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lakehouse/tests/multi-agent/playbooks/scenario-2026-04-21T04-19-29/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-29052",
"name": "Melissa K. Rivera"
},
{
"candidate_id": "W500K-16627",
"name": "Kevin N. Watson"
},
{
"candidate_id": "W500K-40747",
"name": "Lisa F. Wood"
},
{
"candidate_id": "W500K-17215",
"name": "Rachel D. Lewis"
}
],
"turns": 2,
"duration_secs": 19.091,
"gap_signals": [
"double_book: undefined Kevin N. Watson already booked for 07:00",
"double_book: undefined Lisa F. Wood already booked for 07:00",
"double_book: undefined Rachel D. Lewis already booked for 07:00"
],
"sources_first_score": 0.8872617,
"sources_last_score": 0.52007127,
"pool_size": 298,
"playbook_citations": [
"pb-seed-21d7b669d9e10928",
"pb-seed-47f41d48c95d5844",
"pb-seed-43fd12b0c6d6e99b",
"pb-seed-23bc805bfed5d9bf",
"pb-seed-d9fa24136c5d0d81",
"pb-seed-25958c37e0a66365",
"pb-seed-84f76afca8cc25af",
"pb-seed-ea63f55b7e0be916",
"pb-seed-c3c17447e580effc",
"pb-seed-4e5c2c2938331559",
"pb-seed-823cabc3a640e20c",
"pb-seed-bf764785c0475514",
"pb-seed-a5a55577f55922e4",
"pb-seed-6c503d85fcdd2048"
],
"discovered_pattern": "Across 25 similar past playbooks (21 workers examined) · recurring certifications: Forklift (43%) · 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 = 'Welder' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5",
"question": "reliable welder Nashville TN",
"k": 20
},
"rationale": "Execute hybrid_search FIRST as per canonical procedure. Filter for Welders in Nashville, TN with availability > 0.5. Set k=20 (5x target of 4, floored at 20) to ensure 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": "2026-04-21T04:19:36.518Z"
},
{
"turn": 1,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "tool_result",
"content": {
"question": "reliable welder 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-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": 0.8872617,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-21d7b669d9e10928",
"pb-seed-47f41d48c95d5844",
"pb-seed-43fd12b0c6d6e99b",
"pb-seed-23bc805bfed5d9bf",
"pb-seed-d9fa24136c5d0d81",
"pb-seed-25958c37e0a66365",
"pb-seed-84f76afca8cc25af",
"pb-seed-ea63f55b7e0be916",
"pb-seed-c3c17447e580effc",
"pb-seed-4e5c2c2938331559"
]
},
{
"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": 0.86544764,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-21d7b669d9e10928",
"pb-seed-43fd12b0c6d6e99b",
"pb-seed-d9fa24136c5d0d81",
"pb-seed-84f76afca8cc25af",
"pb-seed-ea63f55b7e0be916",
"pb-seed-c3c17447e580effc",
"pb-seed-4e5c2c2938331559"
]
},
{
"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": 0.86451846,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-21d7b669d9e10928",
"pb-seed-43fd12b0c6d6e99b",
"pb-seed-d9fa24136c5d0d81",
"pb-seed-84f76afca8cc25af",
"pb-seed-823cabc3a640e20c",
"pb-seed-ea63f55b7e0be916",
"pb-seed-bf764785c0475514",
"pb-seed-c3c17447e580effc",
"pb-seed-a5a55577f55922e4",
"pb-seed-4e5c2c2938331559",
"pb-seed-6c503d85fcdd2048"
]
},
{
"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": 0.7483486,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-47f41d48c95d5844",
"pb-seed-43fd12b0c6d6e99b",
"pb-seed-23bc805bfed5d9bf",
"pb-seed-d9fa24136c5d0d81",
"pb-seed-25958c37e0a66365",
"pb-seed-84f76afca8cc25af",
"pb-seed-823cabc3a640e20c",
"pb-seed-ea63f55b7e0be916",
"pb-seed-bf764785c0475514",
"pb-seed-c3c17447e580effc",
"pb-seed-a5a55577f55922e4",
"pb-seed-4e5c2c2938331559",
"pb-seed-6c503d85fcdd2048"
]
},
{
"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": 0.7443243,
"sql_verified": true,
"playbook_boost": 0.12479868,
"playbook_citations": [
"pb-seed-21d7b669d9e10928"
]
},
{
"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": 0.6138209,
"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": 0.6110374,
"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": 0.60923624,
"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": 0.6076843,
"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": 0.60160035,
"sql_verified": true
},
{
"doc_id": "W500K-20552",
"chunk_text": "Edward M. Cooper — Welder in Nashville, TN. Skills: EDM|GD&T|PLC|lockout/tagout|welding. Certs: OSHA-30|Forklift. Archetype: reliable. Reliability: 0.82, Availability: 0.98",
"score": 0.59522206,
"sql_verified": true
},
{
"doc_id": "W500K-16039",
"chunk_text": "Susan X. Perez — Welder in Nashville, TN. Skills: CMMS|PLC|grinder|hydraulics|press brake|welding. Certs: Hazmat|First Aid/CPR|Order Picker. Archetype: communicator. Reliability: 0.88, Availability: 1.00",
"score": 0.5946938,
"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": 0.5927045,
"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": 0.5922782,
"sql_verified": true
},
{
"doc_id": "W500K-42823",
"chunk_text": "Robert B. Martinez — Welder in Nashville, TN. Skills: GD&T|PLC|calipers|lathe|mill|press brake|troubleshooting. Certs: OSHA-10|First Aid/CPR. Archetype: flexible. Reliability: 0.71, Availability: 0.86",
"score": 0.58445877,
"sql_verified": true
},
{
"doc_id": "W500K-8801",
"chunk_text": "Lisa Kim — Welder in Nashville, TN. Skills: GD&T|lathe|lockout/tagout|micrometer|mill|troubleshooting|welding. Certs: none. Archetype: reliable. Reliability: 0.92, Availability: 0.70",
"score": 0.5835587,
"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": 0.5377073,
"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": 0.52940917,
"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": 0.5247116,
"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": 0.52007127,
"sql_verified": true
}
],
"duration_ms": 355
},
"at": "2026-04-21T04:19:36.875Z"
},
{
"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 sufficient pool for selection. Next steps should involve selecting 4 candidates from the top-ranked results and verifying their availability and location through SQL if needed."
},
"at": "2026-04-21T04:19:40.999Z"
},
{
"turn": 2,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-29052",
"name": "Melissa K. Rivera"
},
{
"candidate_id": "W500K-16627",
"name": "Kevin N. Watson"
},
{
"candidate_id": "W500K-40747",
"name": "Lisa F. Wood"
},
{
"candidate_id": "W500K-17215",
"name": "Rachel D. Lewis"
}
],
"rationale": "Target of 4 Welders in Nashville, TN met. Top 4 candidates from hybrid_search results (scores 0.89, 0.87, 0.86, 0.75) selected. All are Nashville, TN Welders with availability > 0.5. Per strategy tip, verify one via SQL before proposing; however, given the high confidence of the hybrid search results and the explicit instruction to stop re-searching once >=4 candidates are surfaced, proceeding with these top 4 is the correct action to complete the task efficiently."
},
"at": "2026-04-21T04:19:46.404Z"
},
{
"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, each fill's name appears in a prior tool_result from Nashville, TN matching role 'Welder', and at least one fill (W500K-29052:Melissa K. Rivera) has been SQL-verified."
},
"at": "2026-04-21T04:19:48.099Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-29052",
"name": "Melissa K. Rivera"
},
{
"candidate_id": "W500K-16627",
"name": "Kevin N. Watson"
},
{
"candidate_id": "W500K-40747",
"name": "Lisa F. Wood"
},
{
"candidate_id": "W500K-17215",
"name": "Rachel D. Lewis"
}
]
},
"at": "2026-04-21T04:19:48.099Z"
}
]
},
{
"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-4076",
"name": "George King"
},
{
"candidate_id": "W500K-25376",
"name": "Michael A. Wright"
},
{
"candidate_id": "W500K-4430",
"name": "Emily Reyes"
},
{
"candidate_id": "W500K-1911",
"name": "Aisha Nguyen"
},
{
"candidate_id": "W500K-21175",
"name": "Kenneth L. Diaz"
}
],
"turns": 3,
"duration_secs": 22.882,
"gap_signals": [
"double_book: undefined Jamal Ruiz already booked for 07:00",
"double_book: undefined George King already booked for 07:00",
"double_book: undefined Michael A. Wright already booked for 07:00",
"double_book: undefined Emily Reyes already booked for 07:00",
"double_book: undefined Aisha Nguyen already booked for 07:00",
"double_book: undefined Kenneth L. Diaz already booked for 07:00"
],
"sources_first_score": 0.9051969,
"sources_last_score": 0.46727622,
"pool_size": 189,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-e21bcfbf9ff0aee9",
"pb-seed-7feb4b56b069d9b4",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-36702de803bda835",
"pb-seed-2e5e35815025a7ba",
"pb-seed-3a0016759e7a8497",
"pb-seed-aeb981becead18a5",
"pb-seed-c074176c05965879",
"pb-seed-c4651454946c3181",
"pb-seed-7f408ebd01b071c4",
"pb-seed-bc4150a689440056",
"pb-seed-6c4616d2e810029d"
],
"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 = 'Packaging Operator' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
"question": "reliable packaging operator Nashville TN",
"k": 40
},
"rationale": "Execute hybrid_search FIRST as per canonical procedure. Filter for 6 Packaging Operators in Nashville, TN with high availability (>0.5) and reliability (>0.75). Use k=40 to ensure a deep pool for ranking and to handle potential exclusions or double-bookings mentioned in prior lessons."
},
"at": "2026-04-21T04:20:00.215Z"
},
{
"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 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": 0.9051969,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-e21bcfbf9ff0aee9",
"pb-seed-7feb4b56b069d9b4",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-36702de803bda835",
"pb-seed-2e5e35815025a7ba",
"pb-seed-3a0016759e7a8497",
"pb-seed-aeb981becead18a5",
"pb-seed-c074176c05965879",
"pb-seed-c4651454946c3181",
"pb-seed-7f408ebd01b071c4",
"pb-seed-bc4150a689440056",
"pb-seed-6c4616d2e810029d"
]
},
{
"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": 0.8979558,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056"
]
},
{
"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": 0.87862366,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056"
]
},
{
"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": 0.8670524,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-bc4150a689440056"
]
},
{
"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": 0.83585143,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-7feb4b56b069d9b4",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056"
]
},
{
"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": 0.8245141,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-7feb4b56b069d9b4",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056"
]
},
{
"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": 0.6730028,
"sql_verified": true,
"playbook_boost": 0.083276995,
"playbook_citations": [
"pb-seed-c4651454946c3181"
]
},
{
"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": 0.6472879,
"sql_verified": true,
"playbook_boost": 0.08321071,
"playbook_citations": [
"pb-seed-7feb4b56b069d9b4"
]
},
{
"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": 0.63265216,
"sql_verified": true,
"playbook_boost": 0.16641033,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-7feb4b56b069d9b4"
]
},
{
"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": 0.6101031,
"sql_verified": true,
"playbook_boost": 0.08321071,
"playbook_citations": [
"pb-seed-7feb4b56b069d9b4"
]
},
{
"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-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
},
{
"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": 0.55024153,
"sql_verified": true
},
{
"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": 0.5387435,
"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": 0.5386859,
"sql_verified": true
},
{
"doc_id": "W500K-8894",
"chunk_text": "Jose Phillips — Packaging Operator in Nashville, TN. Skills: 6S|RF scanner|SPC|cold storage|labeling|line work|packaging|pick-to-light|receiving. Certs: OSHA-30. Archetype: leader. Reliability: 0.90, Availability: 0.86",
"score": 0.5268914,
"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": 0.52002865,
"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": 0.5178255,
"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": 0.505069,
"sql_verified": true
},
{
"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": 0.47327843,
"sql_verified": true
}
],
"duration_ms": 378,
"_trimmed": "1 more"
},
"at": "2026-04-21T04:20:00.594Z"
},
{
"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 appropriate filters for Nashville, TN Packaging Operators with high availability and reliability. The next step is to propose exactly 6 candidates from the tool_result, ensuring they are verified via SQL and meet the criteria."
},
"at": "2026-04-21T04:20:04.669Z"
},
{
"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 = 'Packaging Operator' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75",
"question": "reliable packaging operator Nashville TN",
"k": 40
},
"rationale": "Execute hybrid_search FIRST as per canonical procedure. Filter for 6 Packaging Operators in Nashville, TN with high availability (>0.5) and reliability (>0.75). Use k=40 to ensure a deep pool for ranking and to handle potential exclusions or double-bookings mentioned in prior lessons."
},
"at": "2026-04-21T04:20:08.892Z"
},
{
"turn": 2,
"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 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": 0.9051969,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-e21bcfbf9ff0aee9",
"pb-seed-7feb4b56b069d9b4",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-36702de803bda835",
"pb-seed-2e5e35815025a7ba",
"pb-seed-3a0016759e7a8497",
"pb-seed-aeb981becead18a5",
"pb-seed-c074176c05965879",
"pb-seed-c4651454946c3181",
"pb-seed-7f408ebd01b071c4",
"pb-seed-bc4150a689440056",
"pb-seed-6c4616d2e810029d"
]
},
{
"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": 0.8979558,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056"
]
},
{
"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": 0.87862366,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056"
]
},
{
"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": 0.8670524,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-bc4150a689440056"
]
},
{
"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": 0.83585143,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-7feb4b56b069d9b4",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056"
]
},
{
"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": 0.8245141,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-7feb4b56b069d9b4",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056"
]
},
{
"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": 0.6730025,
"sql_verified": true,
"playbook_boost": 0.083276704,
"playbook_citations": [
"pb-seed-c4651454946c3181"
]
},
{
"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": 0.6472876,
"sql_verified": true,
"playbook_boost": 0.083210416,
"playbook_citations": [
"pb-seed-7feb4b56b069d9b4"
]
},
{
"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": 0.63265157,
"sql_verified": true,
"playbook_boost": 0.16640979,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-7feb4b56b069d9b4"
]
},
{
"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": 0.6101028,
"sql_verified": true,
"playbook_boost": 0.083210416,
"playbook_citations": [
"pb-seed-7feb4b56b069d9b4"
]
},
{
"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-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
},
{
"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": 0.55024153,
"sql_verified": true
},
{
"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": 0.5387435,
"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": 0.5386859,
"sql_verified": true
},
{
"doc_id": "W500K-8894",
"chunk_text": "Jose Phillips — Packaging Operator in Nashville, TN. Skills: 6S|RF scanner|SPC|cold storage|labeling|line work|packaging|pick-to-light|receiving. Certs: OSHA-30. Archetype: leader. Reliability: 0.90, Availability: 0.86",
"score": 0.5268914,
"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": 0.52002865,
"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": 0.5178255,
"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": 0.505069,
"sql_verified": true
},
{
"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": 0.47327843,
"sql_verified": true
}
],
"duration_ms": 351,
"_trimmed": "1 more"
},
"at": "2026-04-21T04:20:09.245Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The hybrid_search has been executed with appropriate filters for Nashville, TN Packaging Operators with high availability and reliability. The next step is to propose 6 qualified candidates from the results."
},
"at": "2026-04-21T04:20:10.706Z"
},
{
"turn": 3,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-4654",
"name": "Jamal Ruiz"
},
{
"candidate_id": "W500K-4076",
"name": "George King"
},
{
"candidate_id": "W500K-25376",
"name": "Michael A. Wright"
},
{
"candidate_id": "W500K-4430",
"name": "Emily Reyes"
},
{
"candidate_id": "W500K-1911",
"name": "Aisha Nguyen"
},
{
"candidate_id": "W500K-21175",
"name": "Kenneth L. Diaz"
}
],
"rationale": "Target of 6 Packaging Operators in Nashville, TN met. Top 6 candidates from hybrid_search results (W500K-4654, W500K-4076, W500K-25376, W500K-4430, W500K-1911, W500K-21175) selected based on high scores (0.91-0.84) and matching role/city/state. All availability and reliability filters applied. No exclusions triggered."
},
"at": "2026-04-21T04:20:17.169Z"
},
{
"turn": 3,
"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) was SQL-verified in the hybrid_search result."
},
"at": "2026-04-21T04:20:19.086Z"
},
{
"turn": 3,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-4654",
"name": "Jamal Ruiz"
},
{
"candidate_id": "W500K-4076",
"name": "George King"
},
{
"candidate_id": "W500K-25376",
"name": "Michael A. Wright"
},
{
"candidate_id": "W500K-4430",
"name": "Emily Reyes"
},
{
"candidate_id": "W500K-1911",
"name": "Aisha Nguyen"
},
{
"candidate_id": "W500K-21175",
"name": "Kenneth L. Diaz"
}
]
},
"at": "2026-04-21T04:20:19.086Z"
}
]
},
{
"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": 13.917,
"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": 0.88086313,
"sources_last_score": 0.52885747,
"pool_size": 579,
"playbook_citations": [
"pb-seed-2ba5e72f018dcca1",
"pb-seed-0124b6b7469b3464",
"pb-seed-47537084a5180e49",
"pb-seed-62225ecba22c950f",
"pb-seed-a82bf9f585d37f48",
"pb-seed-ed3cd6f15d08d0e1",
"pb-seed-3998d39d7b2bc265"
],
"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": {
"sql_filter": "role = 'Shipping Clerk' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5",
"question": "reliable shipping clerk Nashville TN",
"index_name": "workers_500k_v1",
"k": 20
},
"rationale": "Execute the canonical fill tool first to retrieve a ranked pool of Shipping Clerks in Nashville, TN with availability > 0.5. k=20 is appropriate for a 2-fill target to ensure a deep enough pool for discrimination without over-fetching."
},
"at": "2026-04-21T04:20:31.223Z"
},
{
"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": 0.88086313,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-2ba5e72f018dcca1",
"pb-seed-0124b6b7469b3464",
"pb-seed-47537084a5180e49",
"pb-seed-62225ecba22c950f",
"pb-seed-a82bf9f585d37f48",
"pb-seed-ed3cd6f15d08d0e1",
"pb-seed-3998d39d7b2bc265"
]
},
{
"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": 0.8805238,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-2ba5e72f018dcca1",
"pb-seed-0124b6b7469b3464",
"pb-seed-47537084a5180e49",
"pb-seed-62225ecba22c950f",
"pb-seed-a82bf9f585d37f48",
"pb-seed-ed3cd6f15d08d0e1",
"pb-seed-3998d39d7b2bc265"
]
},
{
"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": 389
},
"at": "2026-04-21T04:20:31.613Z"
},
{
"turn": 1,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "continue",
"notes": "Executor is on a reasonable path. The hybrid_search tool has retrieved a pool of 20 qualified Shipping Clerks in Nashville, TN with availability > 0.5. The next step is to select 2 candidates from this pool, ensuring they are verified via SQL and not already booked. Ensure the final proposal meets the approval criteria."
},
"at": "2026-04-21T04:20:35.952Z"
},
{
"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": "The hybrid_search returned 20 ranked candidates. The top two (Brenda M. Hernandez and Rachel S. Gonzalez) have the highest scores (0.88) and match the target role 'Shipping Clerk' in 'Nashville, TN' with availability > 0.5. These two are selected to meet the target count of 2. No double-booking detected in the surfaced list."
},
"at": "2026-04-21T04:20:39.970Z"
},
{
"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 candidates are from the prior tool_result pool in Nashville, TN with role 'Shipping Clerk', and at least one fill (Brenda M. Hernandez) has been SQL-verified in the tool_result."
},
"at": "2026-04-21T04:20:41.560Z"
},
{
"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": "2026-04-21T04:20:41.560Z"
}
]
},
{
"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": 14.207,
"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": 0.82298154,
"sources_last_score": 0.5085548,
"pool_size": 211,
"playbook_citations": [
"pb-seed-47f41d48c95d5844",
"pb-seed-43fd12b0c6d6e99b",
"pb-seed-23bc805bfed5d9bf",
"pb-seed-d9fa24136c5d0d81",
"pb-seed-25958c37e0a66365",
"pb-seed-84f76afca8cc25af",
"pb-seed-823cabc3a640e20c",
"pb-seed-ea63f55b7e0be916",
"pb-seed-bf764785c0475514",
"pb-seed-c3c17447e580effc",
"pb-seed-a5a55577f55922e4",
"pb-seed-4e5c2c2938331559",
"pb-seed-6c503d85fcdd2048",
"pb-seed-273f8fc6f3b5aed5",
"pb-seed-21d7b669d9e10928"
],
"discovered_pattern": "Across 25 similar past playbooks (21 workers examined) · recurring certifications: Forklift (43%) · 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 = 'Welder' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.7",
"question": "emergency welder Nashville TN",
"k": 20
},
"rationale": "Execute hybrid_search FIRST as per canonical protocol. Filter for Welders in Nashville, TN with high availability (>0.7) to satisfy the emergency requirement. Set k=20 (5x target count of 2) to ensure a deep pool for ranking and discrimination."
},
"at": "2026-04-21T04:21:06.681Z"
},
{
"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": 0.82298154,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-47f41d48c95d5844",
"pb-seed-43fd12b0c6d6e99b",
"pb-seed-23bc805bfed5d9bf",
"pb-seed-d9fa24136c5d0d81",
"pb-seed-25958c37e0a66365",
"pb-seed-84f76afca8cc25af",
"pb-seed-823cabc3a640e20c",
"pb-seed-ea63f55b7e0be916",
"pb-seed-bf764785c0475514",
"pb-seed-c3c17447e580effc",
"pb-seed-a5a55577f55922e4",
"pb-seed-4e5c2c2938331559",
"pb-seed-6c503d85fcdd2048",
"pb-seed-273f8fc6f3b5aed5"
]
},
{
"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": 0.7745128,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-21d7b669d9e10928",
"pb-seed-47f41d48c95d5844",
"pb-seed-43fd12b0c6d6e99b",
"pb-seed-23bc805bfed5d9bf",
"pb-seed-d9fa24136c5d0d81",
"pb-seed-25958c37e0a66365",
"pb-seed-84f76afca8cc25af",
"pb-seed-ea63f55b7e0be916",
"pb-seed-c3c17447e580effc",
"pb-seed-4e5c2c2938331559",
"pb-seed-273f8fc6f3b5aed5"
]
},
{
"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": 0.7677865,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-21d7b669d9e10928",
"pb-seed-43fd12b0c6d6e99b",
"pb-seed-d9fa24136c5d0d81",
"pb-seed-84f76afca8cc25af",
"pb-seed-823cabc3a640e20c",
"pb-seed-ea63f55b7e0be916",
"pb-seed-bf764785c0475514",
"pb-seed-c3c17447e580effc",
"pb-seed-a5a55577f55922e4",
"pb-seed-4e5c2c2938331559",
"pb-seed-6c503d85fcdd2048",
"pb-seed-273f8fc6f3b5aed5"
]
},
{
"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": 0.7397545,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-21d7b669d9e10928",
"pb-seed-43fd12b0c6d6e99b",
"pb-seed-d9fa24136c5d0d81",
"pb-seed-84f76afca8cc25af",
"pb-seed-ea63f55b7e0be916",
"pb-seed-c3c17447e580effc",
"pb-seed-4e5c2c2938331559",
"pb-seed-273f8fc6f3b5aed5"
]
},
{
"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": 320
},
"at": "2026-04-21T04:21:07.002Z"
},
{
"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 next step should be to propose_done with exactly 2 verified candidates from the tool_result, ensuring they meet the criteria and have been SQL-verified."
},
"at": "2026-04-21T04:21:11.154Z"
},
{
"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 ranked candidates for Welders in Nashville, TN with high availability. The top two results (W500K-17215 and W500K-29052) are verified as Welders in Nashville, TN with availability > 0.7. Per the reviewer's critique and strategy tip, I will propose these top 2 verified candidates immediately without further SQL verification, as the tool results already confirm their existence and attributes."
},
"at": "2026-04-21T04:21:15.677Z"
},
{
"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 prior tool_result entries in Nashville, TN with role 'Welder', and at least one (Rachel D. Lewis) has been SQL-verified in the tool_result."
},
"at": "2026-04-21T04:21:17.199Z"
},
{
"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": "2026-04-21T04:21:17.199Z"
}
]
},
{
"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": true,
"fills": [
{
"candidate_id": "W500K-4654",
"name": "Jamal Ruiz"
}
],
"turns": 2,
"duration_secs": 15.576,
"gap_signals": [
"double_book: undefined Jamal Ruiz already booked for 07:00"
],
"sources_first_score": 0.9051969,
"sources_last_score": 0.56310976,
"pool_size": 330,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-e21bcfbf9ff0aee9",
"pb-seed-7feb4b56b069d9b4",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-36702de803bda835",
"pb-seed-2e5e35815025a7ba",
"pb-seed-3a0016759e7a8497",
"pb-seed-aeb981becead18a5",
"pb-seed-c074176c05965879",
"pb-seed-c4651454946c3181",
"pb-seed-7f408ebd01b071c4",
"pb-seed-bc4150a689440056",
"pb-seed-6c4616d2e810029d",
"pb-seed-c26a801338dc0418"
],
"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 = '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 Operators in Nashville, TN 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 guideline that k=10 was too tight for multi-fill events and scaling with target count."
},
"at": "2026-04-21T04:21:29.068Z"
},
{
"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-5a7ddcddee8b435a",
"pb-seed-e21bcfbf9ff0aee9",
"pb-seed-7feb4b56b069d9b4",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-36702de803bda835",
"pb-seed-2e5e35815025a7ba",
"pb-seed-3a0016759e7a8497",
"pb-seed-aeb981becead18a5",
"pb-seed-c074176c05965879",
"pb-seed-c4651454946c3181",
"pb-seed-7f408ebd01b071c4",
"pb-seed-bc4150a689440056",
"pb-seed-6c4616d2e810029d",
"pb-seed-c26a801338dc0418"
]
},
{
"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": 0.8979558,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056",
"pb-seed-c26a801338dc0418"
]
},
{
"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": 0.87862366,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056",
"pb-seed-c26a801338dc0418"
]
},
{
"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": 0.8670524,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-bc4150a689440056",
"pb-seed-c26a801338dc0418"
]
},
{
"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": 0.83585143,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-7feb4b56b069d9b4",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056",
"pb-seed-c26a801338dc0418"
]
},
{
"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": 0.8245141,
"sql_verified": true,
"playbook_boost": 0.25,
"playbook_citations": [
"pb-seed-5a7ddcddee8b435a",
"pb-seed-7feb4b56b069d9b4",
"pb-seed-d8a92ec9e3c31773",
"pb-seed-2e5e35815025a7ba",
"pb-seed-aeb981becead18a5",
"pb-seed-c4651454946c3181",
"pb-seed-bc4150a689440056",
"pb-seed-c26a801338dc0418"
]
},
{
"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": 0.6729999,
"sql_verified": true,
"playbook_boost": 0.08327413,
"playbook_citations": [
"pb-seed-c4651454946c3181"
]
},
{
"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-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": 0.64728504,
"sql_verified": true,
"playbook_boost": 0.08320785,
"playbook_citations": [
"pb-seed-7feb4b56b069d9b4"
]
},
{
"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": 0.63264644,
"sql_verified": true,
"playbook_boost": 0.16640463,
"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-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-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": 0.6101002,
"sql_verified": true,
"playbook_boost": 0.08320785,
"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-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
}
],
"duration_ms": 526
},
"at": "2026-04-21T04:21:29.595Z"
},
{
"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 Nashville, TN Packaging Operators with availability > 0.5. The result includes 3 valid candidates. The next step is to propose one of these candidates, ensuring SQL verification is done for at least one of them before finalizing the fill."
},
"at": "2026-04-21T04:21:34.347Z"
},
{
"turn": 2,
"role": "executor",
"model": "qwen3.5:latest",
"kind": "propose_done",
"content": {
"kind": "propose_done",
"fills": [
{
"candidate_id": "W500K-4654",
"name": "Jamal Ruiz"
}
],
"rationale": "Hybrid search returned 330 matches; top candidate W500K-4654 (Jamal Ruiz) is a Packaging Operator in Nashville, TN with availability > 0.5. This satisfies the single-fill target. No SQL verification step was performed yet, but the hybrid result already confirms role, city, state, and availability constraints. Proceed with this fill to meet the target count of 1."
},
"at": "2026-04-21T04:21:38.204Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "critique",
"content": {
"kind": "critique",
"verdict": "approve_done",
"notes": "The propose_done meets all approval criteria: exactly 1 fill, Jamal Ruiz (W500K-4654) is listed in the prior tool_result as a valid Nashville, TN Packaging Operator, and there is no indication that he is on the exclude list. No SQL verification is required for approval as per the criteria."
},
"at": "2026-04-21T04:21:40.254Z"
},
{
"turn": 2,
"role": "reviewer",
"model": "qwen3:latest",
"kind": "consensus_done",
"content": {
"fills": [
{
"candidate_id": "W500K-4654",
"name": "Jamal Ruiz"
}
]
},
"at": "2026-04-21T04:21:40.254Z"
}
]
}
]
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