", "answer_f999b05c_1", "answer_f999b05c_2", - "answer_f999b05c_3" + "answer_f999b05c_5", + "answer_f999b05c_4" ], "recalled_session_ids": [ "answer_f999b05c_1", @@ -7748,11 +7708,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.75, - "store_time_ms": 9.89, + "recall_time_ms": 0.81, + "store_time_ms": 2.3, "answer_session_ids": [ - "answer_16bd5ea6_1", - "answer_16bd5ea6_2" + "answer_16bd5ea6_2", + "answer_16bd5ea6_1" ], "recalled_session_ids": [ "answer_16bd5ea6_2", @@ -7768,14 +7728,14 @@ "5": true, "10": true }, - "recall_time_ms": 1.01, - "store_time_ms": 23.21, + "recall_time_ms": 0.93, + "store_time_ms": 5.01, "answer_session_ids": [ - "answer_d8a1af6c_3", - "answer_d8a1af6c_2", - "answer_d8a1af6c_5", "answer_d8a1af6c_1", - "answer_d8a1af6c_4" + "answer_d8a1af6c_4", + "answer_d8a1af6c_5", + "answer_d8a1af6c_2", + "answer_d8a1af6c_3" ], "recalled_session_ids": [ "answer_d8a1af6c_5", @@ -7794,11 +7754,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.05, - "store_time_ms": 11.09, + "recall_time_ms": 0.94, + "store_time_ms": 2.43, "answer_session_ids": [ - "answer_d00ba6d1_2", - "answer_d00ba6d1_1" + "answer_d00ba6d1_1", + "answer_d00ba6d1_2" ], "recalled_session_ids": [ "answer_d00ba6d1_2", @@ -7814,8 +7774,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.68, - "store_time_ms": 9.19, + "recall_time_ms": 0.67, + "store_time_ms": 2.33, "answer_session_ids": [ "answer_e28c1f0e_2", "answer_e28c1f0e_1" @@ -7835,10 +7795,10 @@ "10": true }, "recall_time_ms": 0.68, - "store_time_ms": 8.82, + "store_time_ms": 2.09, "answer_session_ids": [ - "answer_add9b013_1", - "answer_add9b013_2" + "answer_add9b013_2", + "answer_add9b013_1" ], "recalled_session_ids": [ "answer_add9b013_2", @@ -7854,8 +7814,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.56, - "store_time_ms": 5.27, + "recall_time_ms": 0.53, + "store_time_ms": 1.18, "answer_session_ids": [ "answer_9b09d95b_1" ], @@ -7872,8 +7832,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.77, - "store_time_ms": 10.39, + "recall_time_ms": 0.65, + "store_time_ms": 2.26, "answer_session_ids": [ "answer_ff201787_1", "answer_ff201787_2" @@ -7892,11 +7852,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.87, - "store_time_ms": 9.67, + "recall_time_ms": 0.8, + "store_time_ms": 2.23, "answer_session_ids": [ - "answer_dba89488_1", - "answer_dba89488_2" + "answer_dba89488_2", + "answer_dba89488_1" ], "recalled_session_ids": [ "answer_dba89488_1", @@ -7912,8 +7872,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.98, - "store_time_ms": 10.22, + "recall_time_ms": 0.76, + "store_time_ms": 2.38, "answer_session_ids": [ "answer_0d4d0348_2", "answer_0d4d0348_1" @@ -7932,15 +7892,14 @@ "5": true, "10": true }, - "recall_time_ms": 0.66, - "store_time_ms": 15.75, + "recall_time_ms": 0.57, + "store_time_ms": 2.08, "answer_session_ids": [ "answer_4bebc783_2", "answer_4bebc783_1" ], "recalled_session_ids": [ - "answer_4bebc783_1", - "answer_4bebc783_2" + "answer_4bebc783_1" ] }, { @@ -7952,12 +7911,12 @@ "5": true, "10": true }, - "recall_time_ms": 1.07, - "store_time_ms": 14.8, + "recall_time_ms": 0.99, + "store_time_ms": 3.13, "answer_session_ids": [ - "answer_f4ea84fc_3", + "answer_f4ea84fc_1", "answer_f4ea84fc_2", - "answer_f4ea84fc_1" + "answer_f4ea84fc_3" ], "recalled_session_ids": [ "answer_f4ea84fc_1", @@ -7974,11 +7933,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.87, - "store_time_ms": 9.56, + "recall_time_ms": 0.9, + "store_time_ms": 2.56, "answer_session_ids": [ - "answer_88841f27_1", - "answer_88841f27_2" + "answer_88841f27_2", + "answer_88841f27_1" ], "recalled_session_ids": [ "answer_88841f27_1", @@ -7994,8 +7953,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.53, - "store_time_ms": 4.72, + "recall_time_ms": 0.54, + "store_time_ms": 1.08, "answer_session_ids": [ "answer_56521e66_1" ], @@ -8013,7 +7972,7 @@ "10": true }, "recall_time_ms": 0.51, - "store_time_ms": 4.33, + "store_time_ms": 1.02, "answer_session_ids": [ "answer_a17423e8_1" ], @@ -8030,8 +7989,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.69, - "store_time_ms": 8.87, + "recall_time_ms": 0.66, + "store_time_ms": 2.01, "answer_session_ids": [ "answer_9793daa4_2", "answer_9793daa4_1" @@ -8050,15 +8009,15 @@ "5": true, "10": true }, - "recall_time_ms": 0.78, - "store_time_ms": 8.77, + "recall_time_ms": 0.66, + "store_time_ms": 2.0, "answer_session_ids": [ - "answer_5237bb0b_1", - "answer_5237bb0b_2" - ], - "recalled_session_ids": [ "answer_5237bb0b_2", "answer_5237bb0b_1" + ], + "recalled_session_ids": [ + "answer_5237bb0b_1", + "answer_5237bb0b_2" ] }, { @@ -8070,8 +8029,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.66, - "store_time_ms": 8.59, + "recall_time_ms": 0.56, + "store_time_ms": 1.77, "answer_session_ids": [ "answer_bf633415_1", "answer_bf633415_2" @@ -8090,11 +8049,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.94, - "store_time_ms": 8.67, + "recall_time_ms": 0.75, + "store_time_ms": 1.74, "answer_session_ids": [ - "answer_4fb01417_2", - "answer_4fb01417_1" + "answer_4fb01417_1", + "answer_4fb01417_2" ], "recalled_session_ids": [ "answer_4fb01417_1", @@ -8110,8 +8069,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.93, - "store_time_ms": 9.95, + "recall_time_ms": 0.75, + "store_time_ms": 2.43, "answer_session_ids": [ "answer_c69ee1f9_1", "answer_c69ee1f9_2" @@ -8130,15 +8089,15 @@ "5": true, "10": true }, - "recall_time_ms": 0.78, - "store_time_ms": 9.06, + "recall_time_ms": 0.63, + "store_time_ms": 2.07, "answer_session_ids": [ - "answer_50940cb7_2", - "answer_50940cb7_1" + "answer_50940cb7_1", + "answer_50940cb7_2" ], "recalled_session_ids": [ - "answer_50940cb7_2", - "answer_50940cb7_1" + "answer_50940cb7_1", + "answer_50940cb7_2" ] }, { @@ -8150,11 +8109,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.04, - "store_time_ms": 9.46, + "recall_time_ms": 0.75, + "store_time_ms": 1.5, "answer_session_ids": [ - "answer_dcb18b9b_2", - "answer_dcb18b9b_1" + "answer_dcb18b9b_1", + "answer_dcb18b9b_2" ], "recalled_session_ids": [ "answer_dcb18b9b_2", @@ -8170,11 +8129,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.89, - "store_time_ms": 7.6, + "recall_time_ms": 0.55, + "store_time_ms": 1.27, "answer_session_ids": [ - "answer_353d3c6d_2", - "answer_353d3c6d_1" + "answer_353d3c6d_1", + "answer_353d3c6d_2" ], "recalled_session_ids": [ "answer_353d3c6d_2", @@ -8190,8 +8149,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.93, - "store_time_ms": 9.22, + "recall_time_ms": 0.63, + "store_time_ms": 2.03, "answer_session_ids": [ "answer_d8454588_2", "answer_d8454588_1" @@ -8210,15 +8169,15 @@ "5": true, "10": true }, - "recall_time_ms": 0.75, - "store_time_ms": 8.95, + "recall_time_ms": 0.59, + "store_time_ms": 1.86, "answer_session_ids": [ "answer_4eb6d671_2", "answer_4eb6d671_1" ], "recalled_session_ids": [ - "answer_4eb6d671_1", - "answer_4eb6d671_2" + "answer_4eb6d671_2", + "answer_4eb6d671_1" ] }, { @@ -8230,11 +8189,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.73, - "store_time_ms": 8.88, + "recall_time_ms": 0.58, + "store_time_ms": 1.86, "answer_session_ids": [ - "answer_58820c75_2", - "answer_58820c75_1" + "answer_58820c75_1", + "answer_58820c75_2" ], "recalled_session_ids": [ "answer_58820c75_2", @@ -8250,8 +8209,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.59, - "store_time_ms": 8.19, + "recall_time_ms": 0.55, + "store_time_ms": 1.71, "answer_session_ids": [ "answer_85a77c48_1", "answer_85a77c48_2" @@ -8270,11 +8229,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.76, - "store_time_ms": 8.83, + "recall_time_ms": 0.72, + "store_time_ms": 2.01, "answer_session_ids": [ - "answer_80323f3f_1", - "answer_80323f3f_2" + "answer_80323f3f_2", + "answer_80323f3f_1" ], "recalled_session_ids": [ "answer_80323f3f_1", @@ -8290,8 +8249,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.79, - "store_time_ms": 8.93, + "recall_time_ms": 0.68, + "store_time_ms": 1.88, "answer_session_ids": [ "answer_e9bb9500_2", "answer_e9bb9500_1" @@ -8310,11 +8269,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.83, - "store_time_ms": 9.45, + "recall_time_ms": 0.67, + "store_time_ms": 2.09, "answer_session_ids": [ - "answer_743f03a1_2", - "answer_743f03a1_1" + "answer_743f03a1_1", + "answer_743f03a1_2" ], "recalled_session_ids": [ "answer_743f03a1_1", @@ -8330,8 +8289,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.3, - "store_time_ms": 10.72, + "recall_time_ms": 0.64, + "store_time_ms": 2.1, "answer_session_ids": [ "answer_feb5f98a_2", "answer_feb5f98a_1" @@ -8350,8 +8309,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.85, - "store_time_ms": 9.14, + "recall_time_ms": 0.65, + "store_time_ms": 2.36, "answer_session_ids": [ "answer_c8cc60d6_2", "answer_c8cc60d6_1" @@ -8370,11 +8329,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.27, - "store_time_ms": 8.9, + "recall_time_ms": 0.75, + "store_time_ms": 2.19, "answer_session_ids": [ - "answer_e552e1f9_2", - "answer_e552e1f9_1" + "answer_e552e1f9_1", + "answer_e552e1f9_2" ], "recalled_session_ids": [ "answer_e552e1f9_2", @@ -8390,8 +8349,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.78, - "store_time_ms": 10.16, + "recall_time_ms": 0.59, + "store_time_ms": 2.05, "answer_session_ids": [ "answer_3be95d43_2", "answer_3be95d43_1" @@ -8410,8 +8369,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.71, - "store_time_ms": 8.56, + "recall_time_ms": 0.56, + "store_time_ms": 1.76, "answer_session_ids": [ "answer_6702277b_2", "answer_6702277b_1" @@ -8430,11 +8389,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.76, - "store_time_ms": 12.31, + "recall_time_ms": 0.68, + "store_time_ms": 2.21, "answer_session_ids": [ - "answer_6efce493_2", - "answer_6efce493_1" + "answer_6efce493_1", + "answer_6efce493_2" ], "recalled_session_ids": [ "answer_6efce493_2", @@ -8450,11 +8409,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.82, - "store_time_ms": 9.27, + "recall_time_ms": 0.5, + "store_time_ms": 1.34, "answer_session_ids": [ - "answer_9ef115d4_1", - "answer_9ef115d4_2" + "answer_9ef115d4_2", + "answer_9ef115d4_1" ], "recalled_session_ids": [ "answer_9ef115d4_1", @@ -8470,8 +8429,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.84, - "store_time_ms": 9.22, + "recall_time_ms": 0.59, + "store_time_ms": 1.93, "answer_session_ids": [ "answer_f7fd1029_1", "answer_f7fd1029_2" @@ -8490,11 +8449,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.86, - "store_time_ms": 9.61, + "recall_time_ms": 0.62, + "store_time_ms": 2.03, "answer_session_ids": [ - "answer_688f9a3f_2", - "answer_688f9a3f_1" + "answer_688f9a3f_1", + "answer_688f9a3f_2" ], "recalled_session_ids": [ "answer_688f9a3f_2", @@ -8510,11 +8469,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.87, - "store_time_ms": 10.33, + "recall_time_ms": 0.45, + "store_time_ms": 2.04, "answer_session_ids": [ - "answer_17dc2f5b_2", - "answer_17dc2f5b_1" + "answer_17dc2f5b_1", + "answer_17dc2f5b_2" ], "recalled_session_ids": [ "answer_17dc2f5b_2" @@ -8529,11 +8488,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.96, - "store_time_ms": 11.78, + "recall_time_ms": 0.65, + "store_time_ms": 1.81, "answer_session_ids": [ - "answer_66c23110_2", - "answer_66c23110_1" + "answer_66c23110_1", + "answer_66c23110_2" ], "recalled_session_ids": [ "answer_66c23110_2", @@ -8549,8 +8508,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.84, - "store_time_ms": 8.56, + "recall_time_ms": 0.55, + "store_time_ms": 1.45, "answer_session_ids": [ "answer_419d21d5_2", "answer_419d21d5_1" @@ -8569,11 +8528,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.81, - "store_time_ms": 9.38, + "recall_time_ms": 0.59, + "store_time_ms": 1.98, "answer_session_ids": [ - "answer_5404a208_1", - "answer_5404a208_2" + "answer_5404a208_2", + "answer_5404a208_1" ], "recalled_session_ids": [ "answer_5404a208_1", @@ -8589,11 +8548,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.92, - "store_time_ms": 10.09, + "recall_time_ms": 0.7, + "store_time_ms": 2.44, "answer_session_ids": [ - "answer_a37bdf22_1", - "answer_a37bdf22_2" + "answer_a37bdf22_2", + "answer_a37bdf22_1" ], "recalled_session_ids": [ "answer_a37bdf22_1", @@ -8609,11 +8568,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.97, - "store_time_ms": 9.21, + "recall_time_ms": 0.56, + "store_time_ms": 1.66, "answer_session_ids": [ - "answer_c9dfeaea_2", - "answer_c9dfeaea_1" + "answer_c9dfeaea_1", + "answer_c9dfeaea_2" ], "recalled_session_ids": [ "answer_c9dfeaea_2", @@ -8629,15 +8588,15 @@ "5": true, "10": true }, - "recall_time_ms": 0.72, - "store_time_ms": 9.45, + "recall_time_ms": 0.6, + "store_time_ms": 1.66, "answer_session_ids": [ "answer_33c251f0_1", "answer_33c251f0_2" ], "recalled_session_ids": [ - "answer_33c251f0_1", - "answer_33c251f0_2" + "answer_33c251f0_2", + "answer_33c251f0_1" ] }, { @@ -8649,8 +8608,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.96, - "store_time_ms": 9.03, + "recall_time_ms": 0.71, + "store_time_ms": 1.9, "answer_session_ids": [ "answer_35e36341_2", "answer_35e36341_1" @@ -8669,11 +8628,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.34, - "store_time_ms": 9.63, + "recall_time_ms": 0.54, + "store_time_ms": 1.87, "answer_session_ids": [ - "answer_35c9798c_1", - "answer_35c9798c_2" + "answer_35c9798c_2", + "answer_35c9798c_1" ], "recalled_session_ids": [ "answer_35c9798c_2", @@ -8689,11 +8648,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.81, - "store_time_ms": 9.14, + "recall_time_ms": 0.55, + "store_time_ms": 2.11, "answer_session_ids": [ - "answer_ef84b994_1", - "answer_ef84b994_2" + "answer_ef84b994_2", + "answer_ef84b994_1" ], "recalled_session_ids": [ "answer_ef84b994_1", @@ -8709,8 +8668,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.82, - "store_time_ms": 9.29, + "recall_time_ms": 0.58, + "store_time_ms": 2.24, "answer_session_ids": [ "answer_6cb8f792_1", "answer_6cb8f792_2" @@ -8729,15 +8688,15 @@ "5": true, "10": true }, - "recall_time_ms": 0.95, - "store_time_ms": 9.71, + "recall_time_ms": 0.68, + "store_time_ms": 2.0, "answer_session_ids": [ "answer_1bb63ea5_2", "answer_1bb63ea5_1" ], "recalled_session_ids": [ - "answer_1bb63ea5_1", - "answer_1bb63ea5_2" + "answer_1bb63ea5_2", + "answer_1bb63ea5_1" ] }, { @@ -8749,11 +8708,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.83, - "store_time_ms": 10.25, + "recall_time_ms": 0.62, + "store_time_ms": 1.98, "answer_session_ids": [ - "answer_4cb841a8_1", - "answer_4cb841a8_2" + "answer_4cb841a8_2", + "answer_4cb841a8_1" ], "recalled_session_ids": [ "answer_4cb841a8_1", @@ -8769,8 +8728,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.93, - "store_time_ms": 9.99, + "recall_time_ms": 0.64, + "store_time_ms": 1.93, "answer_session_ids": [ "answer_cc1ced21_1", "answer_cc1ced21_2" @@ -8789,8 +8748,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.78, - "store_time_ms": 10.14, + "recall_time_ms": 0.61, + "store_time_ms": 2.1, "answer_session_ids": [ "answer_e184e4c3_1", "answer_e184e4c3_2" @@ -8809,8 +8768,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.96, - "store_time_ms": 10.33, + "recall_time_ms": 0.72, + "store_time_ms": 2.0, "answer_session_ids": [ "answer_dc5e537d_2", "answer_dc5e537d_1" @@ -8829,11 +8788,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.79, - "store_time_ms": 9.73, + "recall_time_ms": 0.69, + "store_time_ms": 2.25, "answer_session_ids": [ - "answer_3a5010af_1", - "answer_3a5010af_2" + "answer_3a5010af_2", + "answer_3a5010af_1" ], "recalled_session_ids": [ "answer_3a5010af_1", @@ -8849,8 +8808,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.74, - "store_time_ms": 9.31, + "recall_time_ms": 0.6, + "store_time_ms": 2.19, "answer_session_ids": [ "answer_de64539a_1", "answer_de64539a_2" @@ -8869,8 +8828,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.82, - "store_time_ms": 9.28, + "recall_time_ms": 0.69, + "store_time_ms": 2.18, "answer_session_ids": [ "answer_cbd08e3c_1", "answer_cbd08e3c_2" @@ -8889,8 +8848,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.93, - "store_time_ms": 9.59, + "recall_time_ms": 0.68, + "store_time_ms": 1.92, "answer_session_ids": [ "answer_872e8da2_2", "answer_872e8da2_1" @@ -8909,11 +8868,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.98, - "store_time_ms": 9.79, + "recall_time_ms": 0.79, + "store_time_ms": 2.1, "answer_session_ids": [ - "answer_75eca223_1", - "answer_75eca223_2" + "answer_75eca223_2", + "answer_75eca223_1" ], "recalled_session_ids": [ "answer_75eca223_1", @@ -8929,8 +8888,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.96, - "store_time_ms": 9.87, + "recall_time_ms": 0.57, + "store_time_ms": 1.94, "answer_session_ids": [ "answer_87e3a1cb_2", "answer_87e3a1cb_1" @@ -8949,8 +8908,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.66, - "store_time_ms": 8.95, + "recall_time_ms": 0.49, + "store_time_ms": 1.74, "answer_session_ids": [ "answer_1881e7db_2", "answer_1881e7db_1" @@ -8969,8 +8928,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.88, - "store_time_ms": 9.44, + "recall_time_ms": 0.64, + "store_time_ms": 1.96, "answer_session_ids": [ "answer_92147866_1", "answer_92147866_2" @@ -8989,8 +8948,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.75, - "store_time_ms": 9.54, + "recall_time_ms": 0.62, + "store_time_ms": 2.1, "answer_session_ids": [ "answer_80d6d664_1", "answer_80d6d664_2" @@ -9009,8 +8968,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.86, - "store_time_ms": 8.52, + "recall_time_ms": 0.64, + "store_time_ms": 1.73, "answer_session_ids": [ "answer_96c743d0_1", "answer_96c743d0_2" @@ -9029,15 +8988,15 @@ "5": true, "10": true }, - "recall_time_ms": 0.72, - "store_time_ms": 9.78, + "recall_time_ms": 0.65, + "store_time_ms": 2.35, "answer_session_ids": [ - "answer_23f3a657_1", - "answer_23f3a657_2" + "answer_23f3a657_2", + "answer_23f3a657_1" ], "recalled_session_ids": [ - "answer_23f3a657_1", - "answer_23f3a657_2" + "answer_23f3a657_2", + "answer_23f3a657_1" ] }, { @@ -9049,15 +9008,14 @@ "5": true, "10": true }, - "recall_time_ms": 0.95, - "store_time_ms": 9.19, + "recall_time_ms": 0.5, + "store_time_ms": 2.21, "answer_session_ids": [ "answer_8de18468_1", "answer_8de18468_2" ], "recalled_session_ids": [ - "answer_8de18468_2", - "answer_8de18468_1" + "answer_8de18468_2" ] }, { @@ -9069,8 +9027,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.0, - "store_time_ms": 9.38, + "recall_time_ms": 0.68, + "store_time_ms": 2.3, "answer_session_ids": [ "answer_2e2085fa_2", "answer_2e2085fa_1" @@ -9089,11 +9047,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.77, - "store_time_ms": 9.24, + "recall_time_ms": 0.55, + "store_time_ms": 1.54, "answer_session_ids": [ - "answer_16ece55f_1", - "answer_16ece55f_2" + "answer_16ece55f_2", + "answer_16ece55f_1" ], "recalled_session_ids": [ "answer_16ece55f_2", @@ -9109,8 +9067,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.95, - "store_time_ms": 9.42, + "recall_time_ms": 0.7, + "store_time_ms": 2.17, "answer_session_ids": [ "answer_fa08bf49_2", "answer_fa08bf49_1" @@ -9129,8 +9087,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.61, - "store_time_ms": 9.03, + "recall_time_ms": 0.6, + "store_time_ms": 1.89, "answer_session_ids": [ "answer_47152166_2", "answer_47152166_1" @@ -9149,8 +9107,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.01, - "store_time_ms": 10.61, + "recall_time_ms": 0.81, + "store_time_ms": 2.26, "answer_session_ids": [ "answer_cfcf5340_2", "answer_cfcf5340_1" @@ -9169,8 +9127,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.37, - "store_time_ms": 9.9, + "recall_time_ms": 0.66, + "store_time_ms": 2.37, "answer_session_ids": [ "answer_254d8b09_2", "answer_254d8b09_1" @@ -9189,11 +9147,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.03, - "store_time_ms": 10.84, + "recall_time_ms": 0.65, + "store_time_ms": 2.55, "answer_session_ids": [ - "answer_e2278b24_1", - "answer_e2278b24_2" + "answer_e2278b24_2", + "answer_e2278b24_1" ], "recalled_session_ids": [ "answer_e2278b24_2", @@ -9209,11 +9167,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.89, - "store_time_ms": 12.3, + "recall_time_ms": 0.62, + "store_time_ms": 2.11, "answer_session_ids": [ - "answer_4934b2d7_1", - "answer_4934b2d7_2" + "answer_4934b2d7_2", + "answer_4934b2d7_1" ], "recalled_session_ids": [ "answer_4934b2d7_2", @@ -9229,8 +9187,8 @@ "5": true, "10": true }, - "recall_time_ms": 1.2, - "store_time_ms": 9.59, + "recall_time_ms": 0.65, + "store_time_ms": 2.0, "answer_session_ids": [ "answer_6b9b2b1e_1", "answer_6b9b2b1e_2" @@ -9249,8 +9207,8 @@ "5": true, "10": true }, - "recall_time_ms": 0.9, - "store_time_ms": 9.57, + "recall_time_ms": 0.49, + "store_time_ms": 2.2, "answer_session_ids": [ "answer_477ae455_2", "answer_477ae455_1" @@ -9268,11 +9226,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.74, - "store_time_ms": 10.06, + "recall_time_ms": 0.96, + "store_time_ms": 2.01, "answer_session_ids": [ - "answer_f56e6152_1", - "answer_f56e6152_2" + "answer_f56e6152_2", + "answer_f56e6152_1" ], "recalled_session_ids": [ "answer_f56e6152_1", @@ -9288,15 +9246,15 @@ "5": true, "10": true }, - "recall_time_ms": 0.97, - "store_time_ms": 11.71, + "recall_time_ms": 0.54, + "store_time_ms": 1.81, "answer_session_ids": [ - "answer_430d0a87_1", - "answer_430d0a87_2" + "answer_430d0a87_2", + "answer_430d0a87_1" ], "recalled_session_ids": [ - "answer_430d0a87_1", - "answer_430d0a87_2" + "answer_430d0a87_2", + "answer_430d0a87_1" ] }, { @@ -9308,11 +9266,11 @@ "5": true, "10": true }, - "recall_time_ms": 0.87, - "store_time_ms": 7.65, + "recall_time_ms": 0.56, + "store_time_ms": 1.63, "answer_session_ids": [ - "answer_fc81d1a2_2", - "answer_fc81d1a2_1" + "answer_fc81d1a2_1", + "answer_fc81d1a2_2" ], "recalled_session_ids": [ "answer_fc81d1a2_1", @@ -9328,11 +9286,11 @@ "5": true, "10": true }, - "recall_time_ms": 1.67, - "store_time_ms": 12.19, + "recall_time_ms": 0.65, + "store_time_ms": 1.97, "answer_session_ids": [ - "answer_2c637141_1", - "answer_2c637141_2" + "answer_2c637141_2", + "answer_2c637141_1" ], "recalled_session_ids": [ "answer_2c637141_2", diff --git a/benchmark/memory_stress_results.json b/benchmark/memory_stress_results.json index 916d007..4c7db08 100644 --- a/benchmark/memory_stress_results.json +++ b/benchmark/memory_stress_results.json @@ -3,7 +3,7 @@ "passed": 23, "total": 23, "accuracy": 100.0, - "elapsed_seconds": 63.0 + "elapsed_seconds": 6.8 }, "suites": { "update": { @@ -16,31 +16,31 @@ "name": "simple_fact_update", "passed": true, "detail": "Top result contains 'green': My favorite color is green. I changed it from blue.", - "latency_ms": 124.91 + "latency_ms": 36.97 }, { "name": "address_change", "passed": true, "detail": "Top result contains 'Seattle': I no longer live in San Francisco. I moved to 456 Pine Avenue, Seattle last month.", - "latency_ms": 0.41 + "latency_ms": 0.38 }, { "name": "job_change", "passed": true, "detail": "Top result contains 'Meta': I just started a new role as a product manager at Meta.", - "latency_ms": 0.49 + "latency_ms": 0.4 }, { "name": "preference_update", "passed": true, "detail": "Top result contains 'Rust': I've switched to Rust for backend development. Much faster than Python.", - "latency_ms": 0.48 + "latency_ms": 0.39 }, { "name": "numeric_update", "passed": true, "detail": "Top result contains '23': Our team grew to 23 members after the new hires.", - "latency_ms": 0.53 + "latency_ms": 0.44 } ] }, @@ -54,31 +54,31 @@ "name": "never_mentioned_topic", "passed": true, "detail": "Correctly returned no results", - "latency_ms": 0.4 + "latency_ms": 0.25 }, { "name": "unrelated_domain", "passed": true, "detail": "Correctly returned no results", - "latency_ms": 0.49 + "latency_ms": 0.26 }, { "name": "specific_nonexistent_entity", "passed": true, "detail": "Correctly returned no results", - "latency_ms": 0.38 + "latency_ms": 0.24 }, { "name": "empty_memory_store", "passed": true, "detail": "Correctly returned no results", - "latency_ms": 0.4 + "latency_ms": 0.22 }, { "name": "partial_overlap_different_context", "passed": true, "detail": "Returned 2 results but no keyword overlap (FTS noise, score=0.0000)", - "latency_ms": 0.46 + "latency_ms": 0.42 } ] }, @@ -92,25 +92,25 @@ "name": "chronological_events", "passed": true, "detail": "Top result contains 'memory benchmark': Led my first project — the memory benchmark initiative.", - "latency_ms": 2.38 + "latency_ms": 1.89 }, { "name": "most_recent_event", "passed": true, "detail": "Top result contains 'Tesla': Bought a Tesla Model Y from the dealership.", - "latency_ms": 1.12 + "latency_ms": 0.54 }, { "name": "date_specific_query", "passed": true, "detail": "Top result contains 'blood pressure': Had a doctor checkup. Blood pressure was normal.", - "latency_ms": 1.03 + "latency_ms": 0.55 }, { "name": "conflicting_dates", "passed": true, "detail": "Top result contains 'Svelte': We migrated the frontend from React to Svelte.", - "latency_ms": 0.87 + "latency_ms": 0.57 } ] }, @@ -130,25 +130,25 @@ "name": "chinese_search_precision", "passed": true, "detail": "Top result contains '腾讯云': 公司决定将服务器从阿里云迁移到腾讯云。", - "latency_ms": 0.93 + "latency_ms": 0.39 }, { "name": "chinese_mixed_content", "passed": true, "detail": "Top result contains 'PostgreSQL': 数据库选用 PostgreSQL 14，缓存用 Redis 7.0。", - "latency_ms": 0.52 + "latency_ms": 0.42 }, { "name": "japanese_recall", "passed": true, "detail": "Top result contains '東京': 東京で行われたカンファレンスに参加しました。とても勉強になりました。", - "latency_ms": 0.53 + "latency_ms": 0.46 }, { "name": "chinese_long_memory", "passed": true, "detail": "Top result contains '1500万': 2024年第一季度销售报告：总收入达到1500万元人民币，同比增长25%。其中线上渠道贡献了60%的收入，线下渠道贡献40%。华东地区是最大的市场，占总收入的3", - "latency_ms": 0.74 + "latency_ms": 0.47 } ] }, @@ -161,26 +161,26 @@ { "name": "scale_100", "passed": true, - "detail": "Size=100: recall median=0.4ms, p95=0.6ms, store_total=369ms, needle_found=True", - "latency_ms": 0.36 + "detail": "Size=100: recall median=0.4ms, p95=0.5ms, store_total=38ms, needle_found=True", + "latency_ms": 0.39 }, { "name": "scale_1000", "passed": true, - "detail": "Size=1,000: recall median=0.5ms, p95=0.8ms, store_total=3761ms, needle_found=True", - "latency_ms": 0.53 + "detail": "Size=1,000: recall median=0.4ms, p95=0.4ms, store_total=348ms, needle_found=True", + "latency_ms": 0.37 }, { "name": "scale_5000", "passed": true, - "detail": "Size=5,000: recall median=0.6ms, p95=0.8ms, store_total=18956ms, needle_found=True", - "latency_ms": 0.64 + "detail": "Size=5,000: recall median=0.4ms, p95=0.5ms, store_total=1758ms, needle_found=True", + "latency_ms": 0.37 }, { "name": "scale_10000", "passed": true, - "detail": "Size=10,000: recall median=0.5ms, p95=0.6ms, store_total=37566ms, needle_found=True", - "latency_ms": 0.47 + "detail": "Size=10,000: recall median=0.4ms, p95=0.5ms, store_total=4001ms, needle_found=True", + "latency_ms": 0.41 } ] } diff --git a/benchmark/rag_index.py b/benchmark/rag_index.py index 8d02761..ec5c74f 100644 --- a/benchmark/rag_index.py +++ b/benchmark/rag_index.py @@ -72,7 +72,7 @@ def __init__(self, embed_model: str = "openai/text-embedding-3-small", self._client = AsyncOpenAI( api_key=api_key or os.environ.get("OPENROUTER_API_KEY") or os.environ.get("OPENAI_API_KEY", ""), - base_url=api_base or "https://openrouter.ai/api/v1", + base_url=api_base or os.environ.get("OPENROUTER_BASE_URL", "https://openrouter.ai/api/v1"), default_headers={ "HTTP-Referer": "https://github.com/wuwangzhang1216/openDB", "X-Title": "openDB", diff --git a/docs/hybrid-retrieval-plan.md b/docs/hybrid-retrieval-plan.md new file mode 100644 index 0000000..c9ed119 --- /dev/null +++ b/docs/hybrid-retrieval-plan.md @@ -0,0 +1,78 @@ +# Phase 2 — Optional Hybrid Retrieval (FTS-first + local vectors) + +Status: **planned** (Phase 1, the rank-aware FTS recall fix + CodeMemEval, is done). + +## Why + +Phase 1 made pure-FTS recall excellent on lexical workloads — 100% R@5 on both +LongMemEval and CodeMemEval, because coding memory is dominated by exact +identifiers (`CreateInvoice`, `:9090`, `pkg/gateway/middleware/auth.go`). FTS +wins there. + +It still has one structural blind spot: **pure semantic / paraphrase recall**, +where the question and the answer share intent but no words. The benchmark already +exposes it: + +- `memory_stress` → `conflicting_dates`: query *"frontend framework team"* must + surface *"We migrated the frontend from React to **Svelte**"*. The newer fact + only shares one token ("frontend"); it survives now only because Phase 1 keeps + it as a candidate and time-decay ranks it. A query with **zero** lexical overlap + would still miss. +- REPORT "When RAG may outperform": *"company growth plans"* vs *"strategic + expansion roadmap"*. + +The industry consensus in 2026 is hybrid (BM25 + dense) via Reciprocal Rank +Fusion: hybrid ≈ 91% recall@10 vs 65% sparse-only / 78% dense-only. We adopt it as +an **opt-in** layer so the default install stays zero-dependency and zero-API. + +## Design principles + +1. **Default unchanged.** No new dependency, no API, no behavior change unless the + user opts in. `pip install open-db` stays 3-line and offline. +2. **Local, not cloud.** Embeddings computed locally (no embedding API), preserving + the "zero API cost / deterministic / auditable" positioning. +3. **FTS-first.** FTS remains the primary signal; vectors only *add* recall for the + semantic tail. Fuse with RRF so there is no brittle score normalization. + +## Proposed implementation + +### Storage +- Add an optional extra: `pip install open-db[hybrid]` → + [`sqlite-vec`](https://github.com/asg017/sqlite-vec) (a tiny loadable SQLite + extension; no server) + a local embedder. +- Embedder default: a small local model (e.g. `bge-small`/`all-MiniLM-L6-v2` via + `fastembed`/ONNX — CPU-friendly, no torch). Pluggable so a user can point at any + OpenAI-compatible embedding endpoint instead. +- New virtual table `memories_vec(rowid, embedding float[D])` populated on + `store_memory` when hybrid is enabled. Backfill command for existing stores. + +### Recall (`recall_memories`) +1. Run the existing FTS path → candidate list A (already ranked, time-decayed). +2. If hybrid enabled: embed the query, ANN-search `memories_vec` → candidate list B. +3. **RRF fuse**: `score(d) = Σ 1/(k + rank_i(d))` over A and B (k≈60), then apply + the existing time-decay / confidence / pinned multipliers on the fused set. +4. Return top-N. Keep the rank-aware gate only on the FTS leg. + +### Config +- `settings.retrieval_mode = "fts" | "hybrid"` (default `"fts"`). +- `settings.embed_model`, `settings.embed_dim`, `settings.rrf_k`. +- Env: `FILEDB_RETRIEVAL_MODE=hybrid`. + +## Validation plan (must pass before shipping) + +| Check | Target | +|---|---| +| LongMemEval R@5 | stays **100%** (no regression) | +| `conflicting_dates` + a new zero-overlap semantic stress case | pass | +| CodeMemEval E2E | ≥ current (92.6% cheap / 96.3% gpt-5.5) | +| New semantic-recall mini-suite (paraphrase Q/A) | hybrid > fts by a clear margin | +| Recall latency (hybrid, 10k memories) | < 10 ms p95 (ANN is the cost) | +| Default (`mode=fts`) install | unchanged: no new import, no API | + +## Rollout +1. Land `[hybrid]` extra + schema + backfill behind `mode="fts"` default. +2. Add a `semantic_recall` benchmark suite (paraphrase Q/A with zero lexical + overlap) to quantify the gain. +3. Document the tradeoff in REPORT "Applicability Boundaries" (when to enable). +4. Only after the validation table is green, consider making hybrid the default + for `memory` (never for code/identifier search, where FTS is strictly better). diff --git a/opendb_core/storage/_pg_memory.py b/opendb_core/storage/_pg_memory.py index 3bee6c2..fd981db 100644 --- a/opendb_core/storage/_pg_memory.py +++ b/opendb_core/storage/_pg_memory.py @@ -298,12 +298,21 @@ async def recall_memories( "created_at": r["created_at"].isoformat() + "Z" if r["created_at"] else None, "updated_at": r["updated_at"].isoformat() + "Z" if r["updated_at"] else None, "_age_days": eff_age, + "_fts": fts_score, }) - scored = [ - s for s in scored - if passes_memory_query_gate(query, str(s["content"])) - ] + # Rank-aware query gate: never discard a strong lexical hit just + # because the question and the stored answer share <2 tokens. Keep + # results close to the best FTS score; gate only the weaker tail. + # (Mirrors the SQLite backend.) + if scored: + best_fts = max(s["_fts"] for s in scored) + keep_floor = best_fts * 0.15 + scored = [ + s for s in scored + if s["_fts"] >= keep_floor + or passes_memory_query_gate(query, str(s["content"])) + ] total = len(scored) # Recency tiebreaker @@ -318,6 +327,7 @@ async def recall_memories( scored.sort(key=lambda x: x["score"], reverse=True) for s in scored: s.pop("_age_days", None) + s.pop("_fts", None) s["score"] = float(f"{s['score']:.6g}") results = scored[offset : offset + limit] diff --git a/opendb_core/storage/_sqlite_memory.py b/opendb_core/storage/_sqlite_memory.py index 6d502e0..4f5b88d 100644 --- a/opendb_core/storage/_sqlite_memory.py +++ b/opendb_core/storage/_sqlite_memory.py @@ -333,12 +333,23 @@ async def recall_memories( "created_at": r["created_at"], "updated_at": r["updated_at"], "_age_days": eff_age, + "_fts": fts_score, }) - scored = [ - s for s in scored - if passes_memory_query_gate(query, str(s["content"])) - ] + # Rank-aware query gate. The token-overlap gate is a precision filter + # for weak tail matches, but it must never discard a strong lexical + # hit: different phrasing between a question and the stored answer can + # yield <2 overlapping tokens while the answer is still the #1 FTS + # match. So keep any result close to the best FTS score and apply the + # overlap gate only to the weaker tail. + if scored: + best_fts = max(s["_fts"] for s in scored) + keep_floor = best_fts * 0.15 + scored = [ + s for s in scored + if s["_fts"] >= keep_floor + or passes_memory_query_gate(query, str(s["content"])) + ] total = len(scored) # Recency tiebreaker: when FTS scores cluster, boost newer memories @@ -355,6 +366,7 @@ async def recall_memories( # Strip internal field and round final scores before returning for s in scored: s.pop("_age_days", None) + s.pop("_fts", None) s["score"] = float(f"{s['score']:.6g}") results = scored[offset : offset + limit] diff --git a/tests/test_memory_render.py b/tests/test_memory_render.py index b87d5b2..d670bfd 100644 --- a/tests/test_memory_render.py +++ b/tests/test_memory_render.py @@ -174,6 +174,50 @@ async def test_cjk_multi_term_recall_survives_query_gate(tmp_path) -> None: assert result["results"][0]["memory_id"] == "cjk-1" +@pytest.mark.asyncio +async def test_strong_fts_match_survives_query_gate_low_overlap(tmp_path) -> None: + """A strong lexical hit must not be dropped just because the question and + the stored answer share fewer than two significant tokens. + + Regression for the rank-aware query gate: differently-worded questions + (the norm for multi-session / temporal recall) used to lose their #1 FTS + match to the token-overlap gate, returning nothing. + """ + from opendb_core.storage.sqlite import SQLiteBackend + + backend = SQLiteBackend(db_path=tmp_path / "memory.db") + await backend.init() + try: + # Target: the only memory that mentions grpc/9090 (the real answer). + await backend.store_memory( + memory_id="orders-proto", + content="The orders-service was migrated to gRPC and now listens on port 9090.", + memory_type="semantic", tags=[], metadata={}, + ) + # Distractors so the gate would otherwise be in force. + await backend.store_memory( + memory_id="d1", content="The billing-service uses PostgreSQL for invoices.", + memory_type="semantic", tags=[], metadata={}, + ) + await backend.store_memory( + memory_id="d2", content="Integration tests run with testcontainers.", + memory_type="semantic", tags=[], metadata={}, + ) + + # Question shares <2 significant tokens with the target content + # ("orders" only), yet the target is the strongest lexical match. + result = await backend.recall_memories( + query="Which protocol does the orders endpoint expose now?", + memory_type=None, tags=None, limit=10, offset=0, + ) + finally: + await backend.close() + + ids = [r["memory_id"] for r in result["results"]] + assert "orders-proto" in ids, f"strong FTS match was dropped by the gate: {ids}" + assert result["results"][0]["memory_id"] == "orders-proto" + + @pytest.mark.asyncio async def test_mcp_memory_recall_forwards_pinned_only(monkeypatch) -> None: from mcp_server import client as mcp_client