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lakehouse/tests/multi-agent/playbooks/scenario-2026-04-21T03-15-34/results.json
root 41b0a99ed2 chore: add real content that was sitting untracked 
Surfaced by today's untracked-files audit. None of these are accidents —
multiple are referenced by name in CLAUDE.md and memory files but were
never added.

Categories:
- docs/PHASE_AUDIT_GUIDE.md (106 LOC) — Claude Code phase audit guidance
- ops/systemd/lakehouse-langfuse-bridge.service — Langfuse bridge unit
- package.json — top-level npm manifest
- scripts/e2e_pipeline_check.sh + production_smoke.sh — real test scripts
- reports/kimi/audit-last-week*.md — the "Two reports live" CLAUDE.md cites
- tests/multi-agent/scenarios/ — 44 staffing scenarios (cutover decision A)
- tests/multi-agent/playbooks/ — 102 playbook records
- tests/battery/, tests/agent_test/PRD.md, tests/real-world/* — real tests
- sidecar/sidecar/{lab_ui,pipeline_lab}.py — 888 LOC dev-only UIs that
  remain in service post-sidecar-drop (commit ba928b1 explicitly kept them)

Sensitivity check: scenarios use synthetic company names ("Heritage Foods",
"Cornerstone Fabrication"); audit reports describe code findings only;
no PII or secrets surfaced.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-02 22:22:10 -05:00

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[
{
"event": {
"kind": "baseline_fill",
"at": "07:00",
"role": "Welder",
"count": 4,
"city": "Nashville",
"state": "TN",
"shift_start": "07:00 AM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-19, fill=paramount."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-17215",
"name": "Rachel D. Lewis"
},
{
"candidate_id": "W500K-16627",
"name": "Kevin N. Watson"
},
{
"candidate_id": "W500K-29052",
"name": "Melissa K. Rivera"
},
{
"candidate_id": "W500K-40747",
"name": "Lisa F. Wood"
}
],
"turns": 2,
"duration_secs": 15.194,
"gap_signals": [
"double_book: undefined Kevin N. Watson already booked for 07:00",
"double_book: undefined Melissa K. Rivera already booked for 07:00",
"double_book: undefined Lisa F. Wood already booked for 07:00"
],
"sources_first_score": 0.7472844,
"sources_last_score": 0.6071773,
"pool_size": 298,
"playbook_citations": [
"pb-seed-47f41d48c95d5844",
"pb-seed-21d7b669d9e10928"
],
"discovered_pattern": "Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)",
"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 = 'Welder' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5",
"question": "Welder in Nashville TN",
"k": 20
},
"rationale": "Execute hybrid_search FIRST as per canonical procedure. Filter for role='Welder', city='Nashville', state='TN', and availability > 0.5. Set k=20 (5x target of 4, floored at 20) to provide a deep pool for the ranker to discriminate among candidates, adhering to the guidance that k=10 was too tight for multi-fill events."
},
"at": "2026-04-21T03:15:38.282Z"
},
{
"turn": 1,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "tool_result",
"content": {
"question": "Welder in Nashville TN",
"sql_filter": "role = 'Welder' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5",
"sql_matches": 298,
"vector_reranked": 20,
"method": "hybrid_sql_vector",
"answer": null,
"sources": [
{
"doc_id": "W500K-17215",
"chunk_text": "Rachel D. Lewis — Welder in Nashville, TN. Skills: CNC|calipers|electrical|grinder|pneumatics|welding. Certs: OSHA-10|Forklift|Lockout/Tagout. Archetype: flexible. Reliability: 0.87, Availability: 0.79",
"score": 0.7472844,
"sql_verified": true,
"playbook_boost": 0.16476235,
"playbook_citations": [
"pb-seed-47f41d48c95d5844"
]
},
{
"doc_id": "W500K-16627",
"chunk_text": "Kevin N. Watson — Welder in Nashville, TN. Skills: CMMS|EDM|GD&T|PLC|calipers|lathe|lockout/tagout|mill|preventive maintenance|troubleshooting. Certs: OSHA-10. Archetype: flexible. Reliability: 0.69, Availability: 0.91",
"score": 0.7337756,
"sql_verified": true,
"playbook_boost": 0.077229135,
"playbook_citations": [
"pb-seed-21d7b669d9e10928"
]
},
{
"doc_id": "W500K-29052",
"chunk_text": "Melissa K. Rivera — Welder in Nashville, TN. Skills: CMMS|EDM|blueprint reading|calipers|lathe|mill|pneumatics|preventive maintenance|troubleshooting|welding. Certs: Forklift. Archetype: leader. Reliability: 0.81, Availability: 0.98",
"score": 0.7145014,
"sql_verified": true,
"playbook_boost": 0.120995745,
"playbook_citations": [
"pb-seed-47f41d48c95d5844",
"pb-seed-21d7b669d9e10928"
]
},
{
"doc_id": "W500K-40747",
"chunk_text": "Lisa F. Wood — Welder in Nashville, TN. Skills: CNC|GD&T|calipers|electrical|pneumatics|press brake. Certs: OSHA-10|Forklift. Archetype: reliable. Reliability: 0.91, Availability: 0.71",
"score": 0.6795459,
"sql_verified": true,
"playbook_boost": 0.077229135,
"playbook_citations": [
"pb-seed-21d7b669d9e10928"
]
},
{
"doc_id": "W500K-48396",
"chunk_text": "Benjamin K. Evans — Welder in Nashville, TN. Skills: blueprint reading|hydraulics|micrometer|mill|pneumatics|preventive maintenance|troubleshooting. Certs: OSHA-10. Archetype: reliable. Reliability: 0.78, Availability: 0.98",
"score": 0.6625998,
"sql_verified": true
},
{
"doc_id": "W500K-37649",
"chunk_text": "Benjamin B. Hernandez — Welder in Nashville, TN. Skills: EDM|PLC|blueprint reading|grinder|hydraulics|lathe|lockout/tagout|pneumatics|preventive maintenance. Certs: Forklift|Hazmat|First Aid/CPR. Archetype: flexible. Reliability: 0.69, Availability: 0.63",
"score": 0.6589923,
"sql_verified": true,
"playbook_boost": 0.077229135,
"playbook_citations": [
"pb-seed-21d7b669d9e10928"
]
},
{
"doc_id": "W500K-9880",
"chunk_text": "Raymond Watson — Welder in Nashville, TN. Skills: EDM|calipers|electrical|grinder|lathe|pneumatics|preventive maintenance|welding. Certs: Forklift|ServSafe|Lockout/Tagout. Archetype: flexible. Reliability: 0.83, Availability: 0.85",
"score": 0.6281041,
"sql_verified": true
},
{
"doc_id": "W500K-49691",
"chunk_text": "Elizabeth F. Young — Welder in Nashville, TN. Skills: CMMS|calipers|electrical|pneumatics|press brake|troubleshooting|welding. Certs: OSHA-30|Reach Truck|Order Picker. Archetype: specialist. Reliability: 0.76, Availability: 0.60",
"score": 0.62730944,
"sql_verified": true
},
{
"doc_id": "W500K-30655",
"chunk_text": "Patrick B. Bailey — Welder in Nashville, TN. Skills: CMMS|PLC|blueprint reading|grinder|micrometer|mill|pneumatics|press brake|troubleshooting. Certs: OSHA-30|Forklift. Archetype: communicator. Reliability: 0.63, Availability: 0.79",
"score": 0.62031835,
"sql_verified": true
},
{
"doc_id": "W500K-42664",
"chunk_text": "Jason Y. James — Welder in Nashville, TN. Skills: CMMS|EDM|calipers|electrical|micrometer|troubleshooting|welding. Certs: Reach Truck|ServSafe. Archetype: specialist. Reliability: 0.82, Availability: 0.80",
"score": 0.61812043,
"sql_verified": true
},
{
"doc_id": "W500K-22180",
"chunk_text": "Deborah C. Phillips — Welder in Nashville, TN. Skills: EDM|PLC|blueprint reading|calipers|lockout/tagout|mill. Certs: OSHA-10|Reach Truck|Order Picker. Archetype: flexible. Reliability: 0.74, Availability: 0.68",
"score": 0.6175509,
"sql_verified": true
},
{
"doc_id": "W500K-47669",
"chunk_text": "Frank L. Young — Welder in Nashville, TN. Skills: CMMS|CNC|EDM|PLC|micrometer|pneumatics|press brake|preventive maintenance|troubleshooting. Certs: none. Archetype: reliable. Reliability: 0.82, Availability: 0.86",
"score": 0.61691165,
"sql_verified": true
},
{
"doc_id": "W500K-2985",
"chunk_text": "George Peterson — Welder in Nashville, TN. Skills: CMMS|CNC|GD&T|PLC|blueprint reading|pneumatics|press brake|troubleshooting|welding. Certs: OSHA-10|Hazmat. Archetype: flexible. Reliability: 0.59, Availability: 0.85",
"score": 0.6130074,
"sql_verified": true
},
{
"doc_id": "W500K-42991",
"chunk_text": "Malik N. Clark — Welder in Nashville, TN. Skills: CNC|GD&T|PLC|blueprint reading|hydraulics|pneumatics|welding. Certs: OSHA-10|ServSafe. Archetype: flexible. Reliability: 0.77, Availability: 0.78",
"score": 0.6121016,
"sql_verified": true
},
{
"doc_id": "W500K-25684",
"chunk_text": "Charles W. Ross — Welder in Nashville, TN. Skills: PLC|calipers|grinder|hydraulics|lockout/tagout|micrometer|mill|preventive maintenance. Certs: First Aid/CPR|Lockout/Tagout. Archetype: leader. Reliability: 0.72, Availability: 0.90",
"score": 0.6101337,
"sql_verified": true
},
{
"doc_id": "W500K-20738",
"chunk_text": "Frank Q. Smith — Welder in Nashville, TN. Skills: CNC|EDM|calipers|electrical|lathe|mill|preventive maintenance|troubleshooting. Certs: Forklift. Archetype: flexible. Reliability: 0.73, Availability: 0.88",
"score": 0.60898215,
"sql_verified": true
},
{
"doc_id": "W500K-47516",
"chunk_text": "Sofia O. Clark — Welder in Nashville, TN. Skills: EDM|GD&T|PLC|blueprint reading|grinder|preventive maintenance. Certs: none. Archetype: flexible. Reliability: 0.74, Availability: 0.95",
"score": 0.608557,
"sql_verified": true
},
{
"doc_id": "W500K-47039",
"chunk_text": "Zachary F. Foster — Welder in Nashville, TN. Skills: CMMS|CNC|blueprint reading|electrical|hydraulics|lathe|micrometer|pneumatics|press brake. Certs: Lockout/Tagout. Archetype: communicator. Reliability: 0.57, Availability: 0.65",
"score": 0.607458,
"sql_verified": true
},
{
"doc_id": "W500K-37262",
"chunk_text": "Wei E. Kim — Welder in Nashville, TN. Skills: CNC|blueprint reading|electrical|grinder|lockout/tagout|micrometer|mill|pneumatics|preventive maintenance. Certs: Hazmat|Order Picker. Archetype: improving. Reliability: 0.62, Availability: 0.66",
"score": 0.6071893,
"sql_verified": true
},
{
"doc_id": "W500K-9719",
"chunk_text": "Samantha Ward — Welder in Nashville, TN. Skills: CMMS|EDM|grinder|hydraulics|press brake|preventive maintenance. Certs: Forklift|First Aid/CPR|ISO 9001. Archetype: communicator. Reliability: 0.84, Availability: 0.77",
"score": 0.6071773,
"sql_verified": true
}
],
"duration_ms": 301
},
"at": "2026-04-21T03:15:38.585Z"
},
{
"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 Welders in Nashville, TN. The k=20 ensures a deep pool for selection. Next steps should involve selecting 4 candidates from the top 20 results and verifying with SQL if needed."
},
"at": "2026-04-21T03:15:42.647Z"
},
{
"turn": 2,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-17215",
"name": "Rachel D. Lewis"
},
{
"candidate_id": "W500K-16627",
"name": "Kevin N. Watson"
},
{
"candidate_id": "W500K-29052",
"name": "Melissa K. Rivera"
},
{
"candidate_id": "W500K-40747",
"name": "Lisa F. Wood"
}
],
"rationale": "Target of 4 Welders in Nashville, TN met. Top 4 candidates from hybrid_search results (scores 0.75, 0.73, 0.71, 0.68) selected. All are in Nashville, TN with role='Welder' and availability > 0.5. SQL verification step skipped as per strategy tip once pool >= 4 is available, but candidates are verified by search results. Proceed to fill."
},
"at": "2026-04-21T03:15:47.576Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "approve_done",
"notes": "The propose_done meets all approval criteria: exactly 4 fills, all names appear in prior tool_result from Nashville, TN with role 'Welder', and at least one fill (W500K-17215:Rachel D. Lewis) was SQL-verified in the hybrid_search result."
},
"at": "2026-04-21T03:15:49.350Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-17215",
"name": "Rachel D. Lewis"
},
{
"candidate_id": "W500K-16627",
"name": "Kevin N. Watson"
},
{
"candidate_id": "W500K-29052",
"name": "Melissa K. Rivera"
},
{
"candidate_id": "W500K-40747",
"name": "Lisa F. Wood"
}
]
},
"at": "2026-04-21T03:15:49.350Z"
}
]
},
{
"event": {
"kind": "expansion",
"at": "08:30",
"role": "Packaging Operator",
"count": 6,
"city": "Nashville",
"state": "TN",
"shift_start": "08:30 AM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-19, fill=paramount."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-4654",
"name": "Jamal Ruiz"
},
{
"candidate_id": "W500K-21124",
"name": "Adam M. Reyes"
},
{
"candidate_id": "W500K-21175",
"name": "Kenneth L. Diaz"
},
{
"candidate_id": "W500K-22863",
"name": "Joshua J. Phillips"
},
{
"candidate_id": "W500K-1911",
"name": "Aisha Nguyen"
},
{
"candidate_id": "W500K-36638",
"name": "Joyce E. Peterson"
}
],
"turns": 2,
"duration_secs": 17.233,
"gap_signals": [
"double_book: undefined Jamal Ruiz already booked for 07:00",
"double_book: undefined Adam M. Reyes already booked for 07:00",
"double_book: undefined Kenneth L. Diaz already booked for 07:00",
"double_book: undefined Joshua J. Phillips already booked for 07:00",
"double_book: undefined Aisha Nguyen already booked for 07:00",
"double_book: undefined Joyce E. Peterson already booked for 07:00"
],
"sources_first_score": 0.8703688,
"sources_last_score": 0.57924104,
"pool_size": 189,
"playbook_citations": [
"pb-seed-e21bcfbf9ff0aee9",
"pb-seed-5a7ddcddee8b435a"
],
"discovered_pattern": "Across 25 similar past playbooks (29 workers examined) · recurring certifications: OSHA-10 (45%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)",
"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 = 'Packaging Operator' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
"question": "Packaging Operator Nashville TN",
"k": 40
},
"rationale": "Execute hybrid_search FIRST as per canonical protocol. Filter for Packaging Operators in Nashville, TN with availability > 0.5 and reliability > 0.75. Set k=40 (5x target count of 6) to ensure a deep candidate pool for the ranker to discriminate, adhering to the scaling rule."
},
"at": "2026-04-21T03:16:01.581Z"
},
{
"turn": 1,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "tool_result",
"content": {
"question": "Packaging Operator Nashville TN",
"sql_filter": "role = 'Packaging Operator' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
"sql_matches": 189,
"vector_reranked": 21,
"method": "hybrid_sql_vector",
"answer": null,
"sources": [
{
"doc_id": "W500K-4654",
"chunk_text": "Jamal Ruiz — Packaging Operator in Nashville, TN. Skills: SPC|batch processing|cold storage|conveyor ops|inventory|pick-to-light|quality inspection|receiving. Certs: ServSafe. Archetype: communicator. Reliability: 0.79, Availability: 0.77",
"score": 0.8703688,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-e21bcfbf9ff0aee9",
"pb-seed-5a7ddcddee8b435a"
]
},
{
"doc_id": "W500K-21124",
"chunk_text": "Adam M. Reyes — Packaging Operator in Nashville, TN. Skills: 6S|SPC|batch processing|cold storage|lean manufacturing|loading dock|pick-to-light. Certs: Forklift|Hazmat. Archetype: reliable. Reliability: 0.89, Availability: 0.82",
"score": 0.729012,
"sql_verified": true,
"playbook_boost": 0.05001114,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a"
]
},
{
"doc_id": "W500K-21175",
"chunk_text": "Kenneth L. Diaz — Packaging Operator in Nashville, TN. Skills: RF scanner|assembly|conveyor ops|forklift|labeling|line work|packaging|pallet jack|receiving. Certs: Lockout/Tagout. Archetype: flexible. Reliability: 0.80, Availability: 0.67",
"score": 0.7036084,
"sql_verified": true,
"playbook_boost": 0.05001114,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a"
]
},
{
"doc_id": "W500K-22863",
"chunk_text": "Joshua J. Phillips — Packaging Operator in Nashville, TN. Skills: RF scanner|batch processing|conveyor ops|forklift|inventory|labeling|lean manufacturing|line work. Certs: Fire Safety. Archetype: reliable. Reliability: 0.84, Availability: 0.77",
"score": 0.6776758,
"sql_verified": true
},
{
"doc_id": "W500K-1911",
"chunk_text": "Aisha Nguyen — Packaging Operator in Nashville, TN. Skills: RF scanner|assembly|batch processing|cold storage|conveyor ops|inventory|labeling|lean manufacturing|packaging|shipping. Certs: OSHA-10. Archetype: flexible. Reliability: 0.78, Availability: 0.72",
"score": 0.67146355,
"sql_verified": true
},
{
"doc_id": "W500K-36638",
"chunk_text": "Joyce E. Peterson — Packaging Operator in Nashville, TN. Skills: RF scanner|assembly|batch processing|pick-to-light. Certs: none. Archetype: flexible. Reliability: 0.75, Availability: 0.92",
"score": 0.6654586,
"sql_verified": true
},
{
"doc_id": "W500K-22923",
"chunk_text": "Douglas R. Jimenez — Packaging Operator in Nashville, TN. Skills: RF scanner|assembly|batch processing|forklift|labeling|pick-to-light|quality inspection. Certs: Forklift. Archetype: reliable. Reliability: 0.80, Availability: 0.88",
"score": 0.65449136,
"sql_verified": true
},
{
"doc_id": "W500K-10769",
"chunk_text": "Melissa Watson — Packaging Operator in Nashville, TN. Skills: assembly|conveyor ops|inventory|packaging|quality inspection. Certs: Lockout/Tagout. Archetype: flexible. Reliability: 0.78, Availability: 0.59",
"score": 0.65354276,
"sql_verified": true
},
{
"doc_id": "W500K-4076",
"chunk_text": "George King — Packaging Operator in Nashville, TN. Skills: assembly|batch processing|line work|loading dock|pallet jack|quality inspection. Certs: Confined Space. Archetype: leader. Reliability: 0.80, Availability: 0.61",
"score": 0.6527688,
"sql_verified": true,
"playbook_boost": 0.05001114,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a"
]
},
{
"doc_id": "W500K-11222",
"chunk_text": "Olga Moore — Packaging Operator in Nashville, TN. Skills: assembly|conveyor ops|labeling|line work|loading dock|quality inspection|receiving|shipping. Certs: MSDS|Confined Space. Archetype: reliable. Reliability: 0.91, Availability: 0.79",
"score": 0.6487911,
"sql_verified": true
},
{
"doc_id": "W500K-4430",
"chunk_text": "Emily Reyes — Packaging Operator in Nashville, TN. Skills: 6S|RF scanner|assembly|batch processing|cold storage|lean manufacturing. Certs: Forklift. Archetype: leader. Reliability: 0.82, Availability: 0.99",
"score": 0.6458342,
"sql_verified": true,
"playbook_boost": 0.05001114,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a"
]
},
{
"doc_id": "W500K-33220",
"chunk_text": "Samuel S. Gomez — Packaging Operator in Nashville, TN. Skills: labeling|lean manufacturing|line work|loading dock|pallet jack. Certs: First Aid/CPR. Archetype: reliable. Reliability: 0.91, Availability: 0.86",
"score": 0.6398996,
"sql_verified": true
},
{
"doc_id": "W500K-25376",
"chunk_text": "Michael A. Wright — Packaging Operator in Nashville, TN. Skills: labeling|line work|loading dock|packaging|pick-to-light|quality inspection|shipping. Certs: OSHA-30|Hazmat|Lockout/Tagout. Archetype: reliable. Reliability: 0.91, Availability: 0.92",
"score": 0.63846165,
"sql_verified": true,
"playbook_boost": 0.05001114,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a"
]
},
{
"doc_id": "W500K-7259",
"chunk_text": "Michael Phillips — Packaging Operator in Nashville, TN. Skills: SPC|batch processing|cold storage|conveyor ops|line work|pallet jack. Certs: Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.77, Availability: 0.83",
"score": 0.63700664,
"sql_verified": true
},
{
"doc_id": "W500K-9391",
"chunk_text": "Sharon Torres — Packaging Operator in Nashville, TN. Skills: SPC|cold storage|lean manufacturing|pick-to-light|quality inspection|shipping. Certs: Forklift|Hazmat. Archetype: reliable. Reliability: 0.82, Availability: 0.76",
"score": 0.6323953,
"sql_verified": true
},
{
"doc_id": "W500K-13144",
"chunk_text": "Sofia Hill — Packaging Operator in Nashville, TN. Skills: 6S|SPC|batch processing|forklift|packaging|pallet jack|pick-to-light|quality inspection|receiving. Certs: OSHA-10. Archetype: leader. Reliability: 0.79, Availability: 0.88",
"score": 0.6282619,
"sql_verified": true
},
{
"doc_id": "W500K-37853",
"chunk_text": "Olivia X. Jones — Packaging Operator in Nashville, TN. Skills: RF scanner|SPC|assembly|batch processing|loading dock. Certs: Forklift. Archetype: reliable. Reliability: 0.81, Availability: 0.51",
"score": 0.6152839,
"sql_verified": true
},
{
"doc_id": "W500K-20131",
"chunk_text": "Jacob H. Reyes — Packaging Operator in Nashville, TN. Skills: SPC|batch processing|inventory|receiving. Certs: OSHA-10|Forklift|Hazmat. Archetype: flexible. Reliability: 0.77, Availability: 0.84",
"score": 0.610946,
"sql_verified": true
},
{
"doc_id": "W500K-1090",
"chunk_text": "Kimberly Morgan — Packaging Operator in Nashville, TN. Skills: SPC|forklift|inventory|lean manufacturing|line work|quality inspection|shipping. Certs: OSHA-30|Forklift. Archetype: reliable. Reliability: 0.85, Availability: 0.90",
"score": 0.5893905,
"sql_verified": true
},
{
"doc_id": "W500K-20635",
"chunk_text": "Margaret R. Moore — Packaging Operator in Nashville, TN. Skills: SPC|cold storage|lean manufacturing|line work|loading dock|packaging|pallet jack|pick-to-light|quality inspection. Certs: ISO 9001. Archetype: flexible. Reliability: 0.92, Availability: 0.63",
"score": 0.5886836,
"sql_verified": true
}
],
"duration_ms": 320,
"_trimmed": "1 more"
},
"at": "2026-04-21T03:16:01.902Z"
},
{
"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 proper filters for Nashville, TN Packaging Operators. The k=40 ensures a deep candidate pool. Next step should be to propose_done with exactly 6 verified candidates from the tool_result, ensuring SQL verification for at least one of them."
},
"at": "2026-04-21T03:16:06.144Z"
},
{
"turn": 2,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-4654",
"name": "Jamal Ruiz"
},
{
"candidate_id": "W500K-21124",
"name": "Adam M. Reyes"
},
{
"candidate_id": "W500K-21175",
"name": "Kenneth L. Diaz"
},
{
"candidate_id": "W500K-22863",
"name": "Joshua J. Phillips"
},
{
"candidate_id": "W500K-1911",
"name": "Aisha Nguyen"
},
{
"candidate_id": "W500K-36638",
"name": "Joyce E. Peterson"
}
],
"rationale": "The hybrid_search returned 21 ranked candidates for 'Packaging Operator' in 'Nashville', 'TN' with availability > 0.5 and reliability > 0.75. The top 6 candidates (W500K-4654, W500K-21124, W500K-21175, W500K-22863, W500K-1911, W500K-36638) are selected to meet the target count of 6. These workers are distinct by ID and match the role/location criteria. No further search is required as the candidate pool exceeds the target."
},
"at": "2026-04-21T03:16:12.995Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "approve_done",
"notes": "The propose_done meets all approval criteria: exactly 6 fills, all names appear in prior tool_result from Nashville, TN with role 'Packaging Operator', and at least one fill (e.g., W500K-4654:Jamal Ruiz) has been SQL-verified. No drift detected."
},
"at": "2026-04-21T03:16:14.818Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-4654",
"name": "Jamal Ruiz"
},
{
"candidate_id": "W500K-21124",
"name": "Adam M. Reyes"
},
{
"candidate_id": "W500K-21175",
"name": "Kenneth L. Diaz"
},
{
"candidate_id": "W500K-22863",
"name": "Joshua J. Phillips"
},
{
"candidate_id": "W500K-1911",
"name": "Aisha Nguyen"
},
{
"candidate_id": "W500K-36638",
"name": "Joyce E. Peterson"
}
]
},
"at": "2026-04-21T03:16:14.818Z"
}
]
},
{
"event": {
"kind": "baseline_fill",
"at": "09:00",
"role": "Shipping Clerk",
"count": 2,
"city": "Nashville",
"state": "TN",
"shift_start": "09:00 AM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-19, fill=paramount."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-49412",
"name": "Brenda M. Hernandez"
},
{
"candidate_id": "W500K-18660",
"name": "Rachel S. Gonzalez"
}
],
"turns": 2,
"duration_secs": 12.681,
"gap_signals": [
"double_book: undefined Brenda M. Hernandez already booked for 07:00",
"double_book: undefined Rachel S. Gonzalez already booked for 07:00"
],
"sources_first_score": 0.7342799,
"sources_last_score": 0.52885747,
"pool_size": 579,
"playbook_citations": [
"pb-seed-2ba5e72f018dcca1"
],
"discovered_pattern": "Across 25 similar past playbooks (29 workers examined) · recurring certifications: OSHA-10 (45%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)",
"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 = 'Shipping Clerk' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5",
"question": "reliable shipping clerk Nashville TN",
"k": 20
},
"rationale": "Execute hybrid_search FIRST as per canonical protocol. Filter for role='Shipping Clerk', city='Nashville', state='TN', and availability > 0.5. Set k=20 (5x target count of 2, floored at 20) to ensure a deep pool for ranking and discrimination."
},
"at": "2026-04-21T03:16:27.520Z"
},
{
"turn": 1,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "tool_result",
"content": {
"question": "reliable shipping clerk Nashville TN",
"sql_filter": "role = 'Shipping Clerk' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5",
"sql_matches": 579,
"vector_reranked": 20,
"method": "hybrid_sql_vector",
"answer": null,
"sources": [
{
"doc_id": "W500K-49412",
"chunk_text": "Brenda M. Hernandez — Shipping Clerk in Nashville, TN. Skills: RF scanner|SAP|confined space|first aid|forklift|receiving|team lead|training. Certs: Reach Truck|ServSafe|MSDS. Archetype: reliable. Reliability: 0.90, Availability: 0.69",
"score": 0.7342799,
"sql_verified": true,
"playbook_boost": 0.103416726,
"playbook_citations": [
"pb-seed-2ba5e72f018dcca1"
]
},
{
"doc_id": "W500K-18660",
"chunk_text": "Rachel S. Gonzalez — Shipping Clerk in Nashville, TN. Skills: RF scanner|confined space|overhead crane|receiving|team lead|training. Certs: OSHA-10. Archetype: leader. Reliability: 0.77, Availability: 0.85",
"score": 0.73394054,
"sql_verified": true,
"playbook_boost": 0.103416726,
"playbook_citations": [
"pb-seed-2ba5e72f018dcca1"
]
},
{
"doc_id": "W500K-43279",
"chunk_text": "Dennis P. Nguyen — Shipping Clerk in Nashville, TN. Skills: RF scanner|first aid|forklift|loading dock|overhead crane|team lead|training. Certs: First Aid/CPR|Order Picker. Archetype: communicator. Reliability: 0.76, Availability: 0.66",
"score": 0.60293823,
"sql_verified": true
},
{
"doc_id": "W500K-23453",
"chunk_text": "Kenneth B. Long — Shipping Clerk in Nashville, TN. Skills: Excel|RF scanner|SAP|cold storage|confined space|hazmat|loading dock|packaging|shipping. Certs: Forklift. Archetype: flexible. Reliability: 0.65, Availability: 0.66",
"score": 0.59715915,
"sql_verified": true
},
{
"doc_id": "W500K-13126",
"chunk_text": "Melissa Campbell — Shipping Clerk in Nashville, TN. Skills: SAP|hazmat|pallet jack|pick-to-light|shipping|team lead. Certs: First Aid/CPR. Archetype: silent. Reliability: 0.55, Availability: 0.65",
"score": 0.58693594,
"sql_verified": true
},
{
"doc_id": "W500K-16326",
"chunk_text": "Elizabeth Y. Davis — Shipping Clerk in Nashville, TN. Skills: bilingual|confined space|forklift|pallet jack|pick-to-light|receiving|shipping|team lead. Certs: OSHA-10|Forklift|Order Picker. Archetype: flexible. Reliability: 0.80, Availability: 0.80",
"score": 0.57971275,
"sql_verified": true
},
{
"doc_id": "W500K-35803",
"chunk_text": "Donna B. Alvarez — Shipping Clerk in Nashville, TN. Skills: Excel|RF scanner|confined space|first aid|inventory|overhead crane|packaging|shipping. Certs: Forklift|First Aid/CPR|Reach Truck. Archetype: reliable. Reliability: 0.79, Availability: 0.81",
"score": 0.57748103,
"sql_verified": true
},
{
"doc_id": "W500K-11367",
"chunk_text": "Sandra Lopez — Shipping Clerk in Nashville, TN. Skills: SAP|bilingual|cold storage|forklift|hazmat|inventory|packaging. Certs: First Aid/CPR. Archetype: specialist. Reliability: 0.74, Availability: 0.67",
"score": 0.5668886,
"sql_verified": true
},
{
"doc_id": "W500K-3752",
"chunk_text": "Henry Torres — Shipping Clerk in Nashville, TN. Skills: RF scanner|SAP|cold storage|hazmat|overhead crane|pick-to-light|team lead|training. Certs: Order Picker. Archetype: flexible. Reliability: 0.70, Availability: 0.66",
"score": 0.5551194,
"sql_verified": true
},
{
"doc_id": "W500K-27456",
"chunk_text": "Carol A. Parker — Shipping Clerk in Nashville, TN. Skills: Excel|confined space|loading dock|packaging|pick-to-light|shipping. Certs: OSHA-10. Archetype: leader. Reliability: 0.66, Availability: 0.51",
"score": 0.5528232,
"sql_verified": true
},
{
"doc_id": "W500K-5623",
"chunk_text": "Donald Ortiz — Shipping Clerk in Nashville, TN. Skills: forklift|hazmat|inventory|pallet jack|training. Certs: OSHA-30|Forklift. Archetype: improving. Reliability: 0.65, Availability: 0.63",
"score": 0.55059314,
"sql_verified": true
},
{
"doc_id": "W500K-33892",
"chunk_text": "Ruth O. Smith — Shipping Clerk in Nashville, TN. Skills: Excel|cold storage|confined space|forklift|inventory|overhead crane|pallet jack|shipping|training. Certs: ServSafe. Archetype: reliable. Reliability: 0.89, Availability: 0.64",
"score": 0.5481256,
"sql_verified": true
},
{
"doc_id": "W500K-48153",
"chunk_text": "George B. Parker — Shipping Clerk in Nashville, TN. Skills: cold storage|confined space|hazmat|loading dock|team lead. Certs: OSHA-10|Hazmat|MSDS. Archetype: reliable. Reliability: 0.86, Availability: 0.55",
"score": 0.543441,
"sql_verified": true
},
{
"doc_id": "W500K-19736",
"chunk_text": "Sharon C. Taylor — Shipping Clerk in Nashville, TN. Skills: Excel|SAP|bilingual|cold storage|forklift|hazmat|loading dock|pallet jack|receiving|training. Certs: OSHA-10|Forklift. Archetype: specialist. Reliability: 0.73, Availability: 0.81",
"score": 0.539701,
"sql_verified": true
},
{
"doc_id": "W500K-11350",
"chunk_text": "Tyler Gray — Shipping Clerk in Nashville, TN. Skills: Excel|RF scanner|first aid|hazmat|packaging|receiving|shipping|training. Certs: OSHA-10|Forklift|MSDS. Archetype: communicator. Reliability: 0.76, Availability: 0.73",
"score": 0.53827244,
"sql_verified": true
},
{
"doc_id": "W500K-36454",
"chunk_text": "Kelly C. Ward — Shipping Clerk in Nashville, TN. Skills: RF scanner|cold storage|hazmat|inventory|shipping|team lead|training. Certs: ServSafe. Archetype: leader. Reliability: 0.83, Availability: 0.70",
"score": 0.53505254,
"sql_verified": true
},
{
"doc_id": "W500K-4953",
"chunk_text": "Dorothy Richardson — Shipping Clerk in Nashville, TN. Skills: Excel|SAP|confined space|hazmat|inventory|packaging|training. Certs: none. Archetype: reliable. Reliability: 0.76, Availability: 0.68",
"score": 0.5346464,
"sql_verified": true
},
{
"doc_id": "W500K-35851",
"chunk_text": "Donald X. Edwards — Shipping Clerk in Nashville, TN. Skills: SAP|first aid|forklift|inventory|loading dock|pallet jack|shipping. Certs: OSHA-10. Archetype: specialist. Reliability: 0.82, Availability: 0.66",
"score": 0.53352976,
"sql_verified": true
},
{
"doc_id": "W500K-48115",
"chunk_text": "Raymond P. Cox — Shipping Clerk in Nashville, TN. Skills: bilingual|forklift|packaging|shipping|team lead. Certs: Forklift. Archetype: communicator. Reliability: 0.75, Availability: 0.52",
"score": 0.53319323,
"sql_verified": true
},
{
"doc_id": "W500K-32553",
"chunk_text": "Douglas B. Roberts — Shipping Clerk in Nashville, TN. Skills: Excel|SAP|bilingual|cold storage|first aid|forklift|hazmat|inventory|packaging|pallet jack. Certs: Fire Safety. Archetype: communicator. Reliability: 0.75, Availability: 0.79",
"score": 0.52885747,
"sql_verified": true
}
],
"duration_ms": 317
},
"at": "2026-04-21T03:16:27.838Z"
},
{
"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 proper filters for role, location, and availability. The next step should be to propose_done with exactly 2 verified candidates from the tool_result, ensuring they meet all criteria."
},
"at": "2026-04-21T03:16:31.883Z"
},
{
"turn": 2,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-49412",
"name": "Brenda M. Hernandez"
},
{
"candidate_id": "W500K-18660",
"name": "Rachel S. Gonzalez"
}
],
"rationale": "Target met with 2 verified Shipping Clerks in Nashville, TN from the hybrid_search results. Both candidates have availability > 0.5 and match the role/location criteria. Proceeding to finalize fill."
},
"at": "2026-04-21T03:16:35.010Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "approve_done",
"notes": "The propose_done meets all approval criteria: exactly 2 fills, both from Nashville, TN with role 'Shipping Clerk', and at least one verified via SQL (Brenda M. Hernandez and Rachel S. Gonzalez are confirmed in the hybrid_search results)."
},
"at": "2026-04-21T03:16:36.468Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-49412",
"name": "Brenda M. Hernandez"
},
{
"candidate_id": "W500K-18660",
"name": "Rachel S. Gonzalez"
}
]
},
"at": "2026-04-21T03:16:36.468Z"
}
]
},
{
"event": {
"kind": "emergency",
"at": "13:00",
"role": "Welder",
"count": 2,
"deadline": "15:00",
"city": "Nashville",
"state": "TN",
"shift_start": "13:00 PM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-19, fill=paramount."
},
"ok": true,
"fills": [
{
"candidate_id": "W500K-17215",
"name": "Rachel D. Lewis"
},
{
"candidate_id": "W500K-29052",
"name": "Melissa K. Rivera"
}
],
"turns": 2,
"duration_secs": 14.129,
"gap_signals": [
"double_book: undefined Rachel D. Lewis already booked for 07:00",
"double_book: undefined Melissa K. Rivera already booked for 07:00"
],
"sources_first_score": 0.76633316,
"sources_last_score": 0.5085548,
"pool_size": 211,
"playbook_citations": [
"pb-seed-47f41d48c95d5844",
"pb-seed-43fd12b0c6d6e99b",
"pb-seed-21d7b669d9e10928"
],
"discovered_pattern": "Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)",
"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 = 'Welder' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.7",
"question": "emergency welder Nashville TN",
"k": 20
},
"rationale": "Execute the canonical fill tool first. Filter for Welders in Nashville, TN with high availability (>0.7) to meet the emergency requirement. Use k=20 to ensure a sufficient candidate pool for selecting the top 2."
},
"at": "2026-04-21T03:16:54.162Z"
},
{
"turn": 1,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "tool_result",
"content": {
"question": "emergency welder Nashville TN",
"sql_filter": "role = 'Welder' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.7",
"sql_matches": 211,
"vector_reranked": 20,
"method": "hybrid_sql_vector",
"answer": null,
"sources": [
{
"doc_id": "W500K-17215",
"chunk_text": "Rachel D. Lewis — Welder in Nashville, TN. Skills: CNC|calipers|electrical|grinder|pneumatics|welding. Certs: OSHA-10|Forklift|Lockout/Tagout. Archetype: flexible. Reliability: 0.87, Availability: 0.79",
"score": 0.76633316,
"sql_verified": true,
"playbook_boost": 0.19335163,
"playbook_citations": [
"pb-seed-47f41d48c95d5844",
"pb-seed-43fd12b0c6d6e99b"
]
},
{
"doc_id": "W500K-29052",
"chunk_text": "Melissa K. Rivera — Welder in Nashville, TN. Skills: CMMS|EDM|blueprint reading|calipers|lathe|mill|pneumatics|preventive maintenance|troubleshooting|welding. Certs: Forklift. Archetype: leader. Reliability: 0.81, Availability: 0.98",
"score": 0.64865184,
"sql_verified": true,
"playbook_boost": 0.124139026,
"playbook_citations": [
"pb-seed-47f41d48c95d5844",
"pb-seed-21d7b669d9e10928",
"pb-seed-43fd12b0c6d6e99b"
]
},
{
"doc_id": "W500K-40747",
"chunk_text": "Lisa F. Wood — Welder in Nashville, TN. Skills: CNC|GD&T|calipers|electrical|pneumatics|press brake. Certs: OSHA-10|Forklift. Archetype: reliable. Reliability: 0.91, Availability: 0.71",
"score": 0.6276469,
"sql_verified": true,
"playbook_boost": 0.10986044,
"playbook_citations": [
"pb-seed-21d7b669d9e10928",
"pb-seed-43fd12b0c6d6e99b"
]
},
{
"doc_id": "W500K-16627",
"chunk_text": "Kevin N. Watson — Welder in Nashville, TN. Skills: CMMS|EDM|GD&T|PLC|calipers|lathe|lockout/tagout|mill|preventive maintenance|troubleshooting. Certs: OSHA-10. Archetype: flexible. Reliability: 0.69, Availability: 0.91",
"score": 0.5996149,
"sql_verified": true,
"playbook_boost": 0.10986044,
"playbook_citations": [
"pb-seed-21d7b669d9e10928",
"pb-seed-43fd12b0c6d6e99b"
]
},
{
"doc_id": "W500K-46761",
"chunk_text": "William N. Diaz — Welder in Nashville, TN. Skills: CMMS|PLC|blueprint reading|electrical|mill|press brake|preventive maintenance|troubleshooting. Certs: OSHA-10|ServSafe. Archetype: leader. Reliability: 0.83, Availability: 0.84",
"score": 0.56945145,
"sql_verified": true
},
{
"doc_id": "W500K-20738",
"chunk_text": "Frank Q. Smith — Welder in Nashville, TN. Skills: CNC|EDM|calipers|electrical|lathe|mill|preventive maintenance|troubleshooting. Certs: Forklift. Archetype: flexible. Reliability: 0.73, Availability: 0.88",
"score": 0.5633711,
"sql_verified": true
},
{
"doc_id": "W500K-42664",
"chunk_text": "Jason Y. James — Welder in Nashville, TN. Skills: CMMS|EDM|calipers|electrical|micrometer|troubleshooting|welding. Certs: Reach Truck|ServSafe. Archetype: specialist. Reliability: 0.82, Availability: 0.80",
"score": 0.5539621,
"sql_verified": true
},
{
"doc_id": "W500K-47669",
"chunk_text": "Frank L. Young — Welder in Nashville, TN. Skills: CMMS|CNC|EDM|PLC|micrometer|pneumatics|press brake|preventive maintenance|troubleshooting. Certs: none. Archetype: reliable. Reliability: 0.82, Availability: 0.86",
"score": 0.5531921,
"sql_verified": true
},
{
"doc_id": "W500K-47516",
"chunk_text": "Sofia O. Clark — Welder in Nashville, TN. Skills: EDM|GD&T|PLC|blueprint reading|grinder|preventive maintenance. Certs: none. Archetype: flexible. Reliability: 0.74, Availability: 0.95",
"score": 0.5456061,
"sql_verified": true
},
{
"doc_id": "W500K-2985",
"chunk_text": "George Peterson — Welder in Nashville, TN. Skills: CMMS|CNC|GD&T|PLC|blueprint reading|pneumatics|press brake|troubleshooting|welding. Certs: OSHA-10|Hazmat. Archetype: flexible. Reliability: 0.59, Availability: 0.85",
"score": 0.5428558,
"sql_verified": true
},
{
"doc_id": "W500K-32863",
"chunk_text": "Brian Z. Smith — Welder in Nashville, TN. Skills: GD&T|PLC|blueprint reading|electrical. Certs: Forklift. Archetype: communicator. Reliability: 0.79, Availability: 0.85",
"score": 0.53120387,
"sql_verified": true
},
{
"doc_id": "W500K-48084",
"chunk_text": "Kenneth K. Phillips — Welder in Nashville, TN. Skills: CMMS|CNC|pneumatics|press brake|preventive maintenance|welding. Certs: OSHA-30|Forklift. Archetype: flexible. Reliability: 0.77, Availability: 1.00",
"score": 0.5309253,
"sql_verified": true
},
{
"doc_id": "W500K-28981",
"chunk_text": "Heather R. Garcia — Welder in Nashville, TN. Skills: CMMS|GD&T|hydraulics|micrometer|pneumatics|press brake|welding. Certs: Hazmat. Archetype: flexible. Reliability: 0.63, Availability: 0.83",
"score": 0.52287155,
"sql_verified": true
},
{
"doc_id": "W500K-33489",
"chunk_text": "Christina B. Parker — Welder in Nashville, TN. Skills: CNC|EDM|blueprint reading|grinder|hydraulics|pneumatics|press brake|preventive maintenance|troubleshooting. Certs: Hazmat. Archetype: leader. Reliability: 0.79, Availability: 0.96",
"score": 0.5227921,
"sql_verified": true
},
{
"doc_id": "W500K-32425",
"chunk_text": "Brenda D. Stewart — Welder in Nashville, TN. Skills: CNC|GD&T|calipers|electrical|mill|troubleshooting. Certs: OSHA-10. Archetype: reliable. Reliability: 0.85, Availability: 0.71",
"score": 0.5179034,
"sql_verified": true
},
{
"doc_id": "W500K-9719",
"chunk_text": "Samantha Ward — Welder in Nashville, TN. Skills: CMMS|EDM|grinder|hydraulics|press brake|preventive maintenance. Certs: Forklift|First Aid/CPR|ISO 9001. Archetype: communicator. Reliability: 0.84, Availability: 0.77",
"score": 0.51729614,
"sql_verified": true
},
{
"doc_id": "W500K-40987",
"chunk_text": "Maria L. Scott — Welder in Nashville, TN. Skills: GD&T|blueprint reading|electrical|hydraulics|lathe|lockout/tagout|press brake|preventive maintenance. Certs: OSHA-10|Forklift|Hazmat. Archetype: communicator. Reliability: 0.92, Availability: 0.74",
"score": 0.51356936,
"sql_verified": true
},
{
"doc_id": "W500K-42991",
"chunk_text": "Malik N. Clark — Welder in Nashville, TN. Skills: CNC|GD&T|PLC|blueprint reading|hydraulics|pneumatics|welding. Certs: OSHA-10|ServSafe. Archetype: flexible. Reliability: 0.77, Availability: 0.78",
"score": 0.51334983,
"sql_verified": true
},
{
"doc_id": "W500K-9880",
"chunk_text": "Raymond Watson — Welder in Nashville, TN. Skills: EDM|calipers|electrical|grinder|lathe|pneumatics|preventive maintenance|welding. Certs: Forklift|ServSafe|Lockout/Tagout. Archetype: flexible. Reliability: 0.83, Availability: 0.85",
"score": 0.51069283,
"sql_verified": true
},
{
"doc_id": "W500K-42955",
"chunk_text": "Mark D. Martin — Welder in Nashville, TN. Skills: CMMS|EDM|blueprint reading|calipers|electrical|hydraulics|lathe|press brake|preventive maintenance|troubleshooting. Certs: OSHA-10. Archetype: communicator. Reliability: 0.64, Availability: 0.78",
"score": 0.5085548,
"sql_verified": true
}
],
"duration_ms": 298
},
"at": "2026-04-21T03:16:54.461Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path by using the hybrid_search tool with appropriate filters for Welders in Nashville, TN. The results include valid candidates with the required skills and location. Next step should be to propose the top 2 candidates from the tool_result and verify with SQL if needed."
},
"at": "2026-04-21T03:16:58.679Z"
},
{
"turn": 2,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-17215",
"name": "Rachel D. Lewis"
},
{
"candidate_id": "W500K-29052",
"name": "Melissa K. Rivera"
}
],
"rationale": "The hybrid_search returned 20 candidates in Nashville, TN with role='Welder' and high availability (>0.7). The top two ranked candidates (W500K-17215 and W500K-29052) are valid, available, and located in the target city. Per strategy, I will propose these top 2 immediately to meet the emergency fill requirement without further SQL verification delays, as the search results already confirm their existence and attributes."
},
"at": "2026-04-21T03:17:02.952Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "approve_done",
"notes": "The propose_done meets all approval criteria: exactly 2 fills, both names appear in prior tool_result from Nashville, TN with role 'Welder', and one of the fills (W500K-17215:Rachel D. Lewis) has been SQL-verified in the tool_result. The selection aligns with the emergency requirement for high availability."
},
"at": "2026-04-21T03:17:04.921Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-17215",
"name": "Rachel D. Lewis"
},
{
"candidate_id": "W500K-29052",
"name": "Melissa K. Rivera"
}
]
},
"at": "2026-04-21T03:17:04.921Z"
}
]
},
{
"event": {
"kind": "misplacement",
"at": "15:30",
"role": "Packaging Operator",
"count": 1,
"replaces_event": "08:30",
"city": "Nashville",
"state": "TN",
"shift_start": "15:30 PM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-19, fill=paramount.",
"exclude_worker_ids": [
null,
null,
null,
null,
null,
null
]
},
"ok": false,
"fills": [],
"turns": 0,
"duration_secs": 32.948,
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"propose_done\",\"fills\":[{\"candidate_id\":\"W500K-4654\",\"name\":\"Jamal Ruiz\"}],\"rationale\":\"hybrid_search returned 20 candidates for Packaging Operator in Nashville, TN with availability > 0.5. W500K-4654 (Jamal Ruiz) has the highest score (0.91) and matches the target role/location. Per strateg",
"gap_signals": [
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"propose_done\",\"fills\":[{\"candidate_id\":\"W500K-4654\",\"name\":\"Jamal Ruiz\"}],\"rationale\":\"hybrid_search returned 20 candidates for Packaging Operator in Nashville, TN with availability > 0.5. W500K-4654 (Jamal Ruiz) has the highest score (0.91) and matches the target role/location. Per strateg"
],
"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 = 'Packaging Operator' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5",
"question": "reliable packaging operator Nashville TN",
"k": 20
},
"rationale": "Execute the canonical hybrid_search FIRST as per rules. Filter for Packaging Operator role in Nashville, TN with availability > 0.5. Set k=20 (5x target count of 1, floored at 20) to ensure a deep pool for the ranker to discriminate, as recommended for single-fill events to avoid tight constraints."
},
"at": "2026-04-21T03:17:15.516Z"
},
{
"turn": 1,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "tool_result",
"content": {
"question": "reliable packaging operator Nashville TN",
"sql_filter": "role = 'Packaging Operator' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5",
"sql_matches": 330,
"vector_reranked": 20,
"method": "hybrid_sql_vector",
"answer": null,
"sources": [
{
"doc_id": "W500K-4654",
"chunk_text": "Jamal Ruiz — Packaging Operator in Nashville, TN. Skills: SPC|batch processing|cold storage|conveyor ops|inventory|pick-to-light|quality inspection|receiving. Certs: ServSafe. Archetype: communicator. Reliability: 0.79, Availability: 0.77",
"score": 0.9051969,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-e21bcfbf9ff0aee9",
"pb-seed-5a7ddcddee8b435a",
"pb-seed-7feb4b56b069d9b4"
]
},
{
"doc_id": "W500K-4076",
"chunk_text": "George King — Packaging Operator in Nashville, TN. Skills: assembly|batch processing|line work|loading dock|pallet jack|quality inspection. Certs: Confined Space. Archetype: leader. Reliability: 0.80, Availability: 0.61",
"score": 0.6820163,
"sql_verified": true,
"playbook_boost": 0.034060556,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a"
]
},
{
"doc_id": "W500K-25376",
"chunk_text": "Michael A. Wright — Packaging Operator in Nashville, TN. Skills: labeling|line work|loading dock|packaging|pick-to-light|quality inspection|shipping. Certs: OSHA-30|Hazmat|Lockout/Tagout. Archetype: reliable. Reliability: 0.91, Availability: 0.92",
"score": 0.6626842,
"sql_verified": true,
"playbook_boost": 0.034060556,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a"
]
},
{
"doc_id": "W500K-25142",
"chunk_text": "Steven A. Ramos — Packaging Operator in Nashville, TN. Skills: RF scanner|SPC|assembly|forklift|inventory|lean manufacturing|pallet jack|quality inspection|shipping. Certs: OSHA-10|Hazmat. Archetype: flexible. Reliability: 0.66, Availability: 0.69",
"score": 0.6532858,
"sql_verified": true
},
{
"doc_id": "W500K-4430",
"chunk_text": "Emily Reyes — Packaging Operator in Nashville, TN. Skills: 6S|RF scanner|assembly|batch processing|cold storage|lean manufacturing. Certs: Forklift. Archetype: leader. Reliability: 0.82, Availability: 0.99",
"score": 0.6511129,
"sql_verified": true,
"playbook_boost": 0.034060556,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a"
]
},
{
"doc_id": "W500K-21175",
"chunk_text": "Kenneth L. Diaz — Packaging Operator in Nashville, TN. Skills: RF scanner|assembly|conveyor ops|forklift|labeling|line work|packaging|pallet jack|receiving. Certs: Lockout/Tagout. Archetype: flexible. Reliability: 0.80, Availability: 0.67",
"score": 0.64254534,
"sql_verified": true,
"playbook_boost": 0.068031274,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-7feb4b56b069d9b4"
]
},
{
"doc_id": "W500K-29550",
"chunk_text": "Robert O. Thomas — Packaging Operator in Nashville, TN. Skills: RF scanner|SPC|assembly|batch processing|labeling|lean manufacturing|loading dock|pallet jack|pick-to-light|shipping. Certs: Forklift|MSDS. Archetype: communicator. Reliability: 0.68, Availability: 0.79",
"score": 0.6312678,
"sql_verified": true
},
{
"doc_id": "W500K-27360",
"chunk_text": "Carolyn I. Roberts — Packaging Operator in Nashville, TN. Skills: assembly|cold storage|conveyor ops|labeling|lean manufacturing|pick-to-light|receiving. Certs: OSHA-10. Archetype: communicator. Reliability: 0.62, Availability: 1.00",
"score": 0.6198325,
"sql_verified": true
},
{
"doc_id": "W500K-1911",
"chunk_text": "Aisha Nguyen — Packaging Operator in Nashville, TN. Skills: RF scanner|assembly|batch processing|cold storage|conveyor ops|inventory|labeling|lean manufacturing|packaging|shipping. Certs: OSHA-10. Archetype: flexible. Reliability: 0.78, Availability: 0.72",
"score": 0.61982214,
"sql_verified": true,
"playbook_boost": 0.033970717,
"playbook_citations": [
"pb-seed-7feb4b56b069d9b4"
]
},
{
"doc_id": "W500K-47278",
"chunk_text": "Adam K. Stewart — Packaging Operator in Nashville, TN. Skills: 6S|RF scanner|assembly|lean manufacturing|pallet jack|quality inspection. Certs: OSHA-10|Lockout/Tagout. Archetype: leader. Reliability: 0.63, Availability: 0.68",
"score": 0.61745465,
"sql_verified": true
},
{
"doc_id": "W500K-35021",
"chunk_text": "Christine Z. Turner — Packaging Operator in Nashville, TN. Skills: batch processing|cold storage|inventory|lean manufacturing|loading dock|receiving. Certs: OSHA-10|OSHA-30. Archetype: communicator. Reliability: 0.60, Availability: 0.85",
"score": 0.61166465,
"sql_verified": true
},
{
"doc_id": "W500K-22863",
"chunk_text": "Joshua J. Phillips — Packaging Operator in Nashville, TN. Skills: RF scanner|batch processing|conveyor ops|forklift|inventory|labeling|lean manufacturing|line work. Certs: Fire Safety. Archetype: reliable. Reliability: 0.84, Availability: 0.77",
"score": 0.5980479,
"sql_verified": true,
"playbook_boost": 0.033970717,
"playbook_citations": [
"pb-seed-7feb4b56b069d9b4"
]
},
{
"doc_id": "W500K-43964",
"chunk_text": "Shirley Y. Long — Packaging Operator in Nashville, TN. Skills: cold storage|forklift|lean manufacturing|line work. Certs: none. Archetype: communicator. Reliability: 0.63, Availability: 0.84",
"score": 0.59231246,
"sql_verified": true
},
{
"doc_id": "W500K-15367",
"chunk_text": "Katherine B. Scott — Packaging Operator in Nashville, TN. Skills: SPC|batch processing|conveyor ops|forklift|inventory|lean manufacturing|line work|receiving|shipping. Certs: none. Archetype: communicator. Reliability: 0.68, Availability: 0.64",
"score": 0.5912964,
"sql_verified": true
},
{
"doc_id": "W500K-22923",
"chunk_text": "Douglas R. Jimenez — Packaging Operator in Nashville, TN. Skills: RF scanner|assembly|batch processing|forklift|labeling|pick-to-light|quality inspection. Certs: Forklift. Archetype: reliable. Reliability: 0.80, Availability: 0.88",
"score": 0.5897258,
"sql_verified": true
},
{
"doc_id": "W500K-7081",
"chunk_text": "Steven Davis — Packaging Operator in Nashville, TN. Skills: batch processing|conveyor ops|forklift|packaging|pick-to-light|quality inspection|receiving. Certs: First Aid/CPR. Archetype: communicator. Reliability: 0.57, Availability: 1.00",
"score": 0.58303905,
"sql_verified": true
},
{
"doc_id": "W500K-13473",
"chunk_text": "Deborah Brooks — Packaging Operator in Nashville, TN. Skills: 6S|assembly|batch processing|lean manufacturing|receiving|shipping. Certs: none. Archetype: communicator. Reliability: 0.48, Availability: 0.69",
"score": 0.5640585,
"sql_verified": true
},
{
"doc_id": "W500K-7259",
"chunk_text": "Michael Phillips — Packaging Operator in Nashville, TN. Skills: SPC|batch processing|cold storage|conveyor ops|line work|pallet jack. Certs: Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.77, Availability: 0.83",
"score": 0.56310976,
"sql_verified": true
},
{
"doc_id": "W500K-36638",
"chunk_text": "Joyce E. Peterson — Packaging Operator in Nashville, TN. Skills: RF scanner|assembly|batch processing|pick-to-light. Certs: none. Archetype: flexible. Reliability: 0.75, Availability: 0.92",
"score": 0.5608631,
"sql_verified": true,
"playbook_boost": 0.033970717,
"playbook_citations": [
"pb-seed-7feb4b56b069d9b4"
]
},
{
"doc_id": "W500K-13144",
"chunk_text": "Sofia Hill — Packaging Operator in Nashville, TN. Skills: 6S|SPC|batch processing|forklift|packaging|pallet jack|pick-to-light|quality inspection|receiving. Certs: OSHA-10. Archetype: leader. Reliability: 0.79, Availability: 0.88",
"score": 0.5550594,
"sql_verified": true
}
],
"duration_ms": 302
},
"at": "2026-04-21T03:17:15.819Z"
},
{
"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 proper filters for Nashville, TN Packaging Operators with availability > 0.5. The results include valid candidates from the target location with the required role. Next step is to propose one of these candidates and verify with SQL if needed."
},
"at": "2026-04-21T03:17:20.053Z"
},
{
"turn": 2,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "note",
"content": {
"continuation": 1,
"combined_chars": 3209
},
"at": "2026-04-21T03:17:36.558Z"
},
{
"turn": 2,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "note",
"content": {
"continuation": 2,
"combined_chars": 3543
},
"at": "2026-04-21T03:17:39.989Z"
},
{
"turn": 2,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "note",
"content": {
"continuation": 3,
"combined_chars": 3877
},
"at": "2026-04-21T03:17:42.266Z"
},
{
"turn": 2,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "error",
"content": {
"message": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"propose_done\",\"fills\":[{\"candidate_id\":\"W500K-4654\",\"name\":\"Jamal Ruiz\"}],\"rationale\":\"hybrid_search returned 20 candidates for Packaging Operator in Nashville, TN with availability > 0.5. W500K-4654 (Jamal Ruiz) has the highest score (0.91) and matches the target role/location. Per strateg",
"raw": "{\"kind\":\"propose_done\",\"fills\":[{\"candidate_id\":\"W500K-4654\",\"name\":\"Jamal Ruiz\"}],\"rationale\":\"hybrid_search returned 20 candidates for Packaging Operator in Nashville, TN with availability > 0.5. W500K-4654 (Jamal Ruiz) has the highest score (0.91) and matches the target role/location. Per strateg"
},
"at": "2026-04-21T03:17:44.617Z"
}
]
}
]
Reference in New Issue View Git Blame Copy Permalink