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: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest`
## Events
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|---|---|---|---|---|---|---|---|---|
| 08:00 | baseline_fill | Warehouse Associate × 3 | 770 | ✓ 3 | 7 | 20.1 | 0 | 2 |
| 10:30 | recurring | Machine Operator × 2 | 997 | ✓ 2 | 5 | 17.4 | 0 | 2 |
| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 46.4 | 0 | 1 |
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 54.1 | 0 | 1 |
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 59.6 | 0 | 1 |
## Final roster
| Worker | Booked | Role | City, ST | Status |
|---|---|---|---|---|
| undefined Christopher Y. Phillips | 08:00 | Warehouse Associate | Toledo, OH | no_show |
| undefined Janet E. Hill | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
| undefined Fatima U. Rivera | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
| undefined Carmen Z. Rodriguez | 10:30 | Machine Operator | Toledo, OH | confirmed |
| undefined Robert W. Gonzalez | 10:30 | Machine Operator | Toledo, OH | confirmed |
## Gap signals
### double_book
- **08:00** — undefined Janet E. Hill already booked for 08:00
- **08:00** — undefined Fatima U. Rivera already booked for 08:00
- **10:30** — undefined Carmen Z. Rodriguez already booked for 08:00
- **10:30** — undefined Robert W. Gonzalez already booked for 08:00
### drift_or_tool
- **12:15** — invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {"kind":"plan", "steps":["TOOL_CALL hybrid_search({'index_name':'workers_500k_v1', 'sql_filter':'LOWER(role) LIKE '%forklift%' AND city = \'Toledo\' AND state = \'OH\' AND availability > CAST(0.5 AS DOUBLE) AND reliability > CAST(0.75 AS DOUBLE)', 'question':'reliable forklift operators in Toledo, O
- **14:00** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"hybrid_search",
"args":{"index_name":"workers_500k_v1","sql_filter":"LOWER(role) LIKE '%loader%' AND city = 'Toledo' AND state = 'OH' AND availability > CAST(0.7 AS DOUBLE) AND worker_id NOT IN ('W500K-4321', 'W500K-8963', 'W500K-2345', 'W500K-6789', 'W500K-9876') AND wor
- **15:45** — no consensus after 14 turns
### fairness
- _cross-event_ — Christopher Y. Phillips (undefined) booked 4 times today
### write_through_audit
- _post-run_ — playbook_memory has 165 entries (ran 5 events, expected ≥ 2 new entries from this run)
## Workers touched across the week
6 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-49164 | Christopher Y. Phillips | 08:00 baseline_fill | booked |
| W500K-40928 | Janet E. Hill | 08:00 baseline_fill | booked |
| W500K-34704 | Fatima U. Rivera | 08:00 baseline_fill | booked |
| W500K-19759 | Carmen Z. Rodriguez | 10:30 recurring | booked |
| W500K-29298 | Robert W. Gonzalez | 10:30 recurring | booked |
| undefined | Christopher Y. Phillips | 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 (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.660.96)
- **10:30 recurring** (Machine Operator): Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.660.96)
- **12:15 expansion** (Forklift Operator): —
- **14:00 emergency** (Loader): —
- **15:45 misplacement** (Warehouse Associate): —
## Narrative
- 2/5 events reached consensus.
- Final roster: 5 bookings across 1 distinct workers.
- Workers touched (booked, failed, or otherwise decided): 6.
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
- Dropped events: 12:15 expansion, 14:00 emergency, 15:45 misplacement.