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>
This commit is contained in:
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{"after_event":"12:15","event_kind":"expansion","ok":true,"model":"gpt-oss:20b","duration_secs":10.228,"risk":"Forklift Operator JSON error","hint":"Ensure JSON is valid; test with a JSON validator; correct syntax before executing the tool call."}
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{"after_event":"15:45","event_kind":"misplacement","ok":false,"model":"gpt-oss:20b","duration_secs":13.935,"hint":"(T3 unavailable)","risk":"generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\","}
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{"at":"08:00","kind":"baseline_fill","operation":"fill: Warehouse Associate x3 in Toledo, OH","fills":[{"candidate_id":"W500K-49164","name":"Christopher Y. Phillips","reason":"SQL verified for high availability and semantic score of 0.63, making him the top candidate."},{"candidate_id":"W500K-34704","name":"Fatima U. Rivera","reason":"Semantic score of 0.61 and skills in cold storage make her a strong candidate."},{"candidate_id":"W500K-40928","name":"Janet E. Hill","reason":"Semantic score of 0.61, RF scanner skill, and high reliability score make her a suitable candidate."}],"turns":5,"duration_secs":19.474,"pool_size":770,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: communicator · reliability median 0.83 (range 0.75–0.96)"}
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# Client emails — Riverfront Steel, 2026-04-21
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## 08:00 baseline_fill — Warehouse Associate x3
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Subject: 3 Filled
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Dear Riverfront Steel Team,
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I am pleased to confirm that we have filled all three positions with the following Warehouse Associates:
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- Christopher Y. Phillips
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- Fatima U. Rivera
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- Janet E. Hill
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Shift starts at 08:00 AM on a regular Monday morning, 8-hour shift.
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Best regards,
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Dispatch Team Lakehouse
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# Cross-day lesson — Riverfront Steel, 2026-04-21
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_Generated by `gpt-oss:20b` in 7.1s. Based on 5 events + 2 mid-day checkpoints._
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**
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Validate every JSON payload with a validator before invoking a tool; a malformed payload caused the Forklift Operator expansion to fail.
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Confirm the GPT model is available and that the tool returns non‑empty text; if it returns an empty string, retry or switch to a fallback model.
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For recurring, expansion, and emergency events, pre‑fetch the candidate pool and verify it meets the required count before attempting placement.
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Log any tool failures immediately and update the risk mitigation plan for the next run.
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# Scenario retrospective — Riverfront Steel, 2026-04-21
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Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest` Overview(T3): `gpt-oss:20b`
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## Events
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| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
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|---|---|---|---|---|---|---|---|---|
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| 08:00 | baseline_fill | Warehouse Associate × 3 | 770 | ✓ 3 | 5 | 19.5 | 0 | 2 |
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| 10:30 | recurring | Machine Operator × 2 | - | ✗ 0 | 0 | 49.0 | 0 | 1 |
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| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 2.8 | 0 | 1 |
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| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 48.9 | 0 | 1 |
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| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 47.8 | 0 | 1 |
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## Final roster
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| Worker | Booked | Role | City, ST | Status |
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|---|---|---|---|---|
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| undefined Christopher Y. Phillips | 08:00 | Warehouse Associate | Toledo, OH | no_show |
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| undefined Fatima U. Rivera | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
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| undefined Janet E. Hill | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
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## Gap signals
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### double_book
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- **08:00** — undefined Fatima U. Rivera already booked for 08:00
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- **08:00** — undefined Janet E. Hill already booked for 08:00
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### drift_or_tool
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- **10:30** — no consensus after 14 turns
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- **12:15** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"hybrid_search",
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"args":{"index_name":"workers_500k_v1",
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"sql_filter":"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 AND worker_id NOT IN (42319, 68741, 34927)",
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"rationale":"Se
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- **14:00** — no consensus after 14 turns
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- **15:45** — no consensus after 14 turns
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### fairness
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- _cross-event_ — Christopher Y. Phillips (undefined) booked 2 times today
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### write_through_audit
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- _post-run_ — playbook_memory has 1163 entries (ran 5 events, expected ≥ 1 new entries from this run)
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## Workers touched across the week
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4 distinct workers made it through to a decision. Every one is accounted for below — no-shows flagged, rebookings noted, everyone visible.
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| Worker ID | Name | Events | Outcome |
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|---|---|---|---|
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| W500K-49164 | Christopher Y. Phillips | 08:00 baseline_fill | booked |
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| W500K-34704 | Fatima U. Rivera | 08:00 baseline_fill | booked |
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| W500K-40928 | Janet E. Hill | 08:00 baseline_fill | booked |
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| undefined | Christopher Y. Phillips | 08:00 | no_show |
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## Discovered patterns (meta-index)
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What the system identified across semantically-similar past fills as each event ran:
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- **08:00 baseline_fill** (Warehouse Associate): Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: communicator · reliability median 0.83 (range 0.75–0.96)
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- **10:30 recurring** (Machine Operator): —
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- **12:15 expansion** (Forklift Operator): —
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- **14:00 emergency** (Loader): —
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- **15:45 misplacement** (Warehouse Associate): —
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## Narrative
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- 1/5 events reached consensus.
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- Final roster: 3 bookings across 1 distinct workers.
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- Workers touched (booked, failed, or otherwise decided): 4.
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- Playbook citations across the day: 0 (proof the feedback loop fired across events).
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- Dropped events: 10:30 recurring, 12:15 expansion, 14:00 emergency, 15:45 misplacement.
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[
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{
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"event": {
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"kind": "baseline_fill",
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"at": "08:00",
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"role": "Warehouse Associate",
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"count": 3,
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"city": "Toledo",
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"state": "OH",
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"shift_start": "08:00 AM",
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"scenario_note": "Regular Monday morning shift, 8-hour."
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},
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"ok": true,
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"fills": [
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{
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"candidate_id": "W500K-49164",
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"name": "Christopher Y. Phillips",
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"reason": "SQL verified for high availability and semantic score of 0.63, making him the top candidate."
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},
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{
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"candidate_id": "W500K-34704",
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"name": "Fatima U. Rivera",
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"reason": "Semantic score of 0.61 and skills in cold storage make her a strong candidate."
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},
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{
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"candidate_id": "W500K-40928",
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"name": "Janet E. Hill",
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"reason": "Semantic score of 0.61, RF scanner skill, and high reliability score make her a suitable candidate."
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}
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],
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"turns": 5,
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"duration_secs": 19.474,
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"gap_signals": [
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"double_book: undefined Fatima U. Rivera already booked for 08:00",
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"double_book: undefined Janet E. Hill already booked for 08:00"
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],
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"sources_first_score": 0.6233225,
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"sources_last_score": 0.55385745,
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"pool_size": 770,
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"playbook_citations": [],
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"discovered_pattern": "Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: communicator · reliability median 0.83 (range 0.75–0.96)"
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},
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{
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"event": {
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"kind": "recurring",
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"at": "10:30",
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"role": "Machine Operator",
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"count": 2,
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"city": "Toledo",
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"state": "OH",
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"shift_start": "11:00 AM",
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"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
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},
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"ok": false,
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"fills": [],
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"turns": 0,
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"duration_secs": 48.986,
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"error": "no consensus after 14 turns",
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"gap_signals": [
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"drift_or_tool: no consensus after 14 turns"
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]
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},
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{
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"event": {
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"kind": "expansion",
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"at": "12:15",
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"role": "Forklift Operator",
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"count": 5,
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"city": "Toledo",
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"state": "OH",
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"shift_start": "01:00 PM",
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"scenario_note": "New warehouse location opening, five-worker team needed."
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},
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"ok": false,
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"fills": [],
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"turns": 0,
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"duration_secs": 2.845,
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"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\n\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 AND worker_id NOT IN (42319, 68741, 34927)\",\n\"rationale\":\"Se",
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"gap_signals": [
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"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\n\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 AND worker_id NOT IN (42319, 68741, 34927)\",\n\"rationale\":\"Se"
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]
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},
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{
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"event": {
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"kind": "emergency",
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"at": "14:00",
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"role": "Loader",
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"count": 4,
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"city": "Toledo",
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"state": "OH",
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"shift_start": "04:00 PM same day",
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"deadline": "16:00",
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"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
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},
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"ok": false,
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"fills": [],
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"turns": 0,
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"duration_secs": 48.905,
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"error": "no consensus after 14 turns",
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"gap_signals": [
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"drift_or_tool: no consensus after 14 turns"
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]
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},
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{
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"event": {
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"kind": "misplacement",
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"at": "15:45",
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"role": "Warehouse Associate",
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"count": 1,
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"city": "Toledo",
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"state": "OH",
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"shift_start": "remainder of 08:00 shift",
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"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
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"replaces_event": "08:00",
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"exclude_worker_ids": [
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null,
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null,
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null
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]
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},
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"ok": false,
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"fills": [],
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"turns": 0,
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"duration_secs": 47.789,
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"error": "no consensus after 14 turns",
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"gap_signals": [
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"drift_or_tool: no consensus after 14 turns"
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]
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}
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]
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[
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{
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"name": "Christopher Y. Phillips",
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"booked_for": "08:00",
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"role": "Warehouse Associate",
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"city": "Toledo",
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"state": "OH",
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"status": "no_show"
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},
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{
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"name": "Fatima U. Rivera",
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"booked_for": "08:00",
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"role": "Warehouse Associate",
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"city": "Toledo",
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"state": "OH",
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"status": "confirmed"
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},
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{
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"name": "Janet E. Hill",
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"booked_for": "08:00",
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"role": "Warehouse Associate",
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"city": "Toledo",
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"state": "OH",
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"status": "confirmed"
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}
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]
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# SMS drafts — Riverfront Steel, 2026-04-21
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## 08:00 baseline_fill — Warehouse Associate x3 in Toledo, OH
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TO: Christopher Y. Phillips
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Confirming your shift as a Warehouse Associate at Riverfront Steel in Toledo, OH starting 08:00 AM today.
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---
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TO: Fatima U. Rivera
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Your shift as a Warehouse Associate at Riverfront Steel is confirmed for 08:00 AM today.
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---
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TO: Janet E. Hill
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Confirming your 08:00 AM shift as a Warehouse Associate at Riverfront Steel in Toledo, OH.
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