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lakehouse/tests/multi-agent/playbooks/task-1776676762624-FAILED.json
root 41b0a99ed2 chore: add real content that was sitting untracked 
Surfaced by today's untracked-files audit. None of these are accidents —
multiple are referenced by name in CLAUDE.md and memory files but were
never added.

Categories:
- docs/PHASE_AUDIT_GUIDE.md (106 LOC) — Claude Code phase audit guidance
- ops/systemd/lakehouse-langfuse-bridge.service — Langfuse bridge unit
- package.json — top-level npm manifest
- scripts/e2e_pipeline_check.sh + production_smoke.sh — real test scripts
- reports/kimi/audit-last-week*.md — the "Two reports live" CLAUDE.md cites
- tests/multi-agent/scenarios/ — 44 staffing scenarios (cutover decision A)
- tests/multi-agent/playbooks/ — 102 playbook records
- tests/battery/, tests/agent_test/PRD.md, tests/real-world/* — real tests
- sidecar/sidecar/{lab_ui,pipeline_lab}.py — 888 LOC dev-only UIs that
  remain in service post-sidecar-drop (commit ba928b1 explicitly kept them)

Sensitivity check: scenarios use synthetic company names ("Heritage Foods",
"Cornerstone Fabrication"); audit reports describe code findings only;
no PII or secrets surfaced.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-02 22:22:10 -05:00

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{
"task": {
"id": "task-1776676762624",
"operation": "fill: Welder x2 in Toledo, OH",
"target_role": "Welder",
"target_count": 2,
"target_city": "Toledo",
"target_state": "OH",
"approach_hint": "hybrid search against workers_500k_v1, narrow by role+city+state+availability, rank semantically"
},
"error": "aborting — 3 consecutive drift flags, executor can't self-correct",
"log": [
{
"turn": 1,
"role": "executor",
"model": "mistral:latest",
"kind": "plan",
"content": {
"kind": "plan",
"steps": [
"Use hybrid_search tool to find welders in Toledo, OH with availability greater than 0.5, rank semantically and limit results to 10.",
"Verify the top candidates using SQL tool."
]
},
"at": "2026-04-20T09:19:23.580Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen2.5:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "The plan seems on track, but ensure that the final selection includes exactly two welders who are available in Toledo, OH and have the necessary skills."
},
"at": "2026-04-20T09:19:24.361Z"
},
{
"turn": 2,
"role": "executor",
"model": "mistral:latest",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "hybrid_search",
"args": {
"index_name": "workers_500k_v1",
"sql_filter": "LOWER(role) LIKE '%weld%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5",
"question": "reliable welders with OSHA certs",
"k": 10
}
},
"at": "2026-04-20T09:19:25.771Z"
},
{
"turn": 2,
"role": "executor",
"model": "mistral:latest",
"kind": "tool_result",
"content": {
"question": "reliable welders with OSHA certs",
"sql_filter": "LOWER(role) LIKE '%weld%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5",
"sql_matches": 329,
"vector_reranked": 10,
"method": "hybrid_sql_vector",
"answer": null,
"sources": [
{
"doc_id": "W500K-7995",
"chunk_text": "Deborah Powell — Welder in Toledo, OH. Skills: CNC|EDM|blueprint reading|calipers|electrical|grinder|hydraulics|lockout/tagout|pneumatics. Certs: none. Archetype: leader. Reliability: 0.75, Availability: 0.78",
"score": 0.6459017,
"sql_verified": true
},
{
"doc_id": "W500K-4661",
"chunk_text": "Helen Sanchez — Welder in Toledo, OH. Skills: EDM|GD&T|PLC|blueprint reading|grinder|mill|troubleshooting. Certs: First Aid/CPR|Order Picker. Archetype: flexible. Reliability: 0.66, Availability: 0.91",
"score": 0.60396445,
"sql_verified": true
},
{
"doc_id": "W500K-44788",
"chunk_text": "Peter Q. Jones — Welder in Toledo, OH. Skills: CMMS|GD&T|lockout/tagout|micrometer. Certs: none. Archetype: reliable. Reliability: 0.93, Availability: 0.73",
"score": 0.5959701,
"sql_verified": true
},
{
"doc_id": "W500K-25754",
"chunk_text": "Yuki O. Cox — Welder in Toledo, OH. Skills: CNC|PLC|blueprint reading|lathe|pneumatics|press brake. Certs: OSHA-10|Forklift|Hazmat|First Aid/CPR|Order Picker. Archetype: reliable. Reliability: 0.85, Availability: 0.65",
"score": 0.5866923,
"sql_verified": true
},
{
"doc_id": "W500K-49329",
"chunk_text": "Frank H. Bailey — Welder in Toledo, OH. Skills: EDM|GD&T|blueprint reading|electrical|hydraulics|lathe|press brake|preventive maintenance. Certs: none. Archetype: reliable. Reliability: 0.84, Availability: 0.88",
"score": 0.5764368,
"sql_verified": true
},
{
"doc_id": "W500K-19488",
"chunk_text": "Lisa O. Lewis — Welder in Toledo, OH. Skills: CMMS|CNC|EDM|electrical|pneumatics|preventive maintenance. Certs: none. Archetype: reliable. Reliability: 0.81, Availability: 0.53",
"score": 0.57097507,
"sql_verified": true
},
{
"doc_id": "W500K-35481",
"chunk_text": "Eric R. Mendoza — Welder in Toledo, OH. Skills: CMMS|calipers|electrical|grinder|lathe|lockout/tagout|preventive maintenance|welding. Certs: none. Archetype: flexible. Reliability: 0.75, Availability: 0.89",
"score": 0.5615148,
"sql_verified": true
},
{
"doc_id": "W500K-18823",
"chunk_text": "Laura Z. Morris — Welder in Toledo, OH. Skills: CMMS|PLC|micrometer|press brake|preventive maintenance. Certs: OSHA-10. Archetype: communicator. Reliability: 0.68, Availability: 1.00",
"score": 0.5499127,
"sql_verified": true
},
{
"doc_id": "W500K-33148",
"chunk_text": "Gregory Y. Diaz — Welder in Toledo, OH. Skills: PLC|blueprint reading|electrical|grinder|lathe|press brake. Certs: OSHA-10|Confined Space. Archetype: flexible. Reliability: 0.66, Availability: 0.76",
"score": 0.5347274,
"sql_verified": true
},
{
"doc_id": "W500K-11767",
"chunk_text": "Peter Jones — Welder in Toledo, OH. Skills: GD&T|PLC|blueprint reading|calipers|hydraulics|lathe|pneumatics|press brake|troubleshooting. Certs: none. Archetype: leader. Reliability: 0.76, Availability: 0.67",
"score": 0.53339005,
"sql_verified": true
}
],
"duration_ms": 407
},
"at": "2026-04-20T09:19:26.180Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen2.5:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Continue with verifying the top candidates using the SQL tool, ensuring that exactly two welders who are available in Toledo, OH and have the necessary skills are selected."
},
"at": "2026-04-20T09:19:27.058Z"
},
{
"turn": 3,
"role": "executor",
"model": "mistral:latest",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "hybrid_search",
"args": {
"index_name": "workers_500k_v1",
"sql_filter": "LOWER(role) LIKE '%weld%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5 AND skills LIKE '%OSHA%'",
"question": "reliable welders with OSHA certs in Toledo, OH",
"k": 2
}
},
"at": "2026-04-20T09:19:28.648Z"
},
{
"turn": 3,
"role": "executor",
"model": "mistral:latest",
"kind": "tool_result",
"content": {
"question": "reliable welders with OSHA certs in Toledo, OH",
"sql_filter": "LOWER(role) LIKE '%weld%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5 AND skills LIKE '%OSHA%'",
"sql_matches": 0,
"vector_reranked": 2,
"method": "vector_only",
"answer": null,
"sources": [
{
"doc_id": "W500K-25604",
"chunk_text": "James U. Lopez — Material Handler in Knoxville, TN. Skills: Excel|cold storage|first aid|forklift|loading dock|pallet jack|pick-to-light. Certs: ISO 9001. Archetype: communicator. Reliability: 0.81, Availability: 0.64",
"score": 0.71799386,
"sql_verified": false
},
{
"doc_id": "W500K-12243",
"chunk_text": "Dorothy Mitchell — Quality Tech in Green Bay, WI. Skills: SPC|batch processing|first article|inspection|line work|root cause analysis. Certs: ServSafe. Archetype: reliable. Reliability: 0.86, Availability: 1.00",
"score": 0.71648985,
"sql_verified": false
}
],
"duration_ms": 392
},
"at": "2026-04-20T09:19:29.045Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen2.5:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "drift",
"notes": "The search criteria have been narrowed down too much, resulting in no matches found. Instead, use the initial hybrid_search query to find at least two welders who are available in Toledo, OH and have the necessary skills, then verify them using the SQL tool."
},
"at": "2026-04-20T09:19:30.224Z"
},
{
"turn": 4,
"role": "executor",
"model": "mistral:latest",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "hybrid_search",
"args": {
"index_name": "workers_500k_v1",
"sql_filter": "LOWER(role) LIKE '%weld%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5",
"question": "welder in Toledo, OH",
"k": 2
}
},
"at": "2026-04-20T09:19:31.621Z"
},
{
"turn": 4,
"role": "executor",
"model": "mistral:latest",
"kind": "tool_result",
"content": {
"question": "welder in Toledo, OH",
"sql_filter": "LOWER(role) LIKE '%weld%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5",
"sql_matches": 329,
"vector_reranked": 2,
"method": "hybrid_sql_vector",
"answer": null,
"sources": [
{
"doc_id": "W500K-25754",
"chunk_text": "Yuki O. Cox — Welder in Toledo, OH. Skills: CNC|PLC|blueprint reading|lathe|pneumatics|press brake. Certs: OSHA-10|Forklift|Hazmat|First Aid/CPR|Order Picker. Archetype: reliable. Reliability: 0.85, Availability: 0.65",
"score": 0.6285502,
"sql_verified": true
},
{
"doc_id": "W500K-7995",
"chunk_text": "Deborah Powell — Welder in Toledo, OH. Skills: CNC|EDM|blueprint reading|calipers|electrical|grinder|hydraulics|lockout/tagout|pneumatics. Certs: none. Archetype: leader. Reliability: 0.75, Availability: 0.78",
"score": 0.6165999,
"sql_verified": true
}
],
"duration_ms": 378
},
"at": "2026-04-20T09:19:32.002Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen2.5:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Continue by verifying the top two candidates from the current hybrid_search results using the SQL tool to ensure they meet all criteria: being welders, available in Toledo, OH, and having the necessary skills."
},
"at": "2026-04-20T09:19:33.033Z"
},
{
"turn": 5,
"role": "executor",
"model": "mistral:latest",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "sql",
"args": {
"query": "SELECT worker_id, name, role, city, state, availability FROM workers_500k WHERE worker_id IN ('W500K-25754','W500K-7995')"
}
},
"at": "2026-04-20T09:19:34.244Z"
},
{
"turn": 5,
"role": "executor",
"model": "mistral:latest",
"kind": "tool_result",
"content": {
"columns": [],
"rows": [],
"row_count": 0
},
"at": "2026-04-20T09:19:34.312Z"
},
{
"turn": 5,
"role": "reviewer",
"model": "qwen2.5:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "drift",
"notes": "The SQL query did not return any results, indicating that the selected candidates may not meet all criteria. Revert to the initial hybrid_search query and verify at least two welders who are available in Toledo, OH and have the necessary skills."
},
"at": "2026-04-20T09:19:35.736Z"
},
{
"turn": 6,
"role": "executor",
"model": "mistral:latest",
"kind": "plan",
"content": {
"kind": "plan",
"steps": [
"Call hybrid_search to find at least two welders who are available in Toledo, OH and have the necessary skills.",
"Verify the top candidates using the SQL tool.",
"If less than 2 candidates are found, repeat step 1 and verify again.",
"Once exactly 2 candidates are verified, propose them as the solution."
]
},
"at": "2026-04-20T09:19:37.377Z"
},
{
"turn": 6,
"role": "reviewer",
"model": "qwen2.5:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "drift",
"notes": "The current plan involves repeating the hybrid_search step, but it's important to ensure that the search criteria are correctly set to find at least two welders who are available in Toledo, OH and have the necessary skills. The previous SQL query did not return any results, indicating a potential issue with the candidate selection. Revert to the initial hybrid_search query with the correct filters: LOWER(role) LIKE '%weld%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5 AND skills LIKE '%OSHA%'. Verify the top candidates using the SQL tool."
},
"at": "2026-04-20T09:19:39.822Z"
},
{
"turn": 7,
"role": "executor",
"model": "mistral:latest",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "hybrid_search",
"args": {
"index_name": "workers_500k_v1",
"sql_filter": "LOWER(role) LIKE '%weld%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5 AND skills LIKE '%OSHA%'",
"question": "reliable welders with OSHA certs in Toledo, OH",
"k": 2
}
},
"at": "2026-04-20T09:19:41.766Z"
},
{
"turn": 7,
"role": "executor",
"model": "mistral:latest",
"kind": "tool_result",
"content": {
"question": "reliable welders with OSHA certs in Toledo, OH",
"sql_filter": "LOWER(role) LIKE '%weld%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5 AND skills LIKE '%OSHA%'",
"sql_matches": 0,
"vector_reranked": 2,
"method": "vector_only",
"answer": null,
"sources": [
{
"doc_id": "W500K-25604",
"chunk_text": "James U. Lopez — Material Handler in Knoxville, TN. Skills: Excel|cold storage|first aid|forklift|loading dock|pallet jack|pick-to-light. Certs: ISO 9001. Archetype: communicator. Reliability: 0.81, Availability: 0.64",
"score": 0.71799386,
"sql_verified": false
},
{
"doc_id": "W500K-12243",
"chunk_text": "Dorothy Mitchell — Quality Tech in Green Bay, WI. Skills: SPC|batch processing|first article|inspection|line work|root cause analysis. Certs: ServSafe. Archetype: reliable. Reliability: 0.86, Availability: 1.00",
"score": 0.71648985,
"sql_verified": false
}
],
"duration_ms": 378
},
"at": "2026-04-20T09:19:42.148Z"
},
{
"turn": 7,
"role": "reviewer",
"model": "qwen2.5:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "drift",
"notes": "The search criteria have been narrowed down again, resulting in no matches found. Revert to the initial hybrid_search query without specifying OSHA skills and verify at least two welders who are available in Toledo, OH using the SQL tool."
},
"at": "2026-04-20T09:19:43.570Z"
}
]
}
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