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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).