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lakehouse/tests/multi-agent/playbooks/scenario-2026-04-21T04-36-16/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": "07:00",
"role": "Warehouse Associate",
"count": 5,
"city": "Joliet",
"state": "IL",
"shift_start": "07:00 AM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-12, fill=preferred."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-23612",
"name": "Emily E. Powell"
},
{
"candidate_id": "W500K-37707",
"name": "Mary H. King"
},
{
"candidate_id": "W500K-16430",
"name": "Nathan Y. Miller"
},
{
"candidate_id": "W500K-23801",
"name": "Kelly L. Nelson"
},
{
"candidate_id": "W500K-2245",
"name": "Andre Davis"
}
],
"turns": 4,
"duration_secs": 21.714,
"gap_signals": [
"double_book: undefined Mary H. King already booked for 07:00",
"double_book: undefined Nathan Y. Miller already booked for 07:00",
"double_book: undefined Kelly L. Nelson already booked for 07:00",
"double_book: undefined Andre Davis already booked for 07:00"
],
"sources_first_score": 0.78533524,
"sources_last_score": 0.54283714,
"pool_size": 821,
"playbook_citations": [
"pb-seed-a116824f12fa2ee5",
"pb-seed-ba104004bb100817",
"pb-seed-bbd4783818e567a2",
"pb-seed-7aae025ec2f613a2",
"pb-seed-0ee717f47208ef2d",
"pb-seed-bd86c4ecbfc85dce",
"pb-seed-125b0fabec188d2d",
"pb-seed-1391ef236b42dfae"
],
"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": [
"1. Execute hybrid_search for Warehouse Associate in Joliet, IL with availability filter",
"2. Review surfaced candidates for 5+ matches",
"3. Verify at least one candidate via SQL",
"4. Propose top 5 fills"
]
},
"at": "2026-04-21T04:36:19.242Z"
},
{
"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 correct sql_filter for Joliet, IL and role 'Warehouse Associate'. Verify the availability filter and ensure the final proposal includes exactly 5 candidates with verified SQL checks."
},
"at": "2026-04-21T04:36:23.059Z"
},
{
"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 = 'Warehouse Associate' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5",
"question": "reliable warehouse associate Joliet IL distribution center material handling shipping receiving inventory",
"k": 40
},
"rationale": "Execute baseline hybrid search for Warehouse Associates in Joliet, IL with availability filter. Using k=40 for 5 fills (5x target). Semantic query emphasizes reliability and DC-relevant skills."
},
"at": "2026-04-21T04:36:26.655Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "reliable warehouse associate Joliet IL distribution center material handling shipping receiving inventory",
"sql_filter": "role = 'Warehouse Associate' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5",
"sql_matches": 821,
"vector_reranked": 40,
"method": "hybrid_sql_vector",
"answer": null,
"sources": [
{
"doc_id": "W500K-23612",
"chunk_text": "Emily E. Powell — Warehouse Associate in Joliet, IL. Skills: cold storage|confined space|hazmat|pallet jack|pick-to-light. Certs: OSHA-10|Forklift. Archetype: communicator. Reliability: 0.84, Availability: 0.76",
"score": 0.78533524,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-a116824f12fa2ee5",
"pb-seed-ba104004bb100817",
"pb-seed-bbd4783818e567a2",
"pb-seed-7aae025ec2f613a2",
"pb-seed-0ee717f47208ef2d",
"pb-seed-bd86c4ecbfc85dce",
"pb-seed-125b0fabec188d2d",
"pb-seed-1391ef236b42dfae"
]
},
{
"doc_id": "W500K-37707",
"chunk_text": "Mary H. King — Warehouse Associate in Joliet, IL. Skills: Excel|RF scanner|SAP|hazmat|pick-to-light|receiving|team lead|training. Certs: OSHA-30. Archetype: specialist. Reliability: 0.78, Availability: 0.52",
"score": 0.7781566,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-a116824f12fa2ee5",
"pb-seed-ba104004bb100817",
"pb-seed-bbd4783818e567a2",
"pb-seed-7aae025ec2f613a2",
"pb-seed-0ee717f47208ef2d",
"pb-seed-bd86c4ecbfc85dce",
"pb-seed-125b0fabec188d2d",
"pb-seed-1391ef236b42dfae"
]
},
{
"doc_id": "W500K-16430",
"chunk_text": "Nathan Y. Miller — Warehouse Associate in Joliet, IL. Skills: first aid|hazmat|inventory|pick-to-light|shipping|team lead|training. Certs: none. Archetype: reliable. Reliability: 0.92, Availability: 0.81",
"score": 0.7282809,
"sql_verified": true,
"playbook_boost": 0.19978729,
"playbook_citations": [
"pb-seed-a116824f12fa2ee5",
"pb-seed-ba104004bb100817",
"pb-seed-bbd4783818e567a2",
"pb-seed-7aae025ec2f613a2",
"pb-seed-0ee717f47208ef2d",
"pb-seed-bd86c4ecbfc85dce",
"pb-seed-125b0fabec188d2d",
"pb-seed-1391ef236b42dfae"
]
},
{
"doc_id": "W500K-23801",
"chunk_text": "Kelly L. Nelson — Warehouse Associate in Joliet, IL. Skills: bilingual|first aid|loading dock|shipping. Certs: Forklift. Archetype: leader. Reliability: 0.73, Availability: 0.69",
"score": 0.7206532,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-a116824f12fa2ee5",
"pb-seed-ba104004bb100817",
"pb-seed-bbd4783818e567a2",
"pb-seed-7aae025ec2f613a2",
"pb-seed-0ee717f47208ef2d",
"pb-seed-bd86c4ecbfc85dce",
"pb-seed-125b0fabec188d2d",
"pb-seed-1391ef236b42dfae"
]
},
{
"doc_id": "W500K-2245",
"chunk_text": "Andre Davis — Warehouse Associate in Joliet, IL. Skills: Excel|SAP|bilingual|hazmat|loading dock|shipping|training. Certs: First Aid/CPR|Order Picker. Archetype: communicator. Reliability: 0.78, Availability: 0.78",
"score": 0.6414137,
"sql_verified": true,
"playbook_boost": 0.19978729,
"playbook_citations": [
"pb-seed-a116824f12fa2ee5",
"pb-seed-ba104004bb100817",
"pb-seed-bbd4783818e567a2",
"pb-seed-7aae025ec2f613a2",
"pb-seed-0ee717f47208ef2d",
"pb-seed-bd86c4ecbfc85dce",
"pb-seed-125b0fabec188d2d",
"pb-seed-1391ef236b42dfae"
]
},
{
"doc_id": "W500K-37702",
"chunk_text": "Lauren C. White — Warehouse Associate in Joliet, IL. Skills: SAP|first aid|loading dock|overhead crane|receiving|team lead|training. Certs: OSHA-30. Archetype: reliable. Reliability: 0.85, Availability: 0.61",
"score": 0.6407974,
"sql_verified": true
},
{
"doc_id": "W500K-43910",
"chunk_text": "Jason W. Smith — Warehouse Associate in Joliet, IL. Skills: RF scanner|confined space|first aid|forklift. Certs: MSDS|Confined Space. Archetype: leader. Reliability: 0.67, Availability: 1.00",
"score": 0.63540816,
"sql_verified": true
},
{
"doc_id": "W500K-45634",
"chunk_text": "Joshua E. Gray — Warehouse Associate in Joliet, IL. Skills: Excel|cold storage|confined space|loading dock. Certs: Forklift|First Aid/CPR. Archetype: communicator. Reliability: 0.55, Availability: 0.79",
"score": 0.63045585,
"sql_verified": true
},
{
"doc_id": "W500K-20321",
"chunk_text": "Virginia P. Jackson — Warehouse Associate in Joliet, IL. Skills: RF scanner|confined space|packaging|pallet jack|receiving|team lead|training. Certs: Forklift|First Aid/CPR|Order Picker. Archetype: leader. Reliability: 0.73, Availability: 0.64",
"score": 0.6281013,
"sql_verified": true
},
{
"doc_id": "W500K-47932",
"chunk_text": "Ruth O. Clark — Warehouse Associate in Joliet, IL. Skills: Excel|cold storage|confined space|forklift|hazmat|overhead crane|packaging|pick-to-light|shipping|team lead. Certs: Forklift|Hazmat. Archetype: flexible. Reliability: 0.60, Availability: 0.57",
"score": 0.6189128,
"sql_verified": true
},
{
"doc_id": "W500K-12837",
"chunk_text": "Jessica Chavez — Warehouse Associate in Joliet, IL. Skills: SAP|confined space|first aid|forklift|loading dock|pallet jack|receiving|shipping. Certs: Forklift|Hazmat. Archetype: reliable. Reliability: 0.89, Availability: 0.72",
"score": 0.6174381,
"sql_verified": true
},
{
"doc_id": "W500K-30112",
"chunk_text": "Betty E. Bennett — Warehouse Associate in Joliet, IL. Skills: RF scanner|SAP|forklift|pallet jack|training. Certs: First Aid/CPR|Reach Truck. Archetype: communicator. Reliability: 0.76, Availability: 0.73",
"score": 0.6144987,
"sql_verified": true
},
{
"doc_id": "W500K-4610",
"chunk_text": "Yuki Morris — Warehouse Associate in Joliet, IL. Skills: RF scanner|SAP|bilingual|cold storage|confined space|overhead crane|pallet jack|pick-to-light|team lead. Certs: OSHA-30|Forklift. Archetype: specialist. Reliability: 0.74, Availability: 0.82",
"score": 0.61201715,
"sql_verified": true
},
{
"doc_id": "W500K-18684",
"chunk_text": "Katherine Q. Jones — Warehouse Associate in Joliet, IL. Skills: Excel|RF scanner|SAP|forklift|hazmat|loading dock|pick-to-light|receiving|team lead|training. Certs: OSHA-10|Forklift|Hazmat. Archetype: leader. Reliability: 0.77, Availability: 0.82",
"score": 0.6032284,
"sql_verified": true
},
{
"doc_id": "W500K-15206",
"chunk_text": "Victoria W. Lopez — Warehouse Associate in Joliet, IL. Skills: Excel|SAP|confined space|inventory|receiving|training. Certs: OSHA-30|First Aid/CPR. Archetype: specialist. Reliability: 0.73, Availability: 0.66",
"score": 0.59170485,
"sql_verified": true
},
{
"doc_id": "W500K-16973",
"chunk_text": "Kimberly V. Harris — Warehouse Associate in Joliet, IL. Skills: RF scanner|overhead crane|pallet jack|team lead. Certs: First Aid/CPR. Archetype: specialist. Reliability: 0.66, Availability: 0.67",
"score": 0.5914987,
"sql_verified": true
},
{
"doc_id": "W500K-9487",
"chunk_text": "Amy Harris — Warehouse Associate in Joliet, IL. Skills: Excel|RF scanner|cold storage|forklift|hazmat|pick-to-light|shipping. Certs: First Aid/CPR|ServSafe. Archetype: communicator. Reliability: 0.87, Availability: 0.73",
"score": 0.58981514,
"sql_verified": true
},
{
"doc_id": "W500K-47868",
"chunk_text": "Yuki C. Cruz — Warehouse Associate in Joliet, IL. Skills: Excel|RF scanner|bilingual|confined space|first aid|forklift|inventory|packaging|shipping|team lead. Certs: Forklift|Order Picker. Archetype: communicator. Reliability: 0.93, Availability: 0.95",
"score": 0.58630913,
"sql_verified": true
},
{
"doc_id": "W500K-41149",
"chunk_text": "Sofia R. Clark — Warehouse Associate in Joliet, IL. Skills: Excel|cold storage|first aid|forklift|hazmat|overhead crane|shipping|team lead. Certs: Forklift|MSDS. Archetype: reliable. Reliability: 0.88, Availability: 0.79",
"score": 0.5848368,
"sql_verified": true
},
{
"doc_id": "W500K-10311",
"chunk_text": "Scott Baker — Warehouse Associate in Joliet, IL. Skills: RF scanner|SAP|hazmat|inventory|loading dock|overhead crane|pallet jack|shipping|team lead|training. Certs: Forklift. Archetype: improving. Reliability: 0.65, Availability: 0.80",
"score": 0.57833016,
"sql_verified": true
}
],
"duration_ms": 303,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:36:26.962Z"
},
{
"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 sql_filter for Joliet, IL and role 'Warehouse Associate'. The availability filter is properly applied. The k=40 ensures enough candidates for 5 fills. The next step should be to review the top 5 candidates from the hybrid search results and verify at least one via SQL."
},
"at": "2026-04-21T04:36:28.976Z"
},
{
"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 (23612, 37707, 16430, 23801, 2245)"
},
"rationale": "Verify top 5 surfaced candidates are valid Warehouse Associates in Joliet, IL with availability > 0.5 before proposing fills. This satisfies the SQL-verification criterion from the reviewer."
},
"at": "2026-04-21T04:36:31.398Z"
},
{
"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": 0.7787,
"city": "Joliet",
"name": "Andre Davis",
"reliability": 0.7764,
"role": "Warehouse Associate",
"state": "IL",
"worker_id": 2245
},
{
"availability": 0.812,
"city": "Joliet",
"name": "Nathan Y. Miller",
"reliability": 0.9239,
"role": "Warehouse Associate",
"state": "IL",
"worker_id": 16430
},
{
"availability": 0.7589,
"city": "Joliet",
"name": "Emily E. Powell",
"reliability": 0.8408,
"role": "Warehouse Associate",
"state": "IL",
"worker_id": 23612
},
{
"availability": 0.6926,
"city": "Joliet",
"name": "Kelly L. Nelson",
"reliability": 0.7337,
"role": "Warehouse Associate",
"state": "IL",
"worker_id": 23801
},
{
"availability": 0.515,
"city": "Joliet",
"name": "Mary H. King",
"reliability": 0.7777,
"role": "Warehouse Associate",
"state": "IL",
"worker_id": 37707
}
],
"row_count": 5
},
"at": "2026-04-21T04:36:31.429Z"
},
{
"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 Joliet, IL and role 'Warehouse Associate'. The SQL verification has confirmed the top 5 candidates. Ensure the final proposal includes exactly 5 fills with names from the verified candidates."
},
"at": "2026-04-21T04:36:33.200Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-23612",
"name": "Emily E. Powell"
},
{
"candidate_id": "W500K-37707",
"name": "Mary H. King"
},
{
"candidate_id": "W500K-16430",
"name": "Nathan Y. Miller"
},
{
"candidate_id": "W500K-23801",
"name": "Kelly L. Nelson"
},
{
"candidate_id": "W500K-2245",
"name": "Andre Davis"
}
],
"rationale": "Top 5 Warehouse Associates in Joliet, IL from hybrid_search ranked by semantic match (scores 0.79-0.64). All verified via SQL: role='Warehouse Associate', city='Joliet', state='IL', availability > 0.5 (range 0.515-0.812), reliability strong (0.7337-0.9239). Target of 5 fills met for Midway Distribution Joliet DC Ramp."
},
"at": "2026-04-21T04:36:37.013Z"
},
{
"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, all names are from prior tool_result for Joliet, IL Warehouse Associates, and at least one fill (e.g., Andre Davis) was SQL-verified."
},
"at": "2026-04-21T04:36:38.619Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-23612",
"name": "Emily E. Powell"
},
{
"candidate_id": "W500K-37707",
"name": "Mary H. King"
},
{
"candidate_id": "W500K-16430",
"name": "Nathan Y. Miller"
},
{
"candidate_id": "W500K-23801",
"name": "Kelly L. Nelson"
},
{
"candidate_id": "W500K-2245",
"name": "Andre Davis"
}
]
},
"at": "2026-04-21T04:36:38.619Z"
}
]
},
{
"event": {
"kind": "recurring",
"at": "10:00",
"role": "Forklift Operator",
"count": 3,
"city": "Joliet",
"state": "IL",
"shift_start": "10:00 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-12, fill=preferred."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-2372",
"name": "Joshua Taylor"
},
{
"candidate_id": "W500K-41031",
"name": "Joyce D. Reyes"
},
{
"candidate_id": "W500K-46701",
"name": "Lauren F. Adams"
}
],
"turns": 4,
"duration_secs": 23.839,
"gap_signals": [
"double_book: undefined Joshua Taylor already booked for 07:00",
"double_book: undefined Joyce D. Reyes already booked for 07:00",
"double_book: undefined Lauren F. Adams already booked for 07:00"
],
"sources_first_score": 0.9444777,
"sources_last_score": 0.541033,
"pool_size": 1178,
"playbook_citations": [
"pb-seed-e55b22922c0816f3",
"pb-seed-93fa5d957b98579e",
"pb-seed-d0c65db6bf9b389b",
"pb-seed-8e5b7de2ee2e9c43",
"pb-seed-b7e7ccbc68c01017",
"pb-seed-418fc3b2153d74de",
"pb-seed-66c4e94f91c94e1a",
"pb-seed-095fa18610102c3b",
"pb-seed-84ca656bbdae2386",
"pb-seed-fa246fef31bbe831",
"pb-seed-44b37913e5ed5fef",
"pb-seed-ddc8e9162a300cdf",
"pb-seed-5fb94f1d330867b4",
"pb-seed-cadecd75d2f0a17d"
],
"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 Forklift Operators in Joliet, IL with availability filter and recurring-focused semantic query",
"Review surfaced candidates for worker_id, name, and location match",
"Verify at least one candidate via sql tool to confirm SQL-verification criterion",
"Propose top 3 candidates as fills"
]
},
"at": "2026-04-21T04:36:49.479Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is following a reasonable plan. Ensure that the hybrid_search includes the correct SQL filter for Joliet, IL and the role 'Forklift Operator'. Verify that the SQL tool is used to confirm at least one candidate before proposing the top 3."
},
"at": "2026-04-21T04:36:53.392Z"
},
{
"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 = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5",
"question": "reliable forklift operator Joliet recurring shift dependable warehouse logistics",
"k": 40
},
"rationale": "Search for Forklift Operators in Joliet, IL with availability > 0.5. Using k=40 (5x target of 3 fills, capped well below 80) to get deep pool for ranking. Semantic query emphasizes recurring/reliable work to match event focus."
},
"at": "2026-04-21T04:36:57.334Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "reliable forklift operator Joliet recurring shift dependable warehouse logistics",
"sql_filter": "role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5",
"sql_matches": 1178,
"vector_reranked": 40,
"method": "hybrid_sql_vector",
"answer": null,
"sources": [
{
"doc_id": "W500K-2372",
"chunk_text": "Joshua Taylor — Forklift Operator in Joliet, IL. Skills: RF scanner|bilingual|confined space|overhead crane|packaging|shipping. Certs: OSHA-10|Forklift. Archetype: reliable. Reliability: 0.80, Availability: 0.88",
"score": 0.9444777,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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"pb-seed-d0c65db6bf9b389b",
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]
},
{
"doc_id": "W500K-46701",
"chunk_text": "Lauren F. Adams — Forklift Operator in Joliet, IL. Skills: packaging|pallet jack|receiving|shipping|team lead|training. Certs: OSHA-10|Hazmat. Archetype: communicator. Reliability: 0.62, Availability: 0.54",
"score": 0.834797,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-93fa5d957b98579e",
"pb-seed-8e5b7de2ee2e9c43",
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]
},
{
"doc_id": "W500K-41031",
"chunk_text": "Joyce D. Reyes — Forklift Operator in Joliet, IL. Skills: Excel|confined space|hazmat|inventory|overhead crane|packaging|pallet jack|pick-to-light|shipping. Certs: none. Archetype: reliable. Reliability: 0.88, Availability: 0.70",
"score": 0.7810927,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-93fa5d957b98579e",
"pb-seed-8e5b7de2ee2e9c43",
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"pb-seed-44b37913e5ed5fef",
"pb-seed-5fb94f1d330867b4"
]
},
{
"doc_id": "W500K-9371",
"chunk_text": "Ashley Young — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|loading dock|packaging. Certs: MSDS|Confined Space. Archetype: flexible. Reliability: 0.79, Availability: 0.56",
"score": 0.6380436,
"sql_verified": true
},
{
"doc_id": "W500K-39560",
"chunk_text": "Patricia O. Parker — Forklift Operator in Joliet, IL. Skills: SAP|cold storage|first aid|forklift|hazmat|inventory|pallet jack. Certs: OSHA-10. Archetype: improving. Reliability: 0.76, Availability: 0.68",
"score": 0.6269853,
"sql_verified": true
},
{
"doc_id": "W500K-38139",
"chunk_text": "Aaron X. Bennett — Forklift Operator in Joliet, IL. Skills: hazmat|inventory|loading dock|pick-to-light|receiving|team lead|training. Certs: OSHA-10. Archetype: improving. Reliability: 0.74, Availability: 0.73",
"score": 0.6250373,
"sql_verified": true
},
{
"doc_id": "W500K-45159",
"chunk_text": "Julie X. Lopez — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|forklift|hazmat|inventory|packaging|pallet jack|shipping. Certs: none. Archetype: reliable. Reliability: 0.91, Availability: 0.83",
"score": 0.6215084,
"sql_verified": true
},
{
"doc_id": "W500K-9646",
"chunk_text": "Elizabeth Miller — Forklift Operator in Joliet, IL. Skills: Excel|first aid|loading dock|packaging|pick-to-light|receiving|team lead|training. Certs: Forklift|Hazmat|ServSafe. Archetype: leader. Reliability: 0.76, Availability: 0.95",
"score": 0.6138908,
"sql_verified": true
},
{
"doc_id": "W500K-23249",
"chunk_text": "Kyle F. Miller — Forklift Operator in Joliet, IL. Skills: bilingual|cold storage|forklift|hazmat|loading dock|overhead crane|receiving|shipping|team lead. Certs: Hazmat. Archetype: specialist. Reliability: 0.88, Availability: 0.79",
"score": 0.6120804,
"sql_verified": true
},
{
"doc_id": "W500K-24574",
"chunk_text": "Amy E. Carter — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|cold storage|forklift|inventory|loading dock|pick-to-light. Certs: First Aid/CPR. Archetype: leader. Reliability: 0.77, Availability: 0.65",
"score": 0.6075678,
"sql_verified": true
},
{
"doc_id": "W500K-17901",
"chunk_text": "Angela N. Wood — Forklift Operator in Joliet, IL. Skills: RF scanner|SAP|bilingual|forklift|team lead|training. Certs: none. Archetype: reliable. Reliability: 0.77, Availability: 0.89",
"score": 0.60749954,
"sql_verified": true
},
{
"doc_id": "W500K-6419",
"chunk_text": "Nicholas Jenkins — Forklift Operator in Joliet, IL. Skills: Excel|bilingual|cold storage|confined space|first aid|packaging|team lead. Certs: OSHA-30. Archetype: flexible. Reliability: 0.72, Availability: 0.61",
"score": 0.6037318,
"sql_verified": true
},
{
"doc_id": "W500K-36802",
"chunk_text": "Adam M. Ramirez — Forklift Operator in Joliet, IL. Skills: Excel|RF scanner|confined space|hazmat|inventory|overhead crane|packaging|receiving|shipping|team lead. Certs: OSHA-10|First Aid/CPR. Archetype: specialist. Reliability: 0.81, Availability: 0.54",
"score": 0.6035523,
"sql_verified": true
},
{
"doc_id": "W500K-29744",
"chunk_text": "Anna A. Green — Forklift Operator in Joliet, IL. Skills: first aid|forklift|packaging|pick-to-light|training. Certs: Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.84, Availability: 0.55",
"score": 0.6004748,
"sql_verified": true
},
{
"doc_id": "W500K-22037",
"chunk_text": "Betty P. Allen — Forklift Operator in Joliet, IL. Skills: SAP|cold storage|hazmat|pallet jack. Certs: OSHA-30|Forklift|Hazmat|Fire Safety. Archetype: leader. Reliability: 0.73, Availability: 0.67",
"score": 0.598388,
"sql_verified": true
},
{
"doc_id": "W500K-34621",
"chunk_text": "Rachel P. Rivera — Forklift Operator in Joliet, IL. Skills: SAP|first aid|forklift|overhead crane|pallet jack|shipping. Certs: MSDS. Archetype: flexible. Reliability: 0.71, Availability: 0.51",
"score": 0.5880826,
"sql_verified": true
},
{
"doc_id": "W500K-42195",
"chunk_text": "Laura X. Young — Forklift Operator in Joliet, IL. Skills: Excel|SAP|confined space|inventory|loading dock|overhead crane|packaging|team lead. Certs: OSHA-10|Hazmat|MSDS. Archetype: reliable. Reliability: 0.81, Availability: 0.69",
"score": 0.5874995,
"sql_verified": true
},
{
"doc_id": "W500K-41571",
"chunk_text": "Jacob X. Davis — Forklift Operator in Joliet, IL. Skills: first aid|overhead crane|pallet jack|receiving. Certs: OSHA-10|OSHA-30|Hazmat. Archetype: specialist. Reliability: 0.79, Availability: 0.75",
"score": 0.5865377,
"sql_verified": true
},
{
"doc_id": "W500K-36102",
"chunk_text": "Elizabeth O. Bennett — Forklift Operator in Joliet, IL. Skills: RF scanner|cold storage|hazmat|loading dock|overhead crane|packaging|training. Certs: Hazmat. Archetype: reliable. Reliability: 0.81, Availability: 0.73",
"score": 0.58637905,
"sql_verified": true
},
{
"doc_id": "W500K-31733",
"chunk_text": "Catherine N. Perez — Forklift Operator in Joliet, IL. Skills: SAP|confined space|inventory|overhead crane|pick-to-light. Certs: Forklift. Archetype: reliable. Reliability: 0.92, Availability: 0.62",
"score": 0.57853997,
"sql_verified": true
}
],
"duration_ms": 370,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:36:57.707Z"
},
{
"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 SQL filter for Joliet, IL and the role 'Forklift Operator'. The search results include 40 candidates, which is sufficient for ranking and selecting top 3. Ensure that the final proposal includes exactly 3 candidates from the listed results and that at least one of them has been SQL-verified."
},
"at": "2026-04-21T04:36:59.700Z"
},
{
"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 rel FROM workers_500k WHERE worker_id IN (2372, 46701, 41031) ORDER BY worker_id"
},
"rationale": "Verify top 3 hybrid_search candidates exist in SQL and confirm their availability/reliability scores. These are the highest-scored Forklift Operators in Joliet, IL from the hybrid search (Joshua Taylor, Lauren F. Adams, Joyce D. Reyes). Need SQL verification before proposing fills."
},
"at": "2026-04-21T04:37:03.027Z"
},
{
"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": "rel",
"data_type": "Float64"
}
],
"rows": [
{
"avail": 0.877,
"city": "Joliet",
"name": "Joshua Taylor",
"rel": 0.8025,
"role": "Forklift Operator",
"state": "IL",
"worker_id": 2372
},
{
"avail": 0.6965,
"city": "Joliet",
"name": "Joyce D. Reyes",
"rel": 0.8839,
"role": "Forklift Operator",
"state": "IL",
"worker_id": 41031
},
{
"avail": 0.5391,
"city": "Joliet",
"name": "Lauren F. Adams",
"rel": 0.6167,
"role": "Forklift Operator",
"state": "IL",
"worker_id": 46701
}
],
"row_count": 3
},
"at": "2026-04-21T04:37:03.055Z"
},
{
"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 3 candidates from the hybrid search. Ensure that the final proposal includes exactly 3 candidates, all from Joliet, IL with the role 'Forklift Operator', and that none of the excluded workers are included."
},
"at": "2026-04-21T04:37:04.776Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-2372",
"name": "Joshua Taylor"
},
{
"candidate_id": "W500K-41031",
"name": "Joyce D. Reyes"
},
{
"candidate_id": "W500K-46701",
"name": "Lauren F. Adams"
}
],
"rationale": "Three Forklift Operators in Joliet, IL verified via SQL. Joshua Taylor (worker_id=2372): availability=0.877, reliability=0.8025, highest hybrid score=0.94. Joyce D. Reyes (worker_id=41031): availability=0.6965, reliability=0.8839, hybrid score=0.78. Lauren F. Adams (worker_id=46701): availability=0.5391, reliability=0.6167, hybrid score=0.83. All meet CAST(availability AS DOUBLE) > 0.5 threshold. SQL verification confirmed all three exist with correct role/city/state. Target of 3 fills met."
},
"at": "2026-04-21T04:37:09.556Z"
},
{
"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 verified via SQL and matching the role 'Forklift Operator' in Joliet, IL. No drift detected."
},
"at": "2026-04-21T04:37:11.100Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-2372",
"name": "Joshua Taylor"
},
{
"candidate_id": "W500K-41031",
"name": "Joyce D. Reyes"
},
{
"candidate_id": "W500K-46701",
"name": "Lauren F. Adams"
}
]
},
"at": "2026-04-21T04:37:11.100Z"
}
]
},
{
"event": {
"kind": "expansion",
"at": "12:30",
"role": "Picker",
"count": 4,
"city": "Joliet",
"state": "IL",
"shift_start": "12:30 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-12, fill=preferred."
},
"ok": false,
"fills": [],
"turns": 0,
"duration_secs": 58.284,
"error": "aborted — 3 consecutive drift flags",
"gap_signals": [
"drift_or_tool: aborted — 3 consecutive drift flags"
],
"diagnostic_log": [
{
"turn": 1,
"role": "executor",
"model": "kimi-k2.5",
"kind": "plan",
"content": {
"kind": "plan",
"steps": [
"Execute hybrid_search for Picker role in Joliet, IL with availability>0.5 and reliability>0.75",
"Review surfaced candidates, verify at least 4 valid Picker matches",
"Run SQL verification on one candidate to confirm details",
"Propose_done with top 4 verified Pickers"
]
},
"at": "2026-04-21T04:37:22.024Z"
},
{
"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 Joliet, IL and Picker role. Verify that the SQL check confirms at least one of the candidates. Avoid proposing workers who are already booked or unavailable."
},
"at": "2026-04-21T04:37:26.057Z"
},
{
"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 = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
"question": "experienced Picker warehouse order fulfillment Joliet Illinois reliable high availability",
"k": 40
},
"rationale": "Execute hybrid search for Picker role in Joliet, IL with availability>0.5 and reliability>0.75 to surface qualified candidates for 4-fill target. Using k=40 (5x target) for deep pool discrimination."
},
"at": "2026-04-21T04:37:34.263Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "experienced Picker warehouse order fulfillment Joliet Illinois reliable high availability",
"sql_filter": "role = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
"sql_matches": 0,
"vector_reranked": 40,
"method": "vector_only",
"answer": null,
"sources": [
{
"doc_id": "W500K-2372",
"chunk_text": "Joshua Taylor — Forklift Operator in Joliet, IL. Skills: RF scanner|bilingual|confined space|overhead crane|packaging|shipping. Certs: OSHA-10|Forklift. Archetype: reliable. Reliability: 0.80, Availability: 0.88",
"score": 0.8969785,
"sql_verified": false,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-93fa5d957b98579e",
"pb-seed-8e5b7de2ee2e9c43",
"pb-seed-418fc3b2153d74de",
"pb-seed-84ca656bbdae2386",
"pb-seed-44b37913e5ed5fef",
"pb-seed-5fb94f1d330867b4",
"pb-seed-2c79685109808172",
"pb-seed-e55b22922c0816f3",
"pb-seed-d0c65db6bf9b389b",
"pb-seed-b7e7ccbc68c01017",
"pb-seed-66c4e94f91c94e1a",
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"pb-seed-fa246fef31bbe831",
"pb-seed-ddc8e9162a300cdf",
"pb-seed-cadecd75d2f0a17d"
]
},
{
"doc_id": "W500K-10619",
"chunk_text": "Charles Kelly — Shipping Clerk in St. Paul, MN. Skills: RF scanner|SAP|bilingual|confined space|inventory|loading dock|receiving|training. Certs: ServSafe. Archetype: reliable. Reliability: 0.91, Availability: 0.83",
"score": 0.6702476,
"sql_verified": false
},
{
"doc_id": "W500K-15572",
"chunk_text": "Olivia Y. Bailey — Loader in Mattoon, IL. Skills: Excel|bilingual|cold storage|hazmat|loading dock|packaging|pallet jack|receiving|team lead. Certs: OSHA-10|Forklift. Archetype: flexible. Reliability: 0.73, Availability: 0.90",
"score": 0.6645415,
"sql_verified": false
},
{
"doc_id": "W500K-49523",
"chunk_text": "Patricia T. Clark — Sanitation Worker in Toledo, OH. Skills: SAP|first aid|overhead crane|team lead. Certs: OSHA-10|OSHA-30|First Aid/CPR. Archetype: reliable. Reliability: 0.86, Availability: 0.88",
"score": 0.663863,
"sql_verified": false
},
{
"doc_id": "W500K-4431",
"chunk_text": "Mark Powell — Inventory Clerk in Columbus, OH. Skills: Excel|SAP|confined space|first aid|forklift|loading dock|packaging|receiving|training. Certs: none. Archetype: specialist. Reliability: 0.79, Availability: 0.61",
"score": 0.6637892,
"sql_verified": false
},
{
"doc_id": "W500K-33386",
"chunk_text": "Amy C. Jimenez — Quality Tech in Peoria, IL. Skills: 6S|ISO 9001|SPC|gauge R&R|line work|nonconformance|root cause analysis. Certs: OSHA-10. Archetype: reliable. Reliability: 0.75, Availability: 0.53",
"score": 0.6617221,
"sql_verified": false
},
{
"doc_id": "W500K-46187",
"chunk_text": "Cynthia L. Bennett — Shipping Clerk in Terre Haute, IN. Skills: hazmat|inventory|receiving|training. Certs: Forklift|Fire Safety. Archetype: flexible. Reliability: 0.79, Availability: 0.79",
"score": 0.66099364,
"sql_verified": false
},
{
"doc_id": "W500K-2939",
"chunk_text": "Linda Brooks — Electrician in Kansas City, MO. Skills: PLC|electrical|welding. Certs: Forklift|Hazmat|First Aid/CPR. Archetype: flexible. Reliability: 0.77, Availability: 0.78",
"score": 0.6603683,
"sql_verified": false
},
{
"doc_id": "W500K-375",
"chunk_text": "Stephen Watson — Welder in Detroit, MI. Skills: CNC|EDM|PLC|hydraulics|lockout/tagout|mill|pneumatics|press brake|welding. Certs: OSHA-10|Reach Truck|ServSafe. Archetype: erratic. Reliability: 0.27, Availability: 0.68",
"score": 0.65997946,
"sql_verified": false
},
{
"doc_id": "W500K-30962",
"chunk_text": "Rosa W. Edwards — Logistics Coordinator in Detroit, MI. Skills: RF scanner|hazmat|packaging|receiving|shipping|training. Certs: none. Archetype: reliable. Reliability: 0.81, Availability: 0.82",
"score": 0.6597297,
"sql_verified": false
},
{
"doc_id": "W500K-2804",
"chunk_text": "Kimberly Anderson — Welder in Memphis, TN. Skills: CMMS|GD&T|PLC|blueprint reading|electrical|grinder|lockout/tagout|preventive maintenance. Certs: none. Archetype: specialist. Reliability: 0.75, Availability: 0.82",
"score": 0.6597078,
"sql_verified": false
},
{
"doc_id": "W500K-43503",
"chunk_text": "Rebecca F. Bennett — Forklift Operator in Champaign, IL. Skills: Excel|SAP|cold storage|first aid|hazmat|inventory|packaging|receiving|team lead. Certs: OSHA-10. Archetype: communicator. Reliability: 0.75, Availability: 0.85",
"score": 0.65943545,
"sql_verified": false
},
{
"doc_id": "W500K-36134",
"chunk_text": "Ronald U. Morales — Maintenance Tech in South Bend, IN. Skills: Excel|bilingual|confined space|first aid|hydraulics|preventive maintenance|welding. Certs: OSHA-10|Reach Truck. Archetype: communicator. Reliability: 0.74, Availability: 0.60",
"score": 0.6578905,
"sql_verified": false
},
{
"doc_id": "W500K-46244",
"chunk_text": "Donald Q. Chavez — Welder in Galesburg, IL. Skills: lathe|mill|pneumatics|press brake|welding. Certs: OSHA-30|Forklift. Archetype: flexible. Reliability: 0.82, Availability: 0.75",
"score": 0.654163,
"sql_verified": false
},
{
"doc_id": "W500K-6869",
"chunk_text": "Deborah Gomez — Inventory Clerk in Columbus, OH. Skills: confined space|packaging|pick-to-light|receiving|shipping|team lead|training. Certs: Forklift. Archetype: improving. Reliability: 0.46, Availability: 0.62",
"score": 0.65360945,
"sql_verified": false
},
{
"doc_id": "W500K-9661",
"chunk_text": "Raj Rivera — Assembler in Columbia, MO. Skills: 6S|CMM|first article|inspection|labeling|lean manufacturing|nonconformance|quality inspection. Certs: OSHA-10. Archetype: communicator. Reliability: 0.66, Availability: 0.67",
"score": 0.6526383,
"sql_verified": false
},
{
"doc_id": "W500K-4327",
"chunk_text": "Ruth Flores — Machine Operator in Bloomington, IL. Skills: SPC|grinder|labeling|lean manufacturing|mill|press brake|quality inspection. Certs: none. Archetype: communicator. Reliability: 0.56, Availability: 0.83",
"score": 0.6523652,
"sql_verified": false
},
{
"doc_id": "W500K-12035",
"chunk_text": "Carolyn Edwards — Material Handler in Lansing, MI. Skills: bilingual|inventory|overhead crane|packaging|team lead. Certs: OSHA-10|OSHA-30|First Aid/CPR. Archetype: reliable. Reliability: 0.82, Availability: 0.70",
"score": 0.6514974,
"sql_verified": false
},
{
"doc_id": "W500K-5304",
"chunk_text": "Luis Morris — Forklift Operator in Bloomington, IN. Skills: cold storage|confined space|first aid|forklift|inventory|overhead crane|training. Certs: OSHA-10. Archetype: flexible. Reliability: 0.71, Availability: 0.88",
"score": 0.6509999,
"sql_verified": false
},
{
"doc_id": "W500K-16929",
"chunk_text": "Charles D. Walker — Maintenance Tech in Jefferson City, MO. Skills: Excel|PLC|bilingual|confined space|overhead crane|preventive maintenance|training|welding. Certs: Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.88, Availability: 0.98",
"score": 0.6508766,
"sql_verified": false
}
],
"duration_ms": 334,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:37:34.598Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "drift",
"notes": "The hybrid_search result shows no matches for Picker in Joliet, IL, despite the filters. The top candidates are not in Joliet, IL or have the Picker role. The executor should pivot to Crest Hill, IL as per prior lessons, since Joliet has a zero-supply flag. Execute a new hybrid_search for Picker in Crest Hill, IL with the same filters, and verify at least 4 candidates before proceeding."
},
"at": "2026-04-21T04:37:36.892Z"
},
{
"turn": 3,
"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 = 'Picker' AND city = 'Crest Hill' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
"question": "experienced Picker warehouse order fulfillment Crest Hill Illinois",
"k": 40
},
"rationale": "Zero Picker matches in Joliet, IL per prior search. Per KB guidance from 2026-05-02 Joliet DC Ramp event, pivot immediately to Crest Hill, IL (~10 mi) which has >500 qualified Pickers and stays within 50-mi bonus radius. Using same availability>0.5 and reliability>0.75 filters with k=40 for 4-fill target."
},
"at": "2026-04-21T04:37:52.969Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "experienced Picker warehouse order fulfillment Crest Hill Illinois",
"sql_filter": "role = 'Picker' AND city = 'Crest Hill' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
"sql_matches": 0,
"vector_reranked": 40,
"method": "vector_only",
"answer": null,
"sources": [
{
"doc_id": "W500K-15437",
"chunk_text": "Janet T. Foster — Sanitation Worker in Columbus, OH. Skills: Excel|confined space|hazmat|training. Certs: OSHA-10. Archetype: leader. Reliability: 0.74, Availability: 0.46",
"score": 0.65287423,
"sql_verified": false
},
{
"doc_id": "W500K-46464",
"chunk_text": "Laura C. Campbell — Warehouse Associate in Bloomington, IL. Skills: Excel|RF scanner|SAP|first aid|inventory|pallet jack|team lead. Certs: none. Archetype: reliable. Reliability: 0.81, Availability: 0.85",
"score": 0.63053775,
"sql_verified": false
},
{
"doc_id": "W500K-18684",
"chunk_text": "Katherine Q. Jones — Warehouse Associate in Joliet, IL. Skills: Excel|RF scanner|SAP|forklift|hazmat|loading dock|pick-to-light|receiving|team lead|training. Certs: OSHA-10|Forklift|Hazmat. Archetype: leader. Reliability: 0.77, Availability: 0.82",
"score": 0.63051194,
"sql_verified": false
},
{
"doc_id": "W500K-35390",
"chunk_text": "Virginia E. Bennett — Line Lead in Rockford, IL. Skills: assembly|confined space|conveyor ops|labeling|line work|overhead crane. Certs: MSDS. Archetype: communicator. Reliability: 0.71, Availability: 0.75",
"score": 0.6227818,
"sql_verified": false
},
{
"doc_id": "W500K-44633",
"chunk_text": "Heather R. Ross — Warehouse Associate in Madison, WI. Skills: loading dock|overhead crane|shipping|training. Certs: OSHA-10. Archetype: reliable. Reliability: 0.78, Availability: 0.79",
"score": 0.62239146,
"sql_verified": false
},
{
"doc_id": "W500K-3722",
"chunk_text": "Shirley Lopez — Sanitation Worker in Detroit, MI. Skills: bilingual|first aid|hazmat|team lead|training. Certs: Forklift. Archetype: reliable. Reliability: 0.80, Availability: 0.94",
"score": 0.6220775,
"sql_verified": false
},
{
"doc_id": "W500K-47999",
"chunk_text": "Scott D. King — Quality Tech in Mattoon, IL. Skills: SPC|assembly|first article|gauge R&R|labeling|lean manufacturing|quality inspection. Certs: none. Archetype: improving. Reliability: 0.79, Availability: 0.64",
"score": 0.6216232,
"sql_verified": false
},
{
"doc_id": "W500K-12953",
"chunk_text": "Sarah Rivera — Line Lead in Detroit, MI. Skills: 6S|Excel|SAP|SPC|first aid|labeling|line work|overhead crane|quality inspection|training. Certs: Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.87, Availability: 0.94",
"score": 0.6213075,
"sql_verified": false
},
{
"doc_id": "W500K-8159",
"chunk_text": "George Powell — Machine Operator in St. Paul, MN. Skills: CNC|batch processing|conveyor ops|lathe|micrometer. Certs: OSHA-10. Archetype: communicator. Reliability: 0.69, Availability: 0.70",
"score": 0.6211316,
"sql_verified": false
},
{
"doc_id": "W500K-43058",
"chunk_text": "Christopher C. Bailey — Material Handler in Jefferson City, MO. Skills: Excel|RF scanner|SAP|cold storage|overhead crane|pallet jack|pick-to-light|receiving|team lead. Certs: OSHA-10|Reach Truck|ISO 9001. Archetype: leader. Reliability: 0.95, Availability: 0.84",
"score": 0.6211238,
"sql_verified": false
},
{
"doc_id": "W500K-28490",
"chunk_text": "Rebecca U. Anderson — Sanitation Worker in Bloomington, IL. Skills: bilingual|confined space|overhead crane|team lead. Certs: none. Archetype: flexible. Reliability: 0.81, Availability: 0.79",
"score": 0.6210611,
"sql_verified": false
},
{
"doc_id": "W500K-25220",
"chunk_text": "Stephen A. Kim — Sanitation Worker in Quincy, IL. Skills: SAP|training. Certs: OSHA-10|Forklift|Hazmat|ServSafe|ISO 9001. Archetype: flexible. Reliability: 0.86, Availability: 0.62",
"score": 0.62064826,
"sql_verified": false
},
{
"doc_id": "W500K-11200",
"chunk_text": "Kelly Jenkins — Welder in Rockford, IL. Skills: CMMS|GD&T|PLC|blueprint reading|lathe|micrometer|pneumatics|press brake|troubleshooting. Certs: Lockout/Tagout. Archetype: specialist. Reliability: 0.79, Availability: 0.44",
"score": 0.61986125,
"sql_verified": false
},
{
"doc_id": "W500K-42641",
"chunk_text": "Paul B. Hall — Quality Tech in Cedar Rapids, IA. Skills: ISO 9001|SPC|first article|inspection|labeling|lean manufacturing. Certs: Forklift|Order Picker|MSDS. Archetype: reliable. Reliability: 0.86, Availability: 1.00",
"score": 0.6190148,
"sql_verified": false
},
{
"doc_id": "W500K-22833",
"chunk_text": "Michael F. Lee — Tool & Die Maker in Bloomington, IL. Skills: EDM|PLC|hydraulics|lathe|pneumatics|preventive maintenance. Certs: OSHA-10|Order Picker|MSDS. Archetype: reliable. Reliability: 0.84, Availability: 0.73",
"score": 0.6188277,
"sql_verified": false
},
{
"doc_id": "W500K-42013",
"chunk_text": "Jennifer X. Morgan — Forklift Operator in Jefferson City, MO. Skills: RF scanner|bilingual|first aid|inventory|team lead|training. Certs: OSHA-10|OSHA-30. Archetype: communicator. Reliability: 0.75, Availability: 0.98",
"score": 0.6177408,
"sql_verified": false
},
{
"doc_id": "W500K-22507",
"chunk_text": "Adam R. Ross — CNC Operator in Rockford, IL. Skills: CNC|EDM|GD&T|calibration|gauge R&R|root cause analysis. Certs: Reach Truck|Confined Space. Archetype: reliable. Reliability: 0.90, Availability: 0.80",
"score": 0.61580837,
"sql_verified": false
},
{
"doc_id": "W500K-21683",
"chunk_text": "Donald Z. Ortiz — Material Handler in Bloomington, IN. Skills: SAP|cold storage|confined space|first aid|shipping. Certs: OSHA-10|Hazmat. Archetype: communicator. Reliability: 0.64, Availability: 0.60",
"score": 0.614859,
"sql_verified": false
},
{
"doc_id": "W500K-45497",
"chunk_text": "Stephen X. Brooks — Maintenance Tech in Fort Wayne, IN. Skills: PLC|bilingual|confined space|hydraulics|lockout/tagout|pneumatics|team lead. Certs: OSHA-10|Lockout/Tagout. Archetype: flexible. Reliability: 0.68, Availability: 1.00",
"score": 0.6128676,
"sql_verified": false
},
{
"doc_id": "W500K-33029",
"chunk_text": "Yuki J. Peterson — Warehouse Associate in Terre Haute, IN. Skills: Excel|bilingual|forklift|inventory|loading dock. Certs: OSHA-10|Reach Truck. Archetype: communicator. Reliability: 0.90, Availability: 0.79",
"score": 0.6127509,
"sql_verified": false
}
],
"duration_ms": 358,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:37:53.328Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "drift",
"notes": "The hybrid_search results show no valid Picker candidates in Joliet or Crest Hill, IL, despite the filters. The executor should pivot to a different location or verify if the filters are correctly applied. Additionally, the SQL verification step was not executed to confirm any of the candidates. Ensure that the final proposal includes exactly 4 Picker candidates from Joliet, IL, with verified details."
},
"at": "2026-04-21T04:37:55.473Z"
},
{
"turn": 4,
"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 = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
"question": "Picker warehouse order fulfillment Joliet Illinois",
"k": 80
},
"rationale": "Prior searches with k=40 returned zero SQL matches. Increasing k to 80 (20x target) to cast a wider net and ensure we capture any available Picker candidates in Joliet, IL. The filters remain correct per schema: role='Picker', city='Joliet', state='IL', availability>0.5, reliability>0.75. If this still returns zero, will need to pivot strategy per KB guidance."
},
"at": "2026-04-21T04:38:14.400Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "Picker warehouse order fulfillment Joliet Illinois",
"sql_filter": "role = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
"sql_matches": 0,
"vector_reranked": 80,
"method": "vector_only",
"answer": null,
"sources": [
{
"doc_id": "W500K-15437",
"chunk_text": "Janet T. Foster — Sanitation Worker in Columbus, OH. Skills: Excel|confined space|hazmat|training. Certs: OSHA-10. Archetype: leader. Reliability: 0.74, Availability: 0.46",
"score": 0.6457898,
"sql_verified": false
},
{
"doc_id": "W500K-46464",
"chunk_text": "Laura C. Campbell — Warehouse Associate in Bloomington, IL. Skills: Excel|RF scanner|SAP|first aid|inventory|pallet jack|team lead. Certs: none. Archetype: reliable. Reliability: 0.81, Availability: 0.85",
"score": 0.63264596,
"sql_verified": false
},
{
"doc_id": "W500K-35089",
"chunk_text": "Nicholas P. Davis — Production Worker in Green Bay, WI. Skills: SPC|bilingual|line work|training. Certs: OSHA-30|Forklift|First Aid/CPR|Order Picker. Archetype: flexible. Reliability: 0.64, Availability: 0.98",
"score": 0.62529045,
"sql_verified": false
},
{
"doc_id": "W500K-44633",
"chunk_text": "Heather R. Ross — Warehouse Associate in Madison, WI. Skills: loading dock|overhead crane|shipping|training. Certs: OSHA-10. Archetype: reliable. Reliability: 0.78, Availability: 0.79",
"score": 0.624137,
"sql_verified": false
},
{
"doc_id": "W500K-18684",
"chunk_text": "Katherine Q. Jones — Warehouse Associate in Joliet, IL. Skills: Excel|RF scanner|SAP|forklift|hazmat|loading dock|pick-to-light|receiving|team lead|training. Certs: OSHA-10|Forklift|Hazmat. Archetype: leader. Reliability: 0.77, Availability: 0.82",
"score": 0.6238076,
"sql_verified": false
},
{
"doc_id": "W500K-3722",
"chunk_text": "Shirley Lopez — Sanitation Worker in Detroit, MI. Skills: bilingual|first aid|hazmat|team lead|training. Certs: Forklift. Archetype: reliable. Reliability: 0.80, Availability: 0.94",
"score": 0.6225272,
"sql_verified": false
},
{
"doc_id": "W500K-22833",
"chunk_text": "Michael F. Lee — Tool & Die Maker in Bloomington, IL. Skills: EDM|PLC|hydraulics|lathe|pneumatics|preventive maintenance. Certs: OSHA-10|Order Picker|MSDS. Archetype: reliable. Reliability: 0.84, Availability: 0.73",
"score": 0.6224097,
"sql_verified": false
},
{
"doc_id": "W500K-43058",
"chunk_text": "Christopher C. Bailey — Material Handler in Jefferson City, MO. Skills: Excel|RF scanner|SAP|cold storage|overhead crane|pallet jack|pick-to-light|receiving|team lead. Certs: OSHA-10|Reach Truck|ISO 9001. Archetype: leader. Reliability: 0.95, Availability: 0.84",
"score": 0.62175614,
"sql_verified": false
},
{
"doc_id": "W500K-42641",
"chunk_text": "Paul B. Hall — Quality Tech in Cedar Rapids, IA. Skills: ISO 9001|SPC|first article|inspection|labeling|lean manufacturing. Certs: Forklift|Order Picker|MSDS. Archetype: reliable. Reliability: 0.86, Availability: 1.00",
"score": 0.6217111,
"sql_verified": false
},
{
"doc_id": "W500K-36064",
"chunk_text": "Jonathan C. Alvarez — Shipping Clerk in Mattoon, IL. Skills: RF scanner|first aid|forklift|hazmat|inventory|loading dock. Certs: Forklift|First Aid/CPR|Fire Safety. Archetype: silent. Reliability: 0.78, Availability: 0.69",
"score": 0.6200446,
"sql_verified": false
},
{
"doc_id": "W500K-45497",
"chunk_text": "Stephen X. Brooks — Maintenance Tech in Fort Wayne, IN. Skills: PLC|bilingual|confined space|hydraulics|lockout/tagout|pneumatics|team lead. Certs: OSHA-10|Lockout/Tagout. Archetype: flexible. Reliability: 0.68, Availability: 1.00",
"score": 0.6198547,
"sql_verified": false
},
{
"doc_id": "W500K-35390",
"chunk_text": "Virginia E. Bennett — Line Lead in Rockford, IL. Skills: assembly|confined space|conveyor ops|labeling|line work|overhead crane. Certs: MSDS. Archetype: communicator. Reliability: 0.71, Availability: 0.75",
"score": 0.61972666,
"sql_verified": false
},
{
"doc_id": "W500K-4517",
"chunk_text": "Richard Lee — Material Handler in Louisville, KY. Skills: RF scanner|first aid|hazmat|inventory|overhead crane|packaging|receiving|team lead|training. Certs: none. Archetype: improving. Reliability: 0.75, Availability: 0.62",
"score": 0.6197122,
"sql_verified": false
},
{
"doc_id": "W500K-25220",
"chunk_text": "Stephen A. Kim — Sanitation Worker in Quincy, IL. Skills: SAP|training. Certs: OSHA-10|Forklift|Hazmat|ServSafe|ISO 9001. Archetype: flexible. Reliability: 0.86, Availability: 0.62",
"score": 0.6194138,
"sql_verified": false
},
{
"doc_id": "W500K-21683",
"chunk_text": "Donald Z. Ortiz — Material Handler in Bloomington, IN. Skills: SAP|cold storage|confined space|first aid|shipping. Certs: OSHA-10|Hazmat. Archetype: communicator. Reliability: 0.64, Availability: 0.60",
"score": 0.6189523,
"sql_verified": false
},
{
"doc_id": "W500K-15131",
"chunk_text": "Joyce Z. Phillips — Inventory Clerk in Akron, OH. Skills: bilingual|cold storage|hazmat|pick-to-light. Certs: Forklift|ServSafe. Archetype: communicator. Reliability: 0.70, Availability: 0.66",
"score": 0.6161718,
"sql_verified": false
},
{
"doc_id": "W500K-19839",
"chunk_text": "Tyler B. Murphy — Inventory Clerk in Cedar Rapids, IA. Skills: SAP|cold storage|confined space|hazmat|inventory|team lead|training. Certs: OSHA-10|First Aid/CPR. Archetype: reliable. Reliability: 0.90, Availability: 0.96",
"score": 0.61556464,
"sql_verified": false
},
{
"doc_id": "W500K-28490",
"chunk_text": "Rebecca U. Anderson — Sanitation Worker in Bloomington, IL. Skills: bilingual|confined space|overhead crane|team lead. Certs: none. Archetype: flexible. Reliability: 0.81, Availability: 0.79",
"score": 0.615424,
"sql_verified": false
},
{
"doc_id": "W500K-26778",
"chunk_text": "Timothy Y. Brooks — CNC Operator in Springfield, MO. Skills: CNC|SPC|first article|inspection|lathe|press brake. Certs: Forklift. Archetype: communicator. Reliability: 0.62, Availability: 0.85",
"score": 0.6147202,
"sql_verified": false
},
{
"doc_id": "W500K-24743",
"chunk_text": "Zachary R. Ortiz — Warehouse Associate in Cleveland, OH. Skills: RF scanner|confined space|first aid|forklift. Certs: none. Archetype: reliable. Reliability: 0.86, Availability: 0.63",
"score": 0.6143476,
"sql_verified": false
}
],
"duration_ms": 265,
"_trimmed": "60 more"
},
"at": "2026-04-21T04:38:14.667Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "drift",
"notes": "The hybrid_search results still show no valid Picker candidates in Joliet, IL, despite increasing the k value. The executor should pivot to a different location or verify if the filters are correctly applied. Additionally, the current results do not include any Picker candidates from Joliet, IL, which is the target location. The executor should consider alternative strategies or locations to fulfill the 4-fill target."
},
"at": "2026-04-21T04:38:16.832Z"
}
]
},
{
"event": {
"kind": "misplacement",
"at": "15:00",
"role": "Forklift Operator",
"count": 1,
"replaces_event": "10:00",
"city": "Joliet",
"state": "IL",
"shift_start": "15:00 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-12, fill=preferred.",
"exclude_worker_ids": [
null,
null,
null
]
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-2372",
"name": "Joshua Taylor"
}
],
"turns": 4,
"duration_secs": 19.559,
"gap_signals": [
"double_book: undefined Joshua Taylor already booked for 07:00"
],
"sources_first_score": 0.9095983,
"sources_last_score": 0.58026737,
"pool_size": 1178,
"playbook_citations": [
"pb-seed-e55b22922c0816f3",
"pb-seed-93fa5d957b98579e",
"pb-seed-d0c65db6bf9b389b",
"pb-seed-8e5b7de2ee2e9c43",
"pb-seed-b7e7ccbc68c01017",
"pb-seed-418fc3b2153d74de",
"pb-seed-66c4e94f91c94e1a",
"pb-seed-095fa18610102c3b",
"pb-seed-84ca656bbdae2386",
"pb-seed-fa246fef31bbe831",
"pb-seed-44b37913e5ed5fef",
"pb-seed-ddc8e9162a300cdf",
"pb-seed-5fb94f1d330867b4",
"pb-seed-cadecd75d2f0a17d",
"pb-seed-2c79685109808172"
],
"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 Forklift Operator in Joliet, IL with availability filter",
"Review results and exclude any workers on the EXCLUDE list",
"Verify top candidate via SQL query",
"Propose the verified candidate as the fill"
]
},
"at": "2026-04-21T04:38:19.537Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is following a reasonable plan. Proceed with the hybrid_search for Forklift Operator in Joliet, IL, ensuring the availability filter is applied. After retrieving results, review and exclude any workers on the EXCLUDE list. Verify the top candidate via SQL query and ensure they meet the criteria before proposing them as the fill."
},
"at": "2026-04-21T04:38:21.240Z"
},
{
"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 = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5",
"question": "reliable forklift operator Joliet IL available for immediate shift",
"k": 20
},
"rationale": "Search for available Forklift Operators in Joliet, IL with availability > 0.5. Using k=20 for single fill to get good candidate pool. Will filter out EXCLUDE list after results."
},
"at": "2026-04-21T04:38:24.968Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "reliable forklift operator Joliet IL available for immediate shift",
"sql_filter": "role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5",
"sql_matches": 1178,
"vector_reranked": 20,
"method": "hybrid_sql_vector",
"answer": null,
"sources": [
{
"doc_id": "W500K-2372",
"chunk_text": "Joshua Taylor — Forklift Operator in Joliet, IL. Skills: RF scanner|bilingual|confined space|overhead crane|packaging|shipping. Certs: OSHA-10|Forklift. Archetype: reliable. Reliability: 0.80, Availability: 0.88",
"score": 0.9095983,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-e55b22922c0816f3",
"pb-seed-93fa5d957b98579e",
"pb-seed-d0c65db6bf9b389b",
"pb-seed-8e5b7de2ee2e9c43",
"pb-seed-b7e7ccbc68c01017",
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"pb-seed-cadecd75d2f0a17d",
"pb-seed-2c79685109808172"
]
},
{
"doc_id": "W500K-46701",
"chunk_text": "Lauren F. Adams — Forklift Operator in Joliet, IL. Skills: packaging|pallet jack|receiving|shipping|team lead|training. Certs: OSHA-10|Hazmat. Archetype: communicator. Reliability: 0.62, Availability: 0.54",
"score": 0.8429194,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-93fa5d957b98579e",
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]
},
{
"doc_id": "W500K-41031",
"chunk_text": "Joyce D. Reyes — Forklift Operator in Joliet, IL. Skills: Excel|confined space|hazmat|inventory|overhead crane|packaging|pallet jack|pick-to-light|shipping. Certs: none. Archetype: reliable. Reliability: 0.88, Availability: 0.70",
"score": 0.8216628,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-93fa5d957b98579e",
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"pb-seed-5fb94f1d330867b4",
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]
},
{
"doc_id": "W500K-34621",
"chunk_text": "Rachel P. Rivera — Forklift Operator in Joliet, IL. Skills: SAP|first aid|forklift|overhead crane|pallet jack|shipping. Certs: MSDS. Archetype: flexible. Reliability: 0.71, Availability: 0.51",
"score": 0.6319561,
"sql_verified": true
},
{
"doc_id": "W500K-24574",
"chunk_text": "Amy E. Carter — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|cold storage|forklift|inventory|loading dock|pick-to-light. Certs: First Aid/CPR. Archetype: leader. Reliability: 0.77, Availability: 0.65",
"score": 0.61698747,
"sql_verified": true
},
{
"doc_id": "W500K-6419",
"chunk_text": "Nicholas Jenkins — Forklift Operator in Joliet, IL. Skills: Excel|bilingual|cold storage|confined space|first aid|packaging|team lead. Certs: OSHA-30. Archetype: flexible. Reliability: 0.72, Availability: 0.61",
"score": 0.61138207,
"sql_verified": true
},
{
"doc_id": "W500K-38139",
"chunk_text": "Aaron X. Bennett — Forklift Operator in Joliet, IL. Skills: hazmat|inventory|loading dock|pick-to-light|receiving|team lead|training. Certs: OSHA-10. Archetype: improving. Reliability: 0.74, Availability: 0.73",
"score": 0.6074427,
"sql_verified": true
},
{
"doc_id": "W500K-23249",
"chunk_text": "Kyle F. Miller — Forklift Operator in Joliet, IL. Skills: bilingual|cold storage|forklift|hazmat|loading dock|overhead crane|receiving|shipping|team lead. Certs: Hazmat. Archetype: specialist. Reliability: 0.88, Availability: 0.79",
"score": 0.606047,
"sql_verified": true
},
{
"doc_id": "W500K-9371",
"chunk_text": "Ashley Young — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|loading dock|packaging. Certs: MSDS|Confined Space. Archetype: flexible. Reliability: 0.79, Availability: 0.56",
"score": 0.6026906,
"sql_verified": true
},
{
"doc_id": "W500K-39560",
"chunk_text": "Patricia O. Parker — Forklift Operator in Joliet, IL. Skills: SAP|cold storage|first aid|forklift|hazmat|inventory|pallet jack. Certs: OSHA-10. Archetype: improving. Reliability: 0.76, Availability: 0.68",
"score": 0.6018414,
"sql_verified": true
},
{
"doc_id": "W500K-17901",
"chunk_text": "Angela N. Wood — Forklift Operator in Joliet, IL. Skills: RF scanner|SAP|bilingual|forklift|team lead|training. Certs: none. Archetype: reliable. Reliability: 0.77, Availability: 0.89",
"score": 0.60166264,
"sql_verified": true
},
{
"doc_id": "W500K-29744",
"chunk_text": "Anna A. Green — Forklift Operator in Joliet, IL. Skills: first aid|forklift|packaging|pick-to-light|training. Certs: Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.84, Availability: 0.55",
"score": 0.6015186,
"sql_verified": true
},
{
"doc_id": "W500K-9646",
"chunk_text": "Elizabeth Miller — Forklift Operator in Joliet, IL. Skills: Excel|first aid|loading dock|packaging|pick-to-light|receiving|team lead|training. Certs: Forklift|Hazmat|ServSafe. Archetype: leader. Reliability: 0.76, Availability: 0.95",
"score": 0.60120195,
"sql_verified": true
},
{
"doc_id": "W500K-31733",
"chunk_text": "Catherine N. Perez — Forklift Operator in Joliet, IL. Skills: SAP|confined space|inventory|overhead crane|pick-to-light. Certs: Forklift. Archetype: reliable. Reliability: 0.92, Availability: 0.62",
"score": 0.5999959,
"sql_verified": true
},
{
"doc_id": "W500K-42195",
"chunk_text": "Laura X. Young — Forklift Operator in Joliet, IL. Skills: Excel|SAP|confined space|inventory|loading dock|overhead crane|packaging|team lead. Certs: OSHA-10|Hazmat|MSDS. Archetype: reliable. Reliability: 0.81, Availability: 0.69",
"score": 0.59556484,
"sql_verified": true
},
{
"doc_id": "W500K-45159",
"chunk_text": "Julie X. Lopez — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|forklift|hazmat|inventory|packaging|pallet jack|shipping. Certs: none. Archetype: reliable. Reliability: 0.91, Availability: 0.83",
"score": 0.5937101,
"sql_verified": true
},
{
"doc_id": "W500K-22037",
"chunk_text": "Betty P. Allen — Forklift Operator in Joliet, IL. Skills: SAP|cold storage|hazmat|pallet jack. Certs: OSHA-30|Forklift|Hazmat|Fire Safety. Archetype: leader. Reliability: 0.73, Availability: 0.67",
"score": 0.5919678,
"sql_verified": true
},
{
"doc_id": "W500K-36102",
"chunk_text": "Elizabeth O. Bennett — Forklift Operator in Joliet, IL. Skills: RF scanner|cold storage|hazmat|loading dock|overhead crane|packaging|training. Certs: Hazmat. Archetype: reliable. Reliability: 0.81, Availability: 0.73",
"score": 0.59168386,
"sql_verified": true
},
{
"doc_id": "W500K-20290",
"chunk_text": "Jason K. Hughes — Forklift Operator in Joliet, IL. Skills: confined space|forklift|hazmat|inventory|loading dock|pallet jack|team lead|training. Certs: Forklift|First Aid/CPR|Order Picker|MSDS. Archetype: flexible. Reliability: 0.83, Availability: 0.85",
"score": 0.59124243,
"sql_verified": true
},
{
"doc_id": "W500K-49682",
"chunk_text": "Dennis W. Garcia — Forklift Operator in Joliet, IL. Skills: SAP|cold storage|forklift|inventory|overhead crane|packaging|shipping. Certs: First Aid/CPR. Archetype: leader. Reliability: 0.80, Availability: 0.64",
"score": 0.58026737,
"sql_verified": true
}
],
"duration_ms": 259
},
"at": "2026-04-21T04:38:25.228Z"
},
{
"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 Forklift Operators in Joliet, IL with availability > 0.5. Proceed to review the results, exclude any workers on the EXCLUDE list, and verify the top candidate via SQL query before proposing the fill."
},
"at": "2026-04-21T04:38:26.916Z"
},
{
"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, skills, certifications FROM workers_500k WHERE worker_id = 2372"
},
"rationale": "Verify the top candidate Joshua Taylor (W500K-2372) via SQL. Check availability, reliability, and confirm role/city match. This is the highest-scoring candidate (0.91) from hybrid_search with RF scanner and bilingual skills - strong for forklift operation."
},
"at": "2026-04-21T04:38:30.275Z"
},
{
"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"
},
{
"name": "skills",
"data_type": "Utf8View"
},
{
"name": "certifications",
"data_type": "Utf8View"
}
],
"rows": [
{
"availability_num": 0.877,
"certifications": "OSHA-10, Forklift",
"city": "Joliet",
"name": "Joshua Taylor",
"reliability_num": 0.8025,
"role": "Forklift Operator",
"skills": "RF scanner, bilingual, confined space, overhead crane, packaging, shipping",
"state": "IL",
"worker_id": 2372
}
],
"row_count": 1
},
"at": "2026-04-21T04:38:30.352Z"
},
{
"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 Joshua Taylor (W500K-2372) is a valid Forklift Operator in Joliet, IL with availability > 0.5. Proceed to ensure no EXCLUDE list workers are proposed and finalize the fill."
},
"at": "2026-04-21T04:38:32.104Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-2372",
"name": "Joshua Taylor"
}
],
"rationale": "Verified via SQL: Joshua Taylor (worker_id 2372) is a Forklift Operator in Joliet, IL with availability 0.877 and reliability 0.8025. Has OSHA-10 and Forklift certifications, plus RF scanner and bilingual skills. Highest hybrid_search score (0.91). Not on EXCLUDE list. Ready for immediate fill of no-show shift."
},
"at": "2026-04-21T04:38:35.103Z"
},
{
"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, Joshua Taylor (W500K-2372) is confirmed in the prior tool_result as a Forklift Operator in Joliet, IL, and has been SQL-verified with availability > 0.5. No EXCLUDE list violations detected."
},
"at": "2026-04-21T04:38:36.904Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-2372",
"name": "Joshua Taylor"
}
]
},
"at": "2026-04-21T04:38:36.904Z"
}
]
}
]
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