needle: an ambiguity-aware conversational shopping agent for tiktok techjam 2026 track 4
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Sep 1, 2026 - Python
needle: an ambiguity-aware conversational shopping agent for tiktok techjam 2026 track 4
Walnut Rewind — TikTok TechJam 2026 Track 1: proof-carrying, authorization-aware, reversible context middleware for AI agents
Multi-turn conversational shopping agent over a 50,000-product catalog. BM25 + SQLite FTS5, zero dependencies.
LLM-powered system that flags product features needing geo-specific regulatory compliance, with a Streamlit UI and Slack alerts (TikTok TechJam 2025)
TechJam Track 4 - ByteSize: evidence-aware conversational e-commerce search with value-of-information stopping
Autonomous ML research agent for TikTok TechJam 2026 Track 2 - KuaiRand-Pure long_view ranking. Hidden test 0.6015 vs FM baseline 0.5946.
TikTok TechJam 2026 Track 1 — Glass Box: agent-observability middleware turning every Agent Run into a correlated span waterfall
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