41b0a99ed2
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>
329 lines
14 KiB
JSON
329 lines
14 KiB
JSON
{
|
|
"timestamp": "2026-04-22T03:48:25.393Z",
|
|
"operation": "fill: Welder x2 in Toledo, OH",
|
|
"approach": "Target of 2 Welders in Toledo, OH met. Top 2 candidates from verified hybrid_search results (W500K-44788 and W500K-2309) confirmed via SQL tool as Welders in Toledo, OH with valid availability.",
|
|
"result": "2/2 filled → Peter Q. Jones, Susan Williams",
|
|
"context": "executor=qwen3.5:latest reviewer=qwen3:latest turns=3",
|
|
"task": {
|
|
"id": "task-1776829691551",
|
|
"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"
|
|
},
|
|
"fills": [
|
|
{
|
|
"candidate_id": "W500K-44788",
|
|
"name": "Peter Q. Jones"
|
|
},
|
|
{
|
|
"candidate_id": "W500K-2309",
|
|
"name": "Susan Williams"
|
|
}
|
|
],
|
|
"log": [
|
|
{
|
|
"turn": 1,
|
|
"role": "executor",
|
|
"model": "qwen3.5:latest",
|
|
"kind": "tool_call",
|
|
"content": {
|
|
"kind": "tool_call",
|
|
"tool": "hybrid_search",
|
|
"args": {
|
|
"index_name": "workers_500k_v1",
|
|
"sql_filter": "role = 'Welder' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5",
|
|
"question": "Welder in Toledo OH",
|
|
"k": 20
|
|
},
|
|
"rationale": "Execute hybrid_search FIRST as per rules. Filter for Welders in Toledo, OH with availability > 0.5. Set k=20 (5x target count of 2, floored at 20) to provide a deep pool for the ranker to discriminate between candidates."
|
|
},
|
|
"at": "2026-04-22T03:48:14.586Z"
|
|
},
|
|
{
|
|
"turn": 1,
|
|
"role": "executor",
|
|
"model": "qwen3.5:latest",
|
|
"kind": "tool_result",
|
|
"content": {
|
|
"question": "Welder in Toledo OH",
|
|
"sql_filter": "role = 'Welder' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5",
|
|
"sql_matches": 329,
|
|
"vector_reranked": 20,
|
|
"method": "hybrid_sql_vector",
|
|
"answer": null,
|
|
"sources": [
|
|
{
|
|
"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": 0.68398196,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-2309",
|
|
"chunk_text": "Susan Williams — Welder in Toledo, OH. Skills: CNC|PLC|calipers|electrical|grinder|hydraulics|lathe|micrometer|troubleshooting|welding. Certs: OSHA-10|Forklift. Archetype: reliable. Reliability: 0.89, Availability: 0.80",
|
|
"score": 0.6650727,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-30998",
|
|
"chunk_text": "Henry G. Morales — Welder in Toledo, OH. Skills: CMMS|calipers|grinder|hydraulics|lockout/tagout. Certs: Lockout/Tagout. Archetype: reliable. Reliability: 0.87, Availability: 0.92",
|
|
"score": 0.65198284,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-23344",
|
|
"chunk_text": "Mark W. Ward — Welder in Toledo, OH. Skills: CMMS|electrical|grinder|lathe|pneumatics|troubleshooting|welding. Certs: OSHA-10|Forklift|Hazmat. Archetype: specialist. Reliability: 0.87, Availability: 0.63",
|
|
"score": 0.6426967,
|
|
"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": 0.63055027,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-47466",
|
|
"chunk_text": "Aisha Q. Moore — Welder in Toledo, OH. Skills: calipers|grinder|micrometer|mill|pneumatics|press brake|welding. Certs: OSHA-10|First Aid/CPR. Archetype: leader. Reliability: 0.79, Availability: 0.90",
|
|
"score": 0.6294584,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-8413",
|
|
"chunk_text": "Yuki Long — Welder in Toledo, OH. Skills: EDM|calipers|electrical|grinder|hydraulics|lockout/tagout|micrometer|pneumatics|press brake. Certs: OSHA-10. Archetype: flexible. Reliability: 0.91, Availability: 0.82",
|
|
"score": 0.62184584,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-32350",
|
|
"chunk_text": "Andrew G. Hill — Welder in Toledo, OH. Skills: PLC|blueprint reading|calipers|electrical|lathe|lockout/tagout|micrometer|pneumatics. Certs: OSHA-10|Forklift. Archetype: flexible. Reliability: 0.82, Availability: 0.80",
|
|
"score": 0.621652,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-48106",
|
|
"chunk_text": "Dorothy G. Kim — Welder in Toledo, OH. Skills: calipers|electrical|mill|pneumatics|preventive maintenance|welding. Certs: OSHA-10|Reach Truck. Archetype: flexible. Reliability: 0.70, Availability: 0.97",
|
|
"score": 0.62081945,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-27422",
|
|
"chunk_text": "Katherine S. Long — Welder in Toledo, OH. Skills: GD&T|blueprint reading|calipers|lockout/tagout|press brake|welding. Certs: Forklift. Archetype: communicator. Reliability: 0.86, Availability: 0.66",
|
|
"score": 0.61922044,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-5382",
|
|
"chunk_text": "Patricia Diaz — Welder in Toledo, OH. Skills: CMMS|hydraulics|lathe|micrometer|preventive maintenance. Certs: OSHA-10|First Aid/CPR. Archetype: leader. Reliability: 0.83, Availability: 0.63",
|
|
"score": 0.61813045,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-17353",
|
|
"chunk_text": "Carolyn L. James — Welder in Toledo, OH. Skills: CNC|PLC|blueprint reading|calipers|grinder|mill|preventive maintenance|welding. Certs: Hazmat. Archetype: leader. Reliability: 0.86, Availability: 0.65",
|
|
"score": 0.61755997,
|
|
"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": 0.61655813,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-22980",
|
|
"chunk_text": "Thomas W. Mitchell — Welder in Toledo, OH. Skills: CNC|GD&T|PLC|calipers|grinder|pneumatics|press brake|troubleshooting|welding. Certs: OSHA-10|Forklift. Archetype: leader. Reliability: 0.94, Availability: 0.86",
|
|
"score": 0.61431646,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-27619",
|
|
"chunk_text": "Samantha H. Hall — Welder in Toledo, OH. Skills: EDM|blueprint reading|calipers|grinder|mill|pneumatics|welding. Certs: First Aid/CPR|ISO 9001. Archetype: communicator. Reliability: 0.51, Availability: 0.98",
|
|
"score": 0.6141897,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-23458",
|
|
"chunk_text": "Jeffrey G. Garcia — Welder in Toledo, OH. Skills: CMMS|calipers|hydraulics|lathe|lockout/tagout|micrometer|mill|press brake|preventive maintenance. Certs: OSHA-10|OSHA-30|Forklift|Hazmat|ISO 9001. Archetype: erratic. Reliability: 0.45, Availability: 0.89",
|
|
"score": 0.61310434,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-6515",
|
|
"chunk_text": "Rachel Carter — Welder in Toledo, OH. Skills: CNC|GD&T|calipers|electrical|grinder|lockout/tagout|pneumatics|press brake|preventive maintenance|troubleshooting. Certs: OSHA-10. Archetype: specialist. Reliability: 0.80, Availability: 0.81",
|
|
"score": 0.6128496,
|
|
"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": 0.6061324,
|
|
"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": 0.6025633,
|
|
"sql_verified": true
|
|
},
|
|
{
|
|
"doc_id": "W500K-46141",
|
|
"chunk_text": "Daniel R. Peterson — Welder in Toledo, OH. Skills: CNC|electrical|grinder|hydraulics|lathe|lockout/tagout|mill|press brake. Certs: OSHA-10. Archetype: reliable. Reliability: 0.90, Availability: 0.74",
|
|
"score": 0.60190374,
|
|
"sql_verified": true
|
|
}
|
|
],
|
|
"duration_ms": 298
|
|
},
|
|
"at": "2026-04-22T03:48:14.886Z"
|
|
},
|
|
{
|
|
"turn": 1,
|
|
"role": "reviewer",
|
|
"model": "qwen3:latest",
|
|
"kind": "critique",
|
|
"content": {
|
|
"kind": "critique",
|
|
"verdict": "continue",
|
|
"notes": "Executor is on a reasonable path. They have executed the hybrid_search with the correct filters for Welders in Toledo, OH and have a pool of 20 candidates. Next steps should involve selecting 2 candidates from the top-ranked results and verifying their availability and skills via SQL if needed."
|
|
},
|
|
"at": "2026-04-22T03:48:16.285Z"
|
|
},
|
|
{
|
|
"turn": 2,
|
|
"role": "executor",
|
|
"model": "qwen3.5: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 (44788, 2309) AND role = 'Welder' AND city = 'Toledo' AND state = 'OH'"
|
|
},
|
|
"rationale": "Verify the top 2 candidates from the hybrid_search results (W500K-44788 and W500K-2309) to confirm their role, location, and availability status before proposing them as fills."
|
|
},
|
|
"at": "2026-04-22T03:48:19.602Z"
|
|
},
|
|
{
|
|
"turn": 2,
|
|
"role": "executor",
|
|
"model": "qwen3.5:latest",
|
|
"kind": "tool_result",
|
|
"content": {
|
|
"columns": [
|
|
{
|
|
"name": "worker_id",
|
|
"data_type": "Int64"
|
|
},
|
|
{
|
|
"name": "name",
|
|
"data_type": "Utf8View"
|
|
},
|
|
{
|
|
"name": "role",
|
|
"data_type": "Utf8View"
|
|
},
|
|
{
|
|
"name": "city",
|
|
"data_type": "Utf8View"
|
|
},
|
|
{
|
|
"name": "state",
|
|
"data_type": "Utf8View"
|
|
},
|
|
{
|
|
"name": "availability",
|
|
"data_type": "Float64"
|
|
}
|
|
],
|
|
"rows": [
|
|
{
|
|
"availability": 0.7959,
|
|
"city": "Toledo",
|
|
"name": "Susan Williams",
|
|
"role": "Welder",
|
|
"state": "OH",
|
|
"worker_id": 2309
|
|
},
|
|
{
|
|
"availability": 0.7271,
|
|
"city": "Toledo",
|
|
"name": "Peter Q. Jones",
|
|
"role": "Welder",
|
|
"state": "OH",
|
|
"worker_id": 44788
|
|
}
|
|
],
|
|
"row_count": 2
|
|
},
|
|
"at": "2026-04-22T03:48:19.631Z"
|
|
},
|
|
{
|
|
"turn": 2,
|
|
"role": "reviewer",
|
|
"model": "qwen3:latest",
|
|
"kind": "critique",
|
|
"content": {
|
|
"kind": "critique",
|
|
"verdict": "continue",
|
|
"notes": "Executor is on a reasonable path. They have verified the top 2 candidates from the hybrid_search results and confirmed their role, location, and availability. Next step is to propose these two as fills."
|
|
},
|
|
"at": "2026-04-22T03:48:20.761Z"
|
|
},
|
|
{
|
|
"turn": 3,
|
|
"role": "executor",
|
|
"model": "qwen3.5:latest",
|
|
"kind": "propose_done",
|
|
"content": {
|
|
"kind": "propose_done",
|
|
"fills": [
|
|
{
|
|
"candidate_id": "W500K-44788",
|
|
"name": "Peter Q. Jones"
|
|
},
|
|
{
|
|
"candidate_id": "W500K-2309",
|
|
"name": "Susan Williams"
|
|
}
|
|
],
|
|
"rationale": "Target of 2 Welders in Toledo, OH met. Top 2 candidates from verified hybrid_search results (W500K-44788 and W500K-2309) confirmed via SQL tool as Welders in Toledo, OH with valid availability."
|
|
},
|
|
"at": "2026-04-22T03:48:24.022Z"
|
|
},
|
|
{
|
|
"turn": 3,
|
|
"role": "reviewer",
|
|
"model": "qwen3:latest",
|
|
"kind": "critique",
|
|
"content": {
|
|
"kind": "critique",
|
|
"verdict": "approve_done",
|
|
"notes": "The propose_done meets all approval criteria: exactly 2 fills, both names appear in prior tool_result from Toledo, OH with role 'Welder', and at least one fill (Susan Williams) was SQL-verified. Task complete."
|
|
},
|
|
"at": "2026-04-22T03:48:25.393Z"
|
|
},
|
|
{
|
|
"turn": 3,
|
|
"role": "reviewer",
|
|
"model": "qwen3:latest",
|
|
"kind": "consensus_done",
|
|
"content": {
|
|
"fills": [
|
|
{
|
|
"candidate_id": "W500K-44788",
|
|
"name": "Peter Q. Jones"
|
|
},
|
|
{
|
|
"candidate_id": "W500K-2309",
|
|
"name": "Susan Williams"
|
|
}
|
|
]
|
|
},
|
|
"at": "2026-04-22T03:48:25.393Z"
|
|
}
|
|
]
|
|
} |