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lakehouse/tests/multi-agent/playbooks/scenario-2026-04-21T02-34-27/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 — Riverfront Steel, 2026-04-21
Executor: `qwen3.5:latest` Reviewer: `qwen3:latest` Draft: `qwen2.5:latest` Overview(T3): `gpt-oss:20b`
Prior lessons loaded into executor context: **3** (from 2026-05-09, 2026-05-07, 2026-04-28)
## Events
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|---|---|---|---|---|---|---|---|---|
| 08:00 | baseline_fill | Warehouse Associate × 3 | 770 | ✓ 3 | 5 | 36.1 | 8 | 3 |
| 10:30 | recurring | Machine Operator × 2 | 997 | ✓ 2 | 4 | 23.4 | 4 | 3 |
| 12:15 | expansion | Forklift Operator × 5 | 687 | ✓ 5 | 2 | 13.2 | 4 | 6 |
| 14:00 | emergency | Loader × 4 | 380 | ✓ 4 | 3 | 28.0 | 3 | 5 |
| 15:45 | misplacement | Warehouse Associate × 1 | 770 | ✓ 1 | 4 | 21.7 | 9 | 2 |
## Final roster
| Worker | Booked | Role | City, ST | Status |
|---|---|---|---|---|
| undefined Olivia Y. Howard | 08:00 | Warehouse Associate | Toledo, OH | no_show |
| undefined Deborah X. Sanchez | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
| undefined Ryan Hughes | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
| undefined Robert W. Gonzalez | 10:30 | Machine Operator | Toledo, OH | confirmed |
| undefined Carmen Z. Rodriguez | 10:30 | Machine Operator | Toledo, OH | confirmed |
| undefined Matthew P. Garcia | 12:15 | Forklift Operator | Toledo, OH | confirmed |
| undefined Maria K. Cruz | 12:15 | Forklift Operator | Toledo, OH | confirmed |
| undefined Nancy W. Ward | 12:15 | Forklift Operator | Toledo, OH | confirmed |
| undefined Jennifer K. Robinson | 12:15 | Forklift Operator | Toledo, OH | confirmed |
| undefined Charles T. Walker | 12:15 | Forklift Operator | Toledo, OH | confirmed |
| undefined Shirley U. Hall | 14:00 | Loader | Toledo, OH | confirmed |
| undefined Mary R. Richardson | 14:00 | Loader | Toledo, OH | confirmed |
| undefined James Rivera | 14:00 | Loader | Toledo, OH | confirmed |
| undefined Ashley Cox | 14:00 | Loader | Toledo, OH | confirmed |
| undefined Olivia Y. Howard | 15:45 | Warehouse Associate | Toledo, OH | confirmed |
## Gap signals
### double_book
- **08:00** — undefined Deborah X. Sanchez already booked for 08:00
- **08:00** — undefined Ryan Hughes already booked for 08:00
- **10:30** — undefined Robert W. Gonzalez already booked for 08:00
- **10:30** — undefined Carmen Z. Rodriguez already booked for 08:00
- **12:15** — undefined Matthew P. Garcia already booked for 08:00
- **12:15** — undefined Maria K. Cruz already booked for 08:00
- **12:15** — undefined Nancy W. Ward already booked for 08:00
- **12:15** — undefined Jennifer K. Robinson already booked for 08:00
- **12:15** — undefined Charles T. Walker already booked for 08:00
- **14:00** — undefined Shirley U. Hall already booked for 08:00
- **14:00** — undefined Mary R. Richardson already booked for 08:00
- **14:00** — undefined James Rivera already booked for 08:00
- **14:00** — undefined Ashley Cox already booked for 08:00
- **15:45** — undefined Olivia Y. Howard already booked for 08:00
### artifact
- **08:00** — undefined is not an object (evaluating 'f.reason.slice')
- **10:30** — undefined is not an object (evaluating 'f.reason.slice')
- **12:15** — undefined is not an object (evaluating 'f.reason.slice')
- **14:00** — undefined is not an object (evaluating 'f.reason.slice')
- **15:45** — undefined is not an object (evaluating 'f.reason.slice')
### fairness
- _cross-event_ — Olivia Y. Howard (undefined) booked 14 times today
### write_through_audit
- _post-run_ — playbook_memory has 1565 entries (ran 5 events, expected ≥ 5 new entries from this run)
## Workers touched across the week
16 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-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 |
| 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 |
| W500K-17543 | Charles T. Walker | 12:15 expansion | booked |
| 37902 | Shirley U. Hall | 14:00 emergency | booked |
| 15305 | Mary R. Richardson | 14:00 emergency | booked |
| 14623 | James Rivera | 14:00 emergency | booked |
| 10656 | Ashley Cox | 14:00 emergency | booked |
| 48488 | Olivia Y. Howard | 15:45 misplacement | booked |
| undefined | Olivia Y. Howard | 08:00 | no_show |
## Discovered patterns (meta-index)
What the system identified across semantically-similar past fills as each event ran:
- **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)
- **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)
- **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)
- **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)
- **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)
## Narrative
- 5/5 events reached consensus.
- Final roster: 15 bookings across 1 distinct workers.
- Workers touched (booked, failed, or otherwise decided): 16.
- Playbook citations across the day: 28 (proof the feedback loop fired across events).
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