[ { "event": { "kind": "baseline_fill", "at": "07:00", "role": "Warehouse Associate", "count": 5, "city": "Joliet", "state": "IL", "shift_start": "07:00 AM", "scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred." }, "ok": true, "fills": [ { "candidate_id": "W500K-16430", "name": "Nathan Y. Miller" }, { "candidate_id": "W500K-2245", "name": "Andre Davis" }, { "candidate_id": "W500K-23801", "name": "Kelly L. Nelson" }, { "candidate_id": "W500K-37707", "name": "Mary H. King" }, { "candidate_id": "W500K-23612", "name": "Emily E. Powell" } ], "turns": 2, "duration_secs": 12.965, "gap_signals": [ "double_book: undefined Andre Davis already booked for 07:00", "double_book: undefined Kelly L. Nelson already booked for 07:00", "double_book: undefined Mary H. King already booked for 07:00", "double_book: undefined Emily E. Powell already booked for 07:00" ], "sources_first_score": 0.69163835, "sources_last_score": 0.6159272, "pool_size": 821, "playbook_citations": [], "discovered_pattern": "Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (43%) · 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 = 'Warehouse Associate' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5", "question": "Warehouse Associate Joliet IL", "k": 40 }, "rationale": "Execute hybrid_search FIRST as per canonical protocol. Filter for role='Warehouse Associate', city='Joliet', state='IL', and availability > 0.5. Set k=40 (5x target count of 5, within 20-80 range) to ensure a deep pool for the ranker to discriminate among candidates." }, "at": "2026-04-21T03:18:07.358Z" }, { "turn": 1, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_result", "content": { "question": "Warehouse Associate Joliet IL", "sql_filter": "role = 'Warehouse Associate' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5", "sql_matches": 821, "vector_reranked": 40, "method": "hybrid_sql_vector", "answer": null, "sources": [ { "doc_id": "W500K-16430", "chunk_text": "Nathan Y. Miller — Warehouse Associate in Joliet, IL. Skills: first aid|hazmat|inventory|pick-to-light|shipping|team lead|training. Certs: none. Archetype: reliable. Reliability: 0.92, Availability: 0.81", "score": 0.69163835, "sql_verified": true }, { "doc_id": "W500K-2245", "chunk_text": "Andre Davis — Warehouse Associate in Joliet, IL. Skills: Excel|SAP|bilingual|hazmat|loading dock|shipping|training. Certs: First Aid/CPR|Order Picker. Archetype: communicator. Reliability: 0.78, Availability: 0.78", "score": 0.69104487, "sql_verified": true }, { "doc_id": "W500K-23801", "chunk_text": "Kelly L. Nelson — Warehouse Associate in Joliet, IL. Skills: bilingual|first aid|loading dock|shipping. Certs: Forklift. Archetype: leader. Reliability: 0.73, Availability: 0.69", "score": 0.68933797, "sql_verified": true }, { "doc_id": "W500K-37707", "chunk_text": "Mary H. King — Warehouse Associate in Joliet, IL. Skills: Excel|RF scanner|SAP|hazmat|pick-to-light|receiving|team lead|training. Certs: OSHA-30. Archetype: specialist. Reliability: 0.78, Availability: 0.52", "score": 0.68442315, "sql_verified": true }, { "doc_id": "W500K-23612", "chunk_text": "Emily E. Powell — Warehouse Associate in Joliet, IL. Skills: cold storage|confined space|hazmat|pallet jack|pick-to-light. Certs: OSHA-10|Forklift. Archetype: communicator. Reliability: 0.84, Availability: 0.76", "score": 0.6843717, "sql_verified": true }, { "doc_id": "W500K-13337", "chunk_text": "Joshua Clark — Warehouse Associate in Joliet, IL. Skills: RF scanner|SAP|bilingual|cold storage|hazmat|packaging|pallet jack|team lead. Certs: Forklift|Hazmat. Archetype: leader. Reliability: 0.88, Availability: 0.78", "score": 0.67977726, "sql_verified": true }, { "doc_id": "W500K-9708", "chunk_text": "Carolyn Cook — Warehouse Associate in Joliet, IL. Skills: bilingual|first aid|forklift|inventory|shipping. Certs: OSHA-10|Forklift|Reach Truck|Fire Safety. Archetype: reliable. Reliability: 0.88, Availability: 0.71", "score": 0.6787899, "sql_verified": true }, { "doc_id": "W500K-4192", "chunk_text": "Larry Ortiz — Warehouse Associate in Joliet, IL. Skills: bilingual|cold storage|confined space|first aid|forklift|overhead crane|pallet jack|pick-to-light|shipping. Certs: OSHA-30. Archetype: leader. Reliability: 0.80, Availability: 0.75", "score": 0.6752695, "sql_verified": true }, { "doc_id": "W500K-12291", "chunk_text": "Julie Scott — Warehouse Associate in Joliet, IL. Skills: Excel|cold storage|first aid|forklift|loading dock|overhead crane|packaging|pallet jack|team lead|training. Certs: none. Archetype: specialist. Reliability: 0.73, Availability: 0.55", "score": 0.6729027, "sql_verified": true }, { "doc_id": "W500K-28552", "chunk_text": "John E. Rogers — Warehouse Associate in Joliet, IL. Skills: Excel|RF scanner|SAP|cold storage|first aid|overhead crane|packaging|pallet jack|training. Certs: Forklift. Archetype: communicator. Reliability: 0.72, Availability: 0.56", "score": 0.6686993, "sql_verified": true }, { "doc_id": "W500K-22342", "chunk_text": "Jason I. Robinson — Warehouse Associate in Joliet, IL. Skills: RF scanner|hazmat|pallet jack|receiving|team lead|training. Certs: Forklift. Archetype: silent. Reliability: 0.53, Availability: 0.59", "score": 0.66306776, "sql_verified": true }, { "doc_id": "W500K-44056", "chunk_text": "Malik M. Adams — Warehouse Associate in Joliet, IL. Skills: SAP|cold storage|forklift|hazmat|inventory|loading dock|shipping. Certs: none. Archetype: reliable. Reliability: 0.92, Availability: 0.66", "score": 0.6580589, "sql_verified": true }, { "doc_id": "W500K-49344", "chunk_text": "Brandon W. Evans — Warehouse Associate in Joliet, IL. Skills: hazmat|loading dock|overhead crane|packaging|pick-to-light|team lead. Certs: Forklift. Archetype: communicator. Reliability: 0.81, Availability: 0.77", "score": 0.65588874, "sql_verified": true }, { "doc_id": "W500K-49570", "chunk_text": "Edward O. Garcia — Warehouse Associate in Joliet, IL. Skills: Excel|SAP|first aid|forklift|hazmat|receiving|team lead. Certs: none. Archetype: leader. Reliability: 0.83, Availability: 0.80", "score": 0.65521926, "sql_verified": true }, { "doc_id": "W500K-23403", "chunk_text": "Olga D. Ramirez — Warehouse Associate in Joliet, IL. Skills: Excel|SAP|bilingual|forklift|overhead crane|packaging|pallet jack|pick-to-light|receiving|team lead. Certs: none. Archetype: communicator. Reliability: 0.66, Availability: 0.78", "score": 0.6533116, "sql_verified": true }, { "doc_id": "W500K-700", "chunk_text": "Carlos Morales — Warehouse Associate in Joliet, IL. Skills: Excel|cold storage|forklift|team lead. Certs: OSHA-10|Forklift|Reach Truck. Archetype: reliable. Reliability: 0.86, Availability: 0.85", "score": 0.6499743, "sql_verified": true }, { "doc_id": "W500K-776", "chunk_text": "Cynthia Nelson — Warehouse Associate in Joliet, IL. Skills: hazmat|overhead crane|receiving|shipping|training. Certs: OSHA-10. Archetype: communicator. Reliability: 0.81, Availability: 0.75", "score": 0.6494646, "sql_verified": true }, { "doc_id": "W500K-7971", "chunk_text": "Maria Stewart — Warehouse Associate in Joliet, IL. Skills: SAP|bilingual|loading dock|pick-to-light|receiving|team lead|training. Certs: Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.91, Availability: 1.00", "score": 0.6488146, "sql_verified": true }, { "doc_id": "W500K-4610", "chunk_text": "Yuki Morris — Warehouse Associate in Joliet, IL. Skills: RF scanner|SAP|bilingual|cold storage|confined space|overhead crane|pallet jack|pick-to-light|team lead. Certs: OSHA-30|Forklift. Archetype: specialist. Reliability: 0.74, Availability: 0.82", "score": 0.64829904, "sql_verified": true }, { "doc_id": "W500K-30341", "chunk_text": "Shirley Z. Kelly — Warehouse Associate in Joliet, IL. Skills: bilingual|cold storage|confined space|hazmat|pallet jack|training. Certs: OSHA-10|ServSafe. Archetype: leader. Reliability: 0.75, Availability: 0.87", "score": 0.6475437, "sql_verified": true } ], "duration_ms": 284, "_trimmed": "20 more" }, "at": "2026-04-21T03:18:07.644Z" }, { "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 next step would be to propose_done with exactly 5 verified candidates from the tool_result, ensuring each has been SQL-verified and meets the criteria." }, "at": "2026-04-21T03:18:09.354Z" }, { "turn": 2, "role": "executor", "model": "qwen3.5:latest", "kind": "propose_done", "content": { "kind": "propose_done", "fills": [ { "candidate_id": "W500K-16430", "name": "Nathan Y. Miller" }, { "candidate_id": "W500K-2245", "name": "Andre Davis" }, { "candidate_id": "W500K-23801", "name": "Kelly L. Nelson" }, { "candidate_id": "W500K-37707", "name": "Mary H. King" }, { "candidate_id": "W500K-23612", "name": "Emily E. Powell" } ], "rationale": "The hybrid_search returned 40 candidates matching role='Warehouse Associate', city='Joliet', state='IL' with availability > 0.5. The orchestrator's candidate list contains 20 verified entries from this search. Per the reviewer's critique and strategy tip, I have selected the top 5 candidates (highest scores) from the surfaced list to fulfill the target of 5 Warehouse Associates. No further search is required as the pool exceeds the target count." }, "at": "2026-04-21T03:18:14.670Z" }, { "turn": 2, "role": "reviewer", "model": "qwen3:latest", "kind": "critique", "content": { "kind": "critique", "verdict": "approve_done", "notes": "The propose_done meets all approval criteria: exactly 5 fills, each fill's name appears in a prior tool_result from Joliet, IL matching role 'Warehouse Associate', and at least one fill (e.g., W500K-16430) has been SQL-verified. No drift detected." }, "at": "2026-04-21T03:18:16.499Z" }, { "turn": 2, "role": "reviewer", "model": "qwen3:latest", "kind": "consensus_done", "content": { "fills": [ { "candidate_id": "W500K-16430", "name": "Nathan Y. Miller" }, { "candidate_id": "W500K-2245", "name": "Andre Davis" }, { "candidate_id": "W500K-23801", "name": "Kelly L. Nelson" }, { "candidate_id": "W500K-37707", "name": "Mary H. King" }, { "candidate_id": "W500K-23612", "name": "Emily E. Powell" } ] }, "at": "2026-04-21T03:18:16.499Z" } ] }, { "event": { "kind": "recurring", "at": "10:00", "role": "Forklift Operator", "count": 3, "city": "Joliet", "state": "IL", "shift_start": "10:00 PM", "scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred." }, "ok": false, "fills": [], "turns": 0, "duration_secs": 16.677, "error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5\",\"question\":\"recurring forklift operator Joliet IL\",\"k\":15},\"rationale\":\"Execute the canonical hybrid", "gap_signals": [ "drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5\",\"question\":\"recurring forklift operator Joliet IL\",\"k\":15},\"rationale\":\"Execute the canonical hybrid" ], "diagnostic_log": [ { "turn": 1, "role": "executor", "model": "qwen3.5:latest", "kind": "note", "content": { "continuation": 1, "combined_chars": 736 }, "at": "2026-04-21T03:18:31.081Z" }, { "turn": 1, "role": "executor", "model": "qwen3.5:latest", "kind": "note", "content": { "continuation": 2, "combined_chars": 1250 }, "at": "2026-04-21T03:18:34.613Z" }, { "turn": 1, "role": "executor", "model": "qwen3.5:latest", "kind": "note", "content": { "continuation": 3, "combined_chars": 1764 }, "at": "2026-04-21T03:18:38.229Z" }, { "turn": 1, "role": "executor", "model": "qwen3.5:latest", "kind": "error", "content": { "message": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5\",\"question\":\"recurring forklift operator Joliet IL\",\"k\":15},\"rationale\":\"Execute the canonical hybrid", "raw": "{\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5\",\"question\":\"recurring forklift operator Joliet IL\",\"k\":15},\"rationale\":\"Execute the canonical hybrid" }, "at": "2026-04-21T03:18:41.969Z" } ] }, { "event": { "kind": "expansion", "at": "12:30", "role": "Picker", "count": 4, "city": "Joliet", "state": "IL", "shift_start": "12:30 PM", "scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred." }, "ok": false, "fills": [], "turns": 0, "duration_secs": 22.637, "error": "aborted — 3 consecutive drift flags", "gap_signals": [ "drift_or_tool: aborted — 3 consecutive drift flags" ], "diagnostic_log": [ { "turn": 1, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_call", "content": { "kind": "tool_call", "tool": "hybrid_search", "args": { "index_name": "workers_500k_v1", "sql_filter": "role = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75", "question": "reliable Picker in Joliet IL", "k": 40 }, "rationale": "Execute hybrid_search FIRST as per canonical procedure. Filter for 'Picker' role in 'Joliet', 'IL' with high availability and reliability (>0.75) to ensure quality. Use k=40 (5x target of 4) to provide a deep pool for the ranker to discriminate, adhering to the scaling rule for multi-fill events." }, "at": "2026-04-21T03:18:51.917Z" }, { "turn": 1, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_result", "content": { "question": "reliable Picker in Joliet IL", "sql_filter": "role = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75", "sql_matches": 0, "vector_reranked": 40, "method": "vector_only", "answer": null, "sources": [ { "doc_id": "W500K-44650", "chunk_text": "Douglas I. Peterson — Loader in Mattoon, IL. Skills: RF scanner|forklift|hazmat|inventory|packaging|pallet jack|team lead|training. Certs: OSHA-10|Lockout/Tagout. Archetype: communicator. Reliability: 0.73, Availability: 0.88", "score": 0.86856174, "sql_verified": false }, { "doc_id": "W500K-246", "chunk_text": "Carolyn Williams — Assembler in Memphis, TN. Skills: ISO 9001|batch processing|conveyor ops|inspection|labeling|nonconformance|root cause analysis. Certs: Hazmat. Archetype: specialist. Reliability: 0.78, Availability: 0.74", "score": 0.86636925, "sql_verified": false }, { "doc_id": "W500K-49244", "chunk_text": "Andrew A. Harris — Quality Tech in Decatur, IL. Skills: assembly|batch processing|inspection|line work|nonconformance|quality inspection|root cause analysis. Certs: OSHA-10. Archetype: flexible. Reliability: 0.77, Availability: 0.69", "score": 0.8660128, "sql_verified": false }, { "doc_id": "W500K-36829", "chunk_text": "DeShawn N. Myers — Material Handler in Green Bay, WI. Skills: RF scanner|SAP|cold storage|confined space|loading dock|overhead crane|pallet jack|shipping|training. Certs: Forklift|Reach Truck|MSDS. Archetype: leader. Reliability: 0.73, Availability: 0.72", "score": 0.8651799, "sql_verified": false }, { "doc_id": "W500K-13326", "chunk_text": "Kathleen Kelly — Packaging Operator in Champaign, IL. Skills: cold storage|conveyor ops|line work|packaging|pick-to-light|receiving. Certs: Forklift. Archetype: specialist. Reliability: 0.75, Availability: 0.92", "score": 0.8642155, "sql_verified": false }, { "doc_id": "W500K-35780", "chunk_text": "Matthew E. Ortiz — Machine Operator in Green Bay, WI. Skills: GD&T|SPC|batch processing|blueprint reading|calipers|lean manufacturing|mill|quality inspection. Certs: First Aid/CPR. Archetype: flexible. Reliability: 0.80, Availability: 0.85", "score": 0.8640575, "sql_verified": false }, { "doc_id": "W500K-31225", "chunk_text": "Sofia Z. Morales — Forklift Operator in Quincy, IL. Skills: RF scanner|SAP|bilingual|cold storage|forklift|hazmat|loading dock|overhead crane|pick-to-light|team lead. Certs: Forklift|Hazmat. Archetype: reliable. Reliability: 0.90, Availability: 0.77", "score": 0.8639367, "sql_verified": false }, { "doc_id": "W500K-46932", "chunk_text": "Brenda C. Taylor — Warehouse Associate in Dayton, OH. Skills: Excel|confined space|first aid|forklift|hazmat|pallet jack|receiving|shipping. Certs: none. Archetype: flexible. Reliability: 0.75, Availability: 0.66", "score": 0.8632067, "sql_verified": false }, { "doc_id": "W500K-6536", "chunk_text": "Maria Turner — Loader in Evansville, IN. Skills: inventory|overhead crane|pallet jack|shipping|team lead. Certs: OSHA-30|Forklift. Archetype: flexible. Reliability: 0.81, Availability: 1.00", "score": 0.8629509, "sql_verified": false }, { "doc_id": "W500K-47549", "chunk_text": "Shirley V. Walker — Material Handler in Knoxville, TN. Skills: SAP|hazmat|packaging|pick-to-light|shipping|training. Certs: OSHA-10|Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.75, Availability: 0.95", "score": 0.8622796, "sql_verified": false }, { "doc_id": "W500K-42827", "chunk_text": "Ronald F. Wood — Loader in Dayton, OH. Skills: Excel|SAP|cold storage|confined space|first aid|forklift|inventory|loading dock|pick-to-light|team lead. Certs: Forklift|First Aid/CPR|ISO 9001. Archetype: specialist. Reliability: 0.73, Availability: 0.48", "score": 0.86205816, "sql_verified": false }, { "doc_id": "W500K-11229", "chunk_text": "Cynthia James — Loader in Fort Wayne, IN. Skills: cold storage|confined space|forklift|inventory|pick-to-light|team lead. Certs: none. Archetype: communicator. Reliability: 0.61, Availability: 0.58", "score": 0.8619062, "sql_verified": false }, { "doc_id": "W500K-16350", "chunk_text": "Samuel W. Jimenez — Forklift Operator in Danville, IL. Skills: Excel|cold storage|confined space|loading dock|overhead crane|pallet jack. Certs: none. Archetype: communicator. Reliability: 0.94, Availability: 0.58", "score": 0.8617816, "sql_verified": false }, { "doc_id": "W500K-30053", "chunk_text": "Lisa X. Evans — Inventory Clerk in Milwaukee, WI. Skills: hazmat|inventory|loading dock|overhead crane|packaging|pick-to-light|shipping|team lead. Certs: OSHA-10|Forklift|First Aid/CPR|Fire Safety. Archetype: leader. Reliability: 0.82, Availability: 0.78", "score": 0.8617405, "sql_verified": false }, { "doc_id": "W500K-24868", "chunk_text": "Ivan M. Collins — Assembler in Toledo, OH. Skills: CMM|SPC|assembly|conveyor ops|quality inspection. Certs: OSHA-10. Archetype: reliable. Reliability: 0.87, Availability: 0.66", "score": 0.86169446, "sql_verified": false }, { "doc_id": "W500K-2596", "chunk_text": "Kevin Lewis — Machine Operator in Mattoon, IL. Skills: CNC|SPC|blueprint reading|conveyor ops|grinder|labeling|lean manufacturing|line work|micrometer. Certs: OSHA-10|Hazmat|Order Picker. Archetype: specialist. Reliability: 0.78, Availability: 0.89", "score": 0.86158675, "sql_verified": false }, { "doc_id": "W500K-19686", "chunk_text": "Sharon E. Morris — Line Lead in Fort Wayne, IN. Skills: bilingual|confined space|conveyor ops|lean manufacturing|quality inspection|team lead|training. Certs: Forklift|Hazmat|Lockout/Tagout. Archetype: communicator. Reliability: 0.58, Availability: 0.96", "score": 0.8615626, "sql_verified": false }, { "doc_id": "W500K-14985", "chunk_text": "Sofia Cook — Production Worker in Louisville, KY. Skills: Excel|assembly|conveyor ops|first aid|lean manufacturing|line work|overhead crane|quality inspection|training. Certs: OSHA-10|MSDS. Archetype: improving. Reliability: 0.99, Availability: 0.85", "score": 0.86142004, "sql_verified": false }, { "doc_id": "W500K-5045", "chunk_text": "Tyler Ortiz — Packaging Operator in South Bend, IN. Skills: RF scanner|batch processing|cold storage|forklift|line work|shipping. Certs: OSHA-10. Archetype: reliable. Reliability: 0.79, Availability: 0.90", "score": 0.86112803, "sql_verified": false }, { "doc_id": "W500K-2399", "chunk_text": "Sarah Diaz — CNC Operator in Cincinnati, OH. Skills: CNC|GD&T|ISO 9001|calibration|first article|gauge R&R|micrometer|mill|root cause analysis. Certs: OSHA-10|First Aid/CPR. Archetype: reliable. Reliability: 0.78, Availability: 0.59", "score": 0.8611218, "sql_verified": false } ], "duration_ms": 239, "_trimmed": "20 more" }, "at": "2026-04-21T03:18:52.158Z" }, { "turn": 1, "role": "reviewer", "model": "qwen3:latest", "kind": "critique", "content": { "kind": "critique", "verdict": "drift", "notes": "The hybrid_search result does not include any candidates from Joliet, IL with the role 'Picker'. All the top results are for workers in different cities and roles. The executor needs to adjust the search parameters to ensure the candidates are both in Joliet, IL and have the Picker role." }, "at": "2026-04-21T03:18:56.439Z" }, { "turn": 2, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_call", "content": { "kind": "tool_call", "tool": "hybrid_search", "args": { "index_name": "workers_500k_v1", "sql_filter": "role = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75", "question": "reliable Picker in Joliet IL", "k": 40 }, "rationale": "Re-run hybrid_search with strict filters for role='Picker', city='Joliet', state='IL', availability > 0.5, and reliability > 0.75. Use k=40 to ensure a deep candidate pool for the 4 required fills, correcting the previous drift where no Joliet Pickers were found." }, "at": "2026-04-21T03:19:00.796Z" }, { "turn": 2, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_result", "content": { "question": "reliable Picker in Joliet IL", "sql_filter": "role = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75", "sql_matches": 0, "vector_reranked": 40, "method": "vector_only", "answer": null, "sources": [ { "doc_id": "W500K-44650", "chunk_text": "Douglas I. Peterson — Loader in Mattoon, IL. Skills: RF scanner|forklift|hazmat|inventory|packaging|pallet jack|team lead|training. Certs: OSHA-10|Lockout/Tagout. Archetype: communicator. Reliability: 0.73, Availability: 0.88", "score": 0.86856174, "sql_verified": false }, { "doc_id": "W500K-246", "chunk_text": "Carolyn Williams — Assembler in Memphis, TN. Skills: ISO 9001|batch processing|conveyor ops|inspection|labeling|nonconformance|root cause analysis. Certs: Hazmat. Archetype: specialist. Reliability: 0.78, Availability: 0.74", "score": 0.86636925, "sql_verified": false }, { "doc_id": "W500K-49244", "chunk_text": "Andrew A. Harris — Quality Tech in Decatur, IL. Skills: assembly|batch processing|inspection|line work|nonconformance|quality inspection|root cause analysis. Certs: OSHA-10. Archetype: flexible. Reliability: 0.77, Availability: 0.69", "score": 0.8660128, "sql_verified": false }, { "doc_id": "W500K-36829", "chunk_text": "DeShawn N. Myers — Material Handler in Green Bay, WI. Skills: RF scanner|SAP|cold storage|confined space|loading dock|overhead crane|pallet jack|shipping|training. Certs: Forklift|Reach Truck|MSDS. Archetype: leader. Reliability: 0.73, Availability: 0.72", "score": 0.8651799, "sql_verified": false }, { "doc_id": "W500K-13326", "chunk_text": "Kathleen Kelly — Packaging Operator in Champaign, IL. Skills: cold storage|conveyor ops|line work|packaging|pick-to-light|receiving. Certs: Forklift. Archetype: specialist. Reliability: 0.75, Availability: 0.92", "score": 0.8642155, "sql_verified": false }, { "doc_id": "W500K-35780", "chunk_text": "Matthew E. Ortiz — Machine Operator in Green Bay, WI. Skills: GD&T|SPC|batch processing|blueprint reading|calipers|lean manufacturing|mill|quality inspection. Certs: First Aid/CPR. Archetype: flexible. Reliability: 0.80, Availability: 0.85", "score": 0.8640575, "sql_verified": false }, { "doc_id": "W500K-31225", "chunk_text": "Sofia Z. Morales — Forklift Operator in Quincy, IL. Skills: RF scanner|SAP|bilingual|cold storage|forklift|hazmat|loading dock|overhead crane|pick-to-light|team lead. Certs: Forklift|Hazmat. Archetype: reliable. Reliability: 0.90, Availability: 0.77", "score": 0.8639367, "sql_verified": false }, { "doc_id": "W500K-46932", "chunk_text": "Brenda C. Taylor — Warehouse Associate in Dayton, OH. Skills: Excel|confined space|first aid|forklift|hazmat|pallet jack|receiving|shipping. Certs: none. Archetype: flexible. Reliability: 0.75, Availability: 0.66", "score": 0.8632067, "sql_verified": false }, { "doc_id": "W500K-6536", "chunk_text": "Maria Turner — Loader in Evansville, IN. Skills: inventory|overhead crane|pallet jack|shipping|team lead. Certs: OSHA-30|Forklift. Archetype: flexible. Reliability: 0.81, Availability: 1.00", "score": 0.8629509, "sql_verified": false }, { "doc_id": "W500K-47549", "chunk_text": "Shirley V. Walker — Material Handler in Knoxville, TN. Skills: SAP|hazmat|packaging|pick-to-light|shipping|training. Certs: OSHA-10|Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.75, Availability: 0.95", "score": 0.8622796, "sql_verified": false }, { "doc_id": "W500K-42827", "chunk_text": "Ronald F. Wood — Loader in Dayton, OH. Skills: Excel|SAP|cold storage|confined space|first aid|forklift|inventory|loading dock|pick-to-light|team lead. Certs: Forklift|First Aid/CPR|ISO 9001. Archetype: specialist. Reliability: 0.73, Availability: 0.48", "score": 0.86205816, "sql_verified": false }, { "doc_id": "W500K-11229", "chunk_text": "Cynthia James — Loader in Fort Wayne, IN. Skills: cold storage|confined space|forklift|inventory|pick-to-light|team lead. Certs: none. Archetype: communicator. Reliability: 0.61, Availability: 0.58", "score": 0.8619062, "sql_verified": false }, { "doc_id": "W500K-16350", "chunk_text": "Samuel W. Jimenez — Forklift Operator in Danville, IL. Skills: Excel|cold storage|confined space|loading dock|overhead crane|pallet jack. Certs: none. Archetype: communicator. Reliability: 0.94, Availability: 0.58", "score": 0.8617816, "sql_verified": false }, { "doc_id": "W500K-30053", "chunk_text": "Lisa X. Evans — Inventory Clerk in Milwaukee, WI. Skills: hazmat|inventory|loading dock|overhead crane|packaging|pick-to-light|shipping|team lead. Certs: OSHA-10|Forklift|First Aid/CPR|Fire Safety. Archetype: leader. Reliability: 0.82, Availability: 0.78", "score": 0.8617405, "sql_verified": false }, { "doc_id": "W500K-24868", "chunk_text": "Ivan M. Collins — Assembler in Toledo, OH. Skills: CMM|SPC|assembly|conveyor ops|quality inspection. Certs: OSHA-10. Archetype: reliable. Reliability: 0.87, Availability: 0.66", "score": 0.86169446, "sql_verified": false }, { "doc_id": "W500K-2596", "chunk_text": "Kevin Lewis — Machine Operator in Mattoon, IL. Skills: CNC|SPC|blueprint reading|conveyor ops|grinder|labeling|lean manufacturing|line work|micrometer. Certs: OSHA-10|Hazmat|Order Picker. Archetype: specialist. Reliability: 0.78, Availability: 0.89", "score": 0.86158675, "sql_verified": false }, { "doc_id": "W500K-19686", "chunk_text": "Sharon E. Morris — Line Lead in Fort Wayne, IN. Skills: bilingual|confined space|conveyor ops|lean manufacturing|quality inspection|team lead|training. Certs: Forklift|Hazmat|Lockout/Tagout. Archetype: communicator. Reliability: 0.58, Availability: 0.96", "score": 0.8615626, "sql_verified": false }, { "doc_id": "W500K-14985", "chunk_text": "Sofia Cook — Production Worker in Louisville, KY. Skills: Excel|assembly|conveyor ops|first aid|lean manufacturing|line work|overhead crane|quality inspection|training. Certs: OSHA-10|MSDS. Archetype: improving. Reliability: 0.99, Availability: 0.85", "score": 0.86142004, "sql_verified": false }, { "doc_id": "W500K-5045", "chunk_text": "Tyler Ortiz — Packaging Operator in South Bend, IN. Skills: RF scanner|batch processing|cold storage|forklift|line work|shipping. Certs: OSHA-10. Archetype: reliable. Reliability: 0.79, Availability: 0.90", "score": 0.86112803, "sql_verified": false }, { "doc_id": "W500K-2399", "chunk_text": "Sarah Diaz — CNC Operator in Cincinnati, OH. Skills: CNC|GD&T|ISO 9001|calibration|first article|gauge R&R|micrometer|mill|root cause analysis. Certs: OSHA-10|First Aid/CPR. Archetype: reliable. Reliability: 0.78, Availability: 0.59", "score": 0.8611218, "sql_verified": false } ], "duration_ms": 341, "_trimmed": "20 more" }, "at": "2026-04-21T03:19:01.138Z" }, { "turn": 2, "role": "reviewer", "model": "qwen3:latest", "kind": "critique", "content": { "kind": "critique", "verdict": "drift", "notes": "The hybrid_search results still do not include any candidates from Joliet, IL with the role 'Picker'. The executor needs to adjust the search parameters or consider alternative data sources. Ensure the sql_filter strictly enforces role='Picker', city='Joliet', state='IL', CAST(availability AS DOUBLE) > 0.5, and CAST(reliability AS DOUBLE) > 0.75. If no candidates are found, the task may need to be reassessed or postponed." }, "at": "2026-04-21T03:19:03.513Z" }, { "turn": 3, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_call", "content": { "kind": "tool_call", "tool": "hybrid_search", "args": { "index_name": "workers_500k_v1", "sql_filter": "role = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75", "question": "reliable Picker in Joliet IL", "k": 40 }, "rationale": "Re-run hybrid_search with strict filters for role='Picker', city='Joliet', state='IL', availability > 0.5, and reliability > 0.75. Use k=40 to ensure a deep candidate pool for the 4 required fills, correcting the previous drift where no Joliet Pickers were found." }, "at": "2026-04-21T03:19:08.140Z" }, { "turn": 3, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_result", "content": { "question": "reliable Picker in Joliet IL", "sql_filter": "role = 'Picker' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75", "sql_matches": 0, "vector_reranked": 40, "method": "vector_only", "answer": null, "sources": [ { "doc_id": "W500K-44650", "chunk_text": "Douglas I. Peterson — Loader in Mattoon, IL. Skills: RF scanner|forklift|hazmat|inventory|packaging|pallet jack|team lead|training. Certs: OSHA-10|Lockout/Tagout. Archetype: communicator. Reliability: 0.73, Availability: 0.88", "score": 0.86856174, "sql_verified": false }, { "doc_id": "W500K-246", "chunk_text": "Carolyn Williams — Assembler in Memphis, TN. Skills: ISO 9001|batch processing|conveyor ops|inspection|labeling|nonconformance|root cause analysis. Certs: Hazmat. Archetype: specialist. Reliability: 0.78, Availability: 0.74", "score": 0.86636925, "sql_verified": false }, { "doc_id": "W500K-49244", "chunk_text": "Andrew A. Harris — Quality Tech in Decatur, IL. Skills: assembly|batch processing|inspection|line work|nonconformance|quality inspection|root cause analysis. Certs: OSHA-10. Archetype: flexible. Reliability: 0.77, Availability: 0.69", "score": 0.8660128, "sql_verified": false }, { "doc_id": "W500K-36829", "chunk_text": "DeShawn N. Myers — Material Handler in Green Bay, WI. Skills: RF scanner|SAP|cold storage|confined space|loading dock|overhead crane|pallet jack|shipping|training. Certs: Forklift|Reach Truck|MSDS. Archetype: leader. Reliability: 0.73, Availability: 0.72", "score": 0.8651799, "sql_verified": false }, { "doc_id": "W500K-13326", "chunk_text": "Kathleen Kelly — Packaging Operator in Champaign, IL. Skills: cold storage|conveyor ops|line work|packaging|pick-to-light|receiving. Certs: Forklift. Archetype: specialist. Reliability: 0.75, Availability: 0.92", "score": 0.8642155, "sql_verified": false }, { "doc_id": "W500K-35780", "chunk_text": "Matthew E. Ortiz — Machine Operator in Green Bay, WI. Skills: GD&T|SPC|batch processing|blueprint reading|calipers|lean manufacturing|mill|quality inspection. Certs: First Aid/CPR. Archetype: flexible. Reliability: 0.80, Availability: 0.85", "score": 0.8640575, "sql_verified": false }, { "doc_id": "W500K-31225", "chunk_text": "Sofia Z. Morales — Forklift Operator in Quincy, IL. Skills: RF scanner|SAP|bilingual|cold storage|forklift|hazmat|loading dock|overhead crane|pick-to-light|team lead. Certs: Forklift|Hazmat. Archetype: reliable. Reliability: 0.90, Availability: 0.77", "score": 0.8639367, "sql_verified": false }, { "doc_id": "W500K-46932", "chunk_text": "Brenda C. Taylor — Warehouse Associate in Dayton, OH. Skills: Excel|confined space|first aid|forklift|hazmat|pallet jack|receiving|shipping. Certs: none. Archetype: flexible. Reliability: 0.75, Availability: 0.66", "score": 0.8632067, "sql_verified": false }, { "doc_id": "W500K-6536", "chunk_text": "Maria Turner — Loader in Evansville, IN. Skills: inventory|overhead crane|pallet jack|shipping|team lead. Certs: OSHA-30|Forklift. Archetype: flexible. Reliability: 0.81, Availability: 1.00", "score": 0.8629509, "sql_verified": false }, { "doc_id": "W500K-47549", "chunk_text": "Shirley V. Walker — Material Handler in Knoxville, TN. Skills: SAP|hazmat|packaging|pick-to-light|shipping|training. Certs: OSHA-10|Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.75, Availability: 0.95", "score": 0.8622796, "sql_verified": false }, { "doc_id": "W500K-42827", "chunk_text": "Ronald F. Wood — Loader in Dayton, OH. Skills: Excel|SAP|cold storage|confined space|first aid|forklift|inventory|loading dock|pick-to-light|team lead. Certs: Forklift|First Aid/CPR|ISO 9001. Archetype: specialist. Reliability: 0.73, Availability: 0.48", "score": 0.86205816, "sql_verified": false }, { "doc_id": "W500K-11229", "chunk_text": "Cynthia James — Loader in Fort Wayne, IN. Skills: cold storage|confined space|forklift|inventory|pick-to-light|team lead. Certs: none. Archetype: communicator. Reliability: 0.61, Availability: 0.58", "score": 0.8619062, "sql_verified": false }, { "doc_id": "W500K-16350", "chunk_text": "Samuel W. Jimenez — Forklift Operator in Danville, IL. Skills: Excel|cold storage|confined space|loading dock|overhead crane|pallet jack. Certs: none. Archetype: communicator. Reliability: 0.94, Availability: 0.58", "score": 0.8617816, "sql_verified": false }, { "doc_id": "W500K-30053", "chunk_text": "Lisa X. Evans — Inventory Clerk in Milwaukee, WI. Skills: hazmat|inventory|loading dock|overhead crane|packaging|pick-to-light|shipping|team lead. Certs: OSHA-10|Forklift|First Aid/CPR|Fire Safety. Archetype: leader. Reliability: 0.82, Availability: 0.78", "score": 0.8617405, "sql_verified": false }, { "doc_id": "W500K-24868", "chunk_text": "Ivan M. Collins — Assembler in Toledo, OH. Skills: CMM|SPC|assembly|conveyor ops|quality inspection. Certs: OSHA-10. Archetype: reliable. Reliability: 0.87, Availability: 0.66", "score": 0.86169446, "sql_verified": false }, { "doc_id": "W500K-2596", "chunk_text": "Kevin Lewis — Machine Operator in Mattoon, IL. Skills: CNC|SPC|blueprint reading|conveyor ops|grinder|labeling|lean manufacturing|line work|micrometer. Certs: OSHA-10|Hazmat|Order Picker. Archetype: specialist. Reliability: 0.78, Availability: 0.89", "score": 0.86158675, "sql_verified": false }, { "doc_id": "W500K-19686", "chunk_text": "Sharon E. Morris — Line Lead in Fort Wayne, IN. Skills: bilingual|confined space|conveyor ops|lean manufacturing|quality inspection|team lead|training. Certs: Forklift|Hazmat|Lockout/Tagout. Archetype: communicator. Reliability: 0.58, Availability: 0.96", "score": 0.8615626, "sql_verified": false }, { "doc_id": "W500K-14985", "chunk_text": "Sofia Cook — Production Worker in Louisville, KY. Skills: Excel|assembly|conveyor ops|first aid|lean manufacturing|line work|overhead crane|quality inspection|training. Certs: OSHA-10|MSDS. Archetype: improving. Reliability: 0.99, Availability: 0.85", "score": 0.86142004, "sql_verified": false }, { "doc_id": "W500K-5045", "chunk_text": "Tyler Ortiz — Packaging Operator in South Bend, IN. Skills: RF scanner|batch processing|cold storage|forklift|line work|shipping. Certs: OSHA-10. Archetype: reliable. Reliability: 0.79, Availability: 0.90", "score": 0.86112803, "sql_verified": false }, { "doc_id": "W500K-2399", "chunk_text": "Sarah Diaz — CNC Operator in Cincinnati, OH. Skills: CNC|GD&T|ISO 9001|calibration|first article|gauge R&R|micrometer|mill|root cause analysis. Certs: OSHA-10|First Aid/CPR. Archetype: reliable. Reliability: 0.78, Availability: 0.59", "score": 0.8611218, "sql_verified": false } ], "duration_ms": 342, "_trimmed": "20 more" }, "at": "2026-04-21T03:19:08.483Z" }, { "turn": 3, "role": "reviewer", "model": "qwen3:latest", "kind": "critique", "content": { "kind": "critique", "verdict": "drift", "notes": "The hybrid_search results consistently show no candidates from Joliet, IL with the role 'Picker' meeting the required filters. The executor needs to either adjust the search parameters, consider alternative data sources, or verify if the task is feasible given the current data. The current approach is not yielding valid candidates for the target location and role." }, "at": "2026-04-21T03:19:10.335Z" } ], "retry_attempt": 1, "retry_remediation": { "proposed_city": "Aurora", "proposed_role": "Picker", "proposed_count": 4, "rationale": "The failure was caused by a genuine lack of eligible Pickers in Joliet, IL, triggering three consecutive drift flags. Pivoting to Aurora, IL—only ~15 mi away and well within the 50‑mile radius—offers a larger labor pool while still qualifying for the local bonus, making it likely to meet the availability, reliability, and budget constraints.", "cloud_model": "gpt-oss:120b", "cloud_duration_secs": 5.14 }, "retry_result": { "event": { "kind": "expansion", "at": "12:30", "role": "Picker", "count": 4, "city": "Aurora", "state": "IL", "shift_start": "12:30 PM", "scenario_note": "[cloud-rescue 5.1s] The failure was caused by a genuine lack of eligible Pickers in Joliet, IL, triggering three consecutive drift flags. Pivoting to Aurora, IL—only ~15 mi away and well within the 50‑mile radius—offers a larger labor pool while still qualifying for the local bonus, making it likely to meet the availability, reliability, and budget constraints." }, "ok": false, "fills": [], "turns": 0, "duration_secs": 21.288, "error": "aborted — 3 consecutive drift flags", "gap_signals": [ "drift_or_tool: aborted — 3 consecutive drift flags" ] }, "original_event": { "kind": "expansion", "at": "12:30", "role": "Picker", "count": 4, "city": "Joliet", "state": "IL", "shift_start": "12:30 PM", "scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred." } }, { "event": { "kind": "misplacement", "at": "15:00", "role": "Forklift Operator", "count": 1, "replaces_event": "10:00", "city": "Joliet", "state": "IL", "shift_start": "15:00 PM", "scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred." }, "ok": true, "fills": [ { "candidate_id": "2372", "name": "Joshua Taylor" } ], "turns": 4, "duration_secs": 23.242, "gap_signals": [ "double_book: undefined Joshua Taylor already booked for 07:00" ], "sources_first_score": 0.68950945, "sources_last_score": 0.58120775, "pool_size": 1178, "playbook_citations": [], "discovered_pattern": "Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (43%) · 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 = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5", "question": "reliable forklift operator Joliet IL", "k": 20 }, "rationale": "Execute the canonical hybrid_search FIRST as per instructions. Filter for Forklift Operators in Joliet, IL with availability > 0.5. Set k=20 (5x target of 1, floored at 20) to ensure a deep pool for the ranker to discriminate, adhering to the guidance that k=10 was too tight." }, "at": "2026-04-21T03:19:47.098Z" }, { "turn": 1, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_result", "content": { "question": "reliable forklift operator Joliet IL", "sql_filter": "role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5", "sql_matches": 1178, "vector_reranked": 20, "method": "hybrid_sql_vector", "answer": null, "sources": [ { "doc_id": "W500K-2372", "chunk_text": "Joshua Taylor — Forklift Operator in Joliet, IL. Skills: RF scanner|bilingual|confined space|overhead crane|packaging|shipping. Certs: OSHA-10|Forklift. Archetype: reliable. Reliability: 0.80, Availability: 0.88", "score": 0.68950945, "sql_verified": true }, { "doc_id": "W500K-6419", "chunk_text": "Nicholas Jenkins — Forklift Operator in Joliet, IL. Skills: Excel|bilingual|cold storage|confined space|first aid|packaging|team lead. Certs: OSHA-30. Archetype: flexible. Reliability: 0.72, Availability: 0.61", "score": 0.6455176, "sql_verified": true }, { "doc_id": "W500K-24574", "chunk_text": "Amy E. Carter — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|cold storage|forklift|inventory|loading dock|pick-to-light. Certs: First Aid/CPR. Archetype: leader. Reliability: 0.77, Availability: 0.65", "score": 0.6454758, "sql_verified": true }, { "doc_id": "W500K-34621", "chunk_text": "Rachel P. Rivera — Forklift Operator in Joliet, IL. Skills: SAP|first aid|forklift|overhead crane|pallet jack|shipping. Certs: MSDS. Archetype: flexible. Reliability: 0.71, Availability: 0.51", "score": 0.64256394, "sql_verified": true }, { "doc_id": "W500K-9646", "chunk_text": "Elizabeth Miller — Forklift Operator in Joliet, IL. Skills: Excel|first aid|loading dock|packaging|pick-to-light|receiving|team lead|training. Certs: Forklift|Hazmat|ServSafe. Archetype: leader. Reliability: 0.76, Availability: 0.95", "score": 0.63524455, "sql_verified": true }, { "doc_id": "W500K-42195", "chunk_text": "Laura X. Young — Forklift Operator in Joliet, IL. Skills: Excel|SAP|confined space|inventory|loading dock|overhead crane|packaging|team lead. Certs: OSHA-10|Hazmat|MSDS. Archetype: reliable. Reliability: 0.81, Availability: 0.69", "score": 0.6333973, "sql_verified": true }, { "doc_id": "W500K-17901", "chunk_text": "Angela N. Wood — Forklift Operator in Joliet, IL. Skills: RF scanner|SAP|bilingual|forklift|team lead|training. Certs: none. Archetype: reliable. Reliability: 0.77, Availability: 0.89", "score": 0.63120157, "sql_verified": true }, { "doc_id": "W500K-23249", "chunk_text": "Kyle F. Miller — Forklift Operator in Joliet, IL. Skills: bilingual|cold storage|forklift|hazmat|loading dock|overhead crane|receiving|shipping|team lead. Certs: Hazmat. Archetype: specialist. Reliability: 0.88, Availability: 0.79", "score": 0.62585235, "sql_verified": true }, { "doc_id": "W500K-31733", "chunk_text": "Catherine N. Perez — Forklift Operator in Joliet, IL. Skills: SAP|confined space|inventory|overhead crane|pick-to-light. Certs: Forklift. Archetype: reliable. Reliability: 0.92, Availability: 0.62", "score": 0.6233752, "sql_verified": true }, { "doc_id": "W500K-49682", "chunk_text": "Dennis W. Garcia — Forklift Operator in Joliet, IL. Skills: SAP|cold storage|forklift|inventory|overhead crane|packaging|shipping. Certs: First Aid/CPR. Archetype: leader. Reliability: 0.80, Availability: 0.64", "score": 0.62308925, "sql_verified": true }, { "doc_id": "W500K-29744", "chunk_text": "Anna A. Green — Forklift Operator in Joliet, IL. Skills: first aid|forklift|packaging|pick-to-light|training. Certs: Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.84, Availability: 0.55", "score": 0.62160164, "sql_verified": true }, { "doc_id": "W500K-38139", "chunk_text": "Aaron X. Bennett — Forklift Operator in Joliet, IL. Skills: hazmat|inventory|loading dock|pick-to-light|receiving|team lead|training. Certs: OSHA-10. Archetype: improving. Reliability: 0.74, Availability: 0.73", "score": 0.61788756, "sql_verified": true }, { "doc_id": "W500K-9371", "chunk_text": "Ashley Young — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|loading dock|packaging. Certs: MSDS|Confined Space. Archetype: flexible. Reliability: 0.79, Availability: 0.56", "score": 0.6146254, "sql_verified": true }, { "doc_id": "W500K-36802", "chunk_text": "Adam M. Ramirez — Forklift Operator in Joliet, IL. Skills: Excel|RF scanner|confined space|hazmat|inventory|overhead crane|packaging|receiving|shipping|team lead. Certs: OSHA-10|First Aid/CPR. Archetype: specialist. Reliability: 0.81, Availability: 0.54", "score": 0.60864013, "sql_verified": true }, { "doc_id": "W500K-39560", "chunk_text": "Patricia O. Parker — Forklift Operator in Joliet, IL. Skills: SAP|cold storage|first aid|forklift|hazmat|inventory|pallet jack. Certs: OSHA-10. Archetype: improving. Reliability: 0.76, Availability: 0.68", "score": 0.6037203, "sql_verified": true }, { "doc_id": "W500K-45159", "chunk_text": "Julie X. Lopez — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|forklift|hazmat|inventory|packaging|pallet jack|shipping. Certs: none. Archetype: reliable. Reliability: 0.91, Availability: 0.83", "score": 0.59398514, "sql_verified": true }, { "doc_id": "W500K-46701", "chunk_text": "Lauren F. Adams — Forklift Operator in Joliet, IL. Skills: packaging|pallet jack|receiving|shipping|team lead|training. Certs: OSHA-10|Hazmat. Archetype: communicator. Reliability: 0.62, Availability: 0.54", "score": 0.5868106, "sql_verified": true }, { "doc_id": "W500K-30574", "chunk_text": "Matthew Y. Gray — Forklift Operator in Joliet, IL. Skills: cold storage|forklift|inventory|pallet jack|pick-to-light|team lead|training. Certs: Hazmat|ServSafe. Archetype: flexible. Reliability: 0.85, Availability: 0.62", "score": 0.5867315, "sql_verified": true }, { "doc_id": "W500K-40048", "chunk_text": "Zachary I. Walker — Forklift Operator in Joliet, IL. Skills: bilingual|confined space|pick-to-light|shipping|team lead. Certs: MSDS|Fire Safety. Archetype: reliable. Reliability: 0.85, Availability: 1.00", "score": 0.5844123, "sql_verified": true }, { "doc_id": "W500K-4683", "chunk_text": "Lisa Peterson — Forklift Operator in Joliet, IL. Skills: Excel|SAP|cold storage|first aid|forklift|overhead crane|team lead. Certs: First Aid/CPR|Order Picker. Archetype: flexible. Reliability: 0.77, Availability: 0.90", "score": 0.58120775, "sql_verified": true } ], "duration_ms": 339 }, "at": "2026-04-21T03:19:47.438Z" }, { "turn": 1, "role": "reviewer", "model": "qwen3:latest", "kind": "critique", "content": { "kind": "critique", "verdict": "continue", "notes": "Executor is on a reasonable path. The hybrid_search has been executed with the correct filters for Joliet, IL and Forklift Operator role. The results include multiple candidates, and the next step would be to propose one of them. Ensure that the proposed candidate is verified via SQL and meets the availability criteria." }, "at": "2026-04-21T03:19:49.174Z" }, { "turn": 2, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_call", "content": { "kind": "tool_call", "tool": "hybrid_search", "args": { "index_name": "workers_500k_v1", "sql_filter": "role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5", "question": "reliable forklift operator Joliet IL", "k": 20 }, "rationale": "Execute the canonical hybrid_search FIRST as per instructions. Filter for Forklift Operators in Joliet, IL with availability > 0.5. Set k=20 (5x target of 1, floored at 20) to ensure a deep pool for the ranker to discriminate, adhering to the guidance that k=10 was too tight." }, "at": "2026-04-21T03:19:53.465Z" }, { "turn": 2, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_result", "content": { "question": "reliable forklift operator Joliet IL", "sql_filter": "role = 'Forklift Operator' AND city = 'Joliet' AND state = 'IL' AND CAST(availability AS DOUBLE) > 0.5", "sql_matches": 1178, "vector_reranked": 20, "method": "hybrid_sql_vector", "answer": null, "sources": [ { "doc_id": "W500K-2372", "chunk_text": "Joshua Taylor — Forklift Operator in Joliet, IL. Skills: RF scanner|bilingual|confined space|overhead crane|packaging|shipping. Certs: OSHA-10|Forklift. Archetype: reliable. Reliability: 0.80, Availability: 0.88", "score": 0.68950945, "sql_verified": true }, { "doc_id": "W500K-6419", "chunk_text": "Nicholas Jenkins — Forklift Operator in Joliet, IL. Skills: Excel|bilingual|cold storage|confined space|first aid|packaging|team lead. Certs: OSHA-30. Archetype: flexible. Reliability: 0.72, Availability: 0.61", "score": 0.6455176, "sql_verified": true }, { "doc_id": "W500K-24574", "chunk_text": "Amy E. Carter — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|cold storage|forklift|inventory|loading dock|pick-to-light. Certs: First Aid/CPR. Archetype: leader. Reliability: 0.77, Availability: 0.65", "score": 0.6454758, "sql_verified": true }, { "doc_id": "W500K-34621", "chunk_text": "Rachel P. Rivera — Forklift Operator in Joliet, IL. Skills: SAP|first aid|forklift|overhead crane|pallet jack|shipping. Certs: MSDS. Archetype: flexible. Reliability: 0.71, Availability: 0.51", "score": 0.64256394, "sql_verified": true }, { "doc_id": "W500K-9646", "chunk_text": "Elizabeth Miller — Forklift Operator in Joliet, IL. Skills: Excel|first aid|loading dock|packaging|pick-to-light|receiving|team lead|training. Certs: Forklift|Hazmat|ServSafe. Archetype: leader. Reliability: 0.76, Availability: 0.95", "score": 0.63524455, "sql_verified": true }, { "doc_id": "W500K-42195", "chunk_text": "Laura X. Young — Forklift Operator in Joliet, IL. Skills: Excel|SAP|confined space|inventory|loading dock|overhead crane|packaging|team lead. Certs: OSHA-10|Hazmat|MSDS. Archetype: reliable. Reliability: 0.81, Availability: 0.69", "score": 0.6333973, "sql_verified": true }, { "doc_id": "W500K-17901", "chunk_text": "Angela N. Wood — Forklift Operator in Joliet, IL. Skills: RF scanner|SAP|bilingual|forklift|team lead|training. Certs: none. Archetype: reliable. Reliability: 0.77, Availability: 0.89", "score": 0.63120157, "sql_verified": true }, { "doc_id": "W500K-23249", "chunk_text": "Kyle F. Miller — Forklift Operator in Joliet, IL. Skills: bilingual|cold storage|forklift|hazmat|loading dock|overhead crane|receiving|shipping|team lead. Certs: Hazmat. Archetype: specialist. Reliability: 0.88, Availability: 0.79", "score": 0.62585235, "sql_verified": true }, { "doc_id": "W500K-31733", "chunk_text": "Catherine N. Perez — Forklift Operator in Joliet, IL. Skills: SAP|confined space|inventory|overhead crane|pick-to-light. Certs: Forklift. Archetype: reliable. Reliability: 0.92, Availability: 0.62", "score": 0.6233752, "sql_verified": true }, { "doc_id": "W500K-49682", "chunk_text": "Dennis W. Garcia — Forklift Operator in Joliet, IL. Skills: SAP|cold storage|forklift|inventory|overhead crane|packaging|shipping. Certs: First Aid/CPR. Archetype: leader. Reliability: 0.80, Availability: 0.64", "score": 0.62308925, "sql_verified": true }, { "doc_id": "W500K-29744", "chunk_text": "Anna A. Green — Forklift Operator in Joliet, IL. Skills: first aid|forklift|packaging|pick-to-light|training. Certs: Forklift|First Aid/CPR. Archetype: reliable. Reliability: 0.84, Availability: 0.55", "score": 0.62160164, "sql_verified": true }, { "doc_id": "W500K-38139", "chunk_text": "Aaron X. Bennett — Forklift Operator in Joliet, IL. Skills: hazmat|inventory|loading dock|pick-to-light|receiving|team lead|training. Certs: OSHA-10. Archetype: improving. Reliability: 0.74, Availability: 0.73", "score": 0.61788756, "sql_verified": true }, { "doc_id": "W500K-9371", "chunk_text": "Ashley Young — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|loading dock|packaging. Certs: MSDS|Confined Space. Archetype: flexible. Reliability: 0.79, Availability: 0.56", "score": 0.6146254, "sql_verified": true }, { "doc_id": "W500K-36802", "chunk_text": "Adam M. Ramirez — Forklift Operator in Joliet, IL. Skills: Excel|RF scanner|confined space|hazmat|inventory|overhead crane|packaging|receiving|shipping|team lead. Certs: OSHA-10|First Aid/CPR. Archetype: specialist. Reliability: 0.81, Availability: 0.54", "score": 0.60864013, "sql_verified": true }, { "doc_id": "W500K-39560", "chunk_text": "Patricia O. Parker — Forklift Operator in Joliet, IL. Skills: SAP|cold storage|first aid|forklift|hazmat|inventory|pallet jack. Certs: OSHA-10. Archetype: improving. Reliability: 0.76, Availability: 0.68", "score": 0.6037203, "sql_verified": true }, { "doc_id": "W500K-45159", "chunk_text": "Julie X. Lopez — Forklift Operator in Joliet, IL. Skills: SAP|bilingual|forklift|hazmat|inventory|packaging|pallet jack|shipping. Certs: none. Archetype: reliable. Reliability: 0.91, Availability: 0.83", "score": 0.59398514, "sql_verified": true }, { "doc_id": "W500K-46701", "chunk_text": "Lauren F. Adams — Forklift Operator in Joliet, IL. Skills: packaging|pallet jack|receiving|shipping|team lead|training. Certs: OSHA-10|Hazmat. Archetype: communicator. Reliability: 0.62, Availability: 0.54", "score": 0.5868106, "sql_verified": true }, { "doc_id": "W500K-30574", "chunk_text": "Matthew Y. Gray — Forklift Operator in Joliet, IL. Skills: cold storage|forklift|inventory|pallet jack|pick-to-light|team lead|training. Certs: Hazmat|ServSafe. Archetype: flexible. Reliability: 0.85, Availability: 0.62", "score": 0.5867315, "sql_verified": true }, { "doc_id": "W500K-40048", "chunk_text": "Zachary I. Walker — Forklift Operator in Joliet, IL. Skills: bilingual|confined space|pick-to-light|shipping|team lead. Certs: MSDS|Fire Safety. Archetype: reliable. Reliability: 0.85, Availability: 1.00", "score": 0.5844123, "sql_verified": true }, { "doc_id": "W500K-4683", "chunk_text": "Lisa Peterson — Forklift Operator in Joliet, IL. Skills: Excel|SAP|cold storage|first aid|forklift|overhead crane|team lead. Certs: First Aid/CPR|Order Picker. Archetype: flexible. Reliability: 0.77, Availability: 0.90", "score": 0.58120775, "sql_verified": true } ], "duration_ms": 325 }, "at": "2026-04-21T03:19:53.793Z" }, { "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 the correct filters for Joliet, IL and Forklift Operator role. The results include multiple candidates, and the next step would be to propose a single candidate from the list while ensuring they meet the availability and location criteria." }, "at": "2026-04-21T03:19:55.486Z" }, { "turn": 3, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_call", "content": { "kind": "tool_call", "tool": "sql", "args": { "query": "SELECT worker_id, name, role, city, state, availability FROM workers_500k WHERE worker_id = 2372" }, "rationale": "Verify the top-ranked candidate (W500K-2372 Joshua Taylor) from the hybrid search results to confirm they are a Forklift Operator in Joliet, IL with valid availability before proposing them as the fill." }, "at": "2026-04-21T03:19:58.812Z" }, { "turn": 3, "role": "executor", "model": "qwen3.5:latest", "kind": "tool_result", "content": { "columns": [ { "name": "worker_id", "data_type": "Int64" }, { "name": "name", "data_type": "Utf8View" }, { "name": "role", "data_type": "Utf8View" }, { "name": "city", "data_type": "Utf8View" }, { "name": "state", "data_type": "Utf8View" }, { "name": "availability", "data_type": "Float64" } ], "rows": [ { "availability": 0.877, "city": "Joliet", "name": "Joshua Taylor", "role": "Forklift Operator", "state": "IL", "worker_id": 2372 } ], "row_count": 1 }, "at": "2026-04-21T03:19:58.835Z" }, { "turn": 3, "role": "reviewer", "model": "qwen3:latest", "kind": "critique", "content": { "kind": "critique", "verdict": "continue", "notes": "Executor is on a reasonable path. The SQL verification confirms that Joshua Taylor (W500K-2372) is a valid Forklift Operator in Joliet, IL with availability > 0.5. The next logical step is to propose this candidate as the fill. Ensure that no other candidates are proposed and that the final proposal meets the approval criteria." }, "at": "2026-04-21T03:20:00.866Z" }, { "turn": 4, "role": "executor", "model": "qwen3.5:latest", "kind": "propose_done", "content": { "kind": "propose_done", "fills": [ { "candidate_id": "2372", "name": "Joshua Taylor" } ], "rationale": "Target of 1 Forklift Operator in Joliet, IL met. Candidate W500K-2372 (Joshua Taylor) was top-ranked in hybrid search and verified via SQL as a Forklift Operator in Joliet, IL with availability 0.877 (>0.5). No drift flags or exclusion list conflicts found." }, "at": "2026-04-21T03:20:04.442Z" }, { "turn": 4, "role": "reviewer", "model": "qwen3:latest", "kind": "critique", "content": { "kind": "critique", "verdict": "approve_done", "notes": "The propose_done meets all approval criteria: exactly 1 fill, Joshua Taylor (W500K-2372) is confirmed as a Forklift Operator in Joliet, IL from a prior tool_result, and the candidate was SQL-verified for availability and role. No excluded workers are included." }, "at": "2026-04-21T03:20:06.287Z" }, { "turn": 4, "role": "reviewer", "model": "qwen3:latest", "kind": "consensus_done", "content": { "fills": [ { "candidate_id": "2372", "name": "Joshua Taylor" } ] }, "at": "2026-04-21T03:20:06.287Z" } ] } ]