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":15.215,"risk":"Double-booking risk for workers","hint":"Check each worker’s schedule before assigning; avoid overlapping shifts for Matthew, Maria, Nancy, Jennifer, Charles."}
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{"after_event":"15:45","event_kind":"misplacement","ok":true,"model":"gpt-oss:20b","duration_secs":27.591,"risk":"Olivia Y. Howard double booking risk","hint":"Verify Olivia Y. Howard's availability before scheduling; confirm reason field exists to avoid artifact error."}
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{"at":"08:00","kind":"baseline_fill","operation":"fill: Warehouse Associate x3 in Toledo, OH","fills":[{"candidate_id":"W500K-48488","name":"Olivia Y. Howard"},{"candidate_id":"W500K-39023","name":"Deborah X. Sanchez"},{"candidate_id":"W500K-11915","name":"Ryan Hughes"}],"turns":5,"duration_secs":36.115,"pool_size":770,"playbook_citations":["pb-seed-283399153f99f6f8","pb-seed-82c1d9ce0c0846fa","pb-seed-696e5e0af9f4fb48","pb-seed-1fdfe61a88845ddc","pb-seed-7ff5f722901521bb","pb-seed-f609efa8606fd0a5","pb-seed-25602684cc842170","pb-seed-4b62b87a4a4ebde0"],"discovered_pattern":"Across 25 similar past playbooks (30 workers examined) · recurring certifications: OSHA-10 (47%) · archetype mostly: communicator · reliability median 0.79 (range 0.19–1.00)"}
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{"at":"10:30","kind":"recurring","operation":"fill: Machine Operator x2 in Toledo, OH","fills":[{"candidate_id":"W500K-29298","name":"Robert W. Gonzalez"},{"candidate_id":"W500K-19759","name":"Carmen Z. Rodriguez"}],"turns":4,"duration_secs":23.424,"pool_size":997,"playbook_citations":["pb-seed-0bca7a3e7b162011","pb-seed-4803c51c277e29b8","pb-seed-48868be50ebd56ff","pb-seed-f88f133db617f15e"],"discovered_pattern":"Across 25 similar past playbooks (30 workers examined) · recurring certifications: OSHA-10 (47%) · archetype mostly: communicator · reliability median 0.79 (range 0.19–1.00)"}
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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"},{"candidate_id":"W500K-19588","name":"Maria K. Cruz"},{"candidate_id":"W500K-28024","name":"Nancy W. Ward"},{"candidate_id":"W500K-37736","name":"Jennifer K. Robinson"},{"candidate_id":"W500K-17543","name":"Charles T. Walker"}],"turns":2,"duration_secs":13.188,"pool_size":687,"playbook_citations":["pb-seed-e214fa2d547dc296","pb-seed-4cc028e29f1a0226","pb-seed-0c55228e243d1d6b","pb-seed-8fa87539df3ba59e"],"discovered_pattern":"Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)"}
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{"at":"14:00","kind":"emergency","operation":"fill: Loader x4 in Toledo, OH","fills":[{"candidate_id":"W500K-37902","name":"Shirley U. Hall"},{"candidate_id":"W500K-15305","name":"Mary R. Richardson"},{"candidate_id":"W500K-14623","name":"James Rivera"},{"candidate_id":"W500K-10656","name":"Ashley Cox"}],"turns":3,"duration_secs":28.041,"pool_size":380,"playbook_citations":["pb-seed-33f6591250bf3c3b","pb-seed-fe7e68ba6e78fe83","pb-seed-f294439a8dc3978e"],"discovered_pattern":"Across 25 similar past playbooks (27 workers examined) · recurring certifications: OSHA-10 (44%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)"}
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{"at":"15:45","kind":"misplacement","operation":"fill: Warehouse Associate x1 in Toledo, OH","fills":[{"candidate_id":"W500K-48488","name":"Olivia Y. Howard"}],"turns":4,"duration_secs":21.735,"pool_size":770,"playbook_citations":["pb-seed-283399153f99f6f8","pb-seed-82c1d9ce0c0846fa","pb-seed-696e5e0af9f4fb48","pb-seed-e0320d3594f25cd1","pb-seed-1fdfe61a88845ddc","pb-seed-7ff5f722901521bb","pb-seed-f609efa8606fd0a5","pb-seed-25602684cc842170","pb-seed-4b62b87a4a4ebde0"],"discovered_pattern":"Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)"}
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# Client emails — Riverfront Steel, 2026-04-21
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# Cross-day lesson — Riverfront Steel, 2026-04-21
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_Generated by `gpt-oss:20b` in 6.0s. Based on 5 events + 2 mid-day checkpoints._
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**
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Before assigning any shift, pull the current schedule for every worker in the pool and flag any overlapping assignments. Use a single source of truth for shift times and enforce a lock on a worker’s calendar during the assignment process. Verify that the reason field is populated for every placement to avoid artifact errors, especially for high‑volume roles like Loader and Forklift Operator. After each event, update the pool and turns counts to keep the risk model accurate. This prevents double‑booking and ensures data integrity across all events.
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@@ -0,0 +1,75 @@
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[
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{
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"date": "2026-05-09",
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"client": "Heritage Foods",
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"cities": "Cincinnati",
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"states": "OH",
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"events_total": 4,
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"events_ok": 3,
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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 assigning any shift to Malik King, verify his calendar to avoid double booking. For the Cincinnati Receiving Clerk, use a verified tool set, schedule a pre‑shift drift check, and keep a backup ready. Keep the pool size updated after each fill to prevent gaps. For emergency fills, confirm the required skill set is present in the pool before assigning.",
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"checkpoints": [
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{
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"after": "13:30",
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"risk": "Double booking risk for Malik King",
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"hint": "Verify Malik King’s calendar before assigning him to any new shift to avoid overlap."
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},
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{
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"after": "12:00",
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"risk": "Cincinnati Receiving Clerk drift risk",
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"hint": "Use Cincinnati Receiving Clerk pool with verified tool set; schedule pre‑shift drift check; keep backup ready."
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}
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],
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"created_at": "2026-04-21T02:12:51.417Z",
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"file": "2026-05-09_Heritage_Foods_1776737571417.json"
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},
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{
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"date": "2026-05-07",
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"client": "Riverfront Steel",
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"cities": "Columbus",
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"states": "OH",
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"events_total": 4,
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"events_ok": 3,
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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": "** \nWhen calling `hybrid_search`, first validate the executor’s JSON output against the expected schema and wrap the call in error‑handling logic to catch parse failures. If a parse error occurs, retry or fall back to a safe default before proceeding. Before assigning a new shift to any candidate, query their current schedule to confirm no overlap—especially for high‑demand staff such as Jack Kim. This double‑check prevents double‑booking and keeps pool counts accurate.",
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"checkpoints": [
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{
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"after": "17:30",
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"risk": "JSON parse failure in tool call",
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"hint": "Validate executor output format; add error handling around hybrid_search; confirm JSON schema before using results."
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},
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{
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"after": "15:30",
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"risk": "Jack Kim double-book risk",
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"hint": "Verify Jack Kim's 12:00 slot before assigning new shift to avoid overlap."
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}
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],
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"created_at": "2026-04-21T02:09:33.271Z",
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"file": "2026-05-07_Riverfront_Steel_1776737373271.json"
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},
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{
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"date": "2026-04-28",
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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": 3,
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"events_ok": 2,
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"checkpoint_count": 1,
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"model": "gpt-oss:20b",
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"cloud": false,
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"lesson": "** \nBefore scheduling a Packer in Toledo, confirm the tool calibration and verify the location accuracy to mitigate drift risk. Update the pool status immediately after baseline and recurring fills so the Packer has accurate data. Schedule the Packer only after the pool is refreshed to avoid misplacement failures. Double‑check the Packer’s tool settings in the system before the shift starts.",
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"checkpoints": [
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{
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"after": "08:30",
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"risk": "Packer Toledo drift risk",
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"hint": "Check Packer's tool calibration and location accuracy in Toledo before scheduling to avoid drift errors."
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}
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],
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"created_at": "2026-04-21T01:52:09.394Z",
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"file": "2026-04-28_Riverfront_Steel_1776736329394.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: **3** (from 2026-05-09, 2026-05-07, 2026-04-28)
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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 | 36.1 | 8 | 3 |
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| 10:30 | recurring | Machine Operator × 2 | 997 | ✓ 2 | 4 | 23.4 | 4 | 3 |
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| 12:15 | expansion | Forklift Operator × 5 | 687 | ✓ 5 | 2 | 13.2 | 4 | 6 |
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| 14:00 | emergency | Loader × 4 | 380 | ✓ 4 | 3 | 28.0 | 3 | 5 |
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| 15:45 | misplacement | Warehouse Associate × 1 | 770 | ✓ 1 | 4 | 21.7 | 9 | 2 |
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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 Olivia Y. Howard | 08:00 | Warehouse Associate | Toledo, OH | no_show |
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| undefined Deborah X. Sanchez | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
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| undefined Ryan Hughes | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
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| undefined Robert W. Gonzalez | 10:30 | Machine Operator | Toledo, OH | confirmed |
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| undefined Carmen Z. Rodriguez | 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 Jennifer K. Robinson | 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 Shirley U. Hall | 14:00 | Loader | Toledo, OH | confirmed |
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| undefined Mary R. Richardson | 14:00 | Loader | Toledo, OH | confirmed |
|
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| undefined James Rivera | 14:00 | Loader | Toledo, OH | confirmed |
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| undefined Ashley Cox | 14:00 | Loader | Toledo, OH | confirmed |
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| undefined Olivia Y. Howard | 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 Deborah X. Sanchez already booked for 08:00
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- **08:00** — undefined Ryan Hughes already booked for 08:00
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- **10:30** — undefined Robert W. Gonzalez already booked for 08:00
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- **10:30** — undefined Carmen Z. Rodriguez 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 Jennifer K. Robinson already booked for 08:00
|
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- **12:15** — undefined Charles T. Walker already booked for 08:00
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- **14:00** — undefined Shirley U. Hall already booked for 08:00
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- **14:00** — undefined Mary R. Richardson already booked for 08:00
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- **14:00** — undefined James Rivera already booked for 08:00
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- **14:00** — undefined Ashley Cox already booked for 08:00
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- **15:45** — undefined Olivia Y. Howard already booked for 08:00
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### artifact
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- **08:00** — undefined is not an object (evaluating 'f.reason.slice')
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- **10:30** — undefined is not an object (evaluating 'f.reason.slice')
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- **12:15** — undefined is not an object (evaluating 'f.reason.slice')
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- **14:00** — undefined is not an object (evaluating 'f.reason.slice')
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- **15:45** — undefined is not an object (evaluating 'f.reason.slice')
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### fairness
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- _cross-event_ — Olivia Y. Howard (undefined) booked 14 times today
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### write_through_audit
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- _post-run_ — playbook_memory has 1565 entries (ran 5 events, expected ≥ 5 new entries from this run)
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## Workers touched across the week
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16 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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|
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| Worker ID | Name | Events | Outcome |
|
||||
|---|---|---|---|
|
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| W500K-48488 | Olivia Y. Howard | 08:00 baseline_fill | booked |
|
||||
| W500K-39023 | Deborah X. Sanchez | 08:00 baseline_fill | booked |
|
||||
| W500K-11915 | Ryan Hughes | 08:00 baseline_fill | booked |
|
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| W500K-29298 | Robert W. Gonzalez | 10:30 recurring | booked |
|
||||
| W500K-19759 | Carmen Z. Rodriguez | 10:30 recurring | booked |
|
||||
| W500K-22375 | Matthew P. Garcia | 12:15 expansion | booked |
|
||||
| W500K-19588 | Maria K. Cruz | 12:15 expansion | booked |
|
||||
| W500K-28024 | Nancy W. Ward | 12:15 expansion | booked |
|
||||
| W500K-37736 | Jennifer K. Robinson | 12:15 expansion | booked |
|
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| W500K-17543 | Charles T. Walker | 12:15 expansion | booked |
|
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| 37902 | Shirley U. Hall | 14:00 emergency | booked |
|
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| 15305 | Mary R. Richardson | 14:00 emergency | booked |
|
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| 14623 | James Rivera | 14:00 emergency | booked |
|
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| 10656 | Ashley Cox | 14:00 emergency | booked |
|
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| 48488 | Olivia Y. Howard | 15:45 misplacement | booked |
|
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| undefined | Olivia Y. Howard | 08:00 | no_show |
|
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## Discovered patterns (meta-index)
|
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|
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What the system identified across semantically-similar past fills as each event ran:
|
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|
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- **08:00 baseline_fill** (Warehouse Associate): Across 25 similar past playbooks (30 workers examined) · recurring certifications: OSHA-10 (47%) · archetype mostly: communicator · reliability median 0.79 (range 0.19–1.00)
|
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- **10:30 recurring** (Machine Operator): Across 25 similar past playbooks (30 workers examined) · recurring certifications: OSHA-10 (47%) · archetype mostly: communicator · reliability median 0.79 (range 0.19–1.00)
|
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- **12:15 expansion** (Forklift Operator): Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)
|
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- **14:00 emergency** (Loader): Across 25 similar past playbooks (27 workers examined) · recurring certifications: OSHA-10 (44%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)
|
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- **15:45 misplacement** (Warehouse Associate): Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)
|
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|
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## Narrative
|
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|
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- 5/5 events reached consensus.
|
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- Final roster: 15 bookings across 1 distinct workers.
|
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- Workers touched (booked, failed, or otherwise decided): 16.
|
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- Playbook citations across the day: 28 (proof the feedback loop fired across events).
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@@ -0,0 +1,241 @@
|
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[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
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"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "W500K-48488",
|
||||
"name": "Olivia Y. Howard"
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-39023",
|
||||
"name": "Deborah X. Sanchez"
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-11915",
|
||||
"name": "Ryan Hughes"
|
||||
}
|
||||
],
|
||||
"turns": 5,
|
||||
"duration_secs": 36.115,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Deborah X. Sanchez already booked for 08:00",
|
||||
"double_book: undefined Ryan Hughes already booked for 08:00",
|
||||
"artifact: undefined is not an object (evaluating 'f.reason.slice')"
|
||||
],
|
||||
"sources_first_score": 0.9207733,
|
||||
"sources_last_score": 0.64500326,
|
||||
"pool_size": 770,
|
||||
"playbook_citations": [
|
||||
"pb-seed-283399153f99f6f8",
|
||||
"pb-seed-82c1d9ce0c0846fa",
|
||||
"pb-seed-696e5e0af9f4fb48",
|
||||
"pb-seed-1fdfe61a88845ddc",
|
||||
"pb-seed-7ff5f722901521bb",
|
||||
"pb-seed-f609efa8606fd0a5",
|
||||
"pb-seed-25602684cc842170",
|
||||
"pb-seed-4b62b87a4a4ebde0"
|
||||
],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (30 workers examined) · recurring certifications: OSHA-10 (47%) · archetype mostly: communicator · reliability median 0.79 (range 0.19–1.00)"
|
||||
},
|
||||
{
|
||||
"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-29298",
|
||||
"name": "Robert W. Gonzalez"
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-19759",
|
||||
"name": "Carmen Z. Rodriguez"
|
||||
}
|
||||
],
|
||||
"turns": 4,
|
||||
"duration_secs": 23.424,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Robert W. Gonzalez already booked for 08:00",
|
||||
"double_book: undefined Carmen Z. Rodriguez already booked for 08:00",
|
||||
"artifact: undefined is not an object (evaluating 'f.reason.slice')"
|
||||
],
|
||||
"sources_first_score": 0.9214594,
|
||||
"sources_last_score": 0.59974647,
|
||||
"pool_size": 997,
|
||||
"playbook_citations": [
|
||||
"pb-seed-0bca7a3e7b162011",
|
||||
"pb-seed-4803c51c277e29b8",
|
||||
"pb-seed-48868be50ebd56ff",
|
||||
"pb-seed-f88f133db617f15e"
|
||||
],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (30 workers examined) · recurring certifications: OSHA-10 (47%) · archetype mostly: communicator · reliability median 0.79 (range 0.19–1.00)"
|
||||
},
|
||||
{
|
||||
"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": "W500K-22375",
|
||||
"name": "Matthew P. Garcia"
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-19588",
|
||||
"name": "Maria K. Cruz"
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-28024",
|
||||
"name": "Nancy W. Ward"
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-37736",
|
||||
"name": "Jennifer K. Robinson"
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-17543",
|
||||
"name": "Charles T. Walker"
|
||||
}
|
||||
],
|
||||
"turns": 2,
|
||||
"duration_secs": 13.188,
|
||||
"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 Jennifer K. Robinson already booked for 08:00",
|
||||
"double_book: undefined Charles T. Walker already booked for 08:00",
|
||||
"artifact: undefined is not an object (evaluating 'f.reason.slice')"
|
||||
],
|
||||
"sources_first_score": 0.77542925,
|
||||
"sources_last_score": 0.50850546,
|
||||
"pool_size": 687,
|
||||
"playbook_citations": [
|
||||
"pb-seed-e214fa2d547dc296",
|
||||
"pb-seed-4cc028e29f1a0226",
|
||||
"pb-seed-0c55228e243d1d6b",
|
||||
"pb-seed-8fa87539df3ba59e"
|
||||
],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)"
|
||||
},
|
||||
{
|
||||
"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": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "37902",
|
||||
"name": "Shirley U. Hall"
|
||||
},
|
||||
{
|
||||
"candidate_id": "15305",
|
||||
"name": "Mary R. Richardson"
|
||||
},
|
||||
{
|
||||
"candidate_id": "14623",
|
||||
"name": "James Rivera"
|
||||
},
|
||||
{
|
||||
"candidate_id": "10656",
|
||||
"name": "Ashley Cox"
|
||||
}
|
||||
],
|
||||
"turns": 3,
|
||||
"duration_secs": 28.041,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Shirley U. Hall already booked for 08:00",
|
||||
"double_book: undefined Mary R. Richardson already booked for 08:00",
|
||||
"double_book: undefined James Rivera already booked for 08:00",
|
||||
"double_book: undefined Ashley Cox already booked for 08:00",
|
||||
"artifact: undefined is not an object (evaluating 'f.reason.slice')"
|
||||
],
|
||||
"sources_first_score": 0.8286512,
|
||||
"sources_last_score": 0.47584596,
|
||||
"pool_size": 380,
|
||||
"playbook_citations": [
|
||||
"pb-seed-33f6591250bf3c3b",
|
||||
"pb-seed-fe7e68ba6e78fe83",
|
||||
"pb-seed-f294439a8dc3978e"
|
||||
],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (27 workers examined) · recurring certifications: OSHA-10 (44%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)"
|
||||
},
|
||||
{
|
||||
"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": "48488",
|
||||
"name": "Olivia Y. Howard"
|
||||
}
|
||||
],
|
||||
"turns": 4,
|
||||
"duration_secs": 21.735,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Olivia Y. Howard already booked for 08:00",
|
||||
"artifact: undefined is not an object (evaluating 'f.reason.slice')"
|
||||
],
|
||||
"sources_first_score": 0.8140698,
|
||||
"sources_last_score": 0.5664244,
|
||||
"pool_size": 770,
|
||||
"playbook_citations": [
|
||||
"pb-seed-283399153f99f6f8",
|
||||
"pb-seed-82c1d9ce0c0846fa",
|
||||
"pb-seed-696e5e0af9f4fb48",
|
||||
"pb-seed-e0320d3594f25cd1",
|
||||
"pb-seed-1fdfe61a88845ddc",
|
||||
"pb-seed-7ff5f722901521bb",
|
||||
"pb-seed-f609efa8606fd0a5",
|
||||
"pb-seed-25602684cc842170",
|
||||
"pb-seed-4b62b87a4a4ebde0"
|
||||
],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,122 @@
|
||||
[
|
||||
{
|
||||
"name": "Olivia Y. Howard",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "no_show"
|
||||
},
|
||||
{
|
||||
"name": "Deborah X. Sanchez",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Ryan Hughes",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Robert W. Gonzalez",
|
||||
"booked_for": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Carmen Z. Rodriguez",
|
||||
"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": "Jennifer K. Robinson",
|
||||
"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": "Shirley U. Hall",
|
||||
"booked_for": "14:00",
|
||||
"role": "Loader",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Mary R. Richardson",
|
||||
"booked_for": "14:00",
|
||||
"role": "Loader",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "James Rivera",
|
||||
"booked_for": "14:00",
|
||||
"role": "Loader",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Ashley Cox",
|
||||
"booked_for": "14:00",
|
||||
"role": "Loader",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Olivia Y. Howard",
|
||||
"booked_for": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
Reference in New Issue
Block a user