diff --git a/pyproject.toml b/pyproject.toml
index 605d5fe..0e3b285 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,6 +11,9 @@ dependencies = [
"chonkie>=1.7.0",
"fastapi>=0.139.2",
"fpdf2>=2.8.7",
+ "langchain>=1.3.14",
+ "langchain-openai>=1.3.5",
+ "langgraph>=1.2.9",
"mcp>=1.28.1",
"openai>=2.46.0",
"paho-mqtt>=2.1.0",
diff --git a/src/torq/agent/diagnose.py b/src/torq/agent/diagnose.py
index c78a55e..f7ed10f 100644
--- a/src/torq/agent/diagnose.py
+++ b/src/torq/agent/diagnose.py
@@ -1,7 +1,11 @@
-"""Diagnosis agent: retrieve manual + history context, call the LLM, return a Diagnosis.
+"""Diagnosis agent: retrieve manual + history context, reason, return a Diagnosis.
+
+The agent runs a multi-step reason/act loop: it searches manuals, then repair
+history, and may search again with a refined query before answering. If the
+agent loop fails for any reason it falls back to a single-shot diagnosis.
Retrieval goes through the MCP knowledge server (proving plant data stays
-on-premise). If the MCP server is unreachable the agent falls back to
+on-premise). If the MCP server is unreachable retrieval falls back to
calling ``ingest.search`` directly.
"""
@@ -11,7 +15,12 @@
from openai import OpenAI
-from torq.agent.prompts import SYSTEM, build_user_prompt
+from torq.agent.prompts import (
+ REACT_SYSTEM,
+ SYSTEM,
+ build_react_task,
+ build_user_prompt,
+)
from torq.agent.schemas import Diagnosis
from torq.config import settings
from torq.ingest import search # direct fallback
@@ -131,37 +140,70 @@ def _chat(client: OpenAI, messages: list[dict], json_mode: bool = True):
return client.chat.completions.create(model=settings.llm_model, messages=messages, stream=False)
-# ── diagnosis cache ──────────────────────────────────────────────────────────
-
-# Recent diagnoses keyed by (machine, fault_code, context). A repeat fault with
-# the same context within the TTL reuses the cached result and skips the
-# retrieval + LLM round-trip. Context is part of the key so a recurring fault
-# described differently (new symptom text) re-diagnoses instead of reusing a
-# stale answer. No lock: a rare race just costs a redundant diagnosis, it never
-# corrupts state. Copies go in and out so a caller mutating a Diagnosis cannot
-# poison the cache.
-_CACHE: dict[tuple[str, str, str], tuple[float, Diagnosis]] = {}
-
-
-# ── main entry point ─────────────────────────────────────────────────────────
-
+def _merge_sources(data: dict, extra: list[str]) -> None:
+ """Add retrieved source ids to data['sources'] without duplicates."""
+ data.setdefault("sources", [])
+ for s in extra:
+ if s and s not in data["sources"]:
+ data["sources"].append(s)
-def diagnose(fault_code: str, machine: str = "", context: str = "") -> Diagnosis:
- key = (machine, fault_code, context)
- ttl = settings.diagnose_cache_ttl
- if ttl > 0:
- hit = _CACHE.get(key)
- if hit and time.monotonic() < hit[0]:
- log.info("Diagnosis cache hit for %s %s (reused, no LLM call)", machine, fault_code)
- return hit[1].model_copy(deep=True)
+# ── multi-step (ReAct) agent ─────────────────────────────────────────────────
+
+
+def _diagnose_react(fault_code: str, machine: str, context: str) -> Diagnosis:
+ """Reason/act loop: the LLM decides when to search manuals/history vs answer."""
+ # Imported lazily so a missing/broken install degrades to one-shot.
+ from langchain.agents import create_agent
+ from langchain_core.tools import tool
+ from langchain_openai import ChatOpenAI
+
+ collected: list[str] = [] # source ids surfaced by tool calls this run
+ steps: list[str] = [] # ordered record of what the agent searched
+
+ @tool
+ def search_manuals(query: str) -> str:
+ """Search the plant's OEM manuals for excerpts relevant to a fault or symptom."""
+ steps.append(f"Searched manuals: {query}")
+ txt, src = _join_manuals(_fetch_manuals(query))
+ collected.extend(src)
+ return txt or "no manual excerpts found"
+
+ @tool
+ def search_history(query: str) -> str:
+ """Search past repair records for fixes to similar faults."""
+ steps.append(f"Searched repair history: {query}")
+ txt, src = _join_history(_fetch_history(query, machine=machine))
+ collected.extend(src)
+ return txt or "no past repairs found"
+
+ model = ChatOpenAI(
+ model=settings.agent_model,
+ api_key=settings.llm_api_key,
+ base_url=settings.llm_base_url,
+ temperature=0,
+ )
+ agent = create_agent(model, [search_manuals, search_history], system_prompt=REACT_SYSTEM)
+ result = agent.invoke(
+ {"messages": [("user", build_react_task(fault_code, machine, context))]},
+ {"recursion_limit": settings.agent_max_steps * 2},
+ )
+ data = _parse_json(result["messages"][-1].content)
+ _merge_sources(data, collected)
+ data["investigation"] = steps
+ return Diagnosis(fault_code=fault_code, machine=machine, **data)
+
+
+# ── single-shot fallback ─────────────────────────────────────────────────────
+
+
+def _diagnose_oneshot(fault_code: str, machine: str, context: str) -> Diagnosis:
+ """One retrieval pass then one LLM call. Used when the agent loop fails."""
query = f"{fault_code} {machine} {context}".strip()
- manuals_hits = _fetch_manuals(query)
- manuals_txt, m_src = _join_manuals(manuals_hits)
-
- history_hits = _fetch_history(query, machine=machine)
- history_txt, h_src = _join_history(history_hits)
+ manuals_txt, m_src = _join_manuals(_fetch_manuals(query))
+ history_txt, h_src = _join_history(_fetch_history(query, machine=machine))
+ steps = [f"Searched manuals: {query}", f"Searched repair history: {query}"]
client = OpenAI(api_key=settings.llm_api_key, base_url=settings.llm_base_url)
messages = [
@@ -177,13 +219,41 @@ def diagnose(fault_code: str, machine: str = "", context: str = "") -> Diagnosis
resp = _chat(client, messages)
data = _parse_json(resp.choices[0].message.content)
- # Prefer retrieved sources; let the model add any it names.
- data.setdefault("sources", [])
- for s in m_src + h_src:
- if s not in data["sources"]:
- data["sources"].append(s)
+ _merge_sources(data, m_src + h_src)
+ data["investigation"] = steps
+ return Diagnosis(fault_code=fault_code, machine=machine, **data)
+
+
+# ── diagnosis cache ──────────────────────────────────────────────────────────
+
+# Recent diagnoses keyed by (machine, fault_code, context). A repeat fault with
+# the same context within the TTL reuses the cached result and skips the whole
+# reason/act loop. Context is part of the key so a recurring fault described
+# differently (new symptom text) re-diagnoses instead of reusing a stale answer.
+# No lock: a rare race just costs a redundant diagnosis, it never corrupts state.
+# Copies go in and out so a caller mutating a Diagnosis cannot poison the cache.
+_CACHE: dict[tuple[str, str, str], tuple[float, Diagnosis]] = {}
+
+
+# ── main entry point ─────────────────────────────────────────────────────────
+
+
+def diagnose(fault_code: str, machine: str = "", context: str = "") -> Diagnosis:
+ """Cached multi-step (ReAct) diagnosis, falling back to single-shot on failure."""
+ key = (machine, fault_code, context)
+ ttl = settings.diagnose_cache_ttl
+ if ttl > 0:
+ hit = _CACHE.get(key)
+ if hit and time.monotonic() < hit[0]:
+ log.info("Diagnosis cache hit for %s %s (reused, no LLM call)", machine, fault_code)
+ return hit[1].model_copy(deep=True)
+
+ try:
+ diag = _diagnose_react(fault_code, machine, context)
+ except Exception: # noqa: BLE001 - any agent failure degrades to one-shot
+ log.warning("ReAct diagnosis failed, falling back to single-shot", exc_info=True)
+ diag = _diagnose_oneshot(fault_code, machine, context)
- diag = Diagnosis(fault_code=fault_code, machine=machine, **data)
if ttl > 0:
_CACHE[key] = (time.monotonic() + ttl, diag.model_copy(deep=True))
return diag
diff --git a/src/torq/agent/prompts.py b/src/torq/agent/prompts.py
index 1fe649f..48e4a81 100644
--- a/src/torq/agent/prompts.py
+++ b/src/torq/agent/prompts.py
@@ -11,6 +11,30 @@
)
+REACT_SYSTEM = (
+ "You are a maintenance diagnosis engine for industrial machines. Work in steps.\n"
+ "1. Call search_manuals ONCE with your best focused query about the fault.\n"
+ "2. Call search_history ONCE to find how similar faults were fixed before.\n"
+ "3. Reason about the root cause. Only search again if a result was empty or "
+ "clearly contradicts the fault, and only with a meaningfully different query. "
+ "Do not repeat similar searches.\n"
+ "Ground every claim in the retrieved context; do not invent part numbers.\n"
+ "When confident, STOP calling tools and reply with ONE JSON object only, no prose, "
+ "no markdown fences, matching:\n"
+ '{"root_cause": str, "confidence": float 0-1, "repair_steps": [str], '
+ '"parts": [str], "tools": [str], "safety_warnings": [str], "sources": [str]}'
+)
+
+
+def build_react_task(fault_code: str, machine: str, context: str) -> str:
+ return (
+ f"FAULT CODE: {fault_code}\n"
+ f"MACHINE: {machine or 'unknown'}\n"
+ f"SITUATION: {context or 'n/a'}\n\n"
+ "Diagnose this fault. Retrieve manuals and repair history first, then answer."
+ )
+
+
def build_user_prompt(
fault_code: str, machine: str, context: str, manuals: str, history: str
) -> str:
diff --git a/src/torq/agent/schemas.py b/src/torq/agent/schemas.py
index a08a6c2..160c314 100644
--- a/src/torq/agent/schemas.py
+++ b/src/torq/agent/schemas.py
@@ -19,6 +19,7 @@ class Diagnosis(BaseModel):
tools: list[str] = []
safety_warnings: list[str] = []
sources: list[str] = []
+ investigation: list[str] = [] # ordered retrieval steps the agent took
class WorkOrder(BaseModel):
@@ -32,6 +33,7 @@ class WorkOrder(BaseModel):
safety_warnings: list[str] = []
required_skill: str = "general"
sources: list[str] = [] # manual sections + past repairs the diagnosis cited
+ investigation: list[str] = [] # ordered retrieval steps the agent took
content: dict[str, str] = {} # language code (fr/ar/en) -> formatted text
status: str = "pending" # pending | approved | rejected | dispatched | resolved | failed
assigned_to: str | None = None
diff --git a/src/torq/config.py b/src/torq/config.py
index 441fb5b..b534e1d 100644
--- a/src/torq/config.py
+++ b/src/torq/config.py
@@ -17,6 +17,10 @@ class Settings(BaseSettings):
llm_api_key: str = ""
llm_base_url: str = "https://api.deepseek.com"
llm_model: str = "deepseek-reasoner"
+ # Model for the multi-step (ReAct) agent. Needs tool-calling support, which
+ # the reasoner model lacks, so default to the chat model.
+ agent_model: str = "deepseek-chat"
+ agent_max_steps: int = 8 # reason/act ceiling; generous so the agent answers vs erroring into fallback
# Vector DB (Qdrant)
qdrant_url: str = ""
diff --git a/src/torq/workorder/generate.py b/src/torq/workorder/generate.py
index 14d9632..aec11a6 100644
--- a/src/torq/workorder/generate.py
+++ b/src/torq/workorder/generate.py
@@ -79,6 +79,7 @@ def build_work_order(
safety_warnings=diag.safety_warnings,
required_skill=_required_skill(diag.fault_code),
sources=diag.sources,
+ investigation=diag.investigation,
content=content,
confidence=diag.confidence,
fault_arrived_at=fault_arrived_at,
diff --git a/tests/test_diagnose_cache.py b/tests/test_diagnose_cache.py
index cd08fe5..e57c329 100644
--- a/tests/test_diagnose_cache.py
+++ b/tests/test_diagnose_cache.py
@@ -1,60 +1,55 @@
-"""Tests for the diagnosis cache: repeat faults skip the LLM within the TTL."""
+"""Tests for the diagnosis cache: repeat faults skip recomputation within the TTL."""
import time
import unittest
-from unittest.mock import MagicMock, patch
+from unittest.mock import patch
from torq.agent import diagnose as diag_mod
+from torq.agent.schemas import Diagnosis
from torq.config import settings
-def _resp(content: str) -> MagicMock:
- return MagicMock(choices=[MagicMock(message=MagicMock(content=content))])
-
-
-CANNED = '{"root_cause": "seized bearing", "repair_steps": ["swap bearing"]}'
+def _diag() -> Diagnosis:
+ # Fresh object per computation so cache copy-isolation is exercised.
+ return Diagnosis(fault_code="E-201", root_cause="seized bearing", repair_steps=["swap bearing"])
class DiagnoseCacheTests(unittest.TestCase):
def setUp(self) -> None:
diag_mod._CACHE.clear()
- # Patch retrieval + LLM so no vector DB or network is touched.
- self._patchers = {
- "man": patch("torq.agent.diagnose._fetch_manuals", return_value=[]),
- "hist": patch("torq.agent.diagnose._fetch_history", return_value=[]),
- "oai": patch("torq.agent.diagnose.OpenAI", return_value=MagicMock()),
- "chat": patch("torq.agent.diagnose._chat", return_value=_resp(CANNED)),
- }
- started = {name: p.start() for name, p in self._patchers.items()}
- self.mock_chat = started["chat"]
+ # Mock the whole diagnosis computation (ReAct path) so the cache is tested
+ # in isolation with no vector DB or network. call_count == cache misses.
+ self._patcher = patch(
+ "torq.agent.diagnose._diagnose_react", side_effect=lambda *a, **k: _diag()
+ )
+ self.mock_diag = self._patcher.start()
def tearDown(self) -> None:
- for p in self._patchers.values():
- p.stop()
+ self._patcher.stop()
diag_mod._CACHE.clear()
def test_repeat_fault_served_from_cache(self) -> None:
d1 = diag_mod.diagnose("E-201", "CM-350")
d2 = diag_mod.diagnose("E-201", "CM-350")
- self.assertEqual(self.mock_chat.call_count, 1) # second call reused
+ self.assertEqual(self.mock_diag.call_count, 1) # second call reused
self.assertEqual(d1.root_cause, d2.root_cause)
def test_distinct_keys_not_shared(self) -> None:
diag_mod.diagnose("E-201", "CM-350")
diag_mod.diagnose("J-108", "CM-350") # different fault_code
diag_mod.diagnose("E-201", "PK-9") # different machine
- self.assertEqual(self.mock_chat.call_count, 3)
+ self.assertEqual(self.mock_diag.call_count, 3)
def test_ttl_zero_disables_cache(self) -> None:
with patch.object(settings, "diagnose_cache_ttl", 0):
diag_mod.diagnose("E-201", "CM-350")
diag_mod.diagnose("E-201", "CM-350")
- self.assertEqual(self.mock_chat.call_count, 2)
+ self.assertEqual(self.mock_diag.call_count, 2)
def test_different_context_not_shared(self) -> None:
diag_mod.diagnose("E-471", "CM-350", "overtemp after 6h runtime")
diag_mod.diagnose("E-471", "CM-350", "recurring overtemp, lint buildup")
- self.assertEqual(self.mock_chat.call_count, 2) # context busts the cache
+ self.assertEqual(self.mock_diag.call_count, 2) # context busts the cache
def test_expired_entry_recomputes(self) -> None:
diag_mod.diagnose("E-201", "CM-350")
@@ -63,7 +58,7 @@ def test_expired_entry_recomputes(self) -> None:
_exp, diag = diag_mod._CACHE[key]
diag_mod._CACHE[key] = (time.monotonic() - 1, diag)
diag_mod.diagnose("E-201", "CM-350")
- self.assertEqual(self.mock_chat.call_count, 2)
+ self.assertEqual(self.mock_diag.call_count, 2)
def test_cache_copy_isolation(self) -> None:
d1 = diag_mod.diagnose("E-201", "CM-350")
diff --git a/tests/test_react_diagnosis.py b/tests/test_react_diagnosis.py
new file mode 100644
index 0000000..781d2b3
--- /dev/null
+++ b/tests/test_react_diagnosis.py
@@ -0,0 +1,104 @@
+"""Tests for the multi-step (ReAct) diagnosis agent and its single-shot fallback."""
+
+from __future__ import annotations
+
+from types import SimpleNamespace
+from unittest.mock import MagicMock, patch
+
+from torq.agent.diagnose import (
+ _diagnose_oneshot,
+ _diagnose_react,
+ _merge_sources,
+ diagnose,
+)
+from torq.agent.schemas import Diagnosis
+
+
+def _msg(content: str) -> SimpleNamespace:
+ return SimpleNamespace(content=content)
+
+
+class TestMergeSources:
+ def test_dedupes_and_skips_empty(self):
+ data = {"sources": ["A"]}
+ _merge_sources(data, ["A", "B", "", None, "B"])
+ assert data["sources"] == ["A", "B"]
+
+ def test_creates_field_when_missing(self):
+ data: dict = {}
+ _merge_sources(data, ["X"])
+ assert data["sources"] == ["X"]
+
+
+class TestDiagnoseReact:
+ @patch("langchain_openai.ChatOpenAI")
+ @patch("langchain.agents.create_agent")
+ def test_returns_diagnosis_with_injected_ids(self, mock_create, _mock_chat):
+ """Final agent message is parsed; fault_code/machine come from the caller."""
+ agent = MagicMock()
+ agent.invoke.return_value = {
+ "messages": [
+ _msg('{"root_cause": "worn seal", "confidence": 0.8, "sources": ["REP-1"]}')
+ ]
+ }
+ mock_create.return_value = agent
+
+ result = _diagnose_react("E-201", "CNC-LatheA", "")
+
+ assert isinstance(result, Diagnosis)
+ assert result.root_cause == "worn seal"
+ assert result.fault_code == "E-201"
+ assert result.machine == "CNC-LatheA"
+ assert "REP-1" in result.sources
+
+ @patch("langchain_openai.ChatOpenAI")
+ @patch("langchain.agents.create_agent")
+ def test_parses_fenced_json(self, mock_create, _mock_chat):
+ agent = MagicMock()
+ agent.invoke.return_value = {
+ "messages": [_msg('```json\n{"root_cause": "cavitation"}\n```')]
+ }
+ mock_create.return_value = agent
+
+ result = _diagnose_react("P-260", "Pump 3", "")
+
+ assert result.root_cause == "cavitation"
+
+
+class TestFallback:
+ @patch("torq.agent.diagnose._diagnose_oneshot")
+ @patch("torq.agent.diagnose._diagnose_react")
+ def test_react_failure_falls_back(self, mock_react, mock_oneshot):
+ mock_react.side_effect = RuntimeError("model has no tool support")
+ sentinel = Diagnosis(fault_code="E-201", root_cause="fallback")
+ mock_oneshot.return_value = sentinel
+
+ result = diagnose("E-201", "CNC-LatheA")
+
+ mock_react.assert_called_once()
+ mock_oneshot.assert_called_once_with("E-201", "CNC-LatheA", "")
+ assert result is sentinel
+
+ @patch("torq.agent.diagnose._diagnose_react")
+ def test_react_success_skips_fallback(self, mock_react):
+ sentinel = Diagnosis(fault_code="E-201", root_cause="react")
+ mock_react.return_value = sentinel
+
+ assert diagnose("E-201") is sentinel
+
+
+class TestOneshot:
+ @patch("torq.agent.diagnose.OpenAI") # avoid needing real credentials on CI
+ @patch("torq.agent.diagnose._fetch_history", return_value=[])
+ @patch("torq.agent.diagnose._fetch_manuals", return_value=[])
+ @patch("torq.agent.diagnose._chat")
+ def test_parses_and_returns_diagnosis(self, mock_chat, _m, _h, _client):
+ mock_chat.return_value = SimpleNamespace(
+ choices=[SimpleNamespace(message=_msg('{"root_cause": "worn seal"}'))]
+ )
+
+ result = _diagnose_oneshot("E-201", "CNC-LatheA", "")
+
+ assert result.root_cause == "worn seal"
+ assert result.fault_code == "E-201"
+ assert len(result.investigation) == 2 # manuals + history steps recorded
diff --git a/uv.lock b/uv.lock
index 6959b31..9817848 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1040,6 +1040,27 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/78/f7/18a1afcd64f35314b68c1f23afcd9994d0bc13e65cc77517afff4e83986d/jiter-0.16.0-graalpy312-graalpy250_312_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:64d613743df53199b1aa256a7d328340da6d7078aac7705a7db9d7a791e9cfd2", size = 343885, upload-time = "2026-06-29T13:05:12.087Z" },
]
+[[package]]
+name = "jsonpatch"
+version = "1.33"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "jsonpointer" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/42/78/18813351fe5d63acad16aec57f94ec2b70a09e53ca98145589e185423873/jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c", size = 21699, upload-time = "2023-06-26T12:07:29.144Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/73/07/02e16ed01e04a374e644b575638ec7987ae846d25ad97bcc9945a3ee4b0e/jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade", size = 12898, upload-time = "2023-06-16T21:01:28.466Z" },
+]
+
+[[package]]
+name = "jsonpointer"
+version = "3.1.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/18/c7/af399a2e7a67fd18d63c40c5e62d3af4e67b836a2107468b6a5ea24c4304/jsonpointer-3.1.1.tar.gz", hash = "sha256:0b801c7db33a904024f6004d526dcc53bbb8a4a0f4e32bfd10beadf60adf1900", size = 9068, upload-time = "2026-03-23T22:32:32.458Z" }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/9e/6a/a83720e953b1682d2d109d3c2dbb0bc9bf28cc1cbc205be4ef4be5da709d/jsonpointer-3.1.1-py3-none-any.whl", hash = "sha256:8ff8b95779d071ba472cf5bc913028df06031797532f08a7d5b602d8b2a488ca", size = 7659, upload-time = "2026-03-23T22:32:31.568Z" },
+]
+
[[package]]
name = "jsonschema"
version = "4.26.0"
@@ -1067,6 +1088,150 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe", size = 18437, upload-time = "2025-09-08T01:34:57.871Z" },
]
+[[package]]
+name = "langchain"
+version = "1.3.14"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "langchain-core" },
+ { name = "langgraph" },
+ { name = "pydantic" },
+]
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{ name = "fastapi" },
{ name = "fpdf2" },
+ { name = "langchain" },
+ { name = "langchain-openai" },
+ { name = "langgraph" },
{ name = "mcp" },
{ name = "openai" },
{ name = "paho-mqtt" },
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{ name = "fastapi", specifier = ">=0.139.2" },
{ name = "fpdf2", specifier = ">=2.8.7" },
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diff --git a/web/src/pages/Dashboard.jsx b/web/src/pages/Dashboard.jsx
index 5da6e5c..d5bc5f7 100644
--- a/web/src/pages/Dashboard.jsx
+++ b/web/src/pages/Dashboard.jsx
@@ -308,6 +308,15 @@ function Drawer({ workOrder, onClose }) {
)}
+ {w.investigation?.length > 0 && (
+ Agent investigation ({w.investigation.length} steps)
+
+ {w.investigation.map((s, i) =>
+