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lakehouse/tests/multi-agent/playbooks/scenario-2026-04-21T04-38-42/report.md
root 41b0a99ed2 chore: add real content that was sitting untracked 
Surfaced by today's untracked-files audit. None of these are accidents —
multiple are referenced by name in CLAUDE.md and memory files but were
never added.

Categories:
- docs/PHASE_AUDIT_GUIDE.md (106 LOC) — Claude Code phase audit guidance
- ops/systemd/lakehouse-langfuse-bridge.service — Langfuse bridge unit
- package.json — top-level npm manifest
- scripts/e2e_pipeline_check.sh + production_smoke.sh — real test scripts
- reports/kimi/audit-last-week*.md — the "Two reports live" CLAUDE.md cites
- tests/multi-agent/scenarios/ — 44 staffing scenarios (cutover decision A)
- tests/multi-agent/playbooks/ — 102 playbook records
- tests/battery/, tests/agent_test/PRD.md, tests/real-world/* — real tests
- sidecar/sidecar/{lab_ui,pipeline_lab}.py — 888 LOC dev-only UIs that
  remain in service post-sidecar-drop (commit ba928b1 explicitly kept them)

Sensitivity check: scenarios use synthetic company names ("Heritage Foods",
"Cornerstone Fabrication"); audit reports describe code findings only;
no PII or secrets surfaced.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-02 22:22:10 -05:00

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# Scenario retrospective — Pioneer Assembly — Indianapolis Plant Expansion, 2026-04-30
Executor: `kimi-k2.5` Reviewer: `qwen3:latest` Draft: `qwen2.5:latest` Overview(T3): `gpt-oss:120b`
Prior lessons loaded into executor context: **3** (from 2026-05-05, 2026-05-03, 2026-04-30)
## Events
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|---|---|---|---|---|---|---|---|---|
| 07:30 | baseline_fill | Assembler × 6 | 838 | ✓ 6 | 4 | 30.2 | 17 | 5 |
| 09:30 | recurring | Quality Tech × 2 | 697 | ✓ 2 | 4 | 69.0 | 9 | 2 |
| 11:00 | expansion | Machine Operator × 5 | 597 | ✓ 5 | 4 | 20.1 | 16 | 5 |
| 14:00 | emergency | Machine Operator × 3 | 657 | ✓ 3 | 4 | 18.4 | 17 | 3 |
| 16:00 | misplacement | Assembler × 1 | 838 | ✓ 1 | 4 | 21.1 | 18 | 1 |
## Final roster
| Worker | Booked | Role | City, ST | Status |
|---|---|---|---|---|
| undefined Adam D. Watson | 07:30 | Assembler | Indianapolis, IN | no_show |
| undefined Jacob E. Bailey | 07:30 | Assembler | Indianapolis, IN | confirmed |
| undefined Andre C. Brooks | 07:30 | Assembler | Indianapolis, IN | confirmed |
| undefined Jeffrey Walker | 07:30 | Assembler | Indianapolis, IN | confirmed |
| undefined James S. Castillo | 07:30 | Assembler | Indianapolis, IN | confirmed |
| undefined Lauren F. Moore | 07:30 | Assembler | Indianapolis, IN | confirmed |
| undefined Carlos M. Murphy | 09:30 | Quality Tech | Indianapolis, IN | confirmed |
| undefined Frank G. Roberts | 09:30 | Quality Tech | Indianapolis, IN | confirmed |
| undefined Alexander R. Evans | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
| undefined Angela U. Ward | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
| undefined Alexander P. Turner | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
| undefined Christina Watson | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
| undefined Amy S. Jenkins | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
| undefined Christina Watson | 14:00 | Machine Operator | Indianapolis, IN | confirmed |
| undefined Alexander P. Turner | 14:00 | Machine Operator | Indianapolis, IN | confirmed |
| undefined Angela U. Ward | 14:00 | Machine Operator | Indianapolis, IN | confirmed |
| undefined Adam D. Watson | 16:00 | Assembler | Indianapolis, IN | confirmed |
## Gap signals
### double_book
- **07:30** — undefined Jacob E. Bailey already booked for 07:30
- **07:30** — undefined Andre C. Brooks already booked for 07:30
- **07:30** — undefined Jeffrey Walker already booked for 07:30
- **07:30** — undefined James S. Castillo already booked for 07:30
- **07:30** — undefined Lauren F. Moore already booked for 07:30
- **09:30** — undefined Carlos M. Murphy already booked for 07:30
- **09:30** — undefined Frank G. Roberts already booked for 07:30
- **11:00** — undefined Alexander R. Evans already booked for 07:30
- **11:00** — undefined Angela U. Ward already booked for 07:30
- **11:00** — undefined Alexander P. Turner already booked for 07:30
- **11:00** — undefined Christina Watson already booked for 07:30
- **11:00** — undefined Amy S. Jenkins already booked for 07:30
- **14:00** — undefined Christina Watson already booked for 07:30
- **14:00** — undefined Alexander P. Turner already booked for 07:30
- **14:00** — undefined Angela U. Ward already booked for 07:30
- **16:00** — undefined Adam D. Watson already booked for 07:30
### fairness
- _cross-event_ — Adam D. Watson (undefined) booked 16 times today
### write_through_audit
- _post-run_ — playbook_memory has 1919 entries (ran 5 events, expected ≥ 5 new entries from this run)
## Workers touched across the week
14 distinct workers made it through to a decision. Every one is accounted for below — no-shows flagged, rebookings noted, everyone visible.
| Worker ID | Name | Events | Outcome |
|---|---|---|---|
| W500K-49897 | Adam D. Watson | 07:30 baseline_fill + 16:00 misplacement | booked |
| W500K-24626 | Jacob E. Bailey | 07:30 baseline_fill | booked |
| W500K-45788 | Andre C. Brooks | 07:30 baseline_fill | booked |
| W500K-7814 | Jeffrey Walker | 07:30 baseline_fill | booked |
| W500K-47104 | James S. Castillo | 07:30 baseline_fill | booked |
| W500K-41683 | Lauren F. Moore | 07:30 baseline_fill | booked |
| W500K-32928 | Carlos M. Murphy | 09:30 recurring | booked |
| W500K-41658 | Frank G. Roberts | 09:30 recurring | booked |
| W500K-34233 | Alexander R. Evans | 11:00 expansion | booked |
| W500K-23524 | Angela U. Ward | 11:00 expansion + 14:00 emergency | booked |
| W500K-23467 | Alexander P. Turner | 11:00 expansion + 14:00 emergency | booked |
| W500K-6479 | Christina Watson | 11:00 expansion + 14:00 emergency | booked |
| W500K-18400 | Amy S. Jenkins | 11:00 expansion | booked |
| undefined | Adam D. Watson | 07:30 | no_show |
## Discovered patterns (meta-index)
What the system identified across semantically-similar past fills as each event ran:
- **07:30 baseline_fill** (Assembler): Across 25 similar past playbooks (19 workers examined) · recurring certifications: Forklift (42%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)
- **09:30 recurring** (Quality Tech): Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)
- **11:00 expansion** (Machine Operator): Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)
- **14:00 emergency** (Machine Operator): Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: leader · reliability median 0.80 (range 0.34–1.00)
- **16:00 misplacement** (Assembler): Across 25 similar past playbooks (19 workers examined) · recurring certifications: Forklift (42%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)
## Narrative
- 5/5 events reached consensus.
- Final roster: 17 bookings across 1 distinct workers.
- Workers touched (booked, failed, or otherwise decided): 14.
- Playbook citations across the day: 77 (proof the feedback loop fired across events).
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