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lakehouse/tests/multi-agent/playbooks/scenario-2026-04-21T03-15-34/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 — Riverline Logistics — Nashville Downtown Build-Out, 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: 1 (from 2026-05-05)

Events

At Kind Role / Count Pool Fills Turns Dur(s) Cites Gaps
07:00 baseline_fill Welder × 4 298 ✓ 4 2 15.2 2 3
08:30 expansion Packaging Operator × 6 189 ✓ 6 2 17.2 2 6
09:00 baseline_fill Shipping Clerk × 2 579 ✓ 2 2 12.7 1 2
13:00 emergency Welder × 2 211 ✓ 2 2 14.1 3 2
15:30 misplacement Packaging Operator × 1 - ✗ 0 0 32.9 0 1

Final roster

Worker Booked Role City, ST Status
undefined Rachel D. Lewis 07:00 Welder Nashville, TN no_show
undefined Kevin N. Watson 07:00 Welder Nashville, TN confirmed
undefined Melissa K. Rivera 07:00 Welder Nashville, TN confirmed
undefined Lisa F. Wood 07:00 Welder Nashville, TN confirmed
undefined Jamal Ruiz 08:30 Packaging Operator Nashville, TN confirmed
undefined Adam M. Reyes 08:30 Packaging Operator Nashville, TN confirmed
undefined Kenneth L. Diaz 08:30 Packaging Operator Nashville, TN confirmed
undefined Joshua J. Phillips 08:30 Packaging Operator Nashville, TN confirmed
undefined Aisha Nguyen 08:30 Packaging Operator Nashville, TN confirmed
undefined Joyce E. Peterson 08:30 Packaging Operator Nashville, TN confirmed
undefined Brenda M. Hernandez 09:00 Shipping Clerk Nashville, TN confirmed
undefined Rachel S. Gonzalez 09:00 Shipping Clerk Nashville, TN confirmed
undefined Rachel D. Lewis 13:00 Welder Nashville, TN confirmed
undefined Melissa K. Rivera 13:00 Welder Nashville, TN confirmed

Gap signals

double_book

  • 07:00 — undefined Kevin N. Watson already booked for 07:00
  • 07:00 — undefined Melissa K. Rivera already booked for 07:00
  • 07:00 — undefined Lisa F. Wood already booked for 07:00
  • 08:30 — undefined Jamal Ruiz already booked for 07:00
  • 08:30 — undefined Adam M. Reyes already booked for 07:00
  • 08:30 — undefined Kenneth L. Diaz already booked for 07:00
  • 08:30 — undefined Joshua J. Phillips already booked for 07:00
  • 08:30 — undefined Aisha Nguyen already booked for 07:00
  • 08:30 — undefined Joyce E. Peterson already booked for 07:00
  • 09:00 — undefined Brenda M. Hernandez already booked for 07:00
  • 09:00 — undefined Rachel S. Gonzalez already booked for 07:00
  • 13:00 — undefined Rachel D. Lewis already booked for 07:00
  • 13:00 — undefined Melissa K. Rivera already booked for 07:00

drift_or_tool

  • 15:30 — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"propose_done","fills":[{"candidate_id":"W500K-4654","name":"Jamal Ruiz"}],"rationale":"hybrid_search returned 20 candidates for Packaging Operator in Nashville, TN with availability > 0.5. W500K-4654 (Jamal Ruiz) has the highest score (0.91) and matches the target role/location. Per strateg

fairness

  • cross-event — Rachel D. Lewis (undefined) booked 13 times today

write_through_audit

  • post-run — playbook_memory has 1579 entries (ran 5 events, expected ≥ 4 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-17215 Rachel D. Lewis 07:00 baseline_fill + 13:00 emergency booked
W500K-16627 Kevin N. Watson 07:00 baseline_fill booked
W500K-29052 Melissa K. Rivera 07:00 baseline_fill + 13:00 emergency booked
W500K-40747 Lisa F. Wood 07:00 baseline_fill booked
W500K-4654 Jamal Ruiz 08:30 expansion booked
W500K-21124 Adam M. Reyes 08:30 expansion booked
W500K-21175 Kenneth L. Diaz 08:30 expansion booked
W500K-22863 Joshua J. Phillips 08:30 expansion booked
W500K-1911 Aisha Nguyen 08:30 expansion booked
W500K-36638 Joyce E. Peterson 08:30 expansion booked
W500K-49412 Brenda M. Hernandez 09:00 baseline_fill booked
W500K-18660 Rachel S. Gonzalez 09:00 baseline_fill booked
undefined Rachel D. Lewis 07:00 no_show

Discovered patterns (meta-index)

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

  • 07:00 baseline_fill (Welder): Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)
  • 08:30 expansion (Packaging Operator): Across 25 similar past playbooks (29 workers examined) · recurring certifications: OSHA-10 (45%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)
  • 09:00 baseline_fill (Shipping Clerk): Across 25 similar past playbooks (29 workers examined) · recurring certifications: OSHA-10 (45%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)
  • 13:00 emergency (Welder): Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)
  • 15:30 misplacement (Packaging Operator): —

Narrative

  • 4/5 events reached consensus.
  • Final roster: 14 bookings across 1 distinct workers.
  • Workers touched (booked, failed, or otherwise decided): 13.
  • Playbook citations across the day: 8 (proof the feedback loop fired across events).
  • Dropped events: 15:30 misplacement.