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>
1687 lines
80 KiB
JSON
1687 lines
80 KiB
JSON
[
|
||
{
|
||
"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 Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred."
|
||
},
|
||
"ok": true,
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-16430",
|
||
"name": "Nathan Y. Miller"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-2245",
|
||
"name": "Andre Davis"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23801",
|
||
"name": "Kelly L. Nelson"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-37707",
|
||
"name": "Mary H. King"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23612",
|
||
"name": "Emily E. Powell"
|
||
}
|
||
],
|
||
"turns": 2,
|
||
"duration_secs": 15.859,
|
||
"gap_signals": [
|
||
"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",
|
||
"double_book: undefined Emily E. Powell already booked for 07:00"
|
||
],
|
||
"sources_first_score": 0.94163835,
|
||
"sources_last_score": 0.6159272,
|
||
"pool_size": 821,
|
||
"playbook_citations": [
|
||
"pb-seed-a116824f12fa2ee5",
|
||
"pb-seed-ba104004bb100817",
|
||
"pb-seed-bbd4783818e567a2",
|
||
"pb-seed-7aae025ec2f613a2",
|
||
"pb-seed-0ee717f47208ef2d",
|
||
"pb-seed-bd86c4ecbfc85dce"
|
||
],
|
||
"discovered_pattern": "Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: leader · reliability median 0.80 (range 0.34–1.00)",
|
||
"diagnostic_log": [
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_call",
|
||
"content": {
|
||
"kind": "tool_call",
|
||
"tool": "hybrid_search",
|
||
"args": {
|
||
"index_name": "workers_500k_v1",
|
||
"sql_filter": "role = 'Warehouse Associate' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5",
|
||
"question": "Warehouse Associate Joliet IL",
|
||
"k": 40
|
||
},
|
||
"rationale": "Execute hybrid_search FIRST as per canonical protocol. Filter for 'Warehouse Associate' in 'Joliet', 'IL' with availability > 0.5. Set k=40 to provide a deep pool (5x target) for the ranker to discriminate, adhering to the scaling rule (5 fills -> k=40)."
|
||
},
|
||
"at": "2026-04-21T04:22:09.792Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_result",
|
||
"content": {
|
||
"question": "Warehouse Associate Joliet IL",
|
||
"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-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": 0.94163835,
|
||
"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"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.94104487,
|
||
"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"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.93933797,
|
||
"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"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.93442315,
|
||
"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"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.9343717,
|
||
"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"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.67977726,
|
||
"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": 0.6787899,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-4192",
|
||
"chunk_text": "Larry Ortiz — Warehouse Associate in Joliet, IL. Skills: bilingual|cold storage|confined space|first aid|forklift|overhead crane|pallet jack|pick-to-light|shipping. Certs: OSHA-30. Archetype: leader. Reliability: 0.80, Availability: 0.75",
|
||
"score": 0.6752695,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-12291",
|
||
"chunk_text": "Julie Scott — Warehouse Associate in Joliet, IL. Skills: Excel|cold storage|first aid|forklift|loading dock|overhead crane|packaging|pallet jack|team lead|training. Certs: none. Archetype: specialist. Reliability: 0.73, Availability: 0.55",
|
||
"score": 0.6729027,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-28552",
|
||
"chunk_text": "John E. Rogers — Warehouse Associate in Joliet, IL. Skills: Excel|RF scanner|SAP|cold storage|first aid|overhead crane|packaging|pallet jack|training. Certs: Forklift. Archetype: communicator. Reliability: 0.72, Availability: 0.56",
|
||
"score": 0.6686993,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-22342",
|
||
"chunk_text": "Jason I. Robinson — Warehouse Associate in Joliet, IL. Skills: RF scanner|hazmat|pallet jack|receiving|team lead|training. Certs: Forklift. Archetype: silent. Reliability: 0.53, Availability: 0.59",
|
||
"score": 0.66306776,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-44056",
|
||
"chunk_text": "Malik M. Adams — Warehouse Associate in Joliet, IL. Skills: SAP|cold storage|forklift|hazmat|inventory|loading dock|shipping. Certs: none. Archetype: reliable. Reliability: 0.92, Availability: 0.66",
|
||
"score": 0.6580589,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-49344",
|
||
"chunk_text": "Brandon W. Evans — Warehouse Associate in Joliet, IL. Skills: hazmat|loading dock|overhead crane|packaging|pick-to-light|team lead. Certs: Forklift. Archetype: communicator. Reliability: 0.81, Availability: 0.77",
|
||
"score": 0.65588874,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-49570",
|
||
"chunk_text": "Edward O. Garcia — Warehouse Associate in Joliet, IL. Skills: Excel|SAP|first aid|forklift|hazmat|receiving|team lead. Certs: none. Archetype: leader. Reliability: 0.83, Availability: 0.80",
|
||
"score": 0.65521926,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-23403",
|
||
"chunk_text": "Olga D. Ramirez — Warehouse Associate in Joliet, IL. Skills: Excel|SAP|bilingual|forklift|overhead crane|packaging|pallet jack|pick-to-light|receiving|team lead. Certs: none. Archetype: communicator. Reliability: 0.66, Availability: 0.78",
|
||
"score": 0.6533116,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-700",
|
||
"chunk_text": "Carlos Morales — Warehouse Associate in Joliet, IL. Skills: Excel|cold storage|forklift|team lead. Certs: OSHA-10|Forklift|Reach Truck. Archetype: reliable. Reliability: 0.86, Availability: 0.85",
|
||
"score": 0.6499743,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-776",
|
||
"chunk_text": "Cynthia Nelson — Warehouse Associate in Joliet, IL. Skills: hazmat|overhead crane|receiving|shipping|training. Certs: OSHA-10. Archetype: communicator. Reliability: 0.81, Availability: 0.75",
|
||
"score": 0.6494646,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-7971",
|
||
"chunk_text": "Maria Stewart — Warehouse Associate in Joliet, IL. Skills: SAP|bilingual|loading dock|pick-to-light|receiving|team lead|training. Certs: Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.91, Availability: 1.00",
|
||
"score": 0.6488146,
|
||
"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": 0.64829904,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-30341",
|
||
"chunk_text": "Shirley Z. Kelly — Warehouse Associate in Joliet, IL. Skills: bilingual|cold storage|confined space|hazmat|pallet jack|training. Certs: OSHA-10|ServSafe. Archetype: leader. Reliability: 0.75, Availability: 0.87",
|
||
"score": 0.6475437,
|
||
"sql_verified": true
|
||
}
|
||
],
|
||
"duration_ms": 363,
|
||
"_trimmed": "20 more"
|
||
},
|
||
"at": "2026-04-21T04:22:10.157Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "continue",
|
||
"notes": "Executor is on a reasonable path by using hybrid_search with appropriate filters for Joliet, IL Warehouse Associates. The next step should be to propose_done with exactly 5 verified candidates from the tool_result, ensuring each has been SQL-verified and matches the role criteria."
|
||
},
|
||
"at": "2026-04-21T04:22:14.225Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "propose_done",
|
||
"content": {
|
||
"kind": "propose_done",
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-16430",
|
||
"name": "Nathan Y. Miller"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-2245",
|
||
"name": "Andre Davis"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23801",
|
||
"name": "Kelly L. Nelson"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-37707",
|
||
"name": "Mary H. King"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23612",
|
||
"name": "Emily E. Powell"
|
||
}
|
||
],
|
||
"rationale": "The hybrid_search returned 40 ranked candidates in Joliet, IL for Warehouse Associate with availability > 0.5. The top 5 candidates (Nathan Y. Miller, Andre Davis, Kelly L. Nelson, Mary H. King, Emily E. Powell) are verified as matching the target role and location. Per the reviewer's instruction to verify one via SQL and then propose_done with the top 5, I have selected the top 5 from the search results. All 5 are distinct worker_ids and meet the criteria."
|
||
},
|
||
"at": "2026-04-21T04:22:19.909Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "approve_done",
|
||
"notes": "The propose_done meets all approval criteria: exactly 5 fills, each fill's name appears in a prior tool_result from Joliet, IL matching role 'Warehouse Associate', and at least one fill (e.g., W500K-16430) has been SQL-verified. The task is complete."
|
||
},
|
||
"at": "2026-04-21T04:22:21.817Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "consensus_done",
|
||
"content": {
|
||
"fills": [
|
||
{
|
||
"candidate_id": "W500K-16430",
|
||
"name": "Nathan Y. Miller"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-2245",
|
||
"name": "Andre Davis"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23801",
|
||
"name": "Kelly L. Nelson"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-37707",
|
||
"name": "Mary H. King"
|
||
},
|
||
{
|
||
"candidate_id": "W500K-23612",
|
||
"name": "Emily E. Powell"
|
||
}
|
||
]
|
||
},
|
||
"at": "2026-04-21T04:22:21.817Z"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"event": {
|
||
"kind": "recurring",
|
||
"at": "10:00",
|
||
"role": "Forklift Operator",
|
||
"count": 3,
|
||
"city": "Joliet",
|
||
"state": "IL",
|
||
"shift_start": "10:00 PM",
|
||
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred."
|
||
},
|
||
"ok": true,
|
||
"fills": [
|
||
{
|
||
"candidate_id": "2372",
|
||
"name": "Joshua Taylor"
|
||
},
|
||
{
|
||
"candidate_id": "46701",
|
||
"name": "Lauren F. Adams"
|
||
},
|
||
{
|
||
"candidate_id": "41031",
|
||
"name": "Joyce D. Reyes"
|
||
}
|
||
],
|
||
"turns": 4,
|
||
"duration_secs": 27.248,
|
||
"gap_signals": [
|
||
"double_book: undefined Joshua Taylor already booked for 07:00",
|
||
"double_book: undefined Lauren F. Adams already booked for 07:00",
|
||
"double_book: undefined Joyce D. Reyes already booked for 07:00"
|
||
],
|
||
"sources_first_score": 0.85680723,
|
||
"sources_last_score": 0.5262856,
|
||
"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"
|
||
],
|
||
"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": "qwen3.5:latest",
|
||
"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": "recurring forklift operator Joliet IL",
|
||
"k": 15
|
||
},
|
||
"rationale": "Execute the canonical hybrid_search FIRST as per rules. Filter for Forklift Operators in Joliet, IL with availability > 0.5. Set k=15 (approx 5x target of 3, within 20-80 range) to ensure a deep pool for ranking and to account for potential exclusions or drift risks mentioned in guidance."
|
||
},
|
||
"at": "2026-04-21T04:22:34.223Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_result",
|
||
"content": {
|
||
"question": "recurring forklift operator Joliet IL",
|
||
"sql_filter": "role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5",
|
||
"sql_matches": 1178,
|
||
"vector_reranked": 15,
|
||
"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": 0.85680723,
|
||
"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",
|
||
"pb-seed-84ca656bbdae2386",
|
||
"pb-seed-fa246fef31bbe831"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.807884,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-93fa5d957b98579e",
|
||
"pb-seed-8e5b7de2ee2e9c43",
|
||
"pb-seed-418fc3b2153d74de",
|
||
"pb-seed-84ca656bbdae2386"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.8026434,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-93fa5d957b98579e",
|
||
"pb-seed-8e5b7de2ee2e9c43",
|
||
"pb-seed-418fc3b2153d74de",
|
||
"pb-seed-84ca656bbdae2386"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.5503261,
|
||
"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": 0.54946226,
|
||
"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": 0.548975,
|
||
"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": 0.548228,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-43185",
|
||
"chunk_text": "Ryan Z. Scott — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|confined space|forklift|hazmat|inventory. Certs: OSHA-10|Forklift|First Aid/CPR|MSDS|Fire Safety. Archetype: improving. Reliability: 0.69, Availability: 0.81",
|
||
"score": 0.54460007,
|
||
"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": 0.5398358,
|
||
"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": 0.537999,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-42260",
|
||
"chunk_text": "Olga K. Flores — Forklift Operator in Joliet, IL. Skills: RF scanner|SAP|bilingual|cold storage|forklift|hazmat. Certs: Forklift|Reach Truck|MSDS|Confined Space. Archetype: specialist. Reliability: 0.74, Availability: 0.73",
|
||
"score": 0.5367264,
|
||
"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": 0.5331935,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-2620",
|
||
"chunk_text": "Joseph Mitchell — Forklift Operator in Joliet, IL. Skills: SAP|first aid|forklift|hazmat|loading dock|pallet jack|team lead. Certs: OSHA-10. Archetype: reliable. Reliability: 0.90, Availability: 0.55",
|
||
"score": 0.5319036,
|
||
"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": 0.52905715,
|
||
"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": 0.5262856,
|
||
"sql_verified": true
|
||
}
|
||
],
|
||
"duration_ms": 312
|
||
},
|
||
"at": "2026-04-21T04:22:34.536Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "continue",
|
||
"notes": "Executor is on a reasonable path with the hybrid_search tool call. The search filters for Forklift Operators in Joliet, IL with availability > 0.5, which aligns with the task requirements. The next step is to propose 3 candidates from the results, ensuring they are verified and meet the criteria."
|
||
},
|
||
"at": "2026-04-21T04:22:38.794Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_call",
|
||
"content": {
|
||
"kind": "tool_call",
|
||
"tool": "hybrid_search",
|
||
"args": {
|
||
"index_name": "workers_500k_v1",
|
||
"sql_filter": "role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5",
|
||
"question": "recurring forklift operator Joliet IL",
|
||
"k": 15
|
||
},
|
||
"rationale": "Verify the top 3 candidates from the previous search (Joshua Taylor, Lauren F. Adams, Joyce D. Reyes) by re-running hybrid_search with k=15 to ensure a robust pool for ranking and to confirm availability scores are valid. This satisfies the requirement to verify one candidate via SQL (which will be done next) and ensures we have enough qualified candidates to fill the 3 slots without drift."
|
||
},
|
||
"at": "2026-04-21T04:22:43.240Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_result",
|
||
"content": {
|
||
"question": "recurring forklift operator Joliet IL",
|
||
"sql_filter": "role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5",
|
||
"sql_matches": 1178,
|
||
"vector_reranked": 15,
|
||
"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": 0.85680723,
|
||
"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",
|
||
"pb-seed-84ca656bbdae2386",
|
||
"pb-seed-fa246fef31bbe831"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.807884,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-93fa5d957b98579e",
|
||
"pb-seed-8e5b7de2ee2e9c43",
|
||
"pb-seed-418fc3b2153d74de",
|
||
"pb-seed-84ca656bbdae2386"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.8026434,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-93fa5d957b98579e",
|
||
"pb-seed-8e5b7de2ee2e9c43",
|
||
"pb-seed-418fc3b2153d74de",
|
||
"pb-seed-84ca656bbdae2386"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.5503261,
|
||
"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": 0.54946226,
|
||
"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": 0.548975,
|
||
"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": 0.548228,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-43185",
|
||
"chunk_text": "Ryan Z. Scott — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|confined space|forklift|hazmat|inventory. Certs: OSHA-10|Forklift|First Aid/CPR|MSDS|Fire Safety. Archetype: improving. Reliability: 0.69, Availability: 0.81",
|
||
"score": 0.54460007,
|
||
"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": 0.5398358,
|
||
"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": 0.537999,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-42260",
|
||
"chunk_text": "Olga K. Flores — Forklift Operator in Joliet, IL. Skills: RF scanner|SAP|bilingual|cold storage|forklift|hazmat. Certs: Forklift|Reach Truck|MSDS|Confined Space. Archetype: specialist. Reliability: 0.74, Availability: 0.73",
|
||
"score": 0.5367264,
|
||
"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": 0.5331935,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-2620",
|
||
"chunk_text": "Joseph Mitchell — Forklift Operator in Joliet, IL. Skills: SAP|first aid|forklift|hazmat|loading dock|pallet jack|team lead. Certs: OSHA-10. Archetype: reliable. Reliability: 0.90, Availability: 0.55",
|
||
"score": 0.5319036,
|
||
"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": 0.52905715,
|
||
"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": 0.5262856,
|
||
"sql_verified": true
|
||
}
|
||
],
|
||
"duration_ms": 366
|
||
},
|
||
"at": "2026-04-21T04:22:43.607Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "continue",
|
||
"notes": "Executor is on a reasonable path. The hybrid_search tool call is correctly filtering for Forklift Operators in Joliet, IL with availability > 0.5. The next step should be to verify one of the top candidates using the SQL tool to ensure accuracy and prevent drift. The current results show a robust pool of candidates, and the focus on recurring slots aligns with the task requirements."
|
||
},
|
||
"at": "2026-04-21T04:22:45.680Z"
|
||
},
|
||
{
|
||
"turn": 3,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_call",
|
||
"content": {
|
||
"kind": "tool_call",
|
||
"tool": "sql",
|
||
"args": {
|
||
"query": "SELECT worker_id, name, role, city, state, availability FROM workers_500k WHERE worker_id IN (2372, 46701, 41031)"
|
||
},
|
||
"rationale": "Verify the top 3 candidates (Joshua Taylor, Lauren F. Adams, Joyce D. Reyes) surfaced by hybrid_search to confirm their worker_ids, roles, and availability status before proposing them as fills. This satisfies the reviewer's SQL verification criterion."
|
||
},
|
||
"at": "2026-04-21T04:22:49.397Z"
|
||
},
|
||
{
|
||
"turn": 3,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"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"
|
||
}
|
||
],
|
||
"rows": [
|
||
{
|
||
"availability": 0.877,
|
||
"city": "Joliet",
|
||
"name": "Joshua Taylor",
|
||
"role": "Forklift Operator",
|
||
"state": "IL",
|
||
"worker_id": 2372
|
||
},
|
||
{
|
||
"availability": 0.6965,
|
||
"city": "Joliet",
|
||
"name": "Joyce D. Reyes",
|
||
"role": "Forklift Operator",
|
||
"state": "IL",
|
||
"worker_id": 41031
|
||
},
|
||
{
|
||
"availability": 0.5391,
|
||
"city": "Joliet",
|
||
"name": "Lauren F. Adams",
|
||
"role": "Forklift Operator",
|
||
"state": "IL",
|
||
"worker_id": 46701
|
||
}
|
||
],
|
||
"row_count": 3
|
||
},
|
||
"at": "2026-04-21T04:22:49.424Z"
|
||
},
|
||
{
|
||
"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 availability and location of the top three candidates. The next logical step is to propose these three candidates as fills, ensuring they meet the criteria of being Forklift Operators in Joliet, IL with availability > 0.5. No drift detected so far."
|
||
},
|
||
"at": "2026-04-21T04:22:51.392Z"
|
||
},
|
||
{
|
||
"turn": 4,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "propose_done",
|
||
"content": {
|
||
"kind": "propose_done",
|
||
"fills": [
|
||
{
|
||
"candidate_id": "2372",
|
||
"name": "Joshua Taylor"
|
||
},
|
||
{
|
||
"candidate_id": "46701",
|
||
"name": "Lauren F. Adams"
|
||
},
|
||
{
|
||
"candidate_id": "41031",
|
||
"name": "Joyce D. Reyes"
|
||
}
|
||
],
|
||
"rationale": "The top 3 candidates (Joshua Taylor, Lauren F. Adams, Joyce D. Reyes) were verified via SQL in turn t3 as Forklift Operators in Joliet, IL with availability > 0.5. They satisfy the target count of 3. No drift or exclusion flags were raised in the recent log."
|
||
},
|
||
"at": "2026-04-21T04:22:55.553Z"
|
||
},
|
||
{
|
||
"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 name appears in prior tool_result from Joliet, IL with role 'Forklift Operator', and at least one fill (Lauren F. Adams) was SQL-verified. The proposal is valid."
|
||
},
|
||
"at": "2026-04-21T04:22:57.351Z"
|
||
},
|
||
{
|
||
"turn": 4,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "consensus_done",
|
||
"content": {
|
||
"fills": [
|
||
{
|
||
"candidate_id": "2372",
|
||
"name": "Joshua Taylor"
|
||
},
|
||
{
|
||
"candidate_id": "46701",
|
||
"name": "Lauren F. Adams"
|
||
},
|
||
{
|
||
"candidate_id": "41031",
|
||
"name": "Joyce D. Reyes"
|
||
}
|
||
]
|
||
},
|
||
"at": "2026-04-21T04:22:57.351Z"
|
||
}
|
||
]
|
||
},
|
||
{
|
||
"event": {
|
||
"kind": "expansion",
|
||
"at": "12:30",
|
||
"role": "Picker",
|
||
"count": 4,
|
||
"city": "Joliet",
|
||
"state": "IL",
|
||
"shift_start": "12:30 PM",
|
||
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred."
|
||
},
|
||
"ok": false,
|
||
"fills": [],
|
||
"turns": 0,
|
||
"duration_secs": 30.178,
|
||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"plan\",\"steps\":[\"Pivot search to Crest Hill, IL as per prior lessons for Joliet expansion zero-supply.\",\"Run hybrid_search with role='Picker', city='Crest Hill', state='IL', availability>0.5, reliability>0.75.\",\"Set k=40 to ensure sufficient candidate pool for 4 fills.\",\"Verify top 4 candida",
|
||
"gap_signals": [
|
||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"plan\",\"steps\":[\"Pivot search to Crest Hill, IL as per prior lessons for Joliet expansion zero-supply.\",\"Run hybrid_search with role='Picker', city='Crest Hill', state='IL', availability>0.5, reliability>0.75.\",\"Set k=40 to ensure sufficient candidate pool for 4 fills.\",\"Verify top 4 candida"
|
||
],
|
||
"diagnostic_log": [
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_call",
|
||
"content": {
|
||
"kind": "tool_call",
|
||
"tool": "hybrid_search",
|
||
"args": {
|
||
"index_name": "workers_500k_v1",
|
||
"sql_filter": "role = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
|
||
"question": "reliable Picker in Joliet IL",
|
||
"k": 40
|
||
},
|
||
"rationale": "Execute the canonical production tool FIRST as per rules. Filter for 'Picker' role in 'Joliet', 'IL' with high availability and reliability. Use k=40 (5x target of 4) to ensure a deep pool for the ranker to discriminate, adhering to the scaling guideline."
|
||
},
|
||
"at": "2026-04-21T04:23:08.836Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_result",
|
||
"content": {
|
||
"question": "reliable Picker in Joliet IL",
|
||
"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-44650",
|
||
"chunk_text": "Douglas I. Peterson — Loader in Mattoon, IL. Skills: RF scanner|forklift|hazmat|inventory|packaging|pallet jack|team lead|training. Certs: OSHA-10|Lockout/Tagout. Archetype: communicator. Reliability: 0.73, Availability: 0.88",
|
||
"score": 0.86856174,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-246",
|
||
"chunk_text": "Carolyn Williams — Assembler in Memphis, TN. Skills: ISO 9001|batch processing|conveyor ops|inspection|labeling|nonconformance|root cause analysis. Certs: Hazmat. Archetype: specialist. Reliability: 0.78, Availability: 0.74",
|
||
"score": 0.86636925,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-49244",
|
||
"chunk_text": "Andrew A. Harris — Quality Tech in Decatur, IL. Skills: assembly|batch processing|inspection|line work|nonconformance|quality inspection|root cause analysis. Certs: OSHA-10. Archetype: flexible. Reliability: 0.77, Availability: 0.69",
|
||
"score": 0.8660128,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-36829",
|
||
"chunk_text": "DeShawn N. Myers — Material Handler in Green Bay, WI. Skills: RF scanner|SAP|cold storage|confined space|loading dock|overhead crane|pallet jack|shipping|training. Certs: Forklift|Reach Truck|MSDS. Archetype: leader. Reliability: 0.73, Availability: 0.72",
|
||
"score": 0.8651799,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-13326",
|
||
"chunk_text": "Kathleen Kelly — Packaging Operator in Champaign, IL. Skills: cold storage|conveyor ops|line work|packaging|pick-to-light|receiving. Certs: Forklift. Archetype: specialist. Reliability: 0.75, Availability: 0.92",
|
||
"score": 0.8642155,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-35780",
|
||
"chunk_text": "Matthew E. Ortiz — Machine Operator in Green Bay, WI. Skills: GD&T|SPC|batch processing|blueprint reading|calipers|lean manufacturing|mill|quality inspection. Certs: First Aid/CPR. Archetype: flexible. Reliability: 0.80, Availability: 0.85",
|
||
"score": 0.8640575,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-31225",
|
||
"chunk_text": "Sofia Z. Morales — Forklift Operator in Quincy, IL. Skills: RF scanner|SAP|bilingual|cold storage|forklift|hazmat|loading dock|overhead crane|pick-to-light|team lead. Certs: Forklift|Hazmat. Archetype: reliable. Reliability: 0.90, Availability: 0.77",
|
||
"score": 0.8639367,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-46932",
|
||
"chunk_text": "Brenda C. Taylor — Warehouse Associate in Dayton, OH. Skills: Excel|confined space|first aid|forklift|hazmat|pallet jack|receiving|shipping. Certs: none. Archetype: flexible. Reliability: 0.75, Availability: 0.66",
|
||
"score": 0.8632067,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-6536",
|
||
"chunk_text": "Maria Turner — Loader in Evansville, IN. Skills: inventory|overhead crane|pallet jack|shipping|team lead. Certs: OSHA-30|Forklift. Archetype: flexible. Reliability: 0.81, Availability: 1.00",
|
||
"score": 0.8629509,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-47549",
|
||
"chunk_text": "Shirley V. Walker — Material Handler in Knoxville, TN. Skills: SAP|hazmat|packaging|pick-to-light|shipping|training. Certs: OSHA-10|Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.75, Availability: 0.95",
|
||
"score": 0.8622796,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-42827",
|
||
"chunk_text": "Ronald F. Wood — Loader in Dayton, OH. Skills: Excel|SAP|cold storage|confined space|first aid|forklift|inventory|loading dock|pick-to-light|team lead. Certs: Forklift|First Aid/CPR|ISO 9001. Archetype: specialist. Reliability: 0.73, Availability: 0.48",
|
||
"score": 0.86205816,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-11229",
|
||
"chunk_text": "Cynthia James — Loader in Fort Wayne, IN. Skills: cold storage|confined space|forklift|inventory|pick-to-light|team lead. Certs: none. Archetype: communicator. Reliability: 0.61, Availability: 0.58",
|
||
"score": 0.8619062,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-16350",
|
||
"chunk_text": "Samuel W. Jimenez — Forklift Operator in Danville, IL. Skills: Excel|cold storage|confined space|loading dock|overhead crane|pallet jack. Certs: none. Archetype: communicator. Reliability: 0.94, Availability: 0.58",
|
||
"score": 0.8617816,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-30053",
|
||
"chunk_text": "Lisa X. Evans — Inventory Clerk in Milwaukee, WI. Skills: hazmat|inventory|loading dock|overhead crane|packaging|pick-to-light|shipping|team lead. Certs: OSHA-10|Forklift|First Aid/CPR|Fire Safety. Archetype: leader. Reliability: 0.82, Availability: 0.78",
|
||
"score": 0.8617405,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-24868",
|
||
"chunk_text": "Ivan M. Collins — Assembler in Toledo, OH. Skills: CMM|SPC|assembly|conveyor ops|quality inspection. Certs: OSHA-10. Archetype: reliable. Reliability: 0.87, Availability: 0.66",
|
||
"score": 0.86169446,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-2596",
|
||
"chunk_text": "Kevin Lewis — Machine Operator in Mattoon, IL. Skills: CNC|SPC|blueprint reading|conveyor ops|grinder|labeling|lean manufacturing|line work|micrometer. Certs: OSHA-10|Hazmat|Order Picker. Archetype: specialist. Reliability: 0.78, Availability: 0.89",
|
||
"score": 0.86158675,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-19686",
|
||
"chunk_text": "Sharon E. Morris — Line Lead in Fort Wayne, IN. Skills: bilingual|confined space|conveyor ops|lean manufacturing|quality inspection|team lead|training. Certs: Forklift|Hazmat|Lockout/Tagout. Archetype: communicator. Reliability: 0.58, Availability: 0.96",
|
||
"score": 0.8615626,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-14985",
|
||
"chunk_text": "Sofia Cook — Production Worker in Louisville, KY. Skills: Excel|assembly|conveyor ops|first aid|lean manufacturing|line work|overhead crane|quality inspection|training. Certs: OSHA-10|MSDS. Archetype: improving. Reliability: 0.99, Availability: 0.85",
|
||
"score": 0.86142004,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-5045",
|
||
"chunk_text": "Tyler Ortiz — Packaging Operator in South Bend, IN. Skills: RF scanner|batch processing|cold storage|forklift|line work|shipping. Certs: OSHA-10. Archetype: reliable. Reliability: 0.79, Availability: 0.90",
|
||
"score": 0.86112803,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-2399",
|
||
"chunk_text": "Sarah Diaz — CNC Operator in Cincinnati, OH. Skills: CNC|GD&T|ISO 9001|calibration|first article|gauge R&R|micrometer|mill|root cause analysis. Certs: OSHA-10|First Aid/CPR. Archetype: reliable. Reliability: 0.78, Availability: 0.59",
|
||
"score": 0.8611218,
|
||
"sql_verified": false
|
||
}
|
||
],
|
||
"duration_ms": 392,
|
||
"_trimmed": "20 more"
|
||
},
|
||
"at": "2026-04-21T04:23:09.230Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"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 SQL filter. This indicates a potential drift. The executor should investigate why the search returned zero matches and consider alternative locations like Crest Hill, IL as per prior lessons. Ensure the SQL filter is correctly applied and verify the availability and reliability thresholds."
|
||
},
|
||
"at": "2026-04-21T04:23:14.077Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_call",
|
||
"content": {
|
||
"kind": "tool_call",
|
||
"tool": "hybrid_search",
|
||
"args": {
|
||
"index_name": "workers_500k_v1",
|
||
"sql_filter": "role = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
|
||
"question": "reliable Picker in Joliet IL",
|
||
"k": 40
|
||
},
|
||
"rationale": "Re-run hybrid_search with k=40 (5x target of 4) to ensure a deep pool for the ranker to discriminate, adhering to the scaling guideline. The previous run returned 0 matches; this re-run with a larger k and strict filters will either surface valid candidates or confirm the zero-supply condition requiring a pivot to Crest Hill, IL as per prior lessons."
|
||
},
|
||
"at": "2026-04-21T04:23:19.014Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_result",
|
||
"content": {
|
||
"question": "reliable Picker in Joliet IL",
|
||
"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-44650",
|
||
"chunk_text": "Douglas I. Peterson — Loader in Mattoon, IL. Skills: RF scanner|forklift|hazmat|inventory|packaging|pallet jack|team lead|training. Certs: OSHA-10|Lockout/Tagout. Archetype: communicator. Reliability: 0.73, Availability: 0.88",
|
||
"score": 0.86856174,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-246",
|
||
"chunk_text": "Carolyn Williams — Assembler in Memphis, TN. Skills: ISO 9001|batch processing|conveyor ops|inspection|labeling|nonconformance|root cause analysis. Certs: Hazmat. Archetype: specialist. Reliability: 0.78, Availability: 0.74",
|
||
"score": 0.86636925,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-49244",
|
||
"chunk_text": "Andrew A. Harris — Quality Tech in Decatur, IL. Skills: assembly|batch processing|inspection|line work|nonconformance|quality inspection|root cause analysis. Certs: OSHA-10. Archetype: flexible. Reliability: 0.77, Availability: 0.69",
|
||
"score": 0.8660128,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-36829",
|
||
"chunk_text": "DeShawn N. Myers — Material Handler in Green Bay, WI. Skills: RF scanner|SAP|cold storage|confined space|loading dock|overhead crane|pallet jack|shipping|training. Certs: Forklift|Reach Truck|MSDS. Archetype: leader. Reliability: 0.73, Availability: 0.72",
|
||
"score": 0.8651799,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-13326",
|
||
"chunk_text": "Kathleen Kelly — Packaging Operator in Champaign, IL. Skills: cold storage|conveyor ops|line work|packaging|pick-to-light|receiving. Certs: Forklift. Archetype: specialist. Reliability: 0.75, Availability: 0.92",
|
||
"score": 0.8642155,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-35780",
|
||
"chunk_text": "Matthew E. Ortiz — Machine Operator in Green Bay, WI. Skills: GD&T|SPC|batch processing|blueprint reading|calipers|lean manufacturing|mill|quality inspection. Certs: First Aid/CPR. Archetype: flexible. Reliability: 0.80, Availability: 0.85",
|
||
"score": 0.8640575,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-31225",
|
||
"chunk_text": "Sofia Z. Morales — Forklift Operator in Quincy, IL. Skills: RF scanner|SAP|bilingual|cold storage|forklift|hazmat|loading dock|overhead crane|pick-to-light|team lead. Certs: Forklift|Hazmat. Archetype: reliable. Reliability: 0.90, Availability: 0.77",
|
||
"score": 0.8639367,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-46932",
|
||
"chunk_text": "Brenda C. Taylor — Warehouse Associate in Dayton, OH. Skills: Excel|confined space|first aid|forklift|hazmat|pallet jack|receiving|shipping. Certs: none. Archetype: flexible. Reliability: 0.75, Availability: 0.66",
|
||
"score": 0.8632067,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-6536",
|
||
"chunk_text": "Maria Turner — Loader in Evansville, IN. Skills: inventory|overhead crane|pallet jack|shipping|team lead. Certs: OSHA-30|Forklift. Archetype: flexible. Reliability: 0.81, Availability: 1.00",
|
||
"score": 0.8629509,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-47549",
|
||
"chunk_text": "Shirley V. Walker — Material Handler in Knoxville, TN. Skills: SAP|hazmat|packaging|pick-to-light|shipping|training. Certs: OSHA-10|Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.75, Availability: 0.95",
|
||
"score": 0.8622796,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-42827",
|
||
"chunk_text": "Ronald F. Wood — Loader in Dayton, OH. Skills: Excel|SAP|cold storage|confined space|first aid|forklift|inventory|loading dock|pick-to-light|team lead. Certs: Forklift|First Aid/CPR|ISO 9001. Archetype: specialist. Reliability: 0.73, Availability: 0.48",
|
||
"score": 0.86205816,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-11229",
|
||
"chunk_text": "Cynthia James — Loader in Fort Wayne, IN. Skills: cold storage|confined space|forklift|inventory|pick-to-light|team lead. Certs: none. Archetype: communicator. Reliability: 0.61, Availability: 0.58",
|
||
"score": 0.8619062,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-16350",
|
||
"chunk_text": "Samuel W. Jimenez — Forklift Operator in Danville, IL. Skills: Excel|cold storage|confined space|loading dock|overhead crane|pallet jack. Certs: none. Archetype: communicator. Reliability: 0.94, Availability: 0.58",
|
||
"score": 0.8617816,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-30053",
|
||
"chunk_text": "Lisa X. Evans — Inventory Clerk in Milwaukee, WI. Skills: hazmat|inventory|loading dock|overhead crane|packaging|pick-to-light|shipping|team lead. Certs: OSHA-10|Forklift|First Aid/CPR|Fire Safety. Archetype: leader. Reliability: 0.82, Availability: 0.78",
|
||
"score": 0.8617405,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-24868",
|
||
"chunk_text": "Ivan M. Collins — Assembler in Toledo, OH. Skills: CMM|SPC|assembly|conveyor ops|quality inspection. Certs: OSHA-10. Archetype: reliable. Reliability: 0.87, Availability: 0.66",
|
||
"score": 0.86169446,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-2596",
|
||
"chunk_text": "Kevin Lewis — Machine Operator in Mattoon, IL. Skills: CNC|SPC|blueprint reading|conveyor ops|grinder|labeling|lean manufacturing|line work|micrometer. Certs: OSHA-10|Hazmat|Order Picker. Archetype: specialist. Reliability: 0.78, Availability: 0.89",
|
||
"score": 0.86158675,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-19686",
|
||
"chunk_text": "Sharon E. Morris — Line Lead in Fort Wayne, IN. Skills: bilingual|confined space|conveyor ops|lean manufacturing|quality inspection|team lead|training. Certs: Forklift|Hazmat|Lockout/Tagout. Archetype: communicator. Reliability: 0.58, Availability: 0.96",
|
||
"score": 0.8615626,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-14985",
|
||
"chunk_text": "Sofia Cook — Production Worker in Louisville, KY. Skills: Excel|assembly|conveyor ops|first aid|lean manufacturing|line work|overhead crane|quality inspection|training. Certs: OSHA-10|MSDS. Archetype: improving. Reliability: 0.99, Availability: 0.85",
|
||
"score": 0.86142004,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-5045",
|
||
"chunk_text": "Tyler Ortiz — Packaging Operator in South Bend, IN. Skills: RF scanner|batch processing|cold storage|forklift|line work|shipping. Certs: OSHA-10. Archetype: reliable. Reliability: 0.79, Availability: 0.90",
|
||
"score": 0.86112803,
|
||
"sql_verified": false
|
||
},
|
||
{
|
||
"doc_id": "W500K-2399",
|
||
"chunk_text": "Sarah Diaz — CNC Operator in Cincinnati, OH. Skills: CNC|GD&T|ISO 9001|calibration|first article|gauge R&R|micrometer|mill|root cause analysis. Certs: OSHA-10|First Aid/CPR. Archetype: reliable. Reliability: 0.78, Availability: 0.59",
|
||
"score": 0.8611218,
|
||
"sql_verified": false
|
||
}
|
||
],
|
||
"duration_ms": 502,
|
||
"_trimmed": "20 more"
|
||
},
|
||
"at": "2026-04-21T04:23:19.518Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "drift",
|
||
"notes": "The hybrid_search results show no matches for 'Picker' in Joliet, IL, despite the SQL filter. This indicates a potential drift. The executor should pivot to Crest Hill, IL as per prior lessons, since Joliet has zero supply. Ensure the next step includes verifying candidates from Crest Hill, IL, and confirm that they meet the Picker role and the required reliability and availability thresholds."
|
||
},
|
||
"at": "2026-04-21T04:23:21.719Z"
|
||
},
|
||
{
|
||
"turn": 3,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "note",
|
||
"content": {
|
||
"continuation": 1,
|
||
"combined_chars": 383
|
||
},
|
||
"at": "2026-04-21T04:23:25.188Z"
|
||
},
|
||
{
|
||
"turn": 3,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "note",
|
||
"content": {
|
||
"continuation": 2,
|
||
"combined_chars": 848
|
||
},
|
||
"at": "2026-04-21T04:23:28.342Z"
|
||
},
|
||
{
|
||
"turn": 3,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "note",
|
||
"content": {
|
||
"continuation": 3,
|
||
"combined_chars": 1313
|
||
},
|
||
"at": "2026-04-21T04:23:31.630Z"
|
||
},
|
||
{
|
||
"turn": 3,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "error",
|
||
"content": {
|
||
"message": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"plan\",\"steps\":[\"Pivot search to Crest Hill, IL as per prior lessons for Joliet expansion zero-supply.\",\"Run hybrid_search with role='Picker', city='Crest Hill', state='IL', availability>0.5, reliability>0.75.\",\"Set k=40 to ensure sufficient candidate pool for 4 fills.\",\"Verify top 4 candida",
|
||
"raw": "{\"kind\":\"plan\",\"steps\":[\"Pivot search to Crest Hill, IL as per prior lessons for Joliet expansion zero-supply.\",\"Run hybrid_search with role='Picker', city='Crest Hill', state='IL', availability>0.5, reliability>0.75.\",\"Set k=40 to ensure sufficient candidate pool for 4 fills.\",\"Verify top 4 candida"
|
||
},
|
||
"at": "2026-04-21T04:23:34.912Z"
|
||
}
|
||
],
|
||
"retry_attempt": 1,
|
||
"retry_remediation": {
|
||
"proposed_city": "Crest Hill",
|
||
"proposed_role": "Picker",
|
||
"proposed_count": 4,
|
||
"rationale": "The failure stemmed from a truncated JSON plan and a genuine zero‑supply for Pickers in Joliet. Pivoting to Crest Hill, which is within the 50‑mile local bonus radius and historically has a viable Picker labor pool, restores the search while keeping the original role and count.",
|
||
"cloud_model": "gpt-oss:120b",
|
||
"cloud_duration_secs": 5.024
|
||
},
|
||
"retry_result": {
|
||
"event": {
|
||
"kind": "expansion",
|
||
"at": "12:30",
|
||
"role": "Picker",
|
||
"count": 4,
|
||
"city": "Crest Hill",
|
||
"state": "IL",
|
||
"shift_start": "12:30 PM",
|
||
"scenario_note": "[cloud-rescue 5.0s] The failure stemmed from a truncated JSON plan and a genuine zero‑supply for Pickers in Joliet. Pivoting to Crest Hill, which is within the 50‑mile local bonus radius and historically has a viable Picker labor pool, restores the search while keeping the original role and count."
|
||
},
|
||
"ok": false,
|
||
"fills": [],
|
||
"turns": 0,
|
||
"duration_secs": 23.052,
|
||
"error": "aborted — 3 consecutive drift flags",
|
||
"gap_signals": [
|
||
"drift_or_tool: aborted — 3 consecutive drift flags"
|
||
]
|
||
},
|
||
"original_event": {
|
||
"kind": "expansion",
|
||
"at": "12:30",
|
||
"role": "Picker",
|
||
"count": 4,
|
||
"city": "Joliet",
|
||
"state": "IL",
|
||
"shift_start": "12:30 PM",
|
||
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred."
|
||
}
|
||
},
|
||
{
|
||
"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 Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred.",
|
||
"exclude_worker_ids": [
|
||
null,
|
||
null,
|
||
null
|
||
]
|
||
},
|
||
"ok": true,
|
||
"fills": [
|
||
{
|
||
"candidate_id": "2372",
|
||
"name": "Joshua Taylor"
|
||
}
|
||
],
|
||
"turns": 3,
|
||
"duration_secs": 16.666,
|
||
"gap_signals": [
|
||
"double_book: undefined Joshua Taylor already booked for 07:00"
|
||
],
|
||
"sources_first_score": 0.93950945,
|
||
"sources_last_score": 0.5844123,
|
||
"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"
|
||
],
|
||
"discovered_pattern": "Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)",
|
||
"diagnostic_log": [
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_call",
|
||
"content": {
|
||
"kind": "tool_call",
|
||
"tool": "hybrid_search",
|
||
"args": {
|
||
"index_name": "workers_500k_v1",
|
||
"sql_filter": "role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5",
|
||
"question": "reliable forklift operator Joliet IL",
|
||
"k": 20
|
||
},
|
||
"rationale": "Execute the canonical hybrid_search FIRST as per rules. Filter for Forklift Operators in Joliet, IL with availability > 0.5. Use k=20 (5x target count of 1, floored at 20) to ensure a deep pool for the ranker to discriminate, adhering to the guidance that k=10 was too tight for multi-fill events and scaling with target count."
|
||
},
|
||
"at": "2026-04-21T04:24:13.974Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_result",
|
||
"content": {
|
||
"question": "reliable forklift operator Joliet IL",
|
||
"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": 0.93950945,
|
||
"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",
|
||
"pb-seed-84ca656bbdae2386",
|
||
"pb-seed-fa246fef31bbe831",
|
||
"pb-seed-44b37913e5ed5fef"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.8368106,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-93fa5d957b98579e",
|
||
"pb-seed-8e5b7de2ee2e9c43",
|
||
"pb-seed-418fc3b2153d74de",
|
||
"pb-seed-84ca656bbdae2386",
|
||
"pb-seed-44b37913e5ed5fef"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.8202766,
|
||
"sql_verified": true,
|
||
"playbook_boost": 0.25,
|
||
"playbook_citations": [
|
||
"pb-seed-93fa5d957b98579e",
|
||
"pb-seed-8e5b7de2ee2e9c43",
|
||
"pb-seed-418fc3b2153d74de",
|
||
"pb-seed-84ca656bbdae2386",
|
||
"pb-seed-44b37913e5ed5fef"
|
||
]
|
||
},
|
||
{
|
||
"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": 0.6455176,
|
||
"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": 0.6454758,
|
||
"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": 0.64256394,
|
||
"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": 0.63524455,
|
||
"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": 0.6333973,
|
||
"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": 0.63120157,
|
||
"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": 0.62585235,
|
||
"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": 0.6233752,
|
||
"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": 0.62308925,
|
||
"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": 0.62160164,
|
||
"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": 0.61788756,
|
||
"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": 0.6146254,
|
||
"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": 0.60864013,
|
||
"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": 0.6037203,
|
||
"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": 0.59398514,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-30574",
|
||
"chunk_text": "Matthew Y. Gray — Forklift Operator in Joliet, IL. Skills: cold storage|forklift|inventory|pallet jack|pick-to-light|team lead|training. Certs: Hazmat|ServSafe. Archetype: flexible. Reliability: 0.85, Availability: 0.62",
|
||
"score": 0.5867315,
|
||
"sql_verified": true
|
||
},
|
||
{
|
||
"doc_id": "W500K-40048",
|
||
"chunk_text": "Zachary I. Walker — Forklift Operator in Joliet, IL. Skills: bilingual|confined space|pick-to-light|shipping|team lead. Certs: MSDS|Fire Safety. Archetype: reliable. Reliability: 0.85, Availability: 1.00",
|
||
"score": 0.5844123,
|
||
"sql_verified": true
|
||
}
|
||
],
|
||
"duration_ms": 308
|
||
},
|
||
"at": "2026-04-21T04:24:14.284Z"
|
||
},
|
||
{
|
||
"turn": 1,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "continue",
|
||
"notes": "Executor is on a reasonable path. The hybrid_search has been executed with the correct filters for Joliet, IL Forklift Operators with availability > 0.5. The result includes multiple candidates, and the next step is to propose one of them. Ensure that the proposed candidate is verified via SQL and is not on the exclude list."
|
||
},
|
||
"at": "2026-04-21T04:24:16.199Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "tool_call",
|
||
"content": {
|
||
"kind": "tool_call",
|
||
"tool": "sql",
|
||
"args": {
|
||
"query": "SELECT worker_id, name, role, city, state, availability FROM workers_500k WHERE worker_id = 2372"
|
||
},
|
||
"rationale": "Verify the top candidate (W500K-2372 Joshua Taylor) from the hybrid search results to confirm they are a Forklift Operator in Joliet, IL with valid availability before proposing them as the fill."
|
||
},
|
||
"at": "2026-04-21T04:24:19.360Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"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"
|
||
}
|
||
],
|
||
"rows": [
|
||
{
|
||
"availability": 0.877,
|
||
"city": "Joliet",
|
||
"name": "Joshua Taylor",
|
||
"role": "Forklift Operator",
|
||
"state": "IL",
|
||
"worker_id": 2372
|
||
}
|
||
],
|
||
"row_count": 1
|
||
},
|
||
"at": "2026-04-21T04:24:19.385Z"
|
||
},
|
||
{
|
||
"turn": 2,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "critique",
|
||
"content": {
|
||
"kind": "critique",
|
||
"verdict": "continue",
|
||
"notes": "Executor is on a reasonable path. The candidate Joshua Taylor has been SQL-verified and meets the criteria for a Forklift Operator in Joliet, IL with availability > 0.5. The next step is to propose the fill."
|
||
},
|
||
"at": "2026-04-21T04:24:20.859Z"
|
||
},
|
||
{
|
||
"turn": 3,
|
||
"role": "executor",
|
||
"model": "qwen3.5:latest",
|
||
"kind": "propose_done",
|
||
"content": {
|
||
"kind": "propose_done",
|
||
"fills": [
|
||
{
|
||
"candidate_id": "2372",
|
||
"name": "Joshua Taylor"
|
||
}
|
||
],
|
||
"rationale": "Joshua Taylor (W500K-2372) was the top-ranked candidate from the initial hybrid_search with a high score (0.94). He was SQL-verified in turn t2, confirming his role as 'Forklift Operator', location as 'Joliet', state as 'IL', and availability as 0.877 (>0.5). He meets all criteria for the single fill required. The task is complete."
|
||
},
|
||
"at": "2026-04-21T04:24:24.669Z"
|
||
},
|
||
{
|
||
"turn": 3,
|
||
"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 to be a Forklift Operator in Joliet, IL with availability > 0.5, and the candidate was SQL-verified."
|
||
},
|
||
"at": "2026-04-21T04:24:26.323Z"
|
||
},
|
||
{
|
||
"turn": 3,
|
||
"role": "reviewer",
|
||
"model": "qwen3:latest",
|
||
"kind": "consensus_done",
|
||
"content": {
|
||
"fills": [
|
||
{
|
||
"candidate_id": "2372",
|
||
"name": "Joshua Taylor"
|
||
}
|
||
]
|
||
},
|
||
"at": "2026-04-21T04:24:26.323Z"
|
||
}
|
||
]
|
||
}
|
||
] |