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lakehouse/tests/multi-agent/playbooks/scenario-2026-04-21T04-38-42/results.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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[
{
"event": {
"kind": "baseline_fill",
"at": "07:30",
"role": "Assembler",
"count": 6,
"city": "Indianapolis",
"state": "IN",
"shift_start": "07:30 AM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-26, fill=paramount."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-49897",
"name": "Adam D. Watson"
},
{
"candidate_id": "W500K-24626",
"name": "Jacob E. Bailey"
},
{
"candidate_id": "W500K-45788",
"name": "Andre C. Brooks"
},
{
"candidate_id": "W500K-7814",
"name": "Jeffrey Walker"
},
{
"candidate_id": "W500K-47104",
"name": "James S. Castillo"
},
{
"candidate_id": "W500K-41683",
"name": "Lauren F. Moore"
}
],
"turns": 4,
"duration_secs": 30.157,
"gap_signals": [
"double_book: undefined Jacob E. Bailey already booked for 07:30",
"double_book: undefined Andre C. Brooks already booked for 07:30",
"double_book: undefined Jeffrey Walker already booked for 07:30",
"double_book: undefined James S. Castillo already booked for 07:30",
"double_book: undefined Lauren F. Moore already booked for 07:30"
],
"sources_first_score": 0.9268861,
"sources_last_score": 0.5702434,
"pool_size": 838,
"playbook_citations": [
"pb-seed-b6e0217d434d26c9",
"pb-seed-16869a3ac95216f8",
"pb-seed-66d37fc6946ae16d",
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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": [
{
"turn": 1,
"role": "executor",
"model": "kimi-k2.5",
"kind": "plan",
"content": {
"kind": "plan",
"steps": [
"Run hybrid_search for Assembler role in Indianapolis, IN with availability filter",
"Review surfaced candidates and verify at least 6 match requirements",
"Use sql tool to verify one candidate exists with correct attributes",
"Propose exactly 6 fills with verified candidates"
]
},
"at": "2026-04-21T04:38:46.125Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is following a reasonable plan by using hybrid_search with the correct filters, verifying candidates, and preparing to propose exactly 6 fills. Ensure that all candidates are from Indianapolis, IN and have the Assembler role before finalizing."
},
"at": "2026-04-21T04:38:47.520Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"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 plant expansion manufacturing production",
"k": 40
},
"rationale": "First step: surface candidates for Assembler role in Indianapolis with availability filter. Using k=40 to get deep pool for 6 fills."
},
"at": "2026-04-21T04:39:00.746Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "reliable assembler Indianapolis plant expansion manufacturing production",
"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-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": 0.9268861,
"sql_verified": true,
"playbook_boost": 0.24934456,
"playbook_citations": [
"pb-seed-b6e0217d434d26c9",
"pb-seed-16869a3ac95216f8",
"pb-seed-66d37fc6946ae16d",
"pb-seed-65fc161357d36662"
]
},
{
"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": 0.8839124,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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"pb-seed-4877dd9a31995eb3",
"pb-seed-66e1af3b76592c54",
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"pb-seed-efaefbbb2e3439b0",
"pb-seed-af3ae92c66ebec8f",
"pb-seed-2406cfb9d5548981",
"pb-seed-62d6e01922ab1ac2",
"pb-seed-3d455e25c85e7250"
]
},
{
"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": 0.8826552,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-66d37fc6946ae16d",
"pb-seed-4877dd9a31995eb3",
"pb-seed-af3ae92c66ebec8f",
"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": 0.8660126,
"sql_verified": true,
"playbook_boost": 0.24972913,
"playbook_citations": [
"pb-seed-66d37fc6946ae16d",
"pb-seed-4877dd9a31995eb3",
"pb-seed-af3ae92c66ebec8f"
]
},
{
"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": 0.86100805,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-66d37fc6946ae16d",
"pb-seed-4877dd9a31995eb3",
"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": 0.8090441,
"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": 0.782235,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-885e0dacb0961e89",
"pb-seed-16869a3ac95216f8",
"pb-seed-65fc161357d36662",
"pb-seed-49e04b58f31a508d"
]
},
{
"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": 0.77834237,
"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-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": 0.7623881,
"sql_verified": true,
"playbook_boost": 0.1665323,
"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": 0.73276365,
"sql_verified": true,
"playbook_boost": 0.14558782,
"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-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": 0.73067176,
"sql_verified": true,
"playbook_boost": 0.18705985,
"playbook_citations": [
"pb-seed-885e0dacb0961e89",
"pb-seed-16869a3ac95216f8",
"pb-seed-65fc161357d36662",
"pb-seed-49e04b58f31a508d"
]
},
{
"doc_id": "W500K-37969",
"chunk_text": "Roberto J. Rodriguez — Assembler in Indianapolis, IN. Skills: SPC|calibration|gauge R&R|inspection|labeling|quality inspection|root cause analysis. Certs: none. Archetype: communicator. Reliability: 0.69, Availability: 0.96",
"score": 0.6620112,
"sql_verified": true
},
{
"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": 0.64617574,
"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": 0.6437353,
"sql_verified": true
},
{
"doc_id": "W500K-30765",
"chunk_text": "Elizabeth H. Kim — Assembler in Indianapolis, IN. Skills: SPC|assembly|calibration|conveyor ops|inspection|lean manufacturing|quality inspection. Certs: OSHA-10|Forklift. Archetype: specialist. Reliability: 0.88, Availability: 0.79",
"score": 0.64198893,
"sql_verified": true
},
{
"doc_id": "W500K-11245",
"chunk_text": "Carolyn Ward — Assembler in Indianapolis, IN. Skills: SPC|first article|gauge R&R|inspection|line work|nonconformance. Certs: OSHA-10|OSHA-30|Forklift|First Aid/CPR|ServSafe. Archetype: specialist. Reliability: 0.81, Availability: 0.79",
"score": 0.6340363,
"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": 0.62670493,
"sql_verified": true
},
{
"doc_id": "W500K-36052",
"chunk_text": "Adam Q. Adams — Assembler in Indianapolis, IN. Skills: CMM|ISO 9001|SPC|batch processing|inspection|labeling|nonconformance. Certs: Reach Truck. Archetype: leader. Reliability: 0.67, Availability: 0.62",
"score": 0.62294906,
"sql_verified": true
},
{
"doc_id": "W500K-35667",
"chunk_text": "Malik V. Moore — Assembler in Indianapolis, IN. Skills: 6S|assembly|calibration|line work|nonconformance. Certs: OSHA-10|Forklift|MSDS|Confined Space. Archetype: specialist. Reliability: 0.77, Availability: 0.71",
"score": 0.62128776,
"sql_verified": true
},
{
"doc_id": "W500K-28409",
"chunk_text": "Kyle R. Hernandez — Assembler in Indianapolis, IN. Skills: 6S|assembly|first article|gauge R&R|line work|nonconformance. Certs: First Aid/CPR. Archetype: flexible. Reliability: 0.73, Availability: 1.00",
"score": 0.6182008,
"sql_verified": true
}
],
"duration_ms": 359,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:39:01.107Z"
},
{
"turn": 2,
"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 review the surfaced candidates, ensure they are from Indianapolis, IN, and verify they have the required Assembler skill. Once validated, the executor should propose exactly 6 fills with verified candidates."
},
"at": "2026-04-21T04:39:02.952Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "sql",
"args": {
"query": "SELECT worker_id, name, role, city, state, CAST(availability AS DOUBLE) as availability, CAST(reliability AS DOUBLE) as reliability, skills FROM workers_500k WHERE worker_id = 49897"
},
"rationale": "Verify the top-ranked candidate (Adam D. Watson, W500K-49897) exists with correct Assembler role in Indianapolis, IN and has availability > 0.5 before proposing fills."
},
"at": "2026-04-21T04:39:04.876Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"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"
},
{
"name": "reliability",
"data_type": "Float64"
},
{
"name": "skills",
"data_type": "Utf8View"
}
],
"rows": [
{
"availability": 0.9777,
"city": "Indianapolis",
"name": "Adam D. Watson",
"reliability": 0.75,
"role": "Assembler",
"skills": "ISO 9001, conveyor ops, quality inspection, root cause analysis",
"state": "IN",
"worker_id": 49897
}
],
"row_count": 1
},
"at": "2026-04-21T04:39:04.940Z"
},
{
"turn": 3,
"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 review the surfaced candidates, ensure they are from Indianapolis, IN, have the Assembler skill, and verify at least one with SQL before proposing exactly 6 fills."
},
"at": "2026-04-21T04:39:06.647Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-49897",
"name": "Adam D. Watson"
},
{
"candidate_id": "W500K-24626",
"name": "Jacob E. Bailey"
},
{
"candidate_id": "W500K-45788",
"name": "Andre C. Brooks"
},
{
"candidate_id": "W500K-7814",
"name": "Jeffrey Walker"
},
{
"candidate_id": "W500K-47104",
"name": "James S. Castillo"
},
{
"candidate_id": "W500K-41683",
"name": "Lauren F. Moore"
}
],
"rationale": "Verified Adam D. Watson (W500K-49897) via SQL: Assembler role, Indianapolis IN, availability 0.9777 > 0.5. All 6 candidates surfaced from hybrid_search with role='Assembler', city='Indianapolis', state='IN', availability > 0.5 filter. Top 6 by semantic score selected for Pioneer Assembly Indianapolis Plant Expansion fill."
},
"at": "2026-04-21T04:39:11.266Z"
},
{
"turn": 4,
"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 appear in prior tool_result from Indianapolis, IN with role 'Assembler', and at least one fill (Adam D. Watson) was SQL-verified."
},
"at": "2026-04-21T04:39:12.857Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-49897",
"name": "Adam D. Watson"
},
{
"candidate_id": "W500K-24626",
"name": "Jacob E. Bailey"
},
{
"candidate_id": "W500K-45788",
"name": "Andre C. Brooks"
},
{
"candidate_id": "W500K-7814",
"name": "Jeffrey Walker"
},
{
"candidate_id": "W500K-47104",
"name": "James S. Castillo"
},
{
"candidate_id": "W500K-41683",
"name": "Lauren F. Moore"
}
]
},
"at": "2026-04-21T04:39:12.857Z"
}
]
},
{
"event": {
"kind": "recurring",
"at": "09:30",
"role": "Quality Tech",
"count": 2,
"city": "Indianapolis",
"state": "IN",
"shift_start": "09:30 AM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-26, fill=paramount."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-32928",
"name": "Carlos M. Murphy"
},
{
"candidate_id": "W500K-41658",
"name": "Frank G. Roberts"
}
],
"turns": 4,
"duration_secs": 69.042,
"gap_signals": [
"double_book: undefined Carlos M. Murphy already booked for 07:30",
"double_book: undefined Frank G. Roberts already booked for 07:30"
],
"sources_first_score": 1.0085597,
"sources_last_score": 0.6304863,
"pool_size": 697,
"playbook_citations": [
"pb-seed-9c0c5b136f134c33",
"pb-seed-dbce9e418f6fa1e9",
"pb-seed-a3774077f1b11299",
"pb-seed-7e68e7e5d52f22ec",
"pb-seed-43a2b248a21673a7",
"pb-seed-d5085451e315a744",
"pb-seed-e46904d5ba551aca",
"pb-seed-fa5b4c24f4f985d9",
"pb-seed-9124e59dbb7c2f18"
],
"discovered_pattern": "Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)",
"diagnostic_log": [
{
"turn": 1,
"role": "executor",
"model": "kimi-k2.5",
"kind": "plan",
"content": {
"kind": "plan",
"steps": [
"Run hybrid_search for Quality Tech in Indianapolis, IN with availability filter and recurring semantic hint",
"Review surfaced candidates for 2+ matches in Indianapolis",
"Verify top candidates via SQL if needed",
"Propose 2 fills once confirmed"
]
},
"at": "2026-04-21T04:39:23.105Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is following a reasonable path by using hybrid_search with the correct filters and planning to verify candidates via SQL. Ensure that the final proposal includes exactly 2 verified candidates from Indianapolis, IN with the 'Quality Tech' role and that they are not among the excluded workers."
},
"at": "2026-04-21T04:39:24.760Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"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": "reliable Quality Tech recurring work Indianapolis manufacturing inspection",
"k": 20
},
"rationale": "Search for Quality Tech workers in Indianapolis with availability > 0.5, using recurring semantic hint to prioritize workers suitable for ongoing assignments. k=20 for 2 fills provides adequate candidate pool."
},
"at": "2026-04-21T04:39:26.851Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "reliable Quality Tech recurring work Indianapolis manufacturing inspection",
"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-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": 1.0085597,
"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",
"pb-seed-fa5b4c24f4f985d9"
]
},
{
"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": 0.87243986,
"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",
"pb-seed-fa5b4c24f4f985d9"
]
},
{
"doc_id": "W500K-30606",
"chunk_text": "DeShawn E. Young — Quality Tech in Indianapolis, IN. Skills: 6S|ISO 9001|batch processing|calibration|first article|line work|nonconformance|root cause analysis. Certs: Hazmat|First Aid/CPR|MSDS. Archetype: flexible. Reliability: 0.62, Availability: 0.81",
"score": 0.7120819,
"sql_verified": true
},
{
"doc_id": "W500K-14862",
"chunk_text": "Larry Lewis — Quality Tech in Indianapolis, IN. Skills: CMM|SPC|batch processing|calibration|conveyor ops|line work|nonconformance|root cause analysis. Certs: OSHA-10. Archetype: reliable. Reliability: 0.83, Availability: 0.91",
"score": 0.70915353,
"sql_verified": true
},
{
"doc_id": "W500K-37284",
"chunk_text": "Andre A. Gutierrez — Quality Tech in Indianapolis, IN. Skills: CMM|SPC|calibration|conveyor ops|gauge R&R|root cause analysis. Certs: OSHA-10|OSHA-30|MSDS. Archetype: communicator. Reliability: 0.82, Availability: 0.61",
"score": 0.68900925,
"sql_verified": true
},
{
"doc_id": "W500K-24403",
"chunk_text": "Katherine P. Jackson — Quality Tech in Indianapolis, IN. Skills: 6S|CMM|SPC|conveyor ops|labeling|lean manufacturing|quality inspection. Certs: OSHA-10|First Aid/CPR. Archetype: reliable. Reliability: 0.92, Availability: 0.82",
"score": 0.6880841,
"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": 0.6778929,
"sql_verified": true
},
{
"doc_id": "W500K-3641",
"chunk_text": "Alejandro Martinez — Quality Tech in Indianapolis, IN. Skills: 6S|CMM|SPC|assembly|batch processing|lean manufacturing|root cause analysis. Certs: First Aid/CPR. Archetype: flexible. Reliability: 0.82, Availability: 0.72",
"score": 0.6717349,
"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": 0.668161,
"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": 0.6651506,
"sql_verified": true
},
{
"doc_id": "W500K-10866",
"chunk_text": "Sharon Flores — Quality Tech in Indianapolis, IN. Skills: 6S|SPC|calibration|conveyor ops|nonconformance|quality inspection. Certs: OSHA-30. Archetype: specialist. Reliability: 0.76, Availability: 0.71",
"score": 0.6526244,
"sql_verified": true
},
{
"doc_id": "W500K-3401",
"chunk_text": "Olga Ortiz — Quality Tech in Indianapolis, IN. Skills: 6S|ISO 9001|SPC|labeling|nonconformance|quality inspection. Certs: none. Archetype: leader. Reliability: 0.86, Availability: 0.76",
"score": 0.65187156,
"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": 0.643024,
"sql_verified": true
},
{
"doc_id": "W500K-12235",
"chunk_text": "Donna Gutierrez — Quality Tech in Indianapolis, IN. Skills: 6S|SPC|conveyor ops|first article|inspection|labeling|lean manufacturing. Certs: none. Archetype: communicator. Reliability: 0.74, Availability: 0.52",
"score": 0.64164996,
"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": 0.6409269,
"sql_verified": true
},
{
"doc_id": "W500K-47452",
"chunk_text": "Carol C. Ruiz — Quality Tech in Indianapolis, IN. Skills: ISO 9001|assembly|calibration|first article|lean manufacturing. Certs: OSHA-10|Lockout/Tagout. Archetype: communicator. Reliability: 0.73, Availability: 0.97",
"score": 0.6407794,
"sql_verified": true
},
{
"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": 0.63982373,
"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": 0.6368895,
"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": 0.6366274,
"sql_verified": true
},
{
"doc_id": "W500K-13007",
"chunk_text": "Frank Hill — Quality Tech in Indianapolis, IN. Skills: 6S|ISO 9001|SPC|assembly|conveyor ops. Certs: OSHA-10. Archetype: communicator. Reliability: 0.83, Availability: 0.72",
"score": 0.6304863,
"sql_verified": true
}
],
"duration_ms": 347
},
"at": "2026-04-21T04:39:27.200Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The hybrid_search query correctly filters for Quality Tech workers in Indianapolis, IN with availability > 0.5. The top 20 candidates are being considered, and the next step should be to verify and select 2 candidates from this list. Ensure that the final proposal includes exactly 2 verified candidates from the list provided."
},
"at": "2026-04-21T04:39:29.083Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "sql",
"args": {
"query": "SELECT worker_id, name, role, city, state, CAST(availability AS DOUBLE) as avail, CAST(reliability AS DOUBLE) as reli, skills FROM workers_500k WHERE worker_id IN (32928, 41658) ORDER BY worker_id"
},
"rationale": "Verify the top 2 hybrid_search candidates (Carlos M. Murphy and Frank G. Roberts) are confirmed Quality Tech workers in Indianapolis with availability > 0.5 before proposing fills."
},
"at": "2026-04-21T04:39:31.831Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"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": "avail",
"data_type": "Float64"
},
{
"name": "reli",
"data_type": "Float64"
},
{
"name": "skills",
"data_type": "Utf8View"
}
],
"rows": [
{
"avail": 0.8109,
"city": "Indianapolis",
"name": "Carlos M. Murphy",
"reli": 0.8803,
"role": "Quality Tech",
"skills": "6S, SPC, conveyor ops, gauge R&R, lean manufacturing, line work",
"state": "IN",
"worker_id": 32928
},
{
"avail": 1,
"city": "Indianapolis",
"name": "Frank G. Roberts",
"reli": 0.6324,
"role": "Quality Tech",
"skills": "conveyor ops, first article, gauge R&R, lean manufacturing",
"state": "IN",
"worker_id": 41658
}
],
"row_count": 2
},
"at": "2026-04-21T04:39:31.891Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The SQL verification confirms that both Carlos M. Murphy and Frank G. Roberts are valid Quality Tech workers in Indianapolis, IN with availability > 0.5. The next step should be to propose these two verified candidates as the fills."
},
"at": "2026-04-21T04:39:33.638Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-32928",
"name": "Carlos M. Murphy"
},
{
"candidate_id": "W500K-41658",
"name": "Frank G. Roberts"
}
],
"rationale": "Both candidates verified via SQL as Quality Tech workers in Indianapolis, IN with availability > 0.5. Carlos M. Murphy has strong reliability (0.88) and availability (0.81). Frank G. Roberts has perfect availability (1.0) and relevant skills. Both surfaced from hybrid_search with recurring semantic hint and are top-ranked candidates suitable for recurring work."
},
"at": "2026-04-21T04:40:25.122Z"
},
{
"turn": 4,
"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 verified via SQL as Quality Tech workers in Indianapolis, IN with availability > 0.5, and both appear in prior tool_result from Indianapolis, IN matching the role."
},
"at": "2026-04-21T04:40:26.826Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-32928",
"name": "Carlos M. Murphy"
},
{
"candidate_id": "W500K-41658",
"name": "Frank G. Roberts"
}
]
},
"at": "2026-04-21T04:40:26.826Z"
}
]
},
{
"event": {
"kind": "expansion",
"at": "11:00",
"role": "Machine Operator",
"count": 5,
"city": "Indianapolis",
"state": "IN",
"shift_start": "11:00 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-26, fill=paramount."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-34233",
"name": "Alexander R. Evans"
},
{
"candidate_id": "W500K-23524",
"name": "Angela U. Ward"
},
{
"candidate_id": "W500K-23467",
"name": "Alexander P. Turner"
},
{
"candidate_id": "W500K-6479",
"name": "Christina Watson"
},
{
"candidate_id": "W500K-18400",
"name": "Amy S. Jenkins"
}
],
"turns": 4,
"duration_secs": 20.136,
"gap_signals": [
"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",
"double_book: undefined Christina Watson already booked for 07:30",
"double_book: undefined Amy S. Jenkins already booked for 07:30"
],
"sources_first_score": 0.87306905,
"sources_last_score": 0.48937863,
"pool_size": 597,
"playbook_citations": [
"pb-seed-b249552c3cd15b5e",
"pb-seed-fcf82664d2d9567b",
"pb-seed-4b7bc1f7f068bb9f",
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],
"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": "kimi-k2.5",
"kind": "plan",
"content": {
"kind": "plan",
"steps": [
"Run hybrid_search for Machine Operators in Indianapolis, IN with availability > 0.5 and reliability > 0.75",
"Use k=40 to get deep candidate pool (5× target)",
"Review results and verify at least one candidate via SQL",
"Filter out any excluded workers if present",
"Propose top 5 candidates as fills"
]
},
"at": "2026-04-21T04:40:32.437Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. Ensure that the hybrid_search includes the correct filters for Indianapolis, IN and Machine Operator role. Verify that the final proposed candidates meet the criteria of exactly 5 fills, each from Indianapolis, IN, with the required skills, and that at least one has been SQL-verified."
},
"at": "2026-04-21T04:40:34.102Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"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": "experienced machine operator Indianapolis manufacturing production reliable",
"k": 40
},
"rationale": "First step: run hybrid_search to surface Machine Operators in Indianapolis, IN with availability > 0.5 and reliability > 0.75. Using k=40 for 5 fills (5× target) to get deep candidate pool. Semantic query emphasizes experience and reliability for manufacturing production roles."
},
"at": "2026-04-21T04:40:37.033Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "experienced machine operator Indianapolis manufacturing production reliable",
"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-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": 0.87306905,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-b249552c3cd15b5e",
"pb-seed-fcf82664d2d9567b",
"pb-seed-4b7bc1f7f068bb9f",
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"pb-seed-65de15df32e8e588",
"pb-seed-44630e72ad08bf83",
"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": 0.7998829,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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"pb-seed-276dbbe1def897d5",
"pb-seed-c5b0eccd3f0b177b"
]
},
{
"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": 0.7919725,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-2a6b072589433954",
"pb-seed-fcf82664d2d9567b",
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"pb-seed-276dbbe1def897d5",
"pb-seed-c5b0eccd3f0b177b"
]
},
{
"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": 0.72858655,
"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",
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"pb-seed-875d10bd4d46ef74",
"pb-seed-276dbbe1def897d5",
"pb-seed-c5b0eccd3f0b177b"
]
},
{
"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": 0.725739,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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},
{
"doc_id": "W500K-9202",
"chunk_text": "Linda Gonzalez — Machine Operator in Indianapolis, IN. Skills: CNC|SPC|assembly|calipers|lathe|lean manufacturing|line work|mill|press brake. Certs: Hazmat|First Aid/CPR. Archetype: reliable. Reliability: 0.88, Availability: 0.71",
"score": 0.6866109,
"sql_verified": true
},
{
"doc_id": "W500K-2350",
"chunk_text": "Barbara Cooper — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|EDM|GD&T|batch processing|conveyor ops|grinder|line work|micrometer. Certs: First Aid/CPR. Archetype: specialist. Reliability: 0.78, Availability: 0.76",
"score": 0.6852993,
"sql_verified": true
},
{
"doc_id": "W500K-5403",
"chunk_text": "Ashley Thomas — Machine Operator in Indianapolis, IN. Skills: CNC|GD&T|assembly|blueprint reading|labeling|lathe|line work. Certs: First Aid/CPR|Order Picker. Archetype: communicator. Reliability: 0.85, Availability: 0.69",
"score": 0.63891065,
"sql_verified": true
},
{
"doc_id": "W500K-47507",
"chunk_text": "Jacob F. Lee — Machine Operator in Indianapolis, IN. Skills: GD&T|SPC|blueprint reading|conveyor ops|micrometer|mill|press brake|quality inspection. Certs: OSHA-10|OSHA-30|MSDS|Lockout/Tagout. Archetype: flexible. Reliability: 0.81, Availability: 0.68",
"score": 0.6166214,
"sql_verified": true
},
{
"doc_id": "W500K-45858",
"chunk_text": "Kathleen U. Perez — Machine Operator in Indianapolis, IN. Skills: 6S|GD&T|batch processing|grinder|labeling|lean manufacturing|micrometer|mill. Certs: First Aid/CPR|ISO 9001. Archetype: leader. Reliability: 0.81, Availability: 0.74",
"score": 0.6165971,
"sql_verified": true
},
{
"doc_id": "W500K-1460",
"chunk_text": "Kenneth Sanchez — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|SPC|assembly|blueprint reading|grinder|line work. Certs: Hazmat. Archetype: flexible. Reliability: 0.80, Availability: 0.71",
"score": 0.61397123,
"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": 0.6021487,
"sql_verified": true
},
{
"doc_id": "W500K-37293",
"chunk_text": "Brenda J. Wood — Machine Operator in Indianapolis, IN. Skills: CNC|GD&T|assembly|batch processing|grinder|lathe. Certs: First Aid/CPR. Archetype: flexible. Reliability: 0.77, Availability: 0.94",
"score": 0.5995416,
"sql_verified": true
},
{
"doc_id": "W500K-45678",
"chunk_text": "Pamela W. Perry — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|EDM|GD&T|assembly|batch processing|line work. Certs: Forklift|Confined Space. Archetype: leader. Reliability: 0.83, Availability: 0.75",
"score": 0.5972884,
"sql_verified": true
},
{
"doc_id": "W500K-1130",
"chunk_text": "Carmen Johnson — Machine Operator in Indianapolis, IN. Skills: EDM|batch processing|calipers|labeling|line work|micrometer|quality inspection. Certs: OSHA-30|Forklift. Archetype: reliable. Reliability: 0.96, Availability: 0.88",
"score": 0.5931133,
"sql_verified": true
},
{
"doc_id": "W500K-2010",
"chunk_text": "Kathleen Mitchell — Machine Operator in Indianapolis, IN. Skills: GD&T|SPC|assembly|batch processing|blueprint reading|conveyor ops|lean manufacturing|micrometer|mill. Certs: Forklift|Hazmat. Archetype: reliable. Reliability: 0.91, Availability: 0.71",
"score": 0.5906394,
"sql_verified": true
},
{
"doc_id": "W500K-48337",
"chunk_text": "Carmen D. Jackson — Machine Operator in Indianapolis, IN. Skills: SPC|blueprint reading|conveyor ops|labeling|lathe|lean manufacturing|press brake. Certs: Forklift|Lockout/Tagout|Fire Safety. Archetype: flexible. Reliability: 0.77, Availability: 0.65",
"score": 0.57614046,
"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": 0.57136095,
"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": 0.56630147,
"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": 0.55455863,
"sql_verified": true
}
],
"duration_ms": 239,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:40:37.273Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The hybrid_search includes the correct filters for Indianapolis, IN and Machine Operator role. The results show 40 candidates, which is sufficient for the target of 5 fills. Ensure that the final proposed candidates are verified via SQL and that none of the excluded workers are included."
},
"at": "2026-04-21T04:40:39.043Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "sql",
"args": {
"query": "SELECT worker_id, name, role, city, state, CAST(availability AS DOUBLE) as availability, CAST(reliability AS DOUBLE) as reliability FROM workers_500k WHERE worker_id IN (34233, 23524, 23467, 6479, 18400)"
},
"rationale": "Verify the top 5 hybrid_search candidates meet the criteria: Machine Operator role, Indianapolis IN, availability > 0.5, reliability > 0.75. These are the highest-scored candidates from the hybrid_search results."
},
"at": "2026-04-21T04:40:43.432Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"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"
},
{
"name": "reliability",
"data_type": "Float64"
}
],
"rows": [
{
"availability": 0.9166,
"city": "Indianapolis",
"name": "Christina Watson",
"reliability": 0.8974,
"role": "Machine Operator",
"state": "IN",
"worker_id": 6479
},
{
"availability": 0.641,
"city": "Indianapolis",
"name": "Amy S. Jenkins",
"reliability": 0.8174,
"role": "Machine Operator",
"state": "IN",
"worker_id": 18400
},
{
"availability": 0.8337,
"city": "Indianapolis",
"name": "Alexander P. Turner",
"reliability": 0.8088,
"role": "Machine Operator",
"state": "IN",
"worker_id": 23467
},
{
"availability": 0.8055,
"city": "Indianapolis",
"name": "Angela U. Ward",
"reliability": 0.7954,
"role": "Machine Operator",
"state": "IN",
"worker_id": 23524
},
{
"availability": 1,
"city": "Indianapolis",
"name": "Alexander R. Evans",
"reliability": 0.8724,
"role": "Machine Operator",
"state": "IN",
"worker_id": 34233
}
],
"row_count": 5
},
"at": "2026-04-21T04:40:43.488Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The SQL verification confirms that the top 5 candidates meet the criteria: Machine Operator role, Indianapolis, IN, availability > 0.5, and reliability > 0.75. The next step is to propose these 5 candidates as fills."
},
"at": "2026-04-21T04:40:45.225Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-34233",
"name": "Alexander R. Evans"
},
{
"candidate_id": "W500K-23524",
"name": "Angela U. Ward"
},
{
"candidate_id": "W500K-23467",
"name": "Alexander P. Turner"
},
{
"candidate_id": "W500K-6479",
"name": "Christina Watson"
},
{
"candidate_id": "W500K-18400",
"name": "Amy S. Jenkins"
}
],
"rationale": "SQL verification confirmed all 5 candidates are Machine Operators in Indianapolis, IN with availability > 0.5 and reliability > 0.75. Top 5 by hybrid_search score: Alexander R. Evans (0.87), Angela U. Ward (0.80), Alexander P. Turner (0.79), Christina Watson (0.73), Amy S. Jenkins (0.73). All meet criteria for 5× Machine Operator fill in Indianapolis."
},
"at": "2026-04-21T04:40:48.818Z"
},
{
"turn": 4,
"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 the executor has SQL-verified at least one of the fills."
},
"at": "2026-04-21T04:40:50.444Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-34233",
"name": "Alexander R. Evans"
},
{
"candidate_id": "W500K-23524",
"name": "Angela U. Ward"
},
{
"candidate_id": "W500K-23467",
"name": "Alexander P. Turner"
},
{
"candidate_id": "W500K-6479",
"name": "Christina Watson"
},
{
"candidate_id": "W500K-18400",
"name": "Amy S. Jenkins"
}
]
},
"at": "2026-04-21T04:40:50.444Z"
}
]
},
{
"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 Sam Torres (junior, 4mo). Contract deadline 2026-05-26, fill=paramount."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-6479",
"name": "Christina Watson"
},
{
"candidate_id": "W500K-23467",
"name": "Alexander P. Turner"
},
{
"candidate_id": "W500K-23524",
"name": "Angela U. Ward"
}
],
"turns": 4,
"duration_secs": 18.435,
"gap_signals": [
"double_book: undefined Christina Watson already booked for 07:30",
"double_book: undefined Alexander P. Turner already booked for 07:30",
"double_book: undefined Angela U. Ward already booked for 07:30"
],
"sources_first_score": 0.9060652,
"sources_last_score": 0.5083394,
"pool_size": 657,
"playbook_citations": [
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"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": "kimi-k2.5",
"kind": "plan",
"content": {
"kind": "plan",
"steps": [
"Run hybrid_search for Machine Operator in Indianapolis, IN with high availability filter (>0.7) for emergency",
"Review results and verify at least 3 valid candidates surfaced",
"Use sql tool to verify one candidate exists and matches criteria",
"Propose_done with top 3 candidates, excluding any already-booked workers"
]
},
"at": "2026-04-21T04:40:57.517Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. Ensure the hybrid_search includes the availability filter (CAST(availability AS DOUBLE) > 0.7) and verify the results are from Indianapolis, IN. Confirm the SQL verification step checks at least one candidate matches the criteria. Proceed with propose_done only after confirming exactly 3 valid candidates from the correct location and role."
},
"at": "2026-04-21T04:40:59.309Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"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) > 0.7",
"question": "emergency machine operator Indianapolis available immediately",
"k": 40
},
"rationale": "Emergency fill for 3 Machine Operators in Indianapolis. Need high availability (>0.7) workers who can start ASAP. Using k=40 to get deep pool for ranking top 3."
},
"at": "2026-04-21T04:41:01.808Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "emergency machine operator Indianapolis available immediately",
"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": 0.9060652,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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]
},
{
"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": 0.82259893,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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]
},
{
"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": 0.7604806,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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]
},
{
"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": 0.7347305,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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]
},
{
"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": 0.5993787,
"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": 0.56899375,
"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": 0.5633815,
"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": 0.5610194,
"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": 0.5570512,
"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": 0.5545161,
"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": 0.5539852,
"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": 0.54797864,
"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": 0.5423474,
"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": 0.54112434,
"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": 0.5399488,
"sql_verified": true
},
{
"doc_id": "W500K-1130",
"chunk_text": "Carmen Johnson — Machine Operator in Indianapolis, IN. Skills: EDM|batch processing|calipers|labeling|line work|micrometer|quality inspection. Certs: OSHA-30|Forklift. Archetype: reliable. Reliability: 0.96, Availability: 0.88",
"score": 0.53960353,
"sql_verified": true
},
{
"doc_id": "W500K-28570",
"chunk_text": "Matthew W. Taylor — Machine Operator in Indianapolis, IN. Skills: CNC|GD&T|SPC|batch processing|blueprint reading|conveyor ops|lathe|lean manufacturing|mill. Certs: OSHA-30|ServSafe. Archetype: specialist. Reliability: 0.69, Availability: 0.86",
"score": 0.5389764,
"sql_verified": true
},
{
"doc_id": "W500K-34180",
"chunk_text": "Ivan Q. Robinson — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|assembly|labeling|line work|mill. Certs: OSHA-10. Archetype: reliable. Reliability: 0.83, Availability: 0.83",
"score": 0.53874564,
"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": 0.53437704,
"sql_verified": true
},
{
"doc_id": "W500K-9202",
"chunk_text": "Linda Gonzalez — Machine Operator in Indianapolis, IN. Skills: CNC|SPC|assembly|calipers|lathe|lean manufacturing|line work|mill|press brake. Certs: Hazmat|First Aid/CPR. Archetype: reliable. Reliability: 0.88, Availability: 0.71",
"score": 0.5329928,
"sql_verified": true
}
],
"duration_ms": 306,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:41:02.115Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The hybrid_search includes the correct filters for role, location, and availability. The results show candidates from Indianapolis, IN with the required skill. Ensure the top 3 candidates are selected from the results and verified with SQL to confirm they meet the criteria. Avoid including any already-booked workers."
},
"at": "2026-04-21T04:41:04.060Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "sql",
"args": {
"query": "SELECT worker_id, name, role, city, state, CAST(availability AS DOUBLE) as availability_num, CAST(reliability AS DOUBLE) as reliability_num FROM workers_500k WHERE worker_id IN (23467, 23524, 6479) ORDER BY availability_num DESC"
},
"rationale": "Verify the top 3 hybrid_search candidates (Alexander P. Turner, Angela U. Ward, Christina Watson) are valid Machine Operators in Indianapolis with high availability before proposing them for the emergency fill."
},
"at": "2026-04-21T04:41:06.544Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"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_num",
"data_type": "Float64"
},
{
"name": "reliability_num",
"data_type": "Float64"
}
],
"rows": [
{
"availability_num": 0.9166,
"city": "Indianapolis",
"name": "Christina Watson",
"reliability_num": 0.8974,
"role": "Machine Operator",
"state": "IN",
"worker_id": 6479
},
{
"availability_num": 0.8337,
"city": "Indianapolis",
"name": "Alexander P. Turner",
"reliability_num": 0.8088,
"role": "Machine Operator",
"state": "IN",
"worker_id": 23467
},
{
"availability_num": 0.8055,
"city": "Indianapolis",
"name": "Angela U. Ward",
"reliability_num": 0.7954,
"role": "Machine Operator",
"state": "IN",
"worker_id": 23524
}
],
"row_count": 3
},
"at": "2026-04-21T04:41:06.571Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The hybrid_search includes the correct filters for role, location, and availability. The SQL verification confirms the top 3 candidates are valid Machine Operators in Indianapolis, IN with high availability. Ensure the final propose_done includes exactly 3 candidates from the verified list and excludes any already-booked workers."
},
"at": "2026-04-21T04:41:08.389Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-6479",
"name": "Christina Watson"
},
{
"candidate_id": "W500K-23467",
"name": "Alexander P. Turner"
},
{
"candidate_id": "W500K-23524",
"name": "Angela U. Ward"
}
],
"rationale": "SQL-verified top 3 Machine Operators in Indianapolis, IN with highest availability scores (0.92, 0.83, 0.81) for emergency fill. All exceed 0.7 availability threshold, confirmed valid role/location, and reliability scores are strong (0.90, 0.81, 0.80). Ready for immediate deployment."
},
"at": "2026-04-21T04:41:11.886Z"
},
{
"turn": 4,
"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 prior tool_result from Indianapolis, IN with role 'Machine Operator', and at least one fill (Christina Watson) was SQL-verified. No drift detected."
},
"at": "2026-04-21T04:41:13.608Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-6479",
"name": "Christina Watson"
},
{
"candidate_id": "W500K-23467",
"name": "Alexander P. Turner"
},
{
"candidate_id": "W500K-23524",
"name": "Angela U. Ward"
}
]
},
"at": "2026-04-21T04:41:13.608Z"
}
]
},
{
"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 Sam Torres (junior, 4mo). Contract deadline 2026-05-26, fill=paramount.",
"exclude_worker_ids": [
null,
null,
null,
null,
null,
null
]
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-49897",
"name": "Adam D. Watson"
}
],
"turns": 4,
"duration_secs": 21.076,
"gap_signals": [
"double_book: undefined Adam D. Watson already booked for 07:30"
],
"sources_first_score": 0.92403597,
"sources_last_score": 0.6265827,
"pool_size": 838,
"playbook_citations": [
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"pb-seed-ada539aca9c4e3ef",
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"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": "kimi-k2.5",
"kind": "plan",
"content": {
"kind": "plan",
"steps": [
"Run hybrid_search for Assemblers in Indianapolis, IN with availability filter",
"Verify top candidate via SQL query",
"Propose the best available candidate for fill"
]
},
"at": "2026-04-21T04:41:19.014Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. Proceed with the hybrid_search and verification steps as planned."
},
"at": "2026-04-21T04:41:20.017Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"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 manufacturing production line",
"k": 20
},
"rationale": "Search for available Assemblers in Indianapolis, IN with availability > 0.5 to fill the no-show position. Using k=20 for 1 fill target."
},
"at": "2026-04-21T04:41:24.080Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "reliable assembler Indianapolis manufacturing production line",
"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-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": 0.92403597,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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"pb-seed-16869a3ac95216f8",
"pb-seed-66d37fc6946ae16d",
"pb-seed-65fc161357d36662",
"pb-seed-ada539aca9c4e3ef"
]
},
{
"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": 0.88885987,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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"pb-seed-3d455e25c85e7250",
"pb-seed-ada539aca9c4e3ef"
]
},
{
"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": 0.87483275,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-66d37fc6946ae16d",
"pb-seed-4877dd9a31995eb3",
"pb-seed-af3ae92c66ebec8f",
"pb-seed-ada539aca9c4e3ef"
]
},
{
"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": 0.8646739,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-66d37fc6946ae16d",
"pb-seed-4877dd9a31995eb3",
"pb-seed-af3ae92c66ebec8f",
"pb-seed-62d6e01922ab1ac2",
"pb-seed-ada539aca9c4e3ef"
]
},
{
"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": 0.857515,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-66d37fc6946ae16d",
"pb-seed-4877dd9a31995eb3",
"pb-seed-af3ae92c66ebec8f",
"pb-seed-62d6e01922ab1ac2",
"pb-seed-ada539aca9c4e3ef"
]
},
{
"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": 0.7738316,
"sql_verified": true,
"playbook_boost": 0.16652307,
"playbook_citations": [
"pb-seed-4877dd9a31995eb3",
"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": 0.7731784,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-885e0dacb0961e89",
"pb-seed-16869a3ac95216f8",
"pb-seed-65fc161357d36662",
"pb-seed-49e04b58f31a508d",
"pb-seed-62d6e01922ab1ac2",
"pb-seed-ada539aca9c4e3ef"
]
},
{
"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": 0.74460113,
"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": 0.73214054,
"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": 0.72388935,
"sql_verified": true,
"playbook_boost": 0.18704948,
"playbook_citations": [
"pb-seed-885e0dacb0961e89",
"pb-seed-16869a3ac95216f8",
"pb-seed-65fc161357d36662",
"pb-seed-49e04b58f31a508d"
]
},
{
"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": 0.7162317,
"sql_verified": true,
"playbook_boost": 0.14557976,
"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-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": 0.69681287,
"sql_verified": true
},
{
"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": 0.6914975,
"sql_verified": true
},
{
"doc_id": "W500K-37969",
"chunk_text": "Roberto J. Rodriguez — Assembler in Indianapolis, IN. Skills: SPC|calibration|gauge R&R|inspection|labeling|quality inspection|root cause analysis. Certs: none. Archetype: communicator. Reliability: 0.69, Availability: 0.96",
"score": 0.6794712,
"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": 0.6674146,
"sql_verified": true
},
{
"doc_id": "W500K-4120",
"chunk_text": "Thomas Reyes — Assembler in Indianapolis, IN. Skills: CMM|ISO 9001|batch processing|calibration|line work|quality inspection|root cause analysis. Certs: OSHA-10. Archetype: specialist. Reliability: 0.73, Availability: 0.76",
"score": 0.6598269,
"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": 0.6445892,
"sql_verified": true
},
{
"doc_id": "W500K-30765",
"chunk_text": "Elizabeth H. Kim — Assembler in Indianapolis, IN. Skills: SPC|assembly|calibration|conveyor ops|inspection|lean manufacturing|quality inspection. Certs: OSHA-10|Forklift. Archetype: specialist. Reliability: 0.88, Availability: 0.79",
"score": 0.635128,
"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": 0.63174313,
"sql_verified": true
},
{
"doc_id": "W500K-35739",
"chunk_text": "Julie P. Ross — Assembler in Indianapolis, IN. Skills: CMM|SPC|assembly|batch processing|first article|gauge R&R|inspection|nonconformance|quality inspection. Certs: OSHA-10|Hazmat. Archetype: reliable. Reliability: 0.78, Availability: 0.66",
"score": 0.6265827,
"sql_verified": true
}
],
"duration_ms": 546
},
"at": "2026-04-21T04:41:24.630Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The hybrid_search query correctly filters for Assemblers in Indianapolis, IN with availability > 0.5. The top candidates are from the target location and have the required role. Proceed with verification and proposal."
},
"at": "2026-04-21T04:41:26.255Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "sql",
"args": {
"query": "SELECT worker_id, name, role, city, state, CAST(availability AS DOUBLE) as avail, CAST(reliability AS DOUBLE) as reli FROM workers_500k WHERE worker_id = 49897"
},
"rationale": "Verify top candidate Adam D. Watson (W500K-49897) exists with Assembler role in Indianapolis, IN and has sufficient availability for the no-show fill."
},
"at": "2026-04-21T04:41:28.622Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"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": "avail",
"data_type": "Float64"
},
{
"name": "reli",
"data_type": "Float64"
}
],
"rows": [
{
"avail": 0.9777,
"city": "Indianapolis",
"name": "Adam D. Watson",
"reli": 0.75,
"role": "Assembler",
"state": "IN",
"worker_id": 49897
}
],
"row_count": 1
},
"at": "2026-04-21T04:41:28.680Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The SQL verification confirms that Adam D. Watson meets the criteria. Proceed to propose the fill."
},
"at": "2026-04-21T04:41:29.904Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-49897",
"name": "Adam D. Watson"
}
],
"rationale": "Adam D. Watson (worker_id 49897) is verified via SQL as an Assembler in Indianapolis, IN with availability 0.9777 and reliability 0.75. He was the top-ranked candidate from hybrid_search (score 0.92) with ISO 9001 and conveyor ops skills. No exclusion conflicts. Ready to fill the no-show Assembler position."
},
"at": "2026-04-21T04:41:37.171Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "approve_done",
"notes": "The propose_done meets all approval criteria: exactly 1 fill, the candidate (Adam D. Watson) is verified via SQL and matches the role 'Assembler' in Indianapolis, IN, and the worker has been SQL-verified."
},
"at": "2026-04-21T04:41:38.835Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-49897",
"name": "Adam D. Watson"
}
]
},
"at": "2026-04-21T04:41:38.835Z"
}
]
}
]
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