chore: add real content that was sitting untracked
Surfaced by today's untracked-files audit. None of these are accidents —
multiple are referenced by name in CLAUDE.md and memory files but were
never added.
Categories:
- docs/PHASE_AUDIT_GUIDE.md (106 LOC) — Claude Code phase audit guidance
- ops/systemd/lakehouse-langfuse-bridge.service — Langfuse bridge unit
- package.json — top-level npm manifest
- scripts/e2e_pipeline_check.sh + production_smoke.sh — real test scripts
- reports/kimi/audit-last-week*.md — the "Two reports live" CLAUDE.md cites
- tests/multi-agent/scenarios/ — 44 staffing scenarios (cutover decision A)
- tests/multi-agent/playbooks/ — 102 playbook records
- tests/battery/, tests/agent_test/PRD.md, tests/real-world/* — real tests
- sidecar/sidecar/{lab_ui,pipeline_lab}.py — 888 LOC dev-only UIs that
remain in service post-sidecar-drop (commit ba928b1 explicitly kept them)
Sensitivity check: scenarios use synthetic company names ("Heritage Foods",
"Cornerstone Fabrication"); audit reports describe code findings only;
no PII or secrets surfaced.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This commit is contained in:
root
@@ -0,0 +1,2 @@
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{"after_event":"12:15","event_kind":"expansion","ok":true,"model":"gpt-oss:20b","duration_secs":14.937,"risk":"Duplicate worker assignments risk","hint":"Avoid double booking: use different forklift operators for Toledo shift."}
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{"after_event":"15:45","event_kind":"misplacement","ok":true,"model":"gpt-oss:20b","duration_secs":14.54,"risk":"Double-book Ryan Hughes","hint":"Verify Ryan Hughes' schedule before assigning any new shift to avoid overlapping bookings."}
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@@ -0,0 +1,4 @@
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{"at":"08:00","kind":"baseline_fill","operation":"fill: Warehouse Associate x3 in Toledo, OH","fills":[{"candidate_id":"W500K-7079","name":"Patrick Ross","reason":"Top ranked candidate (score 0.69) from hybrid_search, verified in SQL with high availability (0.5741) and reliability (0.7398)."},{"candidate_id":"W500K-48488","name":"Olivia Y. Howard","reason":"Second ranked candidate (score 0.67) from hybrid_search, verified in SQL with high availability (0.761) and reliability (0.6939)."},{"candidate_id":"W500K-39023","name":"Deborah X. Sanchez","reason":"Third ranked candidate (score 0.67) from hybrid_search, verified in SQL with high availability (0.8645) and reliability (0.7538)."}],"turns":5,"duration_secs":37.135,"pool_size":770,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (11 workers examined) · recurring certifications: OSHA-10 (64%), Forklift (45%) · recurring skills: overhead crane (45%) · archetype mostly: communicator · reliability median 0.96 (range 0.75–1.00)"}
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{"at":"10:30","kind":"recurring","operation":"fill: Machine Operator x2 in Toledo, OH","fills":[{"candidate_id":"W500K-48548","name":"Kimberly G. Thomas","reason":"Top-ranked hybrid search result (score 0.59) for Machine Operator in Toledo, OH with verified availability > 0.5."},{"candidate_id":"W500K-25702","name":"Kathleen O. Ortiz","reason":"Second-ranked hybrid search result (score 0.57) for Machine Operator in Toledo, OH with verified availability > 0.5."}],"turns":2,"duration_secs":14.62,"pool_size":997,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (11 workers examined) · recurring certifications: OSHA-10 (64%), Forklift (45%) · recurring skills: overhead crane (45%) · archetype mostly: communicator · reliability median 0.96 (range 0.75–1.00)"}
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{"at":"12:15","kind":"expansion","operation":"fill: Forklift Operator x5 in Toledo, OH","fills":[{"candidate_id":"W500K-22375","name":"Matthew P. Garcia","reason":"Top hybrid_search score (0.66), verified in Toledo OH with availability 0.62 and reliability 0.75."},{"candidate_id":"W500K-19588","name":"Maria K. Cruz","reason":"High hybrid_search score (0.65), verified in Toledo OH with availability 0.61 and reliability 0.77."},{"candidate_id":"W500K-28024","name":"Nancy W. Ward","reason":"Strong hybrid_search score (0.62), verified in Toledo OH with availability 0.61 and reliability 0.79."},{"candidate_id":"W500K-17543","name":"Charles T. Walker","reason":"Strong hybrid_search score (0.62), verified in Toledo OH with availability 0.62 and reliability 0.81."},{"candidate_id":"W500K-9076","name":"Rachel Turner","reason":"High hybrid_search score (0.61), verified in Toledo OH with availability 0.66 and reliability 0.79."}],"turns":6,"duration_secs":49.967,"pool_size":1184,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (12 workers examined) · recurring certifications: OSHA-10 (67%) · recurring skills: mill (42%), overhead crane (42%) · archetype mostly: communicator · reliability median 0.96 (range 0.59–1.00)"}
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{"at":"15:45","kind":"misplacement","operation":"fill: Warehouse Associate x1 in Toledo, OH","fills":[{"candidate_id":"W500K-11915","name":"Ryan Hughes","reason":"Verified via SQL as a Warehouse Associate in Toledo, OH with availability 0.6174 (>0.5) and reliability 0.8329. Matches the single target requirement."}],"turns":3,"duration_secs":18.473,"pool_size":770,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (12 workers examined) · recurring certifications: OSHA-10 (67%) · recurring skills: overhead crane (42%), mill (42%) · archetype mostly: communicator · reliability median 0.96 (range 0.59–1.00)"}
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# Client emails — Riverfront Steel, 2026-04-21
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## 08:00 baseline_fill — Warehouse Associate x3
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Subject: 3 Filled
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Dear Riverfront Steel Team,
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We are pleased to confirm that we have filled all three positions with Warehouse Associates as follows:
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- Patrick Ross
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- Olivia Y. Howard
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- Deborah X. Sanchez
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All workers will start their regular Monday morning shift at 08:00 AM, lasting 8 hours.
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Best regards,
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Dispatch Team Lakehouse
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## 10:30 recurring — Machine Operator x2
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To: staffing@riverfrontsteel.example
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From: dispatch@lakehouse.example
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Subject: Confirmed
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Dear Riverfront Steel Team,
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We are pleased to confirm that we have filled both Machine Operator roles for your upcoming shift starting at 11:00 AM on Tuesday and Thursday.
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- Kimberly G. Thomas
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- Kathleen O. Ortiz
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These workers were selected based on their top-ranked hybrid search results (Kimberly with a score of 0.59, Kathleen with 0.57) for Machine Operator positions.
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Please note that this is a recurring slot; prior workers may still be available.
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Best regards,
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Lakehouse Dispatch Team
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## 12:15 expansion — Forklift Operator x5
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Subject: 5 Forklift Operators Confirmed
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Dear Riverfront Steel Team,
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I am pleased to confirm that we have filled all five positions for your forklift operators at the new warehouse location opening today. The workers are as follows:
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- Matthew P. Garcia
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- Maria K. Cruz
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- Nancy W. Ward
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- Charles T. Walker
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- Rachel Turner
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Shifts start at 1:00 PM.
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Best regards,
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Dispatch Team, Lakehouse Example
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## 15:45 misplacement — Warehouse Associate x1
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To: staffing@riverfrontsteel.example
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From: dispatch@lakehouse.example
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Subject: Fill Confirmed
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We have filled 1 position for the remainder of the 08:00 shift as requested. Ryan Hughes will be a Warehouse Associate. Please note that one worker from this fill did not show up; we are currently rebuilding the gap. Thank you.
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Best regards,
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Lakehouse Dispatch
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# Cross-day lesson — Riverfront Steel, 2026-04-21
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_Generated by `gpt-oss:20b` in 5.6s. Based on 5 events + 2 mid-day checkpoints._
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**
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When expanding a shift that requires multiple forklift operators, pull a fresh subset of operators from the pool that excludes those already assigned to the Toledo shift; maintain a temporary exclusion list to avoid duplicate assignments. For any misplacement or re‑assignment, lock the worker’s schedule before assigning a new shift to prevent double‑booking—especially for high‑demand staff like Ryan Hughes. Verify the pool size and current turns before processing an emergency request; if the pool is insufficient, trigger a contingency plan. Keep a real‑time log of all assignments to catch overlaps early.
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[
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{
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"date": "2026-04-21",
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"client": "Riverfront Steel",
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"cities": "Toledo",
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"states": "OH",
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"events_total": 5,
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"events_ok": 4,
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"checkpoint_count": 2,
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"model": "gpt-oss:20b",
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"cloud": false,
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"lesson": "** \nBefore launching an expansion, always verify the pool size and certification status for the role; if the pool is unknown or certifications are missing, pre‑fetch the data or secure temporary hires to avoid a fail. For any misplacement or recurring assignment, cross‑check the booking system to confirm that staff such as Patrick Ross are not double‑booked. Maintain a buffer of at least three extra candidates for emergency roles to keep gaps at a minimum. This proactive verification will reduce drift risk and scheduling conflicts in future runs.",
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"checkpoints": [
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{
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"after": "12:15",
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"risk": "Forklift Operator drift risk in Toledo",
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"hint": "Verify forklift operator certifications in Toledo; consider temporary hires if drift persists."
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},
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{
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"after": "15:45",
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"risk": "Double-booking risk for Patrick Ross",
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"hint": "Verify Patrick Ross’s schedule before assigning; use the booking system to prevent overlapping shifts."
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}
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],
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"created_at": "2026-04-21T01:13:14.575Z",
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"file": "2026-04-21_Riverfront_Steel_1776733994575.json"
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}
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]
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# Scenario retrospective — Riverfront Steel, 2026-04-21
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Executor: `qwen3.5:latest` Reviewer: `qwen3:latest` Draft: `qwen2.5:latest` Overview(T3): `gpt-oss:20b`
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Prior lessons loaded into executor context: **1** (from 2026-04-21)
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## Events
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| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
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|---|---|---|---|---|---|---|---|---|
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| 08:00 | baseline_fill | Warehouse Associate × 3 | 770 | ✓ 3 | 5 | 37.1 | 0 | 2 |
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| 10:30 | recurring | Machine Operator × 2 | 997 | ✓ 2 | 2 | 14.6 | 0 | 2 |
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| 12:15 | expansion | Forklift Operator × 5 | 1184 | ✓ 5 | 6 | 50.0 | 0 | 5 |
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| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 47.1 | 0 | 1 |
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| 15:45 | misplacement | Warehouse Associate × 1 | 770 | ✓ 1 | 3 | 18.5 | 0 | 1 |
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## Final roster
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| Worker | Booked | Role | City, ST | Status |
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|---|---|---|---|---|
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| undefined Patrick Ross | 08:00 | Warehouse Associate | Toledo, OH | no_show |
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| undefined Olivia Y. Howard | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
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| undefined Deborah X. Sanchez | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
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| undefined Kimberly G. Thomas | 10:30 | Machine Operator | Toledo, OH | confirmed |
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| undefined Kathleen O. Ortiz | 10:30 | Machine Operator | Toledo, OH | confirmed |
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| undefined Matthew P. Garcia | 12:15 | Forklift Operator | Toledo, OH | confirmed |
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| undefined Maria K. Cruz | 12:15 | Forklift Operator | Toledo, OH | confirmed |
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| undefined Nancy W. Ward | 12:15 | Forklift Operator | Toledo, OH | confirmed |
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| undefined Charles T. Walker | 12:15 | Forklift Operator | Toledo, OH | confirmed |
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| undefined Rachel Turner | 12:15 | Forklift Operator | Toledo, OH | confirmed |
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| undefined Ryan Hughes | 15:45 | Warehouse Associate | Toledo, OH | confirmed |
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## Gap signals
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### double_book
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- **08:00** — undefined Olivia Y. Howard already booked for 08:00
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- **08:00** — undefined Deborah X. Sanchez already booked for 08:00
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- **10:30** — undefined Kimberly G. Thomas already booked for 08:00
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- **10:30** — undefined Kathleen O. Ortiz already booked for 08:00
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- **12:15** — undefined Matthew P. Garcia already booked for 08:00
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- **12:15** — undefined Maria K. Cruz already booked for 08:00
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- **12:15** — undefined Nancy W. Ward already booked for 08:00
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- **12:15** — undefined Charles T. Walker already booked for 08:00
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- **12:15** — undefined Rachel Turner already booked for 08:00
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- **15:45** — undefined Ryan Hughes already booked for 08:00
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### drift_or_tool
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- **14:00** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"propose_done","fills":[{"candidate_id":"W500K-12325","name":"Raj Torres","reason":"Top-ranked Loader in Toledo, OH with high availability (score 0.72) and relevant skills (SAP, hazmat)."},{"candidate_id":"W500K-16975","name":"Brian X. Price","reason":"Second-ranked Loader in Toledo, OH with
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### fairness
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- _cross-event_ — Patrick Ross (undefined) booked 10 times today
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### write_through_audit
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- _post-run_ — playbook_memory has 1477 entries (ran 5 events, expected ≥ 4 new entries from this run)
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## Workers touched across the week
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12 distinct workers made it through to a decision. Every one is accounted for below — no-shows flagged, rebookings noted, everyone visible.
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| Worker ID | Name | Events | Outcome |
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|---|---|---|---|
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| 7079 | Patrick Ross | 08:00 baseline_fill | booked |
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| 48488 | Olivia Y. Howard | 08:00 baseline_fill | booked |
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| 39023 | Deborah X. Sanchez | 08:00 baseline_fill | booked |
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| W500K-48548 | Kimberly G. Thomas | 10:30 recurring | booked |
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| W500K-25702 | Kathleen O. Ortiz | 10:30 recurring | booked |
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| 22375 | Matthew P. Garcia | 12:15 expansion | booked |
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| 19588 | Maria K. Cruz | 12:15 expansion | booked |
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| 28024 | Nancy W. Ward | 12:15 expansion | booked |
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| 17543 | Charles T. Walker | 12:15 expansion | booked |
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| 9076 | Rachel Turner | 12:15 expansion | booked |
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| 11915 | Ryan Hughes | 15:45 misplacement | booked |
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| undefined | Patrick Ross | 08:00 | no_show |
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## Discovered patterns (meta-index)
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What the system identified across semantically-similar past fills as each event ran:
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- **08:00 baseline_fill** (Warehouse Associate): Across 25 similar past playbooks (11 workers examined) · recurring certifications: OSHA-10 (64%), Forklift (45%) · recurring skills: overhead crane (45%) · archetype mostly: communicator · reliability median 0.96 (range 0.75–1.00)
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- **10:30 recurring** (Machine Operator): Across 25 similar past playbooks (11 workers examined) · recurring certifications: OSHA-10 (64%), Forklift (45%) · recurring skills: overhead crane (45%) · archetype mostly: communicator · reliability median 0.96 (range 0.75–1.00)
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- **12:15 expansion** (Forklift Operator): Across 25 similar past playbooks (12 workers examined) · recurring certifications: OSHA-10 (67%) · recurring skills: mill (42%), overhead crane (42%) · archetype mostly: communicator · reliability median 0.96 (range 0.59–1.00)
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- **14:00 emergency** (Loader): —
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- **15:45 misplacement** (Warehouse Associate): Across 25 similar past playbooks (12 workers examined) · recurring certifications: OSHA-10 (67%) · recurring skills: overhead crane (42%), mill (42%) · archetype mostly: communicator · reliability median 0.96 (range 0.59–1.00)
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|
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## Narrative
|
||||
|
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- 4/5 events reached consensus.
|
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- Final roster: 11 bookings across 1 distinct workers.
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- Workers touched (booked, failed, or otherwise decided): 12.
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- Playbook citations across the day: 0 (proof the feedback loop fired across events).
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- Dropped events: 14:00 emergency.
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@@ -0,0 +1,190 @@
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[
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{
|
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"event": {
|
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"kind": "baseline_fill",
|
||||
"at": "08:00",
|
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"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
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"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
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"scenario_note": "Regular Monday morning shift, 8-hour."
|
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},
|
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"ok": true,
|
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"fills": [
|
||||
{
|
||||
"candidate_id": "7079",
|
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"name": "Patrick Ross",
|
||||
"reason": "Top ranked candidate (score 0.69) from hybrid_search, verified in SQL with high availability (0.5741) and reliability (0.7398)."
|
||||
},
|
||||
{
|
||||
"candidate_id": "48488",
|
||||
"name": "Olivia Y. Howard",
|
||||
"reason": "Second ranked candidate (score 0.67) from hybrid_search, verified in SQL with high availability (0.761) and reliability (0.6939)."
|
||||
},
|
||||
{
|
||||
"candidate_id": "39023",
|
||||
"name": "Deborah X. Sanchez",
|
||||
"reason": "Third ranked candidate (score 0.67) from hybrid_search, verified in SQL with high availability (0.8645) and reliability (0.7538)."
|
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}
|
||||
],
|
||||
"turns": 5,
|
||||
"duration_secs": 37.135,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Olivia Y. Howard already booked for 08:00",
|
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"double_book: undefined Deborah X. Sanchez already booked for 08:00"
|
||||
],
|
||||
"sources_first_score": 0.6889494,
|
||||
"sources_last_score": 0.64508283,
|
||||
"pool_size": 770,
|
||||
"playbook_citations": [],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (11 workers examined) · recurring certifications: OSHA-10 (64%), Forklift (45%) · recurring skills: overhead crane (45%) · archetype mostly: communicator · reliability median 0.96 (range 0.75–1.00)"
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "W500K-48548",
|
||||
"name": "Kimberly G. Thomas",
|
||||
"reason": "Top-ranked hybrid search result (score 0.59) for Machine Operator in Toledo, OH with verified availability > 0.5."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-25702",
|
||||
"name": "Kathleen O. Ortiz",
|
||||
"reason": "Second-ranked hybrid search result (score 0.57) for Machine Operator in Toledo, OH with verified availability > 0.5."
|
||||
}
|
||||
],
|
||||
"turns": 2,
|
||||
"duration_secs": 14.62,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Kimberly G. Thomas already booked for 08:00",
|
||||
"double_book: undefined Kathleen O. Ortiz already booked for 08:00"
|
||||
],
|
||||
"sources_first_score": 0.58692384,
|
||||
"sources_last_score": 0.5535851,
|
||||
"pool_size": 997,
|
||||
"playbook_citations": [],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (11 workers examined) · recurring certifications: OSHA-10 (64%), Forklift (45%) · recurring skills: overhead crane (45%) · archetype mostly: communicator · reliability median 0.96 (range 0.75–1.00)"
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "22375",
|
||||
"name": "Matthew P. Garcia",
|
||||
"reason": "Top hybrid_search score (0.66), verified in Toledo OH with availability 0.62 and reliability 0.75."
|
||||
},
|
||||
{
|
||||
"candidate_id": "19588",
|
||||
"name": "Maria K. Cruz",
|
||||
"reason": "High hybrid_search score (0.65), verified in Toledo OH with availability 0.61 and reliability 0.77."
|
||||
},
|
||||
{
|
||||
"candidate_id": "28024",
|
||||
"name": "Nancy W. Ward",
|
||||
"reason": "Strong hybrid_search score (0.62), verified in Toledo OH with availability 0.61 and reliability 0.79."
|
||||
},
|
||||
{
|
||||
"candidate_id": "17543",
|
||||
"name": "Charles T. Walker",
|
||||
"reason": "Strong hybrid_search score (0.62), verified in Toledo OH with availability 0.62 and reliability 0.81."
|
||||
},
|
||||
{
|
||||
"candidate_id": "9076",
|
||||
"name": "Rachel Turner",
|
||||
"reason": "High hybrid_search score (0.61), verified in Toledo OH with availability 0.66 and reliability 0.79."
|
||||
}
|
||||
],
|
||||
"turns": 6,
|
||||
"duration_secs": 49.967,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Matthew P. Garcia already booked for 08:00",
|
||||
"double_book: undefined Maria K. Cruz already booked for 08:00",
|
||||
"double_book: undefined Nancy W. Ward already booked for 08:00",
|
||||
"double_book: undefined Charles T. Walker already booked for 08:00",
|
||||
"double_book: undefined Rachel Turner already booked for 08:00"
|
||||
],
|
||||
"sources_first_score": 0.63810116,
|
||||
"sources_last_score": 0.6014093,
|
||||
"pool_size": 1184,
|
||||
"playbook_citations": [],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (12 workers examined) · recurring certifications: OSHA-10 (67%) · recurring skills: mill (42%), overhead crane (42%) · archetype mostly: communicator · reliability median 0.96 (range 0.59–1.00)"
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 47.086,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"propose_done\",\"fills\":[{\"candidate_id\":\"W500K-12325\",\"name\":\"Raj Torres\",\"reason\":\"Top-ranked Loader in Toledo, OH with high availability (score 0.72) and relevant skills (SAP, hazmat).\"},{\"candidate_id\":\"W500K-16975\",\"name\":\"Brian X. Price\",\"reason\":\"Second-ranked Loader in Toledo, OH with",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"propose_done\",\"fills\":[{\"candidate_id\":\"W500K-12325\",\"name\":\"Raj Torres\",\"reason\":\"Top-ranked Loader in Toledo, OH with high availability (score 0.72) and relevant skills (SAP, hazmat).\"},{\"candidate_id\":\"W500K-16975\",\"name\":\"Brian X. Price\",\"reason\":\"Second-ranked Loader in Toledo, OH with"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00",
|
||||
"exclude_worker_ids": [
|
||||
null,
|
||||
null,
|
||||
null
|
||||
]
|
||||
},
|
||||
"ok": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "11915",
|
||||
"name": "Ryan Hughes",
|
||||
"reason": "Verified via SQL as a Warehouse Associate in Toledo, OH with availability 0.6174 (>0.5) and reliability 0.8329. Matches the single target requirement."
|
||||
}
|
||||
],
|
||||
"turns": 3,
|
||||
"duration_secs": 18.473,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Ryan Hughes already booked for 08:00"
|
||||
],
|
||||
"sources_first_score": 0.64466006,
|
||||
"sources_last_score": 0.57974976,
|
||||
"pool_size": 770,
|
||||
"playbook_citations": [],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (12 workers examined) · recurring certifications: OSHA-10 (67%) · recurring skills: overhead crane (42%), mill (42%) · archetype mostly: communicator · reliability median 0.96 (range 0.59–1.00)"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,90 @@
|
||||
[
|
||||
{
|
||||
"name": "Patrick Ross",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "no_show"
|
||||
},
|
||||
{
|
||||
"name": "Olivia Y. Howard",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Deborah X. Sanchez",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Kimberly G. Thomas",
|
||||
"booked_for": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Kathleen O. Ortiz",
|
||||
"booked_for": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Matthew P. Garcia",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Maria K. Cruz",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Nancy W. Ward",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Charles T. Walker",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Rachel Turner",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Ryan Hughes",
|
||||
"booked_for": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,56 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 08:00 baseline_fill — Warehouse Associate x3 in Toledo, OH
|
||||
|
||||
TO: Patrick Ross
|
||||
Confirming your shift as a Warehouse Associate at Riverfront Steel in Toledo, OH starting at 08:00 AM today.
|
||||
|
||||
---
|
||||
|
||||
TO: Olivia Y. Howard
|
||||
Your morning shift as a Warehouse Associate at Riverfront Steel is confirmed from 08:00 AM onwards.
|
||||
|
||||
---
|
||||
|
||||
TO: Deborah X. Sanchez
|
||||
Confirming your shift as a Warehouse Associate at our Toledo, OH location starts at 08:00 AM.
|
||||
|
||||
## 10:30 recurring — Machine Operator x2 in Toledo, OH
|
||||
|
||||
TO: Kimberly G. Thomas
|
||||
Confirming your shift as a Machine Operator at Riverfront Steel in Toledo, OH starting 11:00 AM on Tuesday/Thursday. Available spots still open!
|
||||
|
||||
---
|
||||
|
||||
TO: Kathleen O. Ortiz
|
||||
Your Tuesday/Thursday Machine Operator shift at Riverfront Steel in Toledo, OH starts at 11:00 AM. Confirm your availability!
|
||||
|
||||
## 12:15 expansion — Forklift Operator x5 in Toledo, OH
|
||||
|
||||
TO: Matthew P. Garcia
|
||||
Confirming your shift as a Forklift Operator at Riverfront Steel in Toledo, OH starting 1:00 PM for the new warehouse opening. W500K-22375
|
||||
|
||||
---
|
||||
|
||||
TO: Maria K. Cruz
|
||||
Shift confirmed! Report as a Forklift Operator at Riverfront Steel in Toledo, OH at 1:00 PM for the new warehouse location. W500K-19588
|
||||
|
||||
---
|
||||
|
||||
TO: Nancy W. Ward
|
||||
Confirming your shift as a Forklift Operator at Riverfront Steel in Toledo, OH starting 1:00 PM for the new warehouse opening. W500K-28024
|
||||
|
||||
---
|
||||
|
||||
TO: Charles T. Walker
|
||||
Shift confirmed! Report as a Forklift Operator at Riverfront Steel in Toledo, OH at 1:00 PM for the new warehouse location. W500K-17543
|
||||
|
||||
---
|
||||
|
||||
TO: Rachel Turner
|
||||
Confirming your shift as a Forklift Operator at Riverfront Steel in Toledo, OH starting 1:00 PM for the new warehouse opening. W500K-9076
|
||||
|
||||
## 15:45 misplacement — Warehouse Associate x1 in Toledo, OH
|
||||
|
||||
TO: Ryan Hughes
|
||||
Confirming your shift to cover the 08:00 slot at Riverfront Steel in Toledo, OH. Looking forward to your prompt arrival.
|
||||
Reference in New Issue
Block a user