[ { "event": { "kind": "baseline_fill", "at": "07:00", "role": "Welder", "count": 4, "city": "Nashville", "state": "TN", "shift_start": "07:00 AM", "scenario_note": "Skilled welding for downtown structural assembly. Prefer local (in 75mi). Contract pays up to $32/hr + $4/hr local bonus. Fill is paramount — the contract is worth $180K total, broken = penalty." }, "ok": true, "fills": [ { "candidate_id": "W500K-29052", "name": "Melissa K. Rivera" }, { "candidate_id": "W500K-37649", "name": "Benjamin B. Hernandez" }, { "candidate_id": "W500K-16627", "name": "Kevin N. Watson" }, { "candidate_id": "W500K-40747", "name": "Lisa F. Wood" } ], "turns": 2, "duration_secs": 18.492, "gap_signals": [ "double_book: undefined Benjamin B. Hernandez already booked for 07:00", "double_book: undefined Kevin N. Watson already booked for 07:00", "double_book: undefined Lisa F. Wood already booked for 07:00" ], "sources_first_score": 0.6372617, "sources_last_score": 0.5160429, "pool_size": 298, "playbook_citations": [], "discovered_pattern": "Across 25 similar past playbooks (27 workers examined) · recurring certifications: OSHA-10 (44%) · 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": "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) to ensure a deep pool for the ranker to discriminate among candidates." }, "at": "2026-04-21T03:09:38.225Z" }, { "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": 0.6372617, "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": 0.6195257, "sql_verified": true }, { "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": 0.61544764, "sql_verified": true }, { "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": 0.61451846, "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": 0.6138209, "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 }, { "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": 0.5160429, "sql_verified": true } ], "duration_ms": 890 }, "at": "2026-04-21T03:09:39.117Z" }, { "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 result includes 20 candidates, which is sufficient to select 4. Next step should be to propose_done with exactly 4 verified candidates from the tool_result." }, "at": "2026-04-21T03:09:43.035Z" }, { "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-37649", "name": "Benjamin B. Hernandez" }, { "candidate_id": "W500K-16627", "name": "Kevin N. Watson" }, { "candidate_id": "W500K-40747", "name": "Lisa F. Wood" } ], "rationale": "Target of 4 Welders in Nashville, TN met. Top 4 candidates from hybrid_search results (W500K-29052, W500K-37649, W500K-16627, W500K-40747) are selected based on highest scores and verified availability > 0.5. SQL verification step skipped as candidates were already filtered and ranked by hybrid_search per canonical procedure, and count reached target immediately." }, "at": "2026-04-21T03:09:48.051Z" }, { "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 in the tool_result." }, "at": "2026-04-21T03:09:49.792Z" }, { "turn": 2, "role": "reviewer", "model": "qwen3:latest", "kind": "consensus_done", "content": { "fills": [ { "candidate_id": "W500K-29052", "name": "Melissa K. Rivera" }, { "candidate_id": "W500K-37649", "name": "Benjamin B. Hernandez" }, { "candidate_id": "W500K-16627", "name": "Kevin N. Watson" }, { "candidate_id": "W500K-40747", "name": "Lisa F. Wood" } ] }, "at": "2026-04-21T03:09:49.792Z" } ] }, { "event": { "kind": "expansion", "at": "08:30", "role": "Packaging Operator", "count": 6, "city": "Nashville", "state": "TN", "shift_start": "08:30 AM", "scenario_note": "Warehouse packaging on-site for the same project. 6 workers preferred Nashville-local; out-of-area acceptable if local pool is exhausted. Respect budget." }, "ok": true, "fills": [ { "candidate_id": "W500K-4654", "name": "Jamal Ruiz" }, { "candidate_id": "W500K-25376", "name": "Michael A. Wright" }, { "candidate_id": "W500K-4430", "name": "Emily Reyes" }, { "candidate_id": "W500K-4076", "name": "George King" }, { "candidate_id": "W500K-21124", "name": "Adam M. Reyes" }, { "candidate_id": "W500K-21175", "name": "Kenneth L. Diaz" } ], "turns": 3, "duration_secs": 31.14, "gap_signals": [ "double_book: undefined Jamal Ruiz 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 George King 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" ], "sources_first_score": 0.7106586, "sources_last_score": 0.47010928, "pool_size": 189, "playbook_citations": [], "discovered_pattern": "Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · 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 available reliable", "k": 30 }, "rationale": "Execute hybrid_search FIRST as per rules. Filter for Packaging Operators in Nashville, TN with availability > 0.5 and reliability > 0.75. Set k=30 (approx 5x target of 6) to ensure a deep pool for the ranker to discriminate among candidates for the 6 required fills." }, "at": "2026-04-21T03:10:02.841Z" }, { "turn": 1, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_result", "content": { "question": "Packaging Operator Nashville TN available reliable", "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": 0.7106586, "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": 0.7075287, "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": 0.7067473, "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": 0.6858184, "sql_verified": true }, { "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": 0.6061555, "sql_verified": true }, { "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": 0.585707, "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": 0.5788019, "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": 0.57219625, "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": 0.56913286, "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": 0.5660045, "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": 0.5505936, "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": 0.5497936, "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": 0.548643, "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": 0.5464681, "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": 0.54408044, "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": 0.5428285, "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": 0.53263766, "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": 0.5251243, "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": 0.51358443, "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": 0.50467485, "sql_verified": true } ], "duration_ms": 305, "_trimmed": "1 more" }, "at": "2026-04-21T03:10:03.147Z" }, { "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 the correct filters for Nashville, TN Packaging Operators with availability > 0.5 and reliability > 0.75. The result set includes 189 SQL matches and 21 vector reranked candidates, which is sufficient to select 6 qualified fills. Continue with the next step." }, "at": "2026-04-21T03:10:07.438Z" }, { "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": "Packaging Operator Nashville TN available reliable", "k": 30 }, "rationale": "Execute hybrid_search FIRST as per rules. Filter for Packaging Operators in Nashville, TN with availability > 0.5 and reliability > 0.75. Set k=30 (approx 5x target of 6) to ensure a deep pool for the ranker to discriminate among candidates for the 6 required fills." }, "at": "2026-04-21T03:10:11.593Z" }, { "turn": 2, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_result", "content": { "question": "Packaging Operator Nashville TN available reliable", "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": 0.7106586, "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": 0.7075287, "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": 0.7067473, "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": 0.6858184, "sql_verified": true }, { "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": 0.6061555, "sql_verified": true }, { "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": 0.585707, "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": 0.5788019, "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": 0.57219625, "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": 0.56913286, "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": 0.5660045, "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": 0.5505936, "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": 0.5497936, "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": 0.548643, "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": 0.5464681, "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": 0.54408044, "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": 0.5428285, "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": 0.53263766, "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": 0.5251243, "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": 0.51358443, "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": 0.50467485, "sql_verified": true } ], "duration_ms": 250, "_trimmed": "1 more" }, "at": "2026-04-21T03:10:11.844Z" }, { "turn": 2, "role": "reviewer", "model": "qwen3:latest", "kind": "critique", "content": { "kind": "critique", "verdict": "continue", "notes": "Executor is on a reasonable path by using hybrid_search with the correct filters for Nashville, TN Packaging Operators with availability > 0.5 and reliability > 0.75. The result set includes 189 SQL matches, which provides a sufficient pool for selecting 6 candidates." }, "at": "2026-04-21T03:10:13.424Z" }, { "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-25376", "name": "Michael A. Wright" }, { "candidate_id": "W500K-4430", "name": "Emily Reyes" }, { "candidate_id": "W500K-4076", "name": "George King" }, { "candidate_id": "W500K-21124", "name": "Adam M. Reyes" }, { "candidate_id": "W500K-21175", "name": "Kenneth L. Diaz" } ], "rationale": "The hybrid_search tool call in the previous turn returned 21 ranked candidates for 'Packaging Operator' in 'Nashville', 'TN' with availability > 0.5 and reliability > 0.75. The top 6 candidates from the result set are Jamal Ruiz, Michael A. Wright, Emily Reyes, George King, Adam M. Reyes, and Kenneth L. Diaz. These 6 workers satisfy the target count of 6 Packaging Operators in Nashville, TN. Per the strategy tip, I am proposing these top 6 as the fill list." }, "at": "2026-04-21T03:10:25.517Z" }, { "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 (W500K-4654: Jamal Ruiz) has been SQL-verified in the tool_result." }, "at": "2026-04-21T03:10:30.091Z" }, { "turn": 3, "role": "reviewer", "model": "qwen3:latest", "kind": "consensus_done", "content": { "fills": [ { "candidate_id": "W500K-4654", "name": "Jamal Ruiz" }, { "candidate_id": "W500K-25376", "name": "Michael A. Wright" }, { "candidate_id": "W500K-4430", "name": "Emily Reyes" }, { "candidate_id": "W500K-4076", "name": "George King" }, { "candidate_id": "W500K-21124", "name": "Adam M. Reyes" }, { "candidate_id": "W500K-21175", "name": "Kenneth L. Diaz" } ] }, "at": "2026-04-21T03:10:30.091Z" } ] }, { "event": { "kind": "baseline_fill", "at": "09:00", "role": "Shipping Clerk", "count": 2, "city": "Nashville", "state": "TN", "shift_start": "09:00 AM", "scenario_note": "Administrative/shipping coordination role. Two clerks needed; tightening the load on packaging team." }, "ok": true, "fills": [ { "candidate_id": "W500K-49412", "name": "Brenda M. Hernandez" }, { "candidate_id": "W500K-18660", "name": "Rachel S. Gonzalez" } ], "turns": 2, "duration_secs": 13.223, "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": 0.63086313, "sources_last_score": 0.52885747, "pool_size": 579, "playbook_citations": [], "discovered_pattern": "Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · 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": { "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 hybrid_search FIRST as per canonical procedure. Filter for role='Shipping Clerk', city='Nashville', state='TN', and availability > 0.5. Set k=20 (5x target count of 2, floored to 20) to ensure a deep candidate pool for ranking." }, "at": "2026-04-21T03:10:42.708Z" }, { "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": 0.63086313, "sql_verified": true }, { "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": 0.6305238, "sql_verified": true }, { "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": 331 }, "at": "2026-04-21T03:10:43.040Z" }, { "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 the correct filters for role, location, and availability. The results include valid candidates from Nashville, TN with the Shipping Clerk role. Next step would be to propose_done with exactly 2 verified candidates." }, "at": "2026-04-21T03:10:47.052Z" }, { "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 of 2 Shipping Clerks in Nashville, TN met. Top 2 candidates from hybrid_search results (W500K-49412 and W500K-18660) selected based on high semantic scores and valid availability. SQL verification step skipped as per strategy tip once sufficient candidates are surfaced, but these are the top-ranked matches from the initial search." }, "at": "2026-04-21T03:10:50.824Z" }, { "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 are from Nashville, TN with the Shipping Clerk role, and one of them (W500K-49412) has been SQL-verified in the tool_result." }, "at": "2026-04-21T03:10:52.355Z" }, { "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": "2026-04-21T03:10:52.355Z" } ] }, { "event": { "kind": "emergency", "at": "13:00", "role": "Welder", "count": 2, "city": "Nashville", "state": "TN", "shift_start": "13:00 PM", "deadline": "15:00", "scenario_note": "A subcontractor just dropped out — need 2 more Welders by 3pm. Use cloud rescue path if Nashville supply is exhausted; pivot to within-radius first (if any in 75mi), then budget-permitting out-of-area." }, "ok": true, "fills": [ { "candidate_id": "W500K-29052", "name": "Melissa K. Rivera" }, { "candidate_id": "W500K-17215", "name": "Rachel D. Lewis" } ], "turns": 2, "duration_secs": 13.277, "gap_signals": [ "double_book: undefined Melissa K. Rivera already booked for 07:00", "double_book: undefined Rachel D. Lewis already booked for 07:00" ], "sources_first_score": 0.5794465, "sources_last_score": 0.5085548, "pool_size": 211, "playbook_citations": [ "pb-seed-21d7b669d9e10928" ], "discovered_pattern": "Across 25 similar past playbooks (27 workers examined) · recurring certifications: OSHA-10 (44%) · 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": { "sql_filter": "role = 'Welder' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.7", "question": "emergency welder Nashville TN", "index_name": "workers_500k_v1", "k": 20 }, "rationale": "Execute hybrid_search FIRST as per canonical protocol. Filter for Welders in Nashville, TN with high availability (>0.7) to meet the emergency requirement. Set k=20 (5x target count of 2) to ensure a deep pool for the ranker to discriminate between candidates." }, "at": "2026-04-21T03:11:11.584Z" }, { "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-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": 0.5794465, "sql_verified": true, "playbook_boost": 0.054933686, "playbook_citations": [ "pb-seed-21d7b669d9e10928" ] }, { "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": 0.57298154, "sql_verified": true }, { "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": 0.57272017, "sql_verified": true, "playbook_boost": 0.054933686, "playbook_citations": [ "pb-seed-21d7b669d9e10928" ] }, { "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-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": 0.54468817, "sql_verified": true, "playbook_boost": 0.054933686, "playbook_citations": [ "pb-seed-21d7b669d9e10928" ] }, { "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": 311 }, "at": "2026-04-21T03:11:11.896Z" }, { "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 with high availability. The next step would be to propose_done with exactly 2 verified candidates from the tool_result." }, "at": "2026-04-21T03:11:15.647Z" }, { "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-17215", "name": "Rachel D. Lewis" } ], "rationale": "Target requires 2 Welders in Nashville, TN. The hybrid_search returned 20 candidates in Nashville, TN with role='Welder' and high availability. The top 2 ranked by score are W500K-29052 (Melissa K. Rivera) and W500K-17215 (Rachel D. Lewis). Both are verified as Welders in Nashville, TN from the search results. Per strategy, propose_done with top 2 after sufficient surface." }, "at": "2026-04-21T03:11:19.893Z" }, { "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 at least one fill (Melissa K. Rivera) was SQL-verified in the hybrid_search result." }, "at": "2026-04-21T03:11:21.407Z" }, { "turn": 2, "role": "reviewer", "model": "qwen3:latest", "kind": "consensus_done", "content": { "fills": [ { "candidate_id": "W500K-29052", "name": "Melissa K. Rivera" }, { "candidate_id": "W500K-17215", "name": "Rachel D. Lewis" } ] }, "at": "2026-04-21T03:11:21.407Z" } ] }, { "event": { "kind": "misplacement", "at": "15:30", "role": "Packaging Operator", "count": 1, "city": "Nashville", "state": "TN", "shift_start": "15:30 PM", "replaces_event": "08:30", "scenario_note": "One packager no-showed. Single refill. Any Nashville-area candidate, budget already covered.", "exclude_worker_ids": [ null, null, null, null, null, null ] }, "ok": true, "fills": [ { "candidate_id": "4654", "name": "Jamal Ruiz" } ], "turns": 3, "duration_secs": 15.921, "gap_signals": [ "double_book: undefined Jamal Ruiz already booked for 07:00" ], "sources_first_score": 0.689262, "sources_last_score": 0.55024153, "pool_size": 330, "playbook_citations": [ "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": { "sql_filter": "role = 'Packaging Operator' AND city = 'Nashville' AND state = 'TN' AND CAST(availability AS DOUBLE) > 0.5", "question": "reliable packaging operator Nashville TN", "index_name": "workers_500k_v1", "k": 20 }, "rationale": "Execute the canonical fill task by searching for a Packaging Operator in Nashville, TN with availability > 0.5. k=20 is appropriate for a single fill target to ensure a deep enough pool for the ranker to discriminate." }, "at": "2026-04-21T03:11:31.890Z" }, { "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": 0.689262, "sql_verified": true, "playbook_boost": 0.03406508, "playbook_citations": [ "pb-seed-5a7ddcddee8b435a" ] }, { "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": 0.68202084, "sql_verified": true, "playbook_boost": 0.03406508, "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": 0.66268873, "sql_verified": true, "playbook_boost": 0.03406508, "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": 0.65111744, "sql_verified": true, "playbook_boost": 0.03406508, "playbook_citations": [ "pb-seed-5a7ddcddee8b435a" ] }, { "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-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": 0.60857916, "sql_verified": true, "playbook_boost": 0.03406508, "playbook_citations": [ "pb-seed-5a7ddcddee8b435a" ] }, { "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-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": 0.58585143, "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-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": 0.5640772, "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-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 } ], "duration_ms": 314 }, "at": "2026-04-21T03:11:32.205Z" }, { "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 was correctly used with appropriate filters for a Packaging Operator in Nashville, TN with availability > 0.5. The result includes 330 sql_matches and 20 vector_reranked candidates, all from Nashville, TN, and with the correct role. Next step is to propose a single fill from these results, ensuring SQL verification of at least one candidate." }, "at": "2026-04-21T03:11:36.622Z" }, { "turn": 2, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_call", "content": { "kind": "tool_call", "tool": "sql", "args": { "query": "SELECT worker_id, name, role, city, state, availability FROM workers_500k WHERE worker_id = 4654" }, "rationale": "Verify the top candidate W500K-4654 (Jamal Ruiz) exists and confirm role, location, and availability status before proposing done." }, "at": "2026-04-21T03:11:39.234Z" }, { "turn": 2, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_result", "content": { "columns": [ { "name": "worker_id", "data_type": "Int64" }, { "name": "name", "data_type": "Utf8View" }, { "name": "role", "data_type": "Utf8View" }, { "name": "city", "data_type": "Utf8View" }, { "name": "state", "data_type": "Utf8View" }, { "name": "availability", "data_type": "Float64" } ], "rows": [ { "availability": 0.7722, "city": "Nashville", "name": "Jamal Ruiz", "role": "Packaging Operator", "state": "TN", "worker_id": 4654 } ], "row_count": 1 }, "at": "2026-04-21T03:11:39.260Z" }, { "turn": 2, "role": "reviewer", "model": "qwen3:latest", "kind": "critique", "content": { "kind": "critique", "verdict": "continue", "notes": "Executor is on a reasonable path. The SQL verification confirms Jamal Ruiz as a valid Packaging Operator in Nashville, TN with availability > 0.5. The next step would be to propose_done with this candidate." }, "at": "2026-04-21T03:11:40.476Z" }, { "turn": 3, "role": "executor", "model": "qwen3.5:latest", "kind": "propose_done", "content": { "kind": "propose_done", "fills": [ { "candidate_id": "4654", "name": "Jamal Ruiz" } ], "rationale": "Target met. W500K-4654 (Jamal Ruiz) is a verified Packaging Operator in Nashville, TN with availability 0.7722 (>0.5). SQL verification passed. No-show refill complete." }, "at": "2026-04-21T03:11:43.130Z" }, { "turn": 3, "role": "reviewer", "model": "qwen3:latest", "kind": "critique", "content": { "kind": "critique", "verdict": "approve_done", "notes": "The propose_done meets all approval criteria: exactly 1 fill, Jamal Ruiz is verified from prior tool_result with Nashville, TN and role 'Packaging Operator', and the executor has SQL-verified his availability and details." }, "at": "2026-04-21T03:11:44.537Z" }, { "turn": 3, "role": "reviewer", "model": "qwen3:latest", "kind": "consensus_done", "content": { "fills": [ { "candidate_id": "4654", "name": "Jamal Ruiz" } ] }, "at": "2026-04-21T03:11:44.537Z" } ] } ]