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>
1784 lines
81 KiB
JSON
1784 lines
81 KiB
JSON
[
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||
{
|
||
"event": {
|
||
"kind": "baseline_fill",
|
||
"at": "07:30",
|
||
"role": "Assembler",
|
||
"count": 6,
|
||
"city": "Indianapolis",
|
||
"state": "IN",
|
||
"shift_start": "07:30 AM",
|
||
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-26, fill=paramount."
|
||
},
|
||
"ok": true,
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-12207",
|
||
"name": "Zachary Taylor"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-41683",
|
||
"name": "Lauren F. Moore"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-24626",
|
||
"name": "Jacob E. Bailey"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-47104",
|
||
"name": "James S. Castillo"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-45788",
|
||
"name": "Andre C. Brooks"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-21258",
|
||
"name": "Katherine Q. Gutierrez"
|
||
}
|
||
],
|
||
"turns": 2,
|
||
"duration_secs": 16.621,
|
||
"gap_signals": [
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||
"double_book: undefined Lauren F. Moore already booked for 07:30",
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||
"double_book: undefined Jacob E. Bailey already booked for 07:30",
|
||
"double_book: undefined James S. Castillo already booked for 07:30",
|
||
"double_book: undefined Andre C. Brooks already booked for 07:30",
|
||
"double_book: undefined Katherine Q. Gutierrez already booked for 07:30"
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],
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"sources_first_score": 0.8844643,
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],
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"discovered_pattern": "Across 25 similar past playbooks (19 workers examined) · recurring certifications: Forklift (42%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)",
|
||
"diagnostic_log": [
|
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{
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"turn": 1,
|
||
"role": "executor",
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"model": "qwen3.5:latest",
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"kind": "tool_call",
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"content": {
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"tool": "hybrid_search",
|
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"args": {
|
||
"index_name": "workers_500k_v1",
|
||
"sql_filter": "role = 'Assembler' AND city = 'Indianapolis' AND state = 'IN' AND CAST(availability AS DOUBLE) > 0.5",
|
||
"question": "Assembler in Indianapolis IN",
|
||
"k": 40
|
||
},
|
||
"rationale": "Execute the canonical fill tool first to retrieve a pool of candidates matching the target (6 Assemblers in Indianapolis). Using k=40 provides a deep enough candidate set for the ranker to discriminate and surface at least 6 high-quality matches, adhering to the scaling rule (5x target)."
|
||
},
|
||
"at": "2026-04-21T04:31:14.900Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_result",
|
||
"content": {
|
||
"question": "Assembler in Indianapolis IN",
|
||
"sql_filter": "role = 'Assembler' AND city = 'Indianapolis' AND state = 'IN' AND CAST(availability AS DOUBLE) > 0.5",
|
||
"sql_matches": 838,
|
||
"vector_reranked": 40,
|
||
"method": "hybrid_sql_vector",
|
||
"answer": null,
|
||
"sources": [
|
||
{
|
||
"doc_id": "W500K-12207",
|
||
"chunk_text": "Zachary Taylor — Assembler in Indianapolis, IN. Skills: CMM|ISO 9001|conveyor ops|inspection|labeling. Certs: Fire Safety. Archetype: reliable. Reliability: 0.89, Availability: 1.00",
|
||
"score": 0.8844643,
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||
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"pb-seed-c639407f546e9d56",
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"pb-seed-66d37fc6946ae16d",
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"pb-seed-f47cccf334bb1e05",
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"pb-seed-65fc161357d36662",
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"pb-seed-8b3d25b990bddacb",
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"pb-seed-4877dd9a31995eb3",
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"pb-seed-49e04b58f31a508d",
|
||
"pb-seed-af3ae92c66ebec8f"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-41683",
|
||
"chunk_text": "Lauren F. Moore — Assembler in Indianapolis, IN. Skills: SPC|calibration|gauge R&R|inspection|line work. Certs: OSHA-30. Archetype: leader. Reliability: 0.85, Availability: 0.77",
|
||
"score": 0.87048876,
|
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"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
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"playbook_citations": [
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||
"pb-seed-885e0dacb0961e89",
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"pb-seed-49e04b58f31a508d"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-24626",
|
||
"chunk_text": "Jacob E. Bailey — Assembler in Indianapolis, IN. Skills: CMM|batch processing|gauge R&R|labeling. Certs: First Aid/CPR|Reach Truck. Archetype: communicator. Reliability: 0.63, Availability: 0.76",
|
||
"score": 0.854507,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-66d37fc6946ae16d",
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||
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|
||
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"pb-seed-95ac3ca3661da473",
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"pb-seed-efaefbbb2e3439b0",
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"pb-seed-af3ae92c66ebec8f",
|
||
"pb-seed-2406cfb9d5548981"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-47104",
|
||
"chunk_text": "James S. Castillo — Assembler in Indianapolis, IN. Skills: CMM|SPC|batch processing|conveyor ops|quality inspection|root cause analysis. Certs: First Aid/CPR. Archetype: reliable. Reliability: 0.84, Availability: 0.76",
|
||
"score": 0.8513772,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.24977404,
|
||
"playbook_citations": [
|
||
"pb-seed-66d37fc6946ae16d",
|
||
"pb-seed-4877dd9a31995eb3",
|
||
"pb-seed-af3ae92c66ebec8f"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-45788",
|
||
"chunk_text": "Andre C. Brooks — Assembler in Indianapolis, IN. Skills: SPC|assembly|inspection|quality inspection|root cause analysis. Certs: OSHA-30|Forklift|Lockout/Tagout. Archetype: reliable. Reliability: 0.83, Availability: 0.64",
|
||
"score": 0.849812,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.24977404,
|
||
"playbook_citations": [
|
||
"pb-seed-66d37fc6946ae16d",
|
||
"pb-seed-4877dd9a31995eb3",
|
||
"pb-seed-af3ae92c66ebec8f"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-21258",
|
||
"chunk_text": "Katherine Q. Gutierrez — Assembler in Indianapolis, IN. Skills: CMM|calibration|first article|labeling|line work|nonconformance|quality inspection. Certs: OSHA-10. Archetype: reliable. Reliability: 0.76, Availability: 0.90",
|
||
"score": 0.84615695,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-885e0dacb0961e89",
|
||
"pb-seed-16869a3ac95216f8",
|
||
"pb-seed-65fc161357d36662",
|
||
"pb-seed-49e04b58f31a508d"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-7814",
|
||
"chunk_text": "Jeffrey Walker — Assembler in Indianapolis, IN. Skills: 6S|CMM|ISO 9001|first article|gauge R&R|line work|quality inspection. Certs: none. Archetype: communicator. Reliability: 0.79, Availability: 0.85",
|
||
"score": 0.8455903,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.24977404,
|
||
"playbook_citations": [
|
||
"pb-seed-66d37fc6946ae16d",
|
||
"pb-seed-4877dd9a31995eb3",
|
||
"pb-seed-af3ae92c66ebec8f"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-38390",
|
||
"chunk_text": "Gary O. Stewart — Assembler in Indianapolis, IN. Skills: 6S|SPC|labeling|line work|nonconformance|quality inspection|root cause analysis. Certs: OSHA-10|Reach Truck. Archetype: communicator. Reliability: 0.59, Availability: 1.00",
|
||
"score": 0.8433216,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-885e0dacb0961e89",
|
||
"pb-seed-16869a3ac95216f8",
|
||
"pb-seed-65fc161357d36662",
|
||
"pb-seed-49e04b58f31a508d"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-49897",
|
||
"chunk_text": "Adam D. Watson — Assembler in Indianapolis, IN. Skills: ISO 9001|conveyor ops|quality inspection|root cause analysis. Certs: OSHA-10. Archetype: flexible. Reliability: 0.75, Availability: 0.98",
|
||
"score": 0.83959496,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.2493894,
|
||
"playbook_citations": [
|
||
"pb-seed-b6e0217d434d26c9",
|
||
"pb-seed-16869a3ac95216f8",
|
||
"pb-seed-66d37fc6946ae16d",
|
||
"pb-seed-65fc161357d36662"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-26653",
|
||
"chunk_text": "Dorothy D. Lewis — Assembler in Indianapolis, IN. Skills: CMM|SPC|assembly|calibration|inspection|nonconformance. Certs: First Aid/CPR. Archetype: specialist. Reliability: 0.86, Availability: 0.71",
|
||
"score": 0.8297682,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.18709348,
|
||
"playbook_citations": [
|
||
"pb-seed-885e0dacb0961e89",
|
||
"pb-seed-16869a3ac95216f8",
|
||
"pb-seed-65fc161357d36662",
|
||
"pb-seed-49e04b58f31a508d"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-23186",
|
||
"chunk_text": "Peter U. Green — Assembler in Indianapolis, IN. Skills: CMM|SPC|batch processing|inspection|labeling|line work. Certs: OSHA-10|OSHA-30|First Aid/CPR. Archetype: communicator. Reliability: 0.54, Availability: 0.69",
|
||
"score": 0.77620256,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.16656223,
|
||
"playbook_citations": [
|
||
"pb-seed-4877dd9a31995eb3",
|
||
"pb-seed-af3ae92c66ebec8f"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-22818",
|
||
"chunk_text": "Nathan Q. Brooks — Assembler in Indianapolis, IN. Skills: ISO 9001|SPC|first article|labeling|quality inspection. Certs: none. Archetype: erratic. Reliability: 0.35, Availability: 0.53",
|
||
"score": 0.6886728,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-37662",
|
||
"chunk_text": "Linda O. King — Assembler in Indianapolis, IN. Skills: CMM|SPC|batch processing|conveyor ops|gauge R&R|labeling|line work. Certs: OSHA-10|Forklift|Fire Safety. Archetype: communicator. Reliability: 0.78, Availability: 0.90",
|
||
"score": 0.6380081,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-40851",
|
||
"chunk_text": "Lisa F. Cooper — Assembler in Indianapolis, IN. Skills: SPC|batch processing|conveyor ops|inspection|nonconformance|root cause analysis. Certs: OSHA-10|First Aid/CPR. Archetype: reliable. Reliability: 0.90, Availability: 0.71",
|
||
"score": 0.6369925,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-17467",
|
||
"chunk_text": "Anna V. Nelson — Assembler in Indianapolis, IN. Skills: 6S|ISO 9001|conveyor ops|labeling|line work|quality inspection|root cause analysis. Certs: First Aid/CPR. Archetype: communicator. Reliability: 0.63, Availability: 0.62",
|
||
"score": 0.6346374,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-23629",
|
||
"chunk_text": "Kenneth V. Murphy — Assembler in Indianapolis, IN. Skills: ISO 9001|conveyor ops|gauge R&R|inspection|labeling|lean manufacturing|line work|quality inspection|root cause analysis. Certs: Hazmat|Order Picker|Confined Space|Fire Safety. Archetype: specialist. Reliability: 0.89, Availability: 1.00",
|
||
"score": 0.63429254,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-49577",
|
||
"chunk_text": "Linda V. Bailey — Assembler in Indianapolis, IN. Skills: CMM|ISO 9001|batch processing|first article|inspection|labeling|line work. Certs: Forklift|Reach Truck|ISO 9001. Archetype: specialist. Reliability: 0.66, Availability: 0.85",
|
||
"score": 0.6290889,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-28155",
|
||
"chunk_text": "Michelle X. King — Assembler in Indianapolis, IN. Skills: CMM|assembly|conveyor ops|nonconformance. Certs: Forklift. Archetype: reliable. Reliability: 0.85, Availability: 0.65",
|
||
"score": 0.6273785,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-15529",
|
||
"chunk_text": "Dennis H. Collins — Assembler in Indianapolis, IN. Skills: 6S|CMM|SPC|calibration|gauge R&R|lean manufacturing|nonconformance. Certs: OSHA-10|Forklift|Lockout/Tagout|Fire Safety. Archetype: specialist. Reliability: 0.77, Availability: 0.67",
|
||
"score": 0.62718904,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-26018",
|
||
"chunk_text": "Donna S. Wright — Assembler in Indianapolis, IN. Skills: SPC|batch processing|conveyor ops|gauge R&R|nonconformance|quality inspection. Certs: OSHA-10. Archetype: communicator. Reliability: 0.77, Availability: 0.76",
|
||
"score": 0.62521917,
|
||
"sql_verified": true
|
||
}
|
||
],
|
||
"duration_ms": 252,
|
||
"_trimmed": "20 more"
|
||
},
|
||
"at": "2026-04-21T04:31:15.154Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "continue",
|
||
"notes": "Executor is on a reasonable path. The hybrid_search tool has been used with appropriate filters for role, location, and availability. The next step is to propose a list of 6 qualified Assemblers from the retrieved candidates, ensuring they are verified via SQL and meet the criteria."
|
||
},
|
||
"at": "2026-04-21T04:31:19.296Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "propose_done",
|
||
"content": {
|
||
"kind": "propose_done",
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-12207",
|
||
"name": "Zachary Taylor"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-41683",
|
||
"name": "Lauren F. Moore"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-24626",
|
||
"name": "Jacob E. Bailey"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-47104",
|
||
"name": "James S. Castillo"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-45788",
|
||
"name": "Andre C. Brooks"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-21258",
|
||
"name": "Katherine Q. Gutierrez"
|
||
}
|
||
],
|
||
"rationale": "The hybrid_search tool returned 40 ranked candidates for 'Assembler' in 'Indianapolis, IN' with availability > 0.5. The top 6 candidates (Zachary Taylor, Lauren F. Moore, Jacob E. Bailey, James S. Castillo, Andre C. Brooks, Katherine Q. Gutierrez) were already verified in the 'CANDIDATES SURFACED SO FAR' list as matching the target role and location. Per the strategy tip, since the candidate pool for Indianapolis Assemblers is sufficient (≥6 entries), no further searching or SQL verification of individual rows is required before proposing the top 6. The fills list contains exactly 6 entries as required."
|
||
},
|
||
"at": "2026-04-21T04:31:26.145Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "approve_done",
|
||
"notes": "The propose_done meets all approval criteria: exactly 6 fills, all names are from the prior tool_result for Indianapolis, IN Assemblers, and at least one fill (e.g., W500K-45788:Andre C. Brooks) has been SQL-verified."
|
||
},
|
||
"at": "2026-04-21T04:31:27.860Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "consensus_done",
|
||
"content": {
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-12207",
|
||
"name": "Zachary Taylor"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-41683",
|
||
"name": "Lauren F. Moore"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-24626",
|
||
"name": "Jacob E. Bailey"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-47104",
|
||
"name": "James S. Castillo"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-45788",
|
||
"name": "Andre C. Brooks"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-21258",
|
||
"name": "Katherine Q. Gutierrez"
|
||
}
|
||
]
|
||
},
|
||
"at": "2026-04-21T04:31:27.860Z"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"event": {
|
||
"kind": "recurring",
|
||
"at": "09:30",
|
||
"role": "Quality Tech",
|
||
"count": 2,
|
||
"city": "Indianapolis",
|
||
"state": "IN",
|
||
"shift_start": "09:30 AM",
|
||
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-26, fill=paramount."
|
||
},
|
||
"ok": true,
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-41658",
|
||
"name": "Frank G. Roberts"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-32928",
|
||
"name": "Carlos M. Murphy"
|
||
}
|
||
],
|
||
"turns": 2,
|
||
"duration_secs": 13.79,
|
||
"gap_signals": [
|
||
"double_book: undefined Frank G. Roberts already booked for 07:30",
|
||
"double_book: undefined Carlos M. Murphy already booked for 07:30"
|
||
],
|
||
"sources_first_score": 0.7118083,
|
||
"sources_last_score": 0.49715656,
|
||
"pool_size": 697,
|
||
"playbook_citations": [
|
||
"pb-seed-9124e59dbb7c2f18",
|
||
"pb-seed-9c0c5b136f134c33",
|
||
"pb-seed-dbce9e418f6fa1e9",
|
||
"pb-seed-a3774077f1b11299",
|
||
"pb-seed-7e68e7e5d52f22ec",
|
||
"pb-seed-43a2b248a21673a7",
|
||
"pb-seed-d5085451e315a744",
|
||
"pb-seed-e46904d5ba551aca"
|
||
],
|
||
"discovered_pattern": "Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: leader · reliability median 0.80 (range 0.34–1.00)",
|
||
"diagnostic_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 = 'Quality Tech' AND city = 'Indianapolis' AND state = 'IN' AND CAST(availability AS DOUBLE) > 0.5",
|
||
"question": "Quality Tech Indianapolis recurring",
|
||
"k": 20
|
||
},
|
||
"rationale": "Execute hybrid_search FIRST as per canonical protocol. Filter for 'Quality Tech' role in 'Indianapolis', 'IN' with availability > 0.5. Set k=20 (5x target count of 2) to ensure a deep pool for the ranker to discriminate between candidates, adhering to the scaling rule."
|
||
},
|
||
"at": "2026-04-21T04:31:39.827Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_result",
|
||
"content": {
|
||
"question": "Quality Tech Indianapolis recurring",
|
||
"sql_filter": "role = 'Quality Tech' AND city = 'Indianapolis' AND state = 'IN' AND CAST(availability AS DOUBLE) > 0.5",
|
||
"sql_matches": 697,
|
||
"vector_reranked": 20,
|
||
"method": "hybrid_sql_vector",
|
||
"answer": null,
|
||
"sources": [
|
||
{
|
||
"doc_id": "W500K-41658",
|
||
"chunk_text": "Frank G. Roberts — Quality Tech in Indianapolis, IN. Skills: conveyor ops|first article|gauge R&R|lean manufacturing. Certs: Hazmat|Reach Truck. Archetype: leader. Reliability: 0.63, Availability: 1.00",
|
||
"score": 0.7118083,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-9124e59dbb7c2f18",
|
||
"pb-seed-9c0c5b136f134c33",
|
||
"pb-seed-dbce9e418f6fa1e9",
|
||
"pb-seed-a3774077f1b11299",
|
||
"pb-seed-7e68e7e5d52f22ec",
|
||
"pb-seed-43a2b248a21673a7",
|
||
"pb-seed-d5085451e315a744",
|
||
"pb-seed-e46904d5ba551aca"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-32928",
|
||
"chunk_text": "Carlos M. Murphy — Quality Tech in Indianapolis, IN. Skills: 6S|SPC|conveyor ops|gauge R&R|lean manufacturing|line work. Certs: OSHA-10|Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.88, Availability: 0.81",
|
||
"score": 0.700016,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-9c0c5b136f134c33",
|
||
"pb-seed-dbce9e418f6fa1e9",
|
||
"pb-seed-a3774077f1b11299",
|
||
"pb-seed-7e68e7e5d52f22ec",
|
||
"pb-seed-43a2b248a21673a7",
|
||
"pb-seed-d5085451e315a744",
|
||
"pb-seed-e46904d5ba551aca"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-9858",
|
||
"chunk_text": "Virginia Miller — Quality Tech in Indianapolis, IN. Skills: SPC|assembly|batch processing|gauge R&R|lean manufacturing|nonconformance|quality inspection. Certs: Forklift|First Aid/CPR|Reach Truck|Confined Space|Fire Safety. Archetype: reliable. Reliability: 0.79, Availability: 0.84",
|
||
"score": 0.54076344,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-23276",
|
||
"chunk_text": "Patrick G. Roberts — Quality Tech in Indianapolis, IN. Skills: ISO 9001|SPC|assembly|calibration|conveyor ops|gauge R&R|line work. Certs: First Aid/CPR|Reach Truck|Lockout/Tagout. Archetype: reliable. Reliability: 0.79, Availability: 0.90",
|
||
"score": 0.53096914,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-8882",
|
||
"chunk_text": "Eric Green — Quality Tech in Indianapolis, IN. Skills: CMM|batch processing|conveyor ops|gauge R&R|inspection|labeling|nonconformance|quality inspection|root cause analysis. Certs: OSHA-30|Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.90, Availability: 0.71",
|
||
"score": 0.5253076,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-16778",
|
||
"chunk_text": "Priya I. Bennett — Quality Tech in Indianapolis, IN. Skills: ISO 9001|batch processing|gauge R&R|inspection|labeling|root cause analysis. Certs: Hazmat|First Aid/CPR. Archetype: communicator. Reliability: 0.61, Availability: 0.94",
|
||
"score": 0.52160656,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-19857",
|
||
"chunk_text": "Virginia T. King — Quality Tech in Indianapolis, IN. Skills: SPC|assembly|calibration|conveyor ops|first article|inspection|line work|quality inspection. Certs: MSDS. Archetype: communicator. Reliability: 0.75, Availability: 0.67",
|
||
"score": 0.5137769,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-29370",
|
||
"chunk_text": "Helen Q. James — Quality Tech in Indianapolis, IN. Skills: ISO 9001|batch processing|calibration|first article|labeling|line work|quality inspection. Certs: none. Archetype: leader. Reliability: 0.78, Availability: 0.84",
|
||
"score": 0.5132892,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-33415",
|
||
"chunk_text": "Daniel F. Rodriguez — Quality Tech in Indianapolis, IN. Skills: CMM|ISO 9001|assembly|first article|gauge R&R|labeling|lean manufacturing|line work|root cause analysis. Certs: Forklift|Hazmat. Archetype: flexible. Reliability: 0.82, Availability: 0.81",
|
||
"score": 0.5125638,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-519",
|
||
"chunk_text": "Emily Myers — Quality Tech in Indianapolis, IN. Skills: SPC|calibration|first article|gauge R&R|labeling|line work|nonconformance|quality inspection. Certs: none. Archetype: flexible. Reliability: 0.80, Availability: 0.84",
|
||
"score": 0.5096043,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-25497",
|
||
"chunk_text": "Michael R. Torres — Quality Tech in Indianapolis, IN. Skills: 6S|CMM|batch processing|calibration|inspection|lean manufacturing|root cause analysis. Certs: Hazmat|First Aid/CPR. Archetype: flexible. Reliability: 0.69, Availability: 0.57",
|
||
"score": 0.50919634,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-36820",
|
||
"chunk_text": "Miguel E. Peterson — Quality Tech in Indianapolis, IN. Skills: 6S|batch processing|gauge R&R|nonconformance|root cause analysis. Certs: Hazmat|Order Picker. Archetype: leader. Reliability: 0.71, Availability: 0.88",
|
||
"score": 0.50854427,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-26971",
|
||
"chunk_text": "Jamal J. James — Quality Tech in Indianapolis, IN. Skills: 6S|SPC|first article|lean manufacturing|nonconformance|root cause analysis. Certs: OSHA-30|First Aid/CPR. Archetype: specialist. Reliability: 0.88, Availability: 0.64",
|
||
"score": 0.50835377,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-11678",
|
||
"chunk_text": "Michael Torres — Quality Tech in Indianapolis, IN. Skills: 6S|SPC|gauge R&R|inspection|labeling|lean manufacturing|root cause analysis. Certs: OSHA-10|Hazmat|MSDS. Archetype: communicator. Reliability: 0.55, Availability: 0.79",
|
||
"score": 0.50545496,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-22093",
|
||
"chunk_text": "Miguel T. Parker — Quality Tech in Indianapolis, IN. Skills: CMM|ISO 9001|SPC|labeling|lean manufacturing|line work|quality inspection. Certs: OSHA-10|Reach Truck|Order Picker. Archetype: communicator. Reliability: 0.62, Availability: 0.70",
|
||
"score": 0.50482017,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-42740",
|
||
"chunk_text": "Fatima W. Garcia — Quality Tech in Indianapolis, IN. Skills: CMM|ISO 9001|SPC|batch processing|calibration|labeling|line work|nonconformance. Certs: Lockout/Tagout. Archetype: flexible. Reliability: 0.71, Availability: 0.80",
|
||
"score": 0.5018045,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-15943",
|
||
"chunk_text": "Pamela F. Sanchez — Quality Tech in Indianapolis, IN. Skills: 6S|CMM|ISO 9001|SPC|assembly|calibration|conveyor ops|lean manufacturing|line work|root cause analysis. Certs: OSHA-10|Forklift. Archetype: reliable. Reliability: 0.88, Availability: 0.75",
|
||
"score": 0.5013722,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-41602",
|
||
"chunk_text": "Ivan C. Ross — Quality Tech in Indianapolis, IN. Skills: SPC|assembly|batch processing|calibration|inspection|labeling|line work. Certs: none. Archetype: specialist. Reliability: 0.78, Availability: 0.86",
|
||
"score": 0.5010179,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-32685",
|
||
"chunk_text": "Dorothy D. Rodriguez — Quality Tech in Indianapolis, IN. Skills: CMM|ISO 9001|assembly|calibration|lean manufacturing|root cause analysis. Certs: Forklift. Archetype: reliable. Reliability: 0.79, Availability: 0.66",
|
||
"score": 0.4972738,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-36179",
|
||
"chunk_text": "Marcus N. Wood — Quality Tech in Indianapolis, IN. Skills: CMM|first article|lean manufacturing|line work|nonconformance. Certs: none. Archetype: specialist. Reliability: 0.74, Availability: 0.86",
|
||
"score": 0.49715656,
|
||
"sql_verified": true
|
||
}
|
||
],
|
||
"duration_ms": 355
|
||
},
|
||
"at": "2026-04-21T04:31:40.183Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "continue",
|
||
"notes": "Executor is on a reasonable path by using hybrid_search with proper filters for 'Quality Tech' in Indianapolis, IN, and has a sufficient k=20 to ensure a deep pool. The next step is to propose_done with exactly 2 verified candidates from the tool_result."
|
||
},
|
||
"at": "2026-04-21T04:31:44.432Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "propose_done",
|
||
"content": {
|
||
"kind": "propose_done",
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-41658",
|
||
"name": "Frank G. Roberts"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-32928",
|
||
"name": "Carlos M. Murphy"
|
||
}
|
||
],
|
||
"rationale": "Target requires 2 Quality Techs in Indianapolis. Hybrid search returned 20 candidates; top 2 (Frank G. Roberts, Carlos M. Murphy) have highest scores (0.71, 0.70) and meet availability/reliability filters. Verified via SQL schema constraints. Proceed to fill."
|
||
},
|
||
"at": "2026-04-21T04:31:48.054Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"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 the prior tool_result from Indianapolis, IN with role 'Quality Tech', and at least one fill (Frank G. Roberts) is verified via SQL in the tool_result. No drift detected."
|
||
},
|
||
"at": "2026-04-21T04:31:49.780Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "consensus_done",
|
||
"content": {
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-41658",
|
||
"name": "Frank G. Roberts"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-32928",
|
||
"name": "Carlos M. Murphy"
|
||
}
|
||
]
|
||
},
|
||
"at": "2026-04-21T04:31:49.780Z"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"event": {
|
||
"kind": "expansion",
|
||
"at": "11:00",
|
||
"role": "Machine Operator",
|
||
"count": 5,
|
||
"city": "Indianapolis",
|
||
"state": "IN",
|
||
"shift_start": "11:00 PM",
|
||
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-26, fill=paramount."
|
||
},
|
||
"ok": true,
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-18400",
|
||
"name": "Amy S. Jenkins"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-6479",
|
||
"name": "Christina Watson"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-34233",
|
||
"name": "Alexander R. Evans"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23524",
|
||
"name": "Angela U. Ward"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23467",
|
||
"name": "Alexander P. Turner"
|
||
}
|
||
],
|
||
"turns": 2,
|
||
"duration_secs": 17.288,
|
||
"gap_signals": [
|
||
"double_book: undefined Amy S. Jenkins already booked for 07:30",
|
||
"double_book: undefined Christina Watson already booked for 07:30",
|
||
"double_book: undefined Alexander R. Evans already booked for 07:30",
|
||
"double_book: undefined Angela U. Ward already booked for 07:30",
|
||
"double_book: undefined Alexander P. Turner already booked for 07:30"
|
||
],
|
||
"sources_first_score": 0.9379262,
|
||
"sources_last_score": 0.608701,
|
||
"pool_size": 597,
|
||
"playbook_citations": [
|
||
"pb-seed-11a4d8a8851b339e",
|
||
"pb-seed-b249552c3cd15b5e",
|
||
"pb-seed-fcf82664d2d9567b",
|
||
"pb-seed-4b7bc1f7f068bb9f",
|
||
"pb-seed-dbc5dd10ff21f254",
|
||
"pb-seed-dba50571839e693f",
|
||
"pb-seed-65de15df32e8e588",
|
||
"pb-seed-44630e72ad08bf83",
|
||
"pb-seed-2a6b072589433954",
|
||
"pb-seed-b5d8a51cb9df9a2a",
|
||
"pb-seed-e70a39e9ce31d93b",
|
||
"pb-seed-ec790797c90d8b04",
|
||
"pb-seed-5180f6ed206973f1",
|
||
"pb-seed-875d10bd4d46ef74"
|
||
],
|
||
"discovered_pattern": "Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)",
|
||
"diagnostic_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 = 'Machine Operator' AND city = 'Indianapolis' AND state = 'IN' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
|
||
"question": "Machine Operator Indianapolis IN",
|
||
"k": 40
|
||
},
|
||
"rationale": "Execute the canonical fill task for 5 Machine Operators in Indianapolis. Use k=40 to ensure a deep candidate pool for the ranker to discriminate among qualified workers, adhering to the schema enforcement and availability/reliability thresholds specified in the event guidance."
|
||
},
|
||
"at": "2026-04-21T04:32:00.569Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_result",
|
||
"content": {
|
||
"question": "Machine Operator Indianapolis IN",
|
||
"sql_filter": "role = 'Machine Operator' AND city = 'Indianapolis' AND state = 'IN' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
|
||
"sql_matches": 597,
|
||
"vector_reranked": 40,
|
||
"method": "hybrid_sql_vector",
|
||
"answer": null,
|
||
"sources": [
|
||
{
|
||
"doc_id": "W500K-18400",
|
||
"chunk_text": "Amy S. Jenkins — Machine Operator in Indianapolis, IN. Skills: assembly|blueprint reading|grinder|lean manufacturing|line work|micrometer|quality inspection. Certs: First Aid/CPR. Archetype: communicator. Reliability: 0.82, Availability: 0.64",
|
||
"score": 0.9379262,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-11a4d8a8851b339e",
|
||
"pb-seed-b249552c3cd15b5e",
|
||
"pb-seed-fcf82664d2d9567b",
|
||
"pb-seed-4b7bc1f7f068bb9f",
|
||
"pb-seed-dbc5dd10ff21f254",
|
||
"pb-seed-dba50571839e693f",
|
||
"pb-seed-65de15df32e8e588",
|
||
"pb-seed-44630e72ad08bf83"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-6479",
|
||
"chunk_text": "Christina Watson — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|calipers|line work|micrometer|mill|press brake. Certs: OSHA-10. Archetype: leader. Reliability: 0.90, Availability: 0.92",
|
||
"score": 0.93035567,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-11a4d8a8851b339e",
|
||
"pb-seed-b249552c3cd15b5e",
|
||
"pb-seed-2a6b072589433954",
|
||
"pb-seed-fcf82664d2d9567b",
|
||
"pb-seed-b5d8a51cb9df9a2a",
|
||
"pb-seed-4b7bc1f7f068bb9f",
|
||
"pb-seed-e70a39e9ce31d93b",
|
||
"pb-seed-dbc5dd10ff21f254",
|
||
"pb-seed-ec790797c90d8b04",
|
||
"pb-seed-dba50571839e693f",
|
||
"pb-seed-65de15df32e8e588",
|
||
"pb-seed-5180f6ed206973f1",
|
||
"pb-seed-44630e72ad08bf83",
|
||
"pb-seed-875d10bd4d46ef74"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-34233",
|
||
"chunk_text": "Alexander R. Evans — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|EDM|assembly|batch processing|blueprint reading|lathe|line work|micrometer. Certs: OSHA-10|First Aid/CPR|MSDS. Archetype: flexible. Reliability: 0.87, Availability: 1.00",
|
||
"score": 0.9289595,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-b249552c3cd15b5e",
|
||
"pb-seed-fcf82664d2d9567b",
|
||
"pb-seed-4b7bc1f7f068bb9f",
|
||
"pb-seed-dbc5dd10ff21f254",
|
||
"pb-seed-dba50571839e693f",
|
||
"pb-seed-65de15df32e8e588",
|
||
"pb-seed-44630e72ad08bf83"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-23524",
|
||
"chunk_text": "Angela U. Ward — Machine Operator in Indianapolis, IN. Skills: 6S|GD&T|assembly|conveyor ops|grinder|labeling|lathe|lean manufacturing|micrometer. Certs: OSHA-30. Archetype: flexible. Reliability: 0.80, Availability: 0.81",
|
||
"score": 0.91287315,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-b249552c3cd15b5e",
|
||
"pb-seed-2a6b072589433954",
|
||
"pb-seed-fcf82664d2d9567b",
|
||
"pb-seed-b5d8a51cb9df9a2a",
|
||
"pb-seed-4b7bc1f7f068bb9f",
|
||
"pb-seed-e70a39e9ce31d93b",
|
||
"pb-seed-dbc5dd10ff21f254",
|
||
"pb-seed-ec790797c90d8b04",
|
||
"pb-seed-dba50571839e693f",
|
||
"pb-seed-65de15df32e8e588",
|
||
"pb-seed-5180f6ed206973f1",
|
||
"pb-seed-44630e72ad08bf83",
|
||
"pb-seed-875d10bd4d46ef74"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-23467",
|
||
"chunk_text": "Alexander P. Turner — Machine Operator in Indianapolis, IN. Skills: EDM|GD&T|SPC|assembly|batch processing|blueprint reading|calipers|lathe|lean manufacturing|quality inspection. Certs: none. Archetype: reliable. Reliability: 0.81, Availability: 0.83",
|
||
"score": 0.88803834,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-2a6b072589433954",
|
||
"pb-seed-fcf82664d2d9567b",
|
||
"pb-seed-b5d8a51cb9df9a2a",
|
||
"pb-seed-4b7bc1f7f068bb9f",
|
||
"pb-seed-e70a39e9ce31d93b",
|
||
"pb-seed-dbc5dd10ff21f254",
|
||
"pb-seed-ec790797c90d8b04",
|
||
"pb-seed-dba50571839e693f",
|
||
"pb-seed-65de15df32e8e588",
|
||
"pb-seed-5180f6ed206973f1",
|
||
"pb-seed-44630e72ad08bf83",
|
||
"pb-seed-875d10bd4d46ef74"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-43589",
|
||
"chunk_text": "Nathan N. Roberts — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|SPC|assembly|conveyor ops|grinder|lathe. Certs: OSHA-10|Hazmat|Lockout/Tagout. Archetype: specialist. Reliability: 0.77, Availability: 0.62",
|
||
"score": 0.762583,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.0998374,
|
||
"playbook_citations": [
|
||
"pb-seed-b249552c3cd15b5e"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-18997",
|
||
"chunk_text": "Luis R. Long — Machine Operator in Indianapolis, IN. Skills: CNC|GD&T|batch processing|conveyor ops|grinder|line work|micrometer|mill|quality inspection. Certs: MSDS. Archetype: reliable. Reliability: 0.84, Availability: 0.74",
|
||
"score": 0.66124994,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-39407",
|
||
"chunk_text": "Samuel R. Foster — Machine Operator in Indianapolis, IN. Skills: 6S|assembly|conveyor ops|grinder|line work|micrometer|quality inspection. Certs: OSHA-10. Archetype: specialist. Reliability: 0.79, Availability: 0.65",
|
||
"score": 0.66001946,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-960",
|
||
"chunk_text": "Rosa Young — Machine Operator in Indianapolis, IN. Skills: GD&T|assembly|calipers|grinder|labeling|lathe|line work. Certs: none. Archetype: reliable. Reliability: 0.93, Availability: 0.83",
|
||
"score": 0.65982413,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-2042",
|
||
"chunk_text": "Steven Sanders — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|GD&T|assembly|batch processing|grinder|lathe|line work|micrometer. Certs: Lockout/Tagout. Archetype: reliable. Reliability: 0.81, Availability: 0.83",
|
||
"score": 0.6597931,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-38277",
|
||
"chunk_text": "Mark F. Ramos — Machine Operator in Indianapolis, IN. Skills: EDM|GD&T|assembly|labeling|micrometer|mill|press brake. Certs: Hazmat. Archetype: reliable. Reliability: 0.82, Availability: 0.83",
|
||
"score": 0.65941465,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-13027",
|
||
"chunk_text": "Maria Gutierrez — Machine Operator in Indianapolis, IN. Skills: CNC|SPC|blueprint reading|labeling|lean manufacturing|mill|press brake|quality inspection. Certs: OSHA-10|Forklift|Hazmat|Confined Space. Archetype: flexible. Reliability: 0.82, Availability: 0.63",
|
||
"score": 0.6591267,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-46305",
|
||
"chunk_text": "Gregory Z. Morris — Machine Operator in Indianapolis, IN. Skills: 6S|EDM|GD&T|batch processing|calipers|conveyor ops|line work|micrometer|press brake|quality inspection. Certs: Forklift|Fire Safety. Archetype: reliable. Reliability: 0.80, Availability: 0.88",
|
||
"score": 0.6549521,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-13456",
|
||
"chunk_text": "Zachary Jackson — Machine Operator in Indianapolis, IN. Skills: batch processing|conveyor ops|lean manufacturing|line work|micrometer|mill|quality inspection. Certs: OSHA-30|Forklift. Archetype: leader. Reliability: 0.87, Availability: 0.78",
|
||
"score": 0.652029,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-6747",
|
||
"chunk_text": "Patricia Wood — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|GD&T|SPC|grinder|micrometer|press brake. Certs: Forklift|Order Picker. Archetype: reliable. Reliability: 0.83, Availability: 0.75",
|
||
"score": 0.6514138,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-32459",
|
||
"chunk_text": "Donna L. Perez — Machine Operator in Indianapolis, IN. Skills: 6S|GD&T|batch processing|line work|micrometer|press brake. Certs: none. Archetype: reliable. Reliability: 0.81, Availability: 0.85",
|
||
"score": 0.6467755,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-21690",
|
||
"chunk_text": "Kenneth G. Moore — Machine Operator in Indianapolis, IN. Skills: CNC|SPC|assembly|calipers|line work|mill|quality inspection. Certs: Hazmat. Archetype: leader. Reliability: 0.91, Availability: 0.81",
|
||
"score": 0.6460689,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-34931",
|
||
"chunk_text": "Rosa N. Kim — Machine Operator in Indianapolis, IN. Skills: 6S|assembly|batch processing|calipers|conveyor ops|mill. Certs: OSHA-10. Archetype: leader. Reliability: 0.78, Availability: 0.51",
|
||
"score": 0.6453513,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-11984",
|
||
"chunk_text": "Anthony Howard — Machine Operator in Indianapolis, IN. Skills: assembly|batch processing|conveyor ops|labeling|micrometer|press brake. Certs: ServSafe. Archetype: leader. Reliability: 0.76, Availability: 0.79",
|
||
"score": 0.6398396,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-46825",
|
||
"chunk_text": "Michael Z. Brooks — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|EDM|GD&T|line work|press brake. Certs: Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.91, Availability: 0.81",
|
||
"score": 0.6363385,
|
||
"sql_verified": true
|
||
}
|
||
],
|
||
"duration_ms": 314,
|
||
"_trimmed": "20 more"
|
||
},
|
||
"at": "2026-04-21T04:32:00.886Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "continue",
|
||
"notes": "Executor is on a reasonable path. The hybrid_search tool call correctly filters for Machine Operators in Indianapolis, IN, with the required availability and reliability thresholds. The result includes 597 matches, and the top 40 candidates are being considered. The next step would be to propose the top 5 candidates from this list, ensuring they meet the criteria and have been SQL-verified."
|
||
},
|
||
"at": "2026-04-21T04:32:05.404Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "propose_done",
|
||
"content": {
|
||
"kind": "propose_done",
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-18400",
|
||
"name": "Amy S. Jenkins"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-6479",
|
||
"name": "Christina Watson"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-34233",
|
||
"name": "Alexander R. Evans"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23524",
|
||
"name": "Angela U. Ward"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23467",
|
||
"name": "Alexander P. Turner"
|
||
}
|
||
],
|
||
"rationale": "The hybrid_search tool call returned 40 ranked candidates for 'Machine Operator' in Indianapolis, IN. The top 5 results (W500K-18400, W500K-6479, W500K-34233, W500K-23524, W500K-23467) all match the target role, location, and meet the required availability and reliability thresholds. These 5 workers satisfy the target count of 5 Machine Operators. Per the strategy tip, since the candidate pool has sufficient entries, verification of the top candidates is implied by the high scores and the successful retrieval of the specific IDs in the search results, allowing us to propose these as the final fill."
|
||
},
|
||
"at": "2026-04-21T04:32:12.157Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "approve_done",
|
||
"notes": "The propose_done meets all approval criteria: exactly 5 fills, each fill's name appears in a prior tool_result from Indianapolis, IN matching role 'Machine Operator', and at least one fill (e.g., W500K-18400:Amy S. Jenkins) has been SQL-verified."
|
||
},
|
||
"at": "2026-04-21T04:32:14.066Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "consensus_done",
|
||
"content": {
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-18400",
|
||
"name": "Amy S. Jenkins"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-6479",
|
||
"name": "Christina Watson"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-34233",
|
||
"name": "Alexander R. Evans"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23524",
|
||
"name": "Angela U. Ward"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23467",
|
||
"name": "Alexander P. Turner"
|
||
}
|
||
]
|
||
},
|
||
"at": "2026-04-21T04:32:14.066Z"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"event": {
|
||
"kind": "emergency",
|
||
"at": "14:00",
|
||
"role": "Machine Operator",
|
||
"count": 3,
|
||
"deadline": "16:00",
|
||
"city": "Indianapolis",
|
||
"state": "IN",
|
||
"shift_start": "14:00 PM",
|
||
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-26, fill=paramount."
|
||
},
|
||
"ok": true,
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-23467",
|
||
"name": "Alexander P. Turner"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23524",
|
||
"name": "Angela U. Ward"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-6479",
|
||
"name": "Christina Watson"
|
||
}
|
||
],
|
||
"turns": 2,
|
||
"duration_secs": 15.784,
|
||
"gap_signals": [
|
||
"double_book: undefined Alexander P. Turner already booked for 07:30",
|
||
"double_book: undefined Angela U. Ward already booked for 07:30",
|
||
"double_book: undefined Christina Watson already booked for 07:30"
|
||
],
|
||
"sources_first_score": 0.9436536,
|
||
"sources_last_score": 0.55752534,
|
||
"pool_size": 657,
|
||
"playbook_citations": [
|
||
"pb-seed-2a6b072589433954",
|
||
"pb-seed-fcf82664d2d9567b",
|
||
"pb-seed-b5d8a51cb9df9a2a",
|
||
"pb-seed-4b7bc1f7f068bb9f",
|
||
"pb-seed-e70a39e9ce31d93b",
|
||
"pb-seed-dbc5dd10ff21f254",
|
||
"pb-seed-ec790797c90d8b04",
|
||
"pb-seed-dba50571839e693f",
|
||
"pb-seed-65de15df32e8e588",
|
||
"pb-seed-5180f6ed206973f1",
|
||
"pb-seed-44630e72ad08bf83",
|
||
"pb-seed-875d10bd4d46ef74",
|
||
"pb-seed-276dbbe1def897d5",
|
||
"pb-seed-b249552c3cd15b5e",
|
||
"pb-seed-11a4d8a8851b339e"
|
||
],
|
||
"discovered_pattern": "Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: leader · reliability median 0.80 (range 0.34–1.00)",
|
||
"diagnostic_log": [
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_call",
|
||
"content": {
|
||
"kind": "tool_call",
|
||
"tool": "hybrid_search",
|
||
"args": {
|
||
"sql_filter": "role = 'Machine Operator' AND city = 'Indianapolis' AND state = 'IN' AND CAST(availability AS DOUBLE) > 0.7",
|
||
"question": "emergency machine operator Indianapolis IN",
|
||
"index_name": "workers_500k_v1",
|
||
"k": 40
|
||
},
|
||
"rationale": "Execute the canonical fill task for 3 Machine Operators in Indianapolis. Use hybrid_search with k=40 (5x target count) to ensure a deep candidate pool for ranking. Filter strictly for role='Machine Operator', city='Indianapolis', state='IN', and availability > 0.7 to meet the emergency requirement as per event guidance."
|
||
},
|
||
"at": "2026-04-21T04:32:25.754Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_result",
|
||
"content": {
|
||
"question": "emergency machine operator Indianapolis IN",
|
||
"sql_filter": "role = 'Machine Operator' AND city = 'Indianapolis' AND state = 'IN' AND CAST(availability AS DOUBLE) > 0.7",
|
||
"sql_matches": 657,
|
||
"vector_reranked": 40,
|
||
"method": "hybrid_sql_vector",
|
||
"answer": null,
|
||
"sources": [
|
||
{
|
||
"doc_id": "W500K-23467",
|
||
"chunk_text": "Alexander P. Turner — Machine Operator in Indianapolis, IN. Skills: EDM|GD&T|SPC|assembly|batch processing|blueprint reading|calipers|lathe|lean manufacturing|quality inspection. Certs: none. Archetype: reliable. Reliability: 0.81, Availability: 0.83",
|
||
"score": 0.9436536,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-2a6b072589433954",
|
||
"pb-seed-fcf82664d2d9567b",
|
||
"pb-seed-b5d8a51cb9df9a2a",
|
||
"pb-seed-4b7bc1f7f068bb9f",
|
||
"pb-seed-e70a39e9ce31d93b",
|
||
"pb-seed-dbc5dd10ff21f254",
|
||
"pb-seed-ec790797c90d8b04",
|
||
"pb-seed-dba50571839e693f",
|
||
"pb-seed-65de15df32e8e588",
|
||
"pb-seed-5180f6ed206973f1",
|
||
"pb-seed-44630e72ad08bf83",
|
||
"pb-seed-875d10bd4d46ef74",
|
||
"pb-seed-276dbbe1def897d5"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-23524",
|
||
"chunk_text": "Angela U. Ward — Machine Operator in Indianapolis, IN. Skills: 6S|GD&T|assembly|conveyor ops|grinder|labeling|lathe|lean manufacturing|micrometer. Certs: OSHA-30. Archetype: flexible. Reliability: 0.80, Availability: 0.81",
|
||
"score": 0.8707181,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-b249552c3cd15b5e",
|
||
"pb-seed-2a6b072589433954",
|
||
"pb-seed-fcf82664d2d9567b",
|
||
"pb-seed-b5d8a51cb9df9a2a",
|
||
"pb-seed-4b7bc1f7f068bb9f",
|
||
"pb-seed-e70a39e9ce31d93b",
|
||
"pb-seed-dbc5dd10ff21f254",
|
||
"pb-seed-ec790797c90d8b04",
|
||
"pb-seed-dba50571839e693f",
|
||
"pb-seed-65de15df32e8e588",
|
||
"pb-seed-5180f6ed206973f1",
|
||
"pb-seed-44630e72ad08bf83",
|
||
"pb-seed-875d10bd4d46ef74",
|
||
"pb-seed-276dbbe1def897d5"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-6479",
|
||
"chunk_text": "Christina Watson — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|calipers|line work|micrometer|mill|press brake. Certs: OSHA-10. Archetype: leader. Reliability: 0.90, Availability: 0.92",
|
||
"score": 0.82644594,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-11a4d8a8851b339e",
|
||
"pb-seed-b249552c3cd15b5e",
|
||
"pb-seed-2a6b072589433954",
|
||
"pb-seed-fcf82664d2d9567b",
|
||
"pb-seed-b5d8a51cb9df9a2a",
|
||
"pb-seed-4b7bc1f7f068bb9f",
|
||
"pb-seed-e70a39e9ce31d93b",
|
||
"pb-seed-dbc5dd10ff21f254",
|
||
"pb-seed-ec790797c90d8b04",
|
||
"pb-seed-dba50571839e693f",
|
||
"pb-seed-65de15df32e8e588",
|
||
"pb-seed-5180f6ed206973f1",
|
||
"pb-seed-44630e72ad08bf83",
|
||
"pb-seed-875d10bd4d46ef74",
|
||
"pb-seed-276dbbe1def897d5"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-34233",
|
||
"chunk_text": "Alexander R. Evans — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|EDM|assembly|batch processing|blueprint reading|lathe|line work|micrometer. Certs: OSHA-10|First Aid/CPR|MSDS. Archetype: flexible. Reliability: 0.87, Availability: 1.00",
|
||
"score": 0.79422396,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-b249552c3cd15b5e",
|
||
"pb-seed-fcf82664d2d9567b",
|
||
"pb-seed-4b7bc1f7f068bb9f",
|
||
"pb-seed-dbc5dd10ff21f254",
|
||
"pb-seed-dba50571839e693f",
|
||
"pb-seed-65de15df32e8e588",
|
||
"pb-seed-44630e72ad08bf83",
|
||
"pb-seed-276dbbe1def897d5"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-25473",
|
||
"chunk_text": "Gary T. Rivera — Machine Operator in Indianapolis, IN. Skills: assembly|blueprint reading|labeling|line work|mill|press brake|quality inspection. Certs: Lockout/Tagout. Archetype: leader. Reliability: 0.72, Availability: 0.91",
|
||
"score": 0.6578389,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-12152",
|
||
"chunk_text": "Susan Taylor — Machine Operator in Indianapolis, IN. Skills: GD&T|calipers|labeling|line work|mill. Certs: Forklift. Archetype: flexible. Reliability: 0.72, Availability: 0.73",
|
||
"score": 0.62689644,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-38437",
|
||
"chunk_text": "Olivia J. Wright — Machine Operator in Indianapolis, IN. Skills: 6S|GD&T|SPC|blueprint reading|grinder|labeling|line work|micrometer. Certs: OSHA-30|Hazmat|Reach Truck. Archetype: communicator. Reliability: 0.57, Availability: 0.91",
|
||
"score": 0.6040561,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-32459",
|
||
"chunk_text": "Donna L. Perez — Machine Operator in Indianapolis, IN. Skills: 6S|GD&T|batch processing|line work|micrometer|press brake. Certs: none. Archetype: reliable. Reliability: 0.81, Availability: 0.85",
|
||
"score": 0.5997399,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-23457",
|
||
"chunk_text": "Jamal F. Turner — Machine Operator in Indianapolis, IN. Skills: EDM|assembly|batch processing|conveyor ops|lathe|line work|press brake. Certs: Hazmat|ISO 9001. Archetype: flexible. Reliability: 0.73, Availability: 0.76",
|
||
"score": 0.59900475,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-15035",
|
||
"chunk_text": "Dennis H. Jimenez — Machine Operator in Indianapolis, IN. Skills: batch processing|calipers|line work|micrometer. Certs: Forklift|First Aid/CPR. Archetype: improving. Reliability: 0.63, Availability: 0.74",
|
||
"score": 0.5984532,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-12418",
|
||
"chunk_text": "Mary Perry — Machine Operator in Indianapolis, IN. Skills: 6S|blueprint reading|lathe|lean manufacturing|line work|micrometer|mill. Certs: none. Archetype: improving. Reliability: 0.65, Availability: 0.86",
|
||
"score": 0.5971895,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-24628",
|
||
"chunk_text": "Mary G. Phillips — Machine Operator in Indianapolis, IN. Skills: 6S|blueprint reading|calipers|conveyor ops|lathe|line work|press brake. Certs: Forklift|First Aid/CPR|Confined Space. Archetype: leader. Reliability: 0.87, Availability: 0.80",
|
||
"score": 0.5962228,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-17592",
|
||
"chunk_text": "Ryan Q. Parker — Machine Operator in Indianapolis, IN. Skills: 6S|GD&T|batch processing|blueprint reading|calipers|lathe|micrometer|quality inspection. Certs: OSHA-10|Confined Space. Archetype: communicator. Reliability: 0.56, Availability: 0.86",
|
||
"score": 0.5962125,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-46305",
|
||
"chunk_text": "Gregory Z. Morris — Machine Operator in Indianapolis, IN. Skills: 6S|EDM|GD&T|batch processing|calipers|conveyor ops|line work|micrometer|press brake|quality inspection. Certs: Forklift|Fire Safety. Archetype: reliable. Reliability: 0.80, Availability: 0.88",
|
||
"score": 0.59609574,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-2336",
|
||
"chunk_text": "Samuel Perez — Machine Operator in Indianapolis, IN. Skills: GD&T|assembly|calipers|grinder|lean manufacturing. Certs: OSHA-30|MSDS. Archetype: reliable. Reliability: 0.83, Availability: 1.00",
|
||
"score": 0.59579647,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-3637",
|
||
"chunk_text": "Jacob Thomas — Machine Operator in Indianapolis, IN. Skills: CNC|batch processing|grinder|lean manufacturing. Certs: Forklift|Reach Truck|ServSafe. Archetype: communicator. Reliability: 0.68, Availability: 0.84",
|
||
"score": 0.59306204,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-49997",
|
||
"chunk_text": "Deborah Z. Thompson — Machine Operator in Indianapolis, IN. Skills: GD&T|SPC|blueprint reading|conveyor ops|labeling|lathe|line work|quality inspection. Certs: Order Picker. Archetype: communicator. Reliability: 0.55, Availability: 0.73",
|
||
"score": 0.59144115,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-11736",
|
||
"chunk_text": "Dorothy Adams — Machine Operator in Indianapolis, IN. Skills: EDM|GD&T|assembly|batch processing|conveyor ops|lathe|lean manufacturing|line work. Certs: none. Archetype: improving. Reliability: 0.57, Availability: 0.73",
|
||
"score": 0.5885857,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-22958",
|
||
"chunk_text": "Ryan A. Richardson — Machine Operator in Indianapolis, IN. Skills: GD&T|SPC|calipers|conveyor ops|lathe|mill|press brake. Certs: OSHA-10|MSDS. Archetype: specialist. Reliability: 0.74, Availability: 0.94",
|
||
"score": 0.5836939,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-17924",
|
||
"chunk_text": "David K. Diaz — Machine Operator in Indianapolis, IN. Skills: GD&T|assembly|calipers|conveyor ops|labeling|micrometer|mill|press brake|quality inspection. Certs: none. Archetype: leader. Reliability: 0.74, Availability: 0.76",
|
||
"score": 0.58352816,
|
||
"sql_verified": true
|
||
}
|
||
],
|
||
"duration_ms": 339,
|
||
"_trimmed": "20 more"
|
||
},
|
||
"at": "2026-04-21T04:32:26.097Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "continue",
|
||
"notes": "Executor is on a reasonable path. The hybrid_search has been executed with the correct filters for role, location, and availability. The next step is to propose the top 3 candidates from the tool_result, ensuring they meet the criteria."
|
||
},
|
||
"at": "2026-04-21T04:32:30.078Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "propose_done",
|
||
"content": {
|
||
"kind": "propose_done",
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-23467",
|
||
"name": "Alexander P. Turner"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23524",
|
||
"name": "Angela U. Ward"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-6479",
|
||
"name": "Christina Watson"
|
||
}
|
||
],
|
||
"rationale": "The hybrid_search returned 40 ranked candidates for 'Machine Operator' in 'Indianapolis, IN' with availability > 0.7. The top 3 results (W500K-23467, W500K-23524, W500K-6479) are verified Machine Operators in the target city/state with high scores (0.94, 0.87, 0.83). These satisfy the target count of 3. Per strategy, verification of one candidate would be ideal, but the tool result explicitly marks these as '✓' and provides sufficient schema-matched data (role, city, state, availability) to proceed. No further search is needed as the pool is sufficient."
|
||
},
|
||
"at": "2026-04-21T04:32:35.931Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "approve_done",
|
||
"notes": "The propose_done meets all approval criteria: exactly 3 fills, each fill's name appears in a prior tool_result from Indianapolis, IN with role 'Machine Operator', and at least one fill (Alexander P. Turner) has been SQL-verified in the tool_result."
|
||
},
|
||
"at": "2026-04-21T04:32:37.652Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "consensus_done",
|
||
"content": {
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-23467",
|
||
"name": "Alexander P. Turner"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23524",
|
||
"name": "Angela U. Ward"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-6479",
|
||
"name": "Christina Watson"
|
||
}
|
||
]
|
||
},
|
||
"at": "2026-04-21T04:32:37.652Z"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"event": {
|
||
"kind": "misplacement",
|
||
"at": "16:00",
|
||
"role": "Assembler",
|
||
"count": 1,
|
||
"replaces_event": "07:30",
|
||
"city": "Indianapolis",
|
||
"state": "IN",
|
||
"shift_start": "16:00 PM",
|
||
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-26, fill=paramount.",
|
||
"exclude_worker_ids": [
|
||
null,
|
||
null,
|
||
null,
|
||
null,
|
||
null,
|
||
null
|
||
]
|
||
},
|
||
"ok": true,
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-24626",
|
||
"name": "Jacob E. Bailey"
|
||
}
|
||
],
|
||
"turns": 2,
|
||
"duration_secs": 13.576,
|
||
"gap_signals": [
|
||
"double_book: undefined Jacob E. Bailey already booked for 07:30"
|
||
],
|
||
"sources_first_score": 1.0175977,
|
||
"sources_last_score": 0.7004304,
|
||
"pool_size": 838,
|
||
"playbook_citations": [
|
||
"pb-seed-66d37fc6946ae16d",
|
||
"pb-seed-4877dd9a31995eb3",
|
||
"pb-seed-66e1af3b76592c54",
|
||
"pb-seed-95ac3ca3661da473",
|
||
"pb-seed-49e04b58f31a508d",
|
||
"pb-seed-efaefbbb2e3439b0",
|
||
"pb-seed-af3ae92c66ebec8f",
|
||
"pb-seed-2406cfb9d5548981",
|
||
"pb-seed-62d6e01922ab1ac2",
|
||
"pb-seed-b6e0217d434d26c9",
|
||
"pb-seed-16869a3ac95216f8",
|
||
"pb-seed-c639407f546e9d56",
|
||
"pb-seed-f47cccf334bb1e05",
|
||
"pb-seed-65fc161357d36662",
|
||
"pb-seed-8b3d25b990bddacb",
|
||
"pb-seed-885e0dacb0961e89"
|
||
],
|
||
"discovered_pattern": "Across 25 similar past playbooks (19 workers examined) · recurring certifications: Forklift (42%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)",
|
||
"diagnostic_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 = 'Assembler' AND city = 'Indianapolis' AND state = 'IN' AND CAST(availability AS DOUBLE) > 0.5",
|
||
"question": "reliable Assembler Indianapolis IN",
|
||
"k": 20
|
||
},
|
||
"rationale": "Execute the canonical fill task by searching the workers index for Assemblers in Indianapolis, IN with availability > 0.5. Use k=20 as per guidelines for 1 fill to ensure a deep enough pool for the ranker to discriminate, while adhering to the schema constraints (casting availability to DOUBLE)."
|
||
},
|
||
"at": "2026-04-21T04:32:48.247Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_result",
|
||
"content": {
|
||
"question": "reliable Assembler Indianapolis IN",
|
||
"sql_filter": "role = 'Assembler' AND city = 'Indianapolis' AND state = 'IN' AND CAST(availability AS DOUBLE) > 0.5",
|
||
"sql_matches": 838,
|
||
"vector_reranked": 20,
|
||
"method": "hybrid_sql_vector",
|
||
"answer": null,
|
||
"sources": [
|
||
{
|
||
"doc_id": "W500K-24626",
|
||
"chunk_text": "Jacob E. Bailey — Assembler in Indianapolis, IN. Skills: CMM|batch processing|gauge R&R|labeling. Certs: First Aid/CPR|Reach Truck. Archetype: communicator. Reliability: 0.63, Availability: 0.76",
|
||
"score": 1.0175977,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-66d37fc6946ae16d",
|
||
"pb-seed-4877dd9a31995eb3",
|
||
"pb-seed-66e1af3b76592c54",
|
||
"pb-seed-95ac3ca3661da473",
|
||
"pb-seed-49e04b58f31a508d",
|
||
"pb-seed-efaefbbb2e3439b0",
|
||
"pb-seed-af3ae92c66ebec8f",
|
||
"pb-seed-2406cfb9d5548981",
|
||
"pb-seed-62d6e01922ab1ac2"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-7814",
|
||
"chunk_text": "Jeffrey Walker — Assembler in Indianapolis, IN. Skills: 6S|CMM|ISO 9001|first article|gauge R&R|line work|quality inspection. Certs: none. Archetype: communicator. Reliability: 0.79, Availability: 0.85",
|
||
"score": 0.98208374,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.24976504,
|
||
"playbook_citations": [
|
||
"pb-seed-66d37fc6946ae16d",
|
||
"pb-seed-4877dd9a31995eb3",
|
||
"pb-seed-af3ae92c66ebec8f"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-45788",
|
||
"chunk_text": "Andre C. Brooks — Assembler in Indianapolis, IN. Skills: SPC|assembly|inspection|quality inspection|root cause analysis. Certs: OSHA-30|Forklift|Lockout/Tagout. Archetype: reliable. Reliability: 0.83, Availability: 0.64",
|
||
"score": 0.9755901,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-66d37fc6946ae16d",
|
||
"pb-seed-4877dd9a31995eb3",
|
||
"pb-seed-af3ae92c66ebec8f",
|
||
"pb-seed-62d6e01922ab1ac2"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-47104",
|
||
"chunk_text": "James S. Castillo — Assembler in Indianapolis, IN. Skills: CMM|SPC|batch processing|conveyor ops|quality inspection|root cause analysis. Certs: First Aid/CPR. Archetype: reliable. Reliability: 0.84, Availability: 0.76",
|
||
"score": 0.9637134,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-66d37fc6946ae16d",
|
||
"pb-seed-4877dd9a31995eb3",
|
||
"pb-seed-af3ae92c66ebec8f",
|
||
"pb-seed-62d6e01922ab1ac2"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-23186",
|
||
"chunk_text": "Peter U. Green — Assembler in Indianapolis, IN. Skills: CMM|SPC|batch processing|inspection|labeling|line work. Certs: OSHA-10|OSHA-30|First Aid/CPR. Archetype: communicator. Reliability: 0.54, Availability: 0.69",
|
||
"score": 0.9004332,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.16655622,
|
||
"playbook_citations": [
|
||
"pb-seed-4877dd9a31995eb3",
|
||
"pb-seed-af3ae92c66ebec8f"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-12207",
|
||
"chunk_text": "Zachary Taylor — Assembler in Indianapolis, IN. Skills: CMM|ISO 9001|conveyor ops|inspection|labeling. Certs: Fire Safety. Archetype: reliable. Reliability: 0.89, Availability: 1.00",
|
||
"score": 0.82642615,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-b6e0217d434d26c9",
|
||
"pb-seed-16869a3ac95216f8",
|
||
"pb-seed-c639407f546e9d56",
|
||
"pb-seed-66d37fc6946ae16d",
|
||
"pb-seed-f47cccf334bb1e05",
|
||
"pb-seed-65fc161357d36662",
|
||
"pb-seed-8b3d25b990bddacb",
|
||
"pb-seed-4877dd9a31995eb3",
|
||
"pb-seed-49e04b58f31a508d",
|
||
"pb-seed-af3ae92c66ebec8f",
|
||
"pb-seed-62d6e01922ab1ac2"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-41683",
|
||
"chunk_text": "Lauren F. Moore — Assembler in Indianapolis, IN. Skills: SPC|calibration|gauge R&R|inspection|line work. Certs: OSHA-30. Archetype: leader. Reliability: 0.85, Availability: 0.77",
|
||
"score": 0.81488436,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-885e0dacb0961e89",
|
||
"pb-seed-16869a3ac95216f8",
|
||
"pb-seed-65fc161357d36662",
|
||
"pb-seed-49e04b58f31a508d",
|
||
"pb-seed-62d6e01922ab1ac2"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-21258",
|
||
"chunk_text": "Katherine Q. Gutierrez — Assembler in Indianapolis, IN. Skills: CMM|calibration|first article|labeling|line work|nonconformance|quality inspection. Certs: OSHA-10. Archetype: reliable. Reliability: 0.76, Availability: 0.90",
|
||
"score": 0.8037489,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-885e0dacb0961e89",
|
||
"pb-seed-16869a3ac95216f8",
|
||
"pb-seed-65fc161357d36662",
|
||
"pb-seed-49e04b58f31a508d",
|
||
"pb-seed-62d6e01922ab1ac2"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-38390",
|
||
"chunk_text": "Gary O. Stewart — Assembler in Indianapolis, IN. Skills: 6S|SPC|labeling|line work|nonconformance|quality inspection|root cause analysis. Certs: OSHA-10|Reach Truck. Archetype: communicator. Reliability: 0.59, Availability: 1.00",
|
||
"score": 0.783293,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-885e0dacb0961e89",
|
||
"pb-seed-16869a3ac95216f8",
|
||
"pb-seed-65fc161357d36662",
|
||
"pb-seed-49e04b58f31a508d"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-26653",
|
||
"chunk_text": "Dorothy D. Lewis — Assembler in Indianapolis, IN. Skills: CMM|SPC|assembly|calibration|inspection|nonconformance. Certs: First Aid/CPR. Archetype: specialist. Reliability: 0.86, Availability: 0.71",
|
||
"score": 0.7655538,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.18708672,
|
||
"playbook_citations": [
|
||
"pb-seed-885e0dacb0961e89",
|
||
"pb-seed-16869a3ac95216f8",
|
||
"pb-seed-65fc161357d36662",
|
||
"pb-seed-49e04b58f31a508d"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-49897",
|
||
"chunk_text": "Adam D. Watson — Assembler in Indianapolis, IN. Skills: ISO 9001|conveyor ops|quality inspection|root cause analysis. Certs: OSHA-10. Archetype: flexible. Reliability: 0.75, Availability: 0.98",
|
||
"score": 0.7652522,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.24938037,
|
||
"playbook_citations": [
|
||
"pb-seed-b6e0217d434d26c9",
|
||
"pb-seed-16869a3ac95216f8",
|
||
"pb-seed-66d37fc6946ae16d",
|
||
"pb-seed-65fc161357d36662"
|
||
]
|
||
},
|
||
{
|
||
"doc_id": "W500K-37169",
|
||
"chunk_text": "Ruth P. Lee — Assembler in Indianapolis, IN. Skills: 6S|ISO 9001|SPC|conveyor ops|first article|gauge R&R|inspection|labeling|nonconformance|quality inspection. Certs: Forklift|Reach Truck. Archetype: communicator. Reliability: 0.67, Availability: 0.68",
|
||
"score": 0.7310549,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-10116",
|
||
"chunk_text": "Ryan Long — Assembler in Indianapolis, IN. Skills: ISO 9001|SPC|calibration|gauge R&R|inspection|labeling|line work|quality inspection. Certs: OSHA-10|Forklift|ServSafe. Archetype: reliable. Reliability: 0.86, Availability: 0.78",
|
||
"score": 0.7310284,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-2793",
|
||
"chunk_text": "Karen Ramos — Assembler in Indianapolis, IN. Skills: assembly|calibration|conveyor ops|labeling|lean manufacturing|nonconformance. Certs: OSHA-10|Hazmat. Archetype: reliable. Reliability: 0.87, Availability: 0.86",
|
||
"score": 0.7274905,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-6788",
|
||
"chunk_text": "Wei Baker — Assembler in Indianapolis, IN. Skills: CMM|ISO 9001|SPC|assembly|batch processing|conveyor ops|inspection|line work|nonconformance|quality inspection. Certs: OSHA-30|Forklift. Archetype: communicator. Reliability: 0.67, Availability: 0.69",
|
||
"score": 0.7260157,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-28314",
|
||
"chunk_text": "Brandon A. Evans — Assembler in Indianapolis, IN. Skills: 6S|CMM|assembly|conveyor ops|first article|line work|nonconformance. Certs: OSHA-10|Forklift. Archetype: communicator. Reliability: 0.68, Availability: 0.65",
|
||
"score": 0.72206557,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-14524",
|
||
"chunk_text": "Heather Murphy — Assembler in Indianapolis, IN. Skills: 6S|ISO 9001|batch processing|lean manufacturing|line work|nonconformance|quality inspection. Certs: MSDS. Archetype: communicator. Reliability: 0.88, Availability: 0.92",
|
||
"score": 0.7174463,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-14755",
|
||
"chunk_text": "Samuel Hall — Assembler in Indianapolis, IN. Skills: batch processing|first article|labeling|line work|nonconformance. Certs: OSHA-10. Archetype: flexible. Reliability: 0.70, Availability: 0.80",
|
||
"score": 0.71547115,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-25636",
|
||
"chunk_text": "Yuki A. Hernandez — Assembler in Indianapolis, IN. Skills: 6S|CMM|assembly|conveyor ops|quality inspection|root cause analysis. Certs: Hazmat|First Aid/CPR|Confined Space. Archetype: reliable. Reliability: 0.86, Availability: 0.50",
|
||
"score": 0.7100364,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-21303",
|
||
"chunk_text": "Donald J. Price — Assembler in Indianapolis, IN. Skills: ISO 9001|SPC|assembly|batch processing|calibration|line work|quality inspection. Certs: Hazmat|First Aid/CPR. Archetype: reliable. Reliability: 0.83, Availability: 0.85",
|
||
"score": 0.7004304,
|
||
"sql_verified": true
|
||
}
|
||
],
|
||
"duration_ms": 288
|
||
},
|
||
"at": "2026-04-21T04:32:48.537Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "continue",
|
||
"notes": "Executor is on a reasonable path. The hybrid_search tool was correctly used with the appropriate filters for role, location, and availability. The results include valid Assemblers in Indianapolis, IN. Next, the executor should propose one of these candidates and verify with SQL if needed."
|
||
},
|
||
"at": "2026-04-21T04:32:52.669Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "propose_done",
|
||
"content": {
|
||
"kind": "propose_done",
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-24626",
|
||
"name": "Jacob E. Bailey"
|
||
}
|
||
],
|
||
"rationale": "The hybrid_search returned 20 ranked candidates. W500K-24626 (Jacob E. Bailey) is the top-ranked Assembler in Indianapolis, IN with a score of 1.02. The task requires exactly 1 fill. Per the strategy tip, once the candidate roster is surfaced (≥1 entry), verify the top candidate and propose. The top candidate is the best match for the target."
|
||
},
|
||
"at": "2026-04-21T04:32:56.336Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "approve_done",
|
||
"notes": "The propose_done meets all approval criteria: exactly 1 fill, Jacob E. Bailey (W500K-24626) is listed in the prior tool_result as a valid Assembler in Indianapolis, IN, and there is no indication of SQL verification needed beyond what's already provided."
|
||
},
|
||
"at": "2026-04-21T04:32:58.035Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "consensus_done",
|
||
"content": {
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-24626",
|
||
"name": "Jacob E. Bailey"
|
||
}
|
||
]
|
||
},
|
||
"at": "2026-04-21T04:32:58.035Z"
|
||
}
|
||
]
|
||
}
|
||
] |