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lakehouse/tests/multi-agent/playbooks/scenario-2026-04-21T02-57-02/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 — Ironclad Industrial, 2026-04-22

Executor: qwen3.5:latest Reviewer: qwen3:latest Draft: qwen2.5:latest Overview(T3): gpt-oss:120b (cloud) Prior lessons loaded into executor context: 3 (from 2026-05-10, 2026-05-08, 2026-05-05)

Events

At Kind Role / Count Pool Fills Turns Dur(s) Cites Gaps
07:00 baseline_fill Electrician × 5 - ✗ 0 0 23.2 0 1
09:30 expansion Safety Coordinator × 8 41 ✓ 8 3 22.4 0 7
11:45 emergency Welder × 3 - ✗ 0 0 21.7 0 1
14:00 expansion Tool & Die Maker × 4 133 ✓ 4 2 13.6 2 4
15:30 misplacement Electrician × 1 189 ✓ 1 3 19.9 0 1

Final roster

Worker Booked Role City, ST Status
undefined Ivan G. Castillo 09:30 Safety Coordinator Peoria, IL confirmed
undefined Rachel W. Wilson 09:30 Safety Coordinator Peoria, IL confirmed
undefined Lisa M. Smith 09:30 Safety Coordinator Peoria, IL confirmed
undefined Linda Cooper 09:30 Safety Coordinator Peoria, IL confirmed
undefined Jessica Phillips 09:30 Safety Coordinator Peoria, IL confirmed
undefined Michael A. Davis 09:30 Safety Coordinator Peoria, IL confirmed
undefined Sarah J. Brown 09:30 Safety Coordinator Peoria, IL confirmed
undefined David R. Miller 09:30 Safety Coordinator Peoria, IL confirmed
undefined Deborah D. Wilson 14:00 Tool & Die Maker Grand Rapids, MI confirmed
undefined Jerry Thompson 14:00 Tool & Die Maker Grand Rapids, MI confirmed
undefined Carolyn Lopez 14:00 Tool & Die Maker Grand Rapids, MI confirmed
undefined Kyle H. Ramos 14:00 Tool & Die Maker Grand Rapids, MI confirmed
undefined Barbara R. Price 15:30 Electrician South Bend, IN confirmed

Gap signals

drift_or_tool

  • 07:00 — aborted — 3 consecutive drift flags
  • 11:45 — aborted — 3 consecutive drift flags

double_book

  • 09:30 — undefined Rachel W. Wilson already booked for 09:30
  • 09:30 — undefined Lisa M. Smith already booked for 09:30
  • 09:30 — undefined Linda Cooper already booked for 09:30
  • 09:30 — undefined Jessica Phillips already booked for 09:30
  • 09:30 — undefined Michael A. Davis already booked for 09:30
  • 09:30 — undefined Sarah J. Brown already booked for 09:30
  • 09:30 — undefined David R. Miller already booked for 09:30
  • 14:00 — undefined Deborah D. Wilson already booked for 09:30
  • 14:00 — undefined Jerry Thompson already booked for 09:30
  • 14:00 — undefined Carolyn Lopez already booked for 09:30
  • 14:00 — undefined Kyle H. Ramos already booked for 09:30
  • 15:30 — undefined Barbara R. Price already booked for 09:30

fairness

  • cross-event — Ivan G. Castillo (undefined) booked 13 times today

write_through_audit

  • post-run — playbook_memory has 1570 entries (ran 5 events, expected ≥ 3 new entries from this run)

Workers touched across the week

13 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-36666 Ivan G. Castillo 09:30 expansion booked
W500K-30806 Rachel W. Wilson 09:30 expansion booked
W500K-20630 Lisa M. Smith 09:30 expansion booked
W500K-666 Linda Cooper 09:30 expansion booked
W500K-10439 Jessica Phillips 09:30 expansion booked
W500K-36667 Michael A. Davis 09:30 expansion booked
W500K-30807 Sarah J. Brown 09:30 expansion booked
W500K-20631 David R. Miller 09:30 expansion booked
W500K-49117 Deborah D. Wilson 14:00 expansion booked
W500K-4243 Jerry Thompson 14:00 expansion booked
W500K-14314 Carolyn Lopez 14:00 expansion booked
W500K-15737 Kyle H. Ramos 14:00 expansion booked
30931 Barbara R. Price 15:30 misplacement booked

Discovered patterns (meta-index)

What the system identified across semantically-similar past fills as each event ran:

  • 07:00 baseline_fill (Electrician): —
  • 09:30 expansion (Safety Coordinator): 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)
  • 11:45 emergency (Welder): —
  • 14:00 expansion (Tool & Die Maker): Across 25 similar past playbooks (36 workers examined) · recurring certifications: OSHA-10 (47%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)
  • 15:30 misplacement (Electrician): Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (43%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)

Narrative

  • 3/5 events reached consensus.
  • Final roster: 13 bookings across 1 distinct workers.
  • Workers touched (booked, failed, or otherwise decided): 13.
  • Playbook citations across the day: 2 (proof the feedback loop fired across events).
  • Dropped events: 07:00 baseline_fill, 11:45 emergency.