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lakehouse/tests/multi-agent/playbooks/scenario-2026-04-21T04-46-15/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 Alex Rivera (trainee, 1mo). 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": 29.393,
"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": 0.92754155,
"sources_last_score": 0.5702434,
"pool_size": 838,
"playbook_citations": [
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],
"discovered_pattern": "Across 25 similar past playbooks (17 workers examined) · recurring certifications: Forklift (47%) · archetype mostly: communicator · reliability median 0.81 (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",
"Review surfaced candidates for 6+ matches",
"Verify one candidate via SQL query",
"Propose done with top 6 candidates"
]
},
"at": "2026-04-21T04:46:19.823Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. Proceed with hybrid_search for Assemblers in Indianapolis, IN, ensuring the availability filter is applied. Verify candidates via SQL and ensure exactly 6 qualified Assemblers are proposed."
},
"at": "2026-04-21T04:46:21.152Z"
},
{
"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: hybrid search for Assemblers in Indianapolis with availability filter. Using k=40 (6 fills × 5 + buffer) to ensure deep candidate pool for ranking. Semantic query emphasizes reliability and plant expansion context."
},
"at": "2026-04-21T04:46:27.268Z"
},
{
"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": 0.92754155,
"sql_verified": true,
"playbook_boost": 0.25,
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]
},
{
"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,
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"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": 0.8826552,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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"pb-seed-af3ae92c66ebec8f",
"pb-seed-62d6e01922ab1ac2",
"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": 0.8662834,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-66d37fc6946ae16d",
"pb-seed-4877dd9a31995eb3",
"pb-seed-af3ae92c66ebec8f",
"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": 0.86100805,
"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-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",
"pb-seed-ada539aca9c4e3ef"
]
},
{
"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": 0.76235944,
"sql_verified": true,
"playbook_boost": 0.16650361,
"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": 0.7327386,
"sql_verified": true,
"playbook_boost": 0.14556274,
"playbook_citations": [
"pb-seed-b6e0217d434d26c9",
"pb-seed-16869a3ac95216f8",
"pb-seed-c639407f546e9d56",
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"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": 0.7306396,
"sql_verified": true,
"playbook_boost": 0.1870276,
"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": 316,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:46:27.587Z"
},
{
"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 top 40 candidates, ensure exactly 6 qualified Assemblers from Indianapolis, IN are selected, and verify at least one via SQL. Proceed with ranking and final selection."
},
"at": "2026-04-21T04:46:29.390Z"
},
{
"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 (49897, 24626, 45788, 7814, 47104, 41683) ORDER BY worker_id"
},
"rationale": "Verify the top 6 surfaced candidates from hybrid_search to confirm they are Assemblers in Indianapolis with availability > 0.5. This satisfies the SQL verification requirement before proposing done."
},
"at": "2026-04-21T04:46:38.208Z"
},
{
"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": 0.8482,
"city": "Indianapolis",
"name": "Jeffrey Walker",
"reliability": 0.7862,
"role": "Assembler",
"state": "IN",
"worker_id": 7814
},
{
"availability": 0.7644,
"city": "Indianapolis",
"name": "Jacob E. Bailey",
"reliability": 0.6262,
"role": "Assembler",
"state": "IN",
"worker_id": 24626
},
{
"availability": 0.7707,
"city": "Indianapolis",
"name": "Lauren F. Moore",
"reliability": 0.8529,
"role": "Assembler",
"state": "IN",
"worker_id": 41683
},
{
"availability": 0.6418,
"city": "Indianapolis",
"name": "Andre C. Brooks",
"reliability": 0.8308,
"role": "Assembler",
"state": "IN",
"worker_id": 45788
},
{
"availability": 0.7608,
"city": "Indianapolis",
"name": "James S. Castillo",
"reliability": 0.8424,
"role": "Assembler",
"state": "IN",
"worker_id": 47104
},
{
"availability": 0.9777,
"city": "Indianapolis",
"name": "Adam D. Watson",
"reliability": 0.75,
"role": "Assembler",
"state": "IN",
"worker_id": 49897
}
],
"row_count": 6
},
"at": "2026-04-21T04:46:38.230Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The SQL verification has confirmed the top 6 candidates from the hybrid_search results, all of whom are Assemblers in Indianapolis, IN with availability > 0.5. The next step is to finalize the proposal with these 6 candidates."
},
"at": "2026-04-21T04:46:39.901Z"
},
{
"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": "SQL verification confirmed all 6 candidates are Assemblers in Indianapolis, IN with availability > 0.5. Top-ranked by hybrid_search semantic match for plant expansion context. All meet Pioneer Assembly Indianapolis Plant Expansion requirements."
},
"at": "2026-04-21T04:46:43.824Z"
},
{
"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, each name appears in a prior tool_result from Indianapolis, IN with role 'Assembler', and at least one fill (e.g., Jeffrey Walker) was SQL-verified."
},
"at": "2026-04-21T04:46:45.326Z"
},
{
"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": "2026-04-21T04:46:45.326Z"
}
]
},
{
"event": {
"kind": "recurring",
"at": "09:30",
"role": "Quality Tech",
"count": 2,
"city": "Indianapolis",
"state": "IN",
"shift_start": "09:30 AM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-26, fill=paramount."
},
"ok": false,
"fills": [],
"turns": 0,
"duration_secs": 21.921,
"error": "executor returned unexpected shape: {\"kind\":\"sql\",\"args\":{\"query\":\"SELECT worker_id, name, role, city, state, availability, reliability, skills FROM workers_500k WHERE worker_id = 41658\"},\"rationale\":\"Verify second candidate Frank G. Ro",
"gap_signals": [
"drift_or_tool: executor returned unexpected shape: {\"kind\":\"sql\",\"args\":{\"query\":\"SELECT worker_id, name, role, city, state, availability, reliability, skills FROM workers_500k WHERE worker_id = 41658\"},\"rationale\":\"Verify second candidate Frank G. Ro"
],
"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",
"Review surfaced candidates for 2+ matches",
"Verify one candidate via SQL",
"Propose top 2 candidates as fills"
]
},
"at": "2026-04-21T04:46:52.576Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is following a reasonable plan with proper focus on Indianapolis, IN and Quality Tech role. Ensure the hybrid_search includes the correct filters and that SQL verification is done for at least one candidate before proposing the final fills."
},
"at": "2026-04-21T04:46:54.064Z"
},
{
"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": "Quality Tech Indianapolis recurring reliable",
"k": 20
},
"rationale": "Search for Quality Tech workers in Indianapolis with availability > 0.5, using k=20 for 2 fills. Filter by role, city, state, and availability. Semantic query emphasizes recurring/reliable to match event focus."
},
"at": "2026-04-21T04:47:01.163Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "Quality Tech Indianapolis recurring reliable",
"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": 0.84886837,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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]
},
{
"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": 0.7303418,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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"pb-seed-708bd6d38c6168a7"
]
},
{
"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": 0.68090844,
"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": 0.6643455,
"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": 0.66265637,
"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": 0.65960246,
"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": 0.6542793,
"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": 0.647154,
"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": 0.64494646,
"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": 0.641067,
"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": 0.6373259,
"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": 0.6359566,
"sql_verified": true
},
{
"doc_id": "W500K-37631",
"chunk_text": "Julie J. Ruiz — Quality Tech in Indianapolis, IN. Skills: CMM|ISO 9001|SPC|conveyor ops|inspection|line work|root cause analysis. Certs: OSHA-10|Forklift. Archetype: flexible. Reliability: 0.86, Availability: 0.80",
"score": 0.6352616,
"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": 0.63181996,
"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": 0.63118297,
"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": 0.625973,
"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": 0.6225884,
"sql_verified": true
},
{
"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": 0.6194401,
"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": 0.6128394,
"sql_verified": true
},
{
"doc_id": "W500K-33920",
"chunk_text": "Mary Q. Edwards — Quality Tech in Indianapolis, IN. Skills: SPC|assembly|batch processing|calibration|lean manufacturing|root cause analysis. Certs: OSHA-10|OSHA-30|Confined Space. Archetype: communicator. Reliability: 0.51, Availability: 0.65",
"score": 0.61224777,
"sql_verified": true
}
],
"duration_ms": 394
},
"at": "2026-04-21T04:47:01.558Z"
},
{
"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, city, state, and availability. The top 20 candidates are being surfaced, and the next step is to review and propose the top 2 candidates. Ensure that the proposed candidates are verified via SQL and that no excluded workers are included."
},
"at": "2026-04-21T04:47:03.384Z"
},
{
"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, availability, reliability, skills FROM workers_500k WHERE worker_id = 32928"
},
"rationale": "Verify top candidate Carlos M. Murphy (W500K-32928) via SQL to confirm Quality Tech role, Indianapolis location, and check availability/reliability scores before proposing fills."
},
"at": "2026-04-21T04:47:06.926Z"
},
{
"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": 0.8109,
"city": "Indianapolis",
"name": "Carlos M. Murphy",
"reliability": 0.8803,
"role": "Quality Tech",
"skills": "6S, SPC, conveyor ops, gauge R&R, lean manufacturing, line work",
"state": "IN",
"worker_id": 32928
}
],
"row_count": 1
},
"at": "2026-04-21T04:47:06.954Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The SQL verification for Carlos M. Murphy has been completed, confirming he meets the criteria. The next step is to propose the top 2 candidates from the hybrid search results, ensuring they are verified and meet the role and location requirements."
},
"at": "2026-04-21T04:47:08.566Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "error",
"content": {
"message": "executor returned unexpected shape: {\"kind\":\"sql\",\"args\":{\"query\":\"SELECT worker_id, name, role, city, state, availability, reliability, skills FROM workers_500k WHERE worker_id = 41658\"},\"rationale\":\"Verify second candidate Frank G. Ro",
"raw": "{\"kind\":\"sql\",\"args\":{\"query\":\"SELECT worker_id, name, role, city, state, availability, reliability, skills FROM workers_500k WHERE worker_id = 41658\"},\"rationale\":\"Verify second candidate Frank G. Roberts (W500K-41658) via SQL to confirm Quality Tech role, Indianapolis location, and check availabil"
},
"at": "2026-04-21T04:47:12.455Z"
}
]
},
{
"event": {
"kind": "expansion",
"at": "11:00",
"role": "Machine Operator",
"count": 5,
"city": "Indianapolis",
"state": "IN",
"shift_start": "11:00 PM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). 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": 21.97,
"gap_signals": [
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"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": [
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"discovered_pattern": "Across 25 similar past playbooks (18 workers examined) · 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 Operator in Indianapolis, IN with availability>0.5 and reliability>0.75, k=40",
"Review surfaced candidates, verify at least 5 valid candidates in Indianapolis",
"Run SQL verification on one candidate to confirm data integrity",
"Propose top 5 candidates as fills"
]
},
"at": "2026-04-21T04:47:15.271Z"
},
{
"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 city, state, and role, and that the final proposed fills strictly adhere to the 5-candidate limit with valid Indianapolis, IN Machine Operators."
},
"at": "2026-04-21T04:47:16.778Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "hybrid_search",
"args": {
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"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: hybrid search for Machine Operators in Indianapolis with high availability and reliability. Using k=40 for 5 fills to ensure deep candidate pool for ranking."
},
"at": "2026-04-21T04:47:20.202Z"
},
{
"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,
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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": 0.7998829,
"sql_verified": true,
"playbook_boost": 0.25,
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},
{
"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": [
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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": 0.72858655,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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]
},
{
"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,
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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": 336,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:47:20.543Z"
},
{
"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 city, state, and role. The result shows 40 candidates, which is sufficient for selecting the top 5. Ensure that the final proposed fills strictly adhere to the 5-candidate limit and that each fill's name appears in the tool_result from Indianapolis, IN with the role 'Machine Operator'."
},
"at": "2026-04-21T04:47:22.626Z"
},
{
"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 = 34233"
},
"rationale": "Verify the top candidate (Alexander R. Evans, W500K-34233) to confirm data integrity before proposing fills. This validates the hybrid_search results match the SQL database."
},
"at": "2026-04-21T04:47:27.392Z"
},
{
"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": 1,
"city": "Indianapolis",
"name": "Alexander R. Evans",
"reliability": 0.8724,
"role": "Machine Operator",
"state": "IN",
"worker_id": 34233
}
],
"row_count": 1
},
"at": "2026-04-21T04:47:27.433Z"
},
{
"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 city, state, and role. The SQL verification for the top candidate (Alexander R. Evans) confirms data integrity. Ensure that the final proposed fills strictly adhere to the 5-candidate limit and only include verified candidates from Indianapolis, IN with the correct role."
},
"at": "2026-04-21T04:47:29.444Z"
},
{
"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": "Hybrid search returned 40 Machine Operators in Indianapolis, IN with availability>0.5 and reliability>0.75. SQL verification confirmed Alexander R. Evans (worker_id=34233) has availability=1.0 and reliability=0.8724, validating data integrity. Top 5 candidates by semantic score all match target criteria: Machine Operator role, Indianapolis IN location, high availability and reliability. These 5 fills complete the 5x Machine Operator target for Indianapolis, IN."
},
"at": "2026-04-21T04:47:33.080Z"
},
{
"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 with role 'Machine Operator', and at least one fill (Alexander R. Evans) has been SQL-verified. No drift detected."
},
"at": "2026-04-21T04:47:34.929Z"
},
{
"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": "2026-04-21T04:47:34.929Z"
}
]
},
{
"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 Alex Rivera (trainee, 1mo). Contract deadline 2026-05-26, fill=paramount."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-34233",
"name": "Alexander R. Evans"
},
{
"candidate_id": "W500K-23467",
"name": "Alexander P. Turner"
},
{
"candidate_id": "W500K-23524",
"name": "Angela U. Ward"
}
],
"turns": 4,
"duration_secs": 22.278,
"gap_signals": [
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"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": 0.8852301,
"sources_last_score": 0.5759285,
"pool_size": 657,
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"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)",
"Review candidates, exclude any in the exclusion list",
"Verify top candidates via SQL if needed",
"Propose exactly 3 fills"
]
},
"at": "2026-04-21T04:47:41.919Z"
},
{
"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 that all proposed candidates are from Indianapolis, IN and have the role 'Machine Operator'. Also, confirm that exactly 3 candidates are proposed and at least one has been SQL-verified."
},
"at": "2026-04-21T04:47:43.748Z"
},
{
"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 reliable available",
"k": 20
},
"rationale": "Emergency fill for 3 Machine Operators in Indianapolis. Using high availability threshold (>0.7) to ensure workers can start ASAP. k=20 gives 5x coverage for 3 fills plus buffer for exclusions."
},
"at": "2026-04-21T04:47:49.487Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "emergency machine operator Indianapolis reliable available",
"sql_filter": "role = 'Machine Operator' AND city = 'Indianapolis' AND state = 'IN' AND CAST(availability AS DOUBLE) > 0.7",
"sql_matches": 657,
"vector_reranked": 20,
"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",
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},
{
"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": 0.8799812,
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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": 0.8110724,
"sql_verified": true,
"playbook_boost": 0.25,
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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": 0.7635639,
"sql_verified": true,
"playbook_boost": 0.25,
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},
{
"doc_id": "W500K-36355",
"chunk_text": "Carmen H. Jenkins — Machine Operator in Indianapolis, IN. Skills: CNC|GD&T|SPC|grinder|lathe|lean manufacturing|press brake. Certs: OSHA-30|Forklift. Archetype: communicator. Reliability: 0.66, Availability: 0.91",
"score": 0.66529983,
"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": 0.66486615,
"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": 0.66032195,
"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": 0.6496593,
"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": 0.6434827,
"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": 0.63832504,
"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": 0.63797534,
"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": 0.6294228,
"sql_verified": true
},
{
"doc_id": "W500K-1242",
"chunk_text": "Scott Edwards — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|assembly|blueprint reading|conveyor ops|labeling|lathe. Certs: OSHA-30|Order Picker. Archetype: communicator. Reliability: 0.56, Availability: 0.86",
"score": 0.6226385,
"sql_verified": true
},
{
"doc_id": "W500K-20622",
"chunk_text": "Sharon E. Lewis — Machine Operator in Indianapolis, IN. Skills: 6S|CNC|blueprint reading|grinder|lean manufacturing|mill|press brake. Certs: Hazmat|First Aid/CPR. Archetype: communicator. Reliability: 0.68, Availability: 0.77",
"score": 0.6183971,
"sql_verified": true
},
{
"doc_id": "W500K-452",
"chunk_text": "Thomas Thomas — Machine Operator in Indianapolis, IN. Skills: 6S|EDM|blueprint reading|grinder|line work|press brake|quality inspection. Certs: OSHA-10|Forklift. Archetype: flexible. Reliability: 0.61, Availability: 0.76",
"score": 0.60450405,
"sql_verified": true
},
{
"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": 0.59354126,
"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": 0.59291834,
"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": 0.5859208,
"sql_verified": true
},
{
"doc_id": "W500K-46670",
"chunk_text": "Dorothy A. Turner — Machine Operator in Indianapolis, IN. Skills: 6S|GD&T|assembly|labeling|lean manufacturing|line work|mill. Certs: OSHA-10. Archetype: erratic. Reliability: 0.27, Availability: 0.78",
"score": 0.5782983,
"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": 0.5759285,
"sql_verified": true
}
],
"duration_ms": 416
},
"at": "2026-04-21T04:47:49.905Z"
},
{
"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 next step is to review the top candidates, exclude any in the exclusion list, and verify via SQL if needed. Ensure exactly 3 candidates from Indianapolis, IN with the Machine Operator role are proposed."
},
"at": "2026-04-21T04:47:51.907Z"
},
{
"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, 23467, 23524) ORDER BY availability DESC, reliability DESC"
},
"rationale": "Verify the top 3 hybrid_search candidates (Alexander R. Evans, Alexander P. Turner, Angela U. Ward) are confirmed Machine Operators in Indianapolis with high availability before proposing fills for emergency deployment."
},
"at": "2026-04-21T04:47:56.002Z"
},
{
"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": 1,
"city": "Indianapolis",
"name": "Alexander R. Evans",
"reliability": 0.8724,
"role": "Machine Operator",
"state": "IN",
"worker_id": 34233
},
{
"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
}
],
"row_count": 3
},
"at": "2026-04-21T04:47:56.036Z"
},
{
"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 the top 3 candidates are valid Machine Operators in Indianapolis, IN with availability > 0.7. The next step is to propose exactly 3 fills from these verified candidates."
},
"at": "2026-04-21T04:47:57.640Z"
},
{
"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-23467",
"name": "Alexander P. Turner"
},
{
"candidate_id": "W500K-23524",
"name": "Angela U. Ward"
}
],
"rationale": "Emergency fill complete. All 3 candidates verified via SQL as Machine Operators in Indianapolis, IN with availability > 0.7 (1.0, 0.83, 0.81 respectively). Top hybrid_search scores (0.89, 0.88, 0.81) with strong reliability scores (0.87, 0.81, 0.80). Ready for immediate deployment."
},
"at": "2026-04-21T04:48:00.538Z"
},
{
"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 a prior tool_result from Indianapolis, IN matching role 'Machine Operator', and at least one fill (Alexander R. Evans) was SQL-verified."
},
"at": "2026-04-21T04:48:02.278Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-34233",
"name": "Alexander R. Evans"
},
{
"candidate_id": "W500K-23467",
"name": "Alexander P. Turner"
},
{
"candidate_id": "W500K-23524",
"name": "Angela U. Ward"
}
]
},
"at": "2026-04-21T04:48:02.278Z"
}
]
},
{
"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 Alex Rivera (trainee, 1mo). 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": 21.311,
"gap_signals": [
"double_book: undefined Adam D. Watson already booked for 07:30"
],
"sources_first_score": 0.94072634,
"sources_last_score": 0.62854916,
"pool_size": 838,
"playbook_citations": [
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"pb-seed-16869a3ac95216f8",
"pb-seed-66d37fc6946ae16d",
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],
"discovered_pattern": "Across 25 similar past playbooks (17 workers examined) · recurring certifications: Forklift (47%) · archetype mostly: reliable · reliability median 0.81 (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": "2026-04-21T04:48:08.347Z"
},
{
"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 for Assemblers in Indianapolis, IN, ensuring the availability filter is correctly applied. Verify the top candidate via SQL and ensure the proposed candidate is from Indianapolis, IN and has the Assembler skill."
},
"at": "2026-04-21T04:48:09.931Z"
},
{
"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",
"k": 20
},
"rationale": "Search for available Assemblers in Indianapolis, IN with availability > 0.5. Using k=20 for 1 fill target (5x floor). Filter ensures candidate is available for emergency no-show refill."
},
"at": "2026-04-21T04:48:12.962Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "reliable assembler Indianapolis manufacturing production",
"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": 0.94072634,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-b6e0217d434d26c9",
"pb-seed-16869a3ac95216f8",
"pb-seed-66d37fc6946ae16d",
"pb-seed-65fc161357d36662",
"pb-seed-ada539aca9c4e3ef",
"pb-seed-0336eb019ad15b7a",
"pb-seed-ff39193626d44027"
]
},
{
"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": 0.8905452,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-66d37fc6946ae16d",
"pb-seed-4877dd9a31995eb3",
"pb-seed-66e1af3b76592c54",
"pb-seed-95ac3ca3661da473",
"pb-seed-49e04b58f31a508d",
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"pb-seed-3d455e25c85e7250",
"pb-seed-ada539aca9c4e3ef",
"pb-seed-ff39193626d44027"
]
},
{
"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": 0.8739764,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-66d37fc6946ae16d",
"pb-seed-4877dd9a31995eb3",
"pb-seed-af3ae92c66ebec8f",
"pb-seed-ada539aca9c4e3ef",
"pb-seed-ff39193626d44027"
]
},
{
"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": 0.8716706,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-66d37fc6946ae16d",
"pb-seed-4877dd9a31995eb3",
"pb-seed-af3ae92c66ebec8f",
"pb-seed-62d6e01922ab1ac2",
"pb-seed-ada539aca9c4e3ef",
"pb-seed-ff39193626d44027"
]
},
{
"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": 0.8651785,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-66d37fc6946ae16d",
"pb-seed-4877dd9a31995eb3",
"pb-seed-af3ae92c66ebec8f",
"pb-seed-62d6e01922ab1ac2",
"pb-seed-ada539aca9c4e3ef",
"pb-seed-ff39193626d44027"
]
},
{
"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": 0.7761849,
"sql_verified": true,
"playbook_boost": 0.1664968,
"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": 0.7646979,
"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",
"pb-seed-ff39193626d44027"
]
},
{
"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": 0.7286105,
"sql_verified": true,
"playbook_boost": 0.18701996,
"playbook_citations": [
"pb-seed-885e0dacb0961e89",
"pb-seed-16869a3ac95216f8",
"pb-seed-65fc161357d36662",
"pb-seed-49e04b58f31a508d"
]
},
{
"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": 0.7275731,
"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": 0.72510695,
"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-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": 0.72022104,
"sql_verified": true,
"playbook_boost": 0.14555676,
"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-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": 0.6965933,
"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": 0.68223566,
"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": 0.68096435,
"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": 0.6701002,
"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": 0.65732,
"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": 0.6403866,
"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": 0.634272,
"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": 0.62955576,
"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": 0.62854916,
"sql_verified": true
}
],
"duration_ms": 622
},
"at": "2026-04-21T04:48:13.585Z"
},
{
"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 same city and role as required. Proceed to verify the top candidate via SQL and ensure no overlaps or double-bookings before proposing the final fill."
},
"at": "2026-04-21T04:48:15.484Z"
},
{
"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 top candidate Adam D. Watson (W500K-49897, worker_id 49897) via SQL to confirm Assembler role, Indianapolis location, availability > 0.5, and check reliability score before proposing for fill."
},
"at": "2026-04-21T04:48:22.339Z"
},
{
"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": "2026-04-21T04:48:22.402Z"
},
{
"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 all the criteria: role is Assembler, located in Indianapolis, IN, availability > 0.5, and the worker has been validated. Proceed to propose the fill."
},
"at": "2026-04-21T04:48:24.088Z"
},
{
"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) verified via SQL: role=Assembler, city=Indianapolis, state=IN, availability=0.9777 (>0.5), reliability=0.75. Top hybrid_search score (0.94) with skills in ISO 9001, conveyor ops, quality inspection. Not on EXCLUDE list. Ready for emergency no-show refill."
},
"at": "2026-04-21T04:48:26.649Z"
},
{
"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, Adam D. Watson is verified from Indianapolis, IN with role Assembler, and SQL-verified."
},
"at": "2026-04-21T04:48:27.990Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-49897",
"name": "Adam D. Watson"
}
]
},
"at": "2026-04-21T04:48:27.990Z"
}
]
}
]
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