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 Alex Rivera (trainee, 1mo). Contract deadline 2026-05-12, fill=preferred."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-16430",
"name": "Nathan Y. Miller"
},
{
"candidate_id": "W500K-23612",
"name": "Emily E. Powell"
},
{
"candidate_id": "W500K-2245",
"name": "Andre Davis"
},
{
"candidate_id": "W500K-23801",
"name": "Kelly L. Nelson"
},
{
"candidate_id": "W500K-37707",
"name": "Mary H. King"
}
],
"turns": 4,
"duration_secs": 23.648,
"gap_signals": [
"double_book: undefined Emily E. Powell already booked for 07:00",
"double_book: undefined Andre Davis already booked for 07:00",
"double_book: undefined Kelly L. Nelson already booked for 07:00",
"double_book: undefined Mary H. King already booked for 07:00"
],
"sources_first_score": 0.83235025,
"sources_last_score": 0.5582641,
"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",
"pb-seed-a862d490a41e58a1"
],
"discovered_pattern": "Across 25 similar past playbooks (18 workers examined) · archetype mostly: communicator · reliability median 0.80 (range 0.341.00)",
"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 in Joliet, IL",
"3. Verify at least one candidate via SQL query",
"4. Propose top 5 candidates as fills"
]
},
"at": "2026-04-21T04:44:09.777Z"
},
{
"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 is properly filtered for Joliet, IL and Warehouse Associate role. Verify that exactly 5 candidates are proposed and that each has been SQL-verified as per the plan."
},
"at": "2026-04-21T04:44:11.183Z"
},
{
"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": "Warehouse Associate Joliet IL reliable available warehouse worker",
"k": 40
},
"rationale": "First step: execute hybrid_search to find Warehouse Associates in Joliet, IL with availability > 0.5. Using k=40 for 5 fills (5x target). This matches the canonical production pattern for baseline_fill tasks."
},
"at": "2026-04-21T04:44:15.631Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "Warehouse Associate Joliet IL reliable available warehouse worker",
"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-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": 0.83235025,
"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",
"pb-seed-a862d490a41e58a1"
]
},
{
"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": 0.80724746,
"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",
"pb-seed-a862d490a41e58a1"
]
},
{
"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": 0.7954397,
"sql_verified": true,
"playbook_boost": 0.2247468,
"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",
"pb-seed-a862d490a41e58a1"
]
},
{
"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": 0.7687389,
"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",
"pb-seed-a862d490a41e58a1"
]
},
{
"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": 0.7032665,
"sql_verified": true,
"playbook_boost": 0.2247468,
"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",
"pb-seed-a862d490a41e58a1"
]
},
{
"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": 0.6862325,
"sql_verified": true
},
{
"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": 0.6802725,
"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": 0.6714783,
"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": 0.6653143,
"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": 0.6578855,
"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": 0.6545818,
"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": 0.6506323,
"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": 0.6425554,
"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": 0.63997597,
"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": 0.63505775,
"sql_verified": true
},
{
"doc_id": "W500K-9708",
"chunk_text": "Carolyn Cook — Warehouse Associate in Joliet, IL. Skills: bilingual|first aid|forklift|inventory|shipping. Certs: OSHA-10|Forklift|Reach Truck|Fire Safety. Archetype: reliable. Reliability: 0.88, Availability: 0.71",
"score": 0.6346081,
"sql_verified": true
},
{
"doc_id": "W500K-13337",
"chunk_text": "Joshua Clark — Warehouse Associate in Joliet, IL. Skills: RF scanner|SAP|bilingual|cold storage|hazmat|packaging|pallet jack|team lead. Certs: Forklift|Hazmat. Archetype: leader. Reliability: 0.88, Availability: 0.78",
"score": 0.6260668,
"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": 0.6233836,
"sql_verified": true
},
{
"doc_id": "W500K-37375",
"chunk_text": "Brenda N. Turner — Warehouse Associate in Joliet, IL. Skills: Excel|RF scanner|hazmat|inventory|overhead crane|training. Certs: Hazmat. Archetype: communicator. Reliability: 0.70, Availability: 0.62",
"score": 0.62146264,
"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": 0.6174119,
"sql_verified": true
}
],
"duration_ms": 367,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:44:16.002Z"
},
{
"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 properly filtered for Joliet, IL and Warehouse Associate role. The k=40 ensures sufficient candidates for 5 fills. Next, the executor should review the top candidates, verify at least one via SQL, and propose the top 5 as fills."
},
"at": "2026-04-21T04:44:17.758Z"
},
{
"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_score, CAST(reliability AS DOUBLE) as reliability_score FROM workers_500k WHERE worker_id IN (37707, 23612, 16430, 23801, 2245)"
},
"rationale": "Verify the top 5 hybrid_search candidates are valid Warehouse Associates in Joliet, IL with availability > 0.5 before proposing fills. Checking worker_ids 37707, 23612, 16430, 23801, 2245 which had the highest semantic scores."
},
"at": "2026-04-21T04:44:21.658Z"
},
{
"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_score",
"data_type": "Float64"
},
{
"name": "reliability_score",
"data_type": "Float64"
}
],
"rows": [
{
"availability_score": 0.7787,
"city": "Joliet",
"name": "Andre Davis",
"reliability_score": 0.7764,
"role": "Warehouse Associate",
"state": "IL",
"worker_id": 2245
},
{
"availability_score": 0.812,
"city": "Joliet",
"name": "Nathan Y. Miller",
"reliability_score": 0.9239,
"role": "Warehouse Associate",
"state": "IL",
"worker_id": 16430
},
{
"availability_score": 0.7589,
"city": "Joliet",
"name": "Emily E. Powell",
"reliability_score": 0.8408,
"role": "Warehouse Associate",
"state": "IL",
"worker_id": 23612
},
{
"availability_score": 0.6926,
"city": "Joliet",
"name": "Kelly L. Nelson",
"reliability_score": 0.7337,
"role": "Warehouse Associate",
"state": "IL",
"worker_id": 23801
},
{
"availability_score": 0.515,
"city": "Joliet",
"name": "Mary H. King",
"reliability_score": 0.7777,
"role": "Warehouse Associate",
"state": "IL",
"worker_id": 37707
}
],
"row_count": 5
},
"at": "2026-04-21T04:44:21.720Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The hybrid_search has been properly filtered for Joliet, IL and Warehouse Associate role. The k=40 ensures sufficient candidates for 5 fills. The SQL verification step confirms the top 5 candidates are valid. Next, the executor should propose the top 5 candidates as fills."
},
"at": "2026-04-21T04:44:23.715Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-16430",
"name": "Nathan Y. Miller"
},
{
"candidate_id": "W500K-23612",
"name": "Emily E. Powell"
},
{
"candidate_id": "W500K-2245",
"name": "Andre Davis"
},
{
"candidate_id": "W500K-23801",
"name": "Kelly L. Nelson"
},
{
"candidate_id": "W500K-37707",
"name": "Mary H. King"
}
],
"rationale": "Top 5 Warehouse Associates in Joliet, IL verified via SQL: all have role='Warehouse Associate', city='Joliet', state='IL', and availability > 0.5. Ranked by hybrid_search semantic scores (0.83, 0.81, 0.80, 0.77, 0.70) with reliability scores 0.92, 0.84, 0.78, 0.73, 0.78 respectively. Target of 5 fills met."
},
"at": "2026-04-21T04:44:29.182Z"
},
{
"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 Joliet, IL with role 'Warehouse Associate', and at least one fill (e.g., Nathan Y. Miller) was SQL-verified. The task is complete."
},
"at": "2026-04-21T04:44:31.008Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-16430",
"name": "Nathan Y. Miller"
},
{
"candidate_id": "W500K-23612",
"name": "Emily E. Powell"
},
{
"candidate_id": "W500K-2245",
"name": "Andre Davis"
},
{
"candidate_id": "W500K-23801",
"name": "Kelly L. Nelson"
},
{
"candidate_id": "W500K-37707",
"name": "Mary H. King"
}
]
},
"at": "2026-04-21T04:44:31.008Z"
}
]
},
{
"event": {
"kind": "recurring",
"at": "10:00",
"role": "Forklift Operator",
"count": 3,
"city": "Joliet",
"state": "IL",
"shift_start": "10:00 PM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). 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": 26.191,
"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": 0.891001,
"sources_last_score": 0.52785826,
"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",
"pb-seed-ad8f99e14f250f32"
],
"discovered_pattern": "Across 25 similar past playbooks (18 workers examined) · archetype mostly: communicator · reliability median 0.80 (range 0.341.00)",
"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",
"Review surfaced candidates for playbook citations and scores",
"Verify top candidates via SQL if needed",
"Propose exactly 3 fills meeting target"
]
},
"at": "2026-04-21T04:44:38.361Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. Continue with the hybrid_search and review process, ensuring candidates are from Joliet, IL and have the Forklift Operator skill. Verify at least one candidate via SQL before proposing the final 3 fills."
},
"at": "2026-04-21T04:44:39.835Z"
},
{
"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",
"k": 40
},
"rationale": "First step: surface 40 Forklift Operators in Joliet, IL with availability > 0.5. Using 'recurring' in the semantic query per hint. k=40 gives ~13x coverage for 3 fills, allowing ranker to discriminate."
},
"at": "2026-04-21T04:44:49.382Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "reliable forklift operator Joliet recurring shift",
"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": 0.891001,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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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": 0.82378834,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
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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": 0.79388285,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-93fa5d957b98579e",
"pb-seed-8e5b7de2ee2e9c43",
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},
{
"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": 0.59237003,
"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": 0.5901384,
"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": 0.58782804,
"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": 0.58636695,
"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": 0.58022857,
"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": 0.57767785,
"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": 0.5757183,
"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": 0.5746914,
"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": 0.57445216,
"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": 0.5714856,
"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": 0.56985456,
"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": 0.56964433,
"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": 0.5668796,
"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": 0.564351,
"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": 0.56068957,
"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": 0.55618244,
"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": 0.55457044,
"sql_verified": true
}
],
"duration_ms": 275,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:44:49.659Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. Continue with the hybrid_search and review process, ensuring candidates are from Joliet, IL and have the Forklift Operator skill. Verify at least one candidate via SQL if needed."
},
"at": "2026-04-21T04:44:51.108Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_call",
"content": {
"kind": "tool_call",
"tool": "sql",
"args": {
"query": "SELECT worker_id, name, role, city, state, CAST(availability AS DOUBLE) as avail, CAST(reliability AS DOUBLE) as reli FROM workers_500k WHERE worker_id IN (2372, 46701, 41031) ORDER BY worker_id"
},
"rationale": "Verify top 3 hybrid_search candidates (Joshua Taylor, Lauren F. Adams, Joyce D. Reyes) via SQL to confirm availability/reliability scores before proposing fills. These are the highest-scored matches from Joliet, IL."
},
"at": "2026-04-21T04:44:54.439Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"columns": [
{
"name": "worker_id",
"data_type": "Int64"
},
{
"name": "name",
"data_type": "Utf8View"
},
{
"name": "role",
"data_type": "Utf8View"
},
{
"name": "city",
"data_type": "Utf8View"
},
{
"name": "state",
"data_type": "Utf8View"
},
{
"name": "avail",
"data_type": "Float64"
},
{
"name": "reli",
"data_type": "Float64"
}
],
"rows": [
{
"avail": 0.877,
"city": "Joliet",
"name": "Joshua Taylor",
"reli": 0.8025,
"role": "Forklift Operator",
"state": "IL",
"worker_id": 2372
},
{
"avail": 0.6965,
"city": "Joliet",
"name": "Joyce D. Reyes",
"reli": 0.8839,
"role": "Forklift Operator",
"state": "IL",
"worker_id": 41031
},
{
"avail": 0.5391,
"city": "Joliet",
"name": "Lauren F. Adams",
"reli": 0.6167,
"role": "Forklift Operator",
"state": "IL",
"worker_id": 46701
}
],
"row_count": 3
},
"at": "2026-04-21T04:44:54.467Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. Continue with the hybrid_search and review process, ensuring candidates are from Joliet, IL and have the Forklift Operator skill. Verify at least one candidate via SQL before proposing fills."
},
"at": "2026-04-21T04:44:55.922Z"
},
{
"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": "Top 3 hybrid_search results for Forklift Operator in Joliet, IL. All SQL-verified: Joshua Taylor (avail 0.877, reli 0.8025), Joyce D. Reyes (avail 0.6965, reli 0.8839), Lauren F. Adams (avail 0.5391, reli 0.6167). All meet availability > 0.5 threshold. Joshua has highest hybrid score (0.89) with RF scanner skills. Joyce has highest reliability (0.8839). Lauren rounds out the set with solid availability. All three are in Joliet, IL with Forklift Operator role confirmed."
},
"at": "2026-04-21T04:45:00.822Z"
},
{
"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 Joliet, IL with role 'Forklift Operator', and at least one fill (Joshua Taylor) was SQL-verified. No drift detected."
},
"at": "2026-04-21T04:45:02.596Z"
},
{
"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": "2026-04-21T04:45:02.596Z"
}
]
},
{
"event": {
"kind": "expansion",
"at": "12:30",
"role": "Picker",
"count": 4,
"city": "Joliet",
"state": "IL",
"shift_start": "12:30 PM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-12, fill=preferred."
},
"ok": false,
"fills": [],
"turns": 0,
"duration_secs": 27.913,
"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": [
"Run hybrid_search for Pickers in Joliet, IL with availability > 0.5 and reliability > 0.75, k=40 to surface deep candidate pool",
"Review results, filter out excluded workers if any appear",
"Verify top candidates via SQL query to confirm details",
"Select top 4 verified Pickers and propose_done"
]
},
"at": "2026-04-21T04:45:10.152Z"
},
{
"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 Pickers in Joliet, IL, ensuring filters include CAST(availability AS DOUBLE) > 0.5 and CAST(reliability AS DOUBLE) > 0.75. Verify top candidates via SQL and select exactly 4 verified Pickers before proposing_done."
},
"at": "2026-04-21T04:45:11.903Z"
},
{
"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 fulfillment reliable Joliet Illinois",
"k": 40
},
"rationale": "First step: surface deep candidate pool of Pickers in Joliet, IL with high availability and reliability. Using k=40 (5× target of 4 fills, capped at 80) to give ranker room to discriminate. Filters match event requirements: role=Picker, city=Joliet, state=IL, availability>0.5, reliability>0.75."
},
"at": "2026-04-21T04:45:15.415Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "experienced picker warehouse fulfillment reliable 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": 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": 0.9100933,
"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",
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},
{
"doc_id": "W500K-27542",
"chunk_text": "Carolyn I. Morales — Sanitation Worker in Columbia, MO. Skills: SAP|hazmat|overhead crane|training. Certs: OSHA-10. Archetype: leader. Reliability: 0.70, Availability: 0.63",
"score": 0.6632707,
"sql_verified": false
},
{
"doc_id": "W500K-3485",
"chunk_text": "Virginia Richardson — Loader in Memphis, TN. Skills: RF scanner|SAP|cold storage|loading dock|overhead crane|team lead. Certs: OSHA-10|First Aid/CPR|Fire Safety. Archetype: reliable. Reliability: 0.86, Availability: 0.51",
"score": 0.6612282,
"sql_verified": false
},
{
"doc_id": "W500K-6828",
"chunk_text": "Donna Jimenez Assembler in Memphis, TN. Skills: 6S|ISO 9001|SPC|calibration|conveyor ops|gauge R&R|inspection|line work|quality inspection. Certs: OSHA-10|OSHA-30|Hazmat. Archetype: reliable. Reliability: 0.80, Availability: 0.76",
"score": 0.6604586,
"sql_verified": false
},
{
"doc_id": "W500K-24078",
"chunk_text": "Deborah C. Perry Assembler in Detroit, MI. Skills: CMM|batch processing|calibration|conveyor ops|first article|root cause analysis. Certs: OSHA-30|Fire Safety. Archetype: leader. Reliability: 0.79, Availability: 0.88",
"score": 0.6604424,
"sql_verified": false
},
{
"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": 0.6603677,
"sql_verified": false
},
{
"doc_id": "W500K-41322",
"chunk_text": "Jamal I. Perez Assembler in Grand Rapids, MI. Skills: CMM|SPC|batch processing|first article|lean manufacturing|nonconformance|root cause analysis. Certs: Reach Truck. Archetype: specialist. Reliability: 0.77, Availability: 0.86",
"score": 0.6595841,
"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": 0.6585907,
"sql_verified": false
},
{
"doc_id": "W500K-26612",
"chunk_text": "Michael O. Johnson Production Worker in Danville, IL. Skills: assembly|batch processing|confined space|conveyor ops|first aid|lean manufacturing|line work. Certs: Forklift. Archetype: communicator. Reliability: 0.74, Availability: 0.42",
"score": 0.65843314,
"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": 0.6581133,
"sql_verified": false
},
{
"doc_id": "W500K-8635",
"chunk_text": "Rosa Mendoza Loader in Terre Haute, IN. Skills: SAP|first aid|forklift|overhead crane|shipping. Certs: none. Archetype: specialist. Reliability: 0.82, Availability: 0.68",
"score": 0.6577763,
"sql_verified": false
},
{
"doc_id": "W500K-42246",
"chunk_text": "Dennis W. Stewart Assembler in Terre Haute, IN. Skills: CMM|SPC|assembly|calibration|lean manufacturing|nonconformance|quality inspection|root cause analysis. Certs: none. Archetype: reliable. Reliability: 0.91, Availability: 0.65",
"score": 0.6570694,
"sql_verified": false
},
{
"doc_id": "W500K-30763",
"chunk_text": "Ryan F. Hill Forklift Operator in Cincinnati, OH. Skills: Excel|SAP|bilingual|overhead crane|pick-to-light|shipping|training. Certs: OSHA-10|First Aid/CPR|ServSafe. Archetype: communicator. Reliability: 0.85, Availability: 0.67",
"score": 0.65702,
"sql_verified": false
},
{
"doc_id": "W500K-20639",
"chunk_text": "Michael V. King Assembler in Knoxville, TN. Skills: 6S|SPC|calibration|first article|gauge R&R|nonconformance|root cause analysis. Certs: Forklift. Archetype: specialist. Reliability: 0.89, Availability: 0.79",
"score": 0.6565107,
"sql_verified": false
},
{
"doc_id": "W500K-29077",
"chunk_text": "Carol J. Turner Maintenance Tech in Springfield, MO. Skills: CMMS|PLC|hazmat|lockout/tagout|overhead crane. Certs: OSHA-30|Order Picker. Archetype: reliable. Reliability: 0.86, Availability: 0.90",
"score": 0.65631604,
"sql_verified": false
},
{
"doc_id": "W500K-34408",
"chunk_text": "Omar K. Ruiz Warehouse Associate in Madison, WI. Skills: RF scanner|bilingual|confined space|inventory|loading dock|overhead crane|pick-to-light. Certs: Reach Truck. Archetype: flexible. Reliability: 0.67, Availability: 0.95",
"score": 0.6554516,
"sql_verified": false
},
{
"doc_id": "W500K-27728",
"chunk_text": "Elizabeth M. Phillips Forklift Operator in Louisville, KY. Skills: Excel|loading dock|overhead crane|receiving|training. Certs: OSHA-10|Confined Space. Archetype: communicator. Reliability: 0.77, Availability: 0.73",
"score": 0.6553377,
"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": 0.65450996,
"sql_verified": false
},
{
"doc_id": "W500K-3669",
"chunk_text": "Debra Scott Assembler in Chicago, IL. Skills: CMM|SPC|assembly|first article|labeling|line work. Certs: OSHA-10|MSDS|Confined Space|Lockout/Tagout. Archetype: communicator. Reliability: 0.79, Availability: 0.81",
"score": 0.65416485,
"sql_verified": false
},
{
"doc_id": "W500K-16284",
"chunk_text": "Deborah I. Murphy Loader in Danville, IL. Skills: Excel|hazmat|loading dock|pallet jack|pick-to-light|receiving|shipping|team lead. Certs: OSHA-30|MSDS. Archetype: reliable. Reliability: 0.86, Availability: 0.58",
"score": 0.654021,
"sql_verified": false
}
],
"duration_ms": 286,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:45:15.704Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "drift",
"notes": "The hybrid_search results include workers not in Joliet, IL (e.g., Carolyn I. Morales in Columbia, MO; Virginia Richardson in Memphis, TN; Donna Jimenez in Memphis, TN; Deborah C. Perry in Detroit, MI). Additionally, none of the top 40 results are Picker roles. The executor must filter for role = 'Picker' and ensure all candidates are in Joliet, IL. Verify the results with SQL to confirm location and role before proceeding."
},
"at": "2026-04-21T04:45:18.067Z"
},
{
"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 = '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 reliable experienced",
"k": 40
},
"rationale": "Previous search returned 0 SQL matches for Pickers in Joliet, IL. The vector results included non-Picker roles (Forklift Operator) and workers outside Joliet. Trying a cleaner semantic query focused on 'Picker' role specifically, keeping same filters. If this still returns zero, will need to pivot to Crest Hill, IL per prior lesson from 2026-05-02 Joliet DC Ramp event."
},
"at": "2026-04-21T04:45:24.931Z"
},
{
"turn": 3,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "Picker warehouse order fulfillment Joliet Illinois reliable experienced",
"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-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": 0.69417995,
"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": 0.6883691,
"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": 0.6857843,
"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": 0.6844219,
"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": 0.6790526,
"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": 0.6788647,
"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": 0.6787696,
"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": 0.67853194,
"sql_verified": false
},
{
"doc_id": "W500K-42398",
"chunk_text": "Tyler S. Turner Sanitation Worker in Cedar Rapids, IA. Skills: bilingual|first aid|hazmat|overhead crane|training. Certs: Lockout/Tagout. Archetype: communicator. Reliability: 0.83, Availability: 0.74",
"score": 0.6775249,
"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": 0.6773897,
"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": 0.6744396,
"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": 0.67418903,
"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": 0.6737065,
"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": 0.67356014,
"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": 0.673402,
"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": 0.6729757,
"sql_verified": false
},
{
"doc_id": "W500K-30650",
"chunk_text": "Dorothy W. Garcia Forklift Operator in Galesburg, IL. Skills: SAP|bilingual|cold storage|confined space|overhead crane|packaging|pallet jack|team lead. Certs: none. Archetype: leader. Reliability: 0.84, Availability: 0.89",
"score": 0.6729581,
"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": 0.6721017,
"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": 0.6714736,
"sql_verified": false
},
{
"doc_id": "W500K-38755",
"chunk_text": "Christina P. Jackson Assembler in Joliet, IL. Skills: SPC|calibration|conveyor ops|first article|inspection|labeling|lean manufacturing|line work|nonconformance. Certs: none. Archetype: reliable. Reliability: 0.87, Availability: 0.93",
"score": 0.67111814,
"sql_verified": false
}
],
"duration_ms": 343,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:45:25.276Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "drift",
"notes": "The hybrid_search results still include workers not in Joliet, IL and do not match the role 'Picker'. The executor needs to ensure the sql_filter strictly enforces 'role = 'Picker'', 'city = 'Joliet'', and 'state = 'IL'', and verify the results with SQL to confirm they are valid Pickers in Joliet, IL. If no valid candidates are found, the executor should pivot to Crest Hill, IL as per prior lessons."
},
"at": "2026-04-21T04:45:27.623Z"
},
{
"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 = 'Crest Hill' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
"question": "Picker warehouse order fulfillment Crest Hill Illinois reliable experienced",
"k": 40
},
"rationale": "Zero SQL matches for Pickers in Joliet, IL. Per prior lesson from 2026-05-02 Joliet DC Ramp event, pivot to Crest Hill, IL (~10 mi from Joliet) 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 to surface deep candidate pool for 4 fills."
},
"at": "2026-04-21T04:45:32.123Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "Picker warehouse order fulfillment Crest Hill Illinois reliable experienced",
"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-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": 0.69808996,
"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": 0.6911777,
"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": 0.689594,
"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": 0.68755263,
"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": 0.6832979,
"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": 0.68289006,
"sql_verified": false
},
{
"doc_id": "W500K-42398",
"chunk_text": "Tyler S. Turner Sanitation Worker in Cedar Rapids, IA. Skills: bilingual|first aid|hazmat|overhead crane|training. Certs: Lockout/Tagout. Archetype: communicator. Reliability: 0.83, Availability: 0.74",
"score": 0.6823131,
"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": 0.6822543,
"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": 0.68168503,
"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": 0.6787746,
"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": 0.67864424,
"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": 0.6778986,
"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": 0.6778813,
"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": 0.6778247,
"sql_verified": false
},
{
"doc_id": "W500K-30650",
"chunk_text": "Dorothy W. Garcia Forklift Operator in Galesburg, IL. Skills: SAP|bilingual|cold storage|confined space|overhead crane|packaging|pallet jack|team lead. Certs: none. Archetype: leader. Reliability: 0.84, Availability: 0.89",
"score": 0.67744076,
"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": 0.6772024,
"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": 0.6766679,
"sql_verified": false
},
{
"doc_id": "W500K-39128",
"chunk_text": "Kimberly Y. Morales Machine Operator in Cincinnati, OH. Skills: CNC|batch processing|blueprint reading|conveyor ops|grinder|labeling|lathe|line work|micrometer. Certs: OSHA-10|Hazmat|ServSafe. Archetype: reliable. Reliability: 0.74, Availability: 0.68",
"score": 0.6762124,
"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": 0.67585105,
"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": 0.6750087,
"sql_verified": false
}
],
"duration_ms": 345,
"_trimmed": "20 more"
},
"at": "2026-04-21T04:45:32.473Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "drift",
"notes": "The hybrid_search results still do not include any workers in Joliet, IL with the role 'Picker'. The executor needs to ensure the sql_filter strictly enforces 'role = 'Picker'', 'city = 'Joliet'', and 'state = 'IL''. Additionally, the current results include workers from other cities and roles, which is not acceptable. The executor should refine the search further or consider alternative strategies to locate qualified Pickers in Joliet, IL."
},
"at": "2026-04-21T04:45:34.842Z"
}
]
},
{
"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 Alex Rivera (trainee, 1mo). 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": 37.151,
"gap_signals": [
"double_book: undefined Joshua Taylor already booked for 07:00"
],
"sources_first_score": 0.9208011,
"sources_last_score": 0.60966563,
"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",
"pb-seed-ad8f99e14f250f32",
"pb-seed-927b67f18ab84dc1"
],
"discovered_pattern": "Across 25 similar past playbooks (18 workers examined) · archetype mostly: communicator · reliability median 0.80 (range 0.341.00)",
"diagnostic_log": [
{
"turn": 1,
"role": "executor",
"model": "kimi-k2.5",
"kind": "plan",
"content": {
"kind": "plan",
"steps": [
"Execute hybrid_search for Forklift Operator in Joliet, IL with availability filter",
"Review surfaced candidates, excluding any on EXCLUDE list",
"Verify top candidate via SQL query",
"Propose the best verified candidate for fill"
]
},
"at": "2026-04-21T04:45:40.792Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. Proceed with executing the hybrid_search for Forklift Operator in Joliet, IL, ensuring the availability filter is applied. After retrieving candidates, review them against the EXCLUDE list and verify at least one candidate via SQL before proposing."
},
"at": "2026-04-21T04:45:42.321Z"
},
{
"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 fill",
"k": 20
},
"rationale": "Search for available Forklift Operators in Joliet, IL with availability > 0.5. Using k=20 for 1 fill target (5x floor of 20). This is the canonical first step per tool guidance."
},
"at": "2026-04-21T04:45:45.717Z"
},
{
"turn": 2,
"role": "executor",
"model": "kimi-k2.5",
"kind": "tool_result",
"content": {
"question": "reliable forklift operator Joliet IL available for immediate fill",
"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": 0.9208011,
"sql_verified": true,
"playbook_boost": 0.25,
"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",
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"pb-seed-2c79685109808172",
"pb-seed-ad8f99e14f250f32",
"pb-seed-927b67f18ab84dc1"
]
},
{
"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": 0.8516355,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-93fa5d957b98579e",
"pb-seed-8e5b7de2ee2e9c43",
"pb-seed-418fc3b2153d74de",
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"pb-seed-5fb94f1d330867b4",
"pb-seed-2c79685109808172",
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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": 0.82828426,
"sql_verified": true,
"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-927b67f18ab84dc1"
]
},
{
"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": 0.64011765,
"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": 0.63264745,
"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": 0.63146836,
"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": 0.6268103,
"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": 0.6261039,
"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": 0.6240775,
"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": 0.6229257,
"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": 0.62212825,
"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": 0.61655945,
"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": 0.6155709,
"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": 0.6151935,
"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": 0.6126702,
"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": 0.61230725,
"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": 0.61208355,
"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": 0.6100354,
"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": 0.6096963,
"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": 0.60966563,
"sql_verified": true
}
],
"duration_ms": 370
},
"at": "2026-04-21T04:45:46.089Z"
},
{
"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 candidates, ensuring none are from the EXCLUDE list, and verify at least one candidate via SQL before proposing."
},
"at": "2026-04-21T04:45:47.760Z"
},
{
"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 no misplacement issues before proposing for fill."
},
"at": "2026-04-21T04:45:52.002Z"
},
{
"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_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": "2026-04-21T04:45:52.075Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The candidate Joshua Taylor (W500K-2372) has been SQL-verified and meets the criteria for a Forklift Operator in Joliet, IL with availability > 0.5. Proceed to propose this candidate for fill."
},
"at": "2026-04-21T04:45:53.724Z"
},
{
"turn": 4,
"role": "executor",
"model": "kimi-k2.5",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-2372",
"name": "Joshua Taylor"
}
],
"rationale": "SQL-verified Forklift Operator in Joliet, IL with availability 0.877 and reliability 0.8025. Has relevant certifications (OSHA-10, Forklift) and skills (RF scanner, confined space, overhead crane, packaging, shipping). Top-ranked by hybrid_search with score 0.92. Not on EXCLUDE list. Meets all criteria for immediate fill of no-show replacement."
},
"at": "2026-04-21T04:46:10.532Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "approve_done",
"notes": "The propose_done meets all approval criteria: exactly 1 fill, the candidate (Joshua Taylor, W500K-2372) is from Joliet, IL and has the role 'Forklift Operator', and the candidate has been SQL-verified. No EXCLUDE list violations detected."
},
"at": "2026-04-21T04:46:12.496Z"
},
{
"turn": 4,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-2372",
"name": "Joshua Taylor"
}
]
},
"at": "2026-04-21T04:46:12.496Z"
}
]
}
]