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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+{"after_event":"12:30","event_kind":"expansion","ok":false,"model":"gpt-oss:120b","duration_secs":0.007,"hint":"(T3 unavailable)","risk":"POST http://localhost:3200/generate → 502: {\"detail\":\"Ollama error: {\\\"error\\\":\\"}
+{"after_event":"15:00","event_kind":"misplacement","ok":false,"model":"gpt-oss:120b","duration_secs":0.01,"hint":"(T3 unavailable)","risk":"POST http://localhost:3200/generate → 502: {\"detail\":\"Ollama error: {\\\"error\\\":\\"}
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+{"at":"07:00","kind":"baseline_fill","operation":"fill: Warehouse Associate x5 in Joliet, IL","fills":[{"candidate_id":"W500K-2245","name":"Andre Davis"},{"candidate_id":"W500K-23801","name":"Kelly L. Nelson"},{"candidate_id":"W500K-37707","name":"Mary H. King"},{"candidate_id":"W500K-23612","name":"Emily E. Powell"},{"candidate_id":"W500K-16430","name":"Nathan Y. Miller"}],"turns":2,"duration_secs":16.393,"pool_size":821,"playbook_citations":["pb-seed-a116824f12fa2ee5","pb-seed-ba104004bb100817","pb-seed-bbd4783818e567a2","pb-seed-7aae025ec2f613a2","pb-seed-0ee717f47208ef2d","pb-seed-bd86c4ecbfc85dce","pb-seed-125b0fabec188d2d"],"discovered_pattern":"Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)"}
+{"at":"10:00","kind":"recurring","operation":"fill: Forklift Operator x3 in Joliet, IL","fills":[{"candidate_id":"W500K-2372","name":"Joshua Taylor"},{"candidate_id":"W500K-46701","name":"Lauren F. Adams"},{"candidate_id":"W500K-41031","name":"Joyce D. Reyes"}],"turns":3,"duration_secs":20.319,"pool_size":1178,"playbook_citations":["pb-seed-e55b22922c0816f3","pb-seed-93fa5d957b98579e","pb-seed-d0c65db6bf9b389b","pb-seed-8e5b7de2ee2e9c43","pb-seed-b7e7ccbc68c01017","pb-seed-418fc3b2153d74de","pb-seed-66c4e94f91c94e1a","pb-seed-095fa18610102c3b","pb-seed-84ca656bbdae2386","pb-seed-fa246fef31bbe831","pb-seed-44b37913e5ed5fef","pb-seed-ddc8e9162a300cdf"],"discovered_pattern":"Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)"}
+{"at":"15:00","kind":"misplacement","operation":"fill: Forklift Operator x1 in Joliet, IL","fills":[{"candidate_id":"W500K-2372","name":"Joshua Taylor"}],"turns":3,"duration_secs":16.31,"pool_size":1178,"playbook_citations":["pb-seed-e55b22922c0816f3","pb-seed-93fa5d957b98579e","pb-seed-d0c65db6bf9b389b","pb-seed-8e5b7de2ee2e9c43","pb-seed-b7e7ccbc68c01017","pb-seed-418fc3b2153d74de","pb-seed-66c4e94f91c94e1a","pb-seed-095fa18610102c3b","pb-seed-84ca656bbdae2386","pb-seed-fa246fef31bbe831","pb-seed-44b37913e5ed5fef","pb-seed-ddc8e9162a300cdf","pb-seed-5fb94f1d330867b4"],"discovered_pattern":"Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: leader · reliability median 0.80 (range 0.34–1.00)"}
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+# Client emails — Midway Distribution — Joliet DC Ramp, 2026-04-26
+
+## 07:00 baseline_fill — Warehouse Associate x5
+
+To: staffing@midwaydistribution—jolietdcramp.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed Fill  
+
+Dear Midway Distribution Joliet DCRAMP Team,
+
+We are pleased to confirm that we have filled all 5 positions with the following Warehouse Associates:
+
+- Andre Davis
+- Kelly L. Nelson
+- Mary H. King
+- Emily E. Powell
+- Nathan Y. Miller
+
+Shifts will begin at 07:00 AM. James Park (mid, 14mo) is on staff and has a contract deadline of 2026-05-12; preferred to continue filling this role.
+
+Best regards,
+
+Lakehouse Dispatch
+
+## 10:00 recurring — Forklift Operator x3
+
+Subject: Confirmed
+
+Dear Midway Distribution Joliet DC,
+
+I am pleased to confirm that we have filled all 3 positions for Forklift Operators as requested:
+
+- Joshua Taylor
+- Lauren F. Adams 
+- Joyce D. Reyes
+
+Shift starts at 10:00 PM. James Park will be on-site (mid, 14mo). Contract deadline is 2026-05-12; staff fill preferred.
+
+Best regards,
+Dispatch Team Lakehouse
+
+## 15:00 misplacement — Forklift Operator x1
+
+To: staffing@midwaydistribution—jolietdcramp.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed  
+
+Dear Midway Distribution Joliet DCRAMP team,  
+
+I am pleased to confirm that Joshua Taylor will be starting as a Forklift Operator at 15:00 PM. James Park has been staffed for this role (mid, 14mo), with a contract deadline of 2026-05-12, and we prefer to fill this position by him if possible.
+
+Best regards,  
+[Your Name]  
+Lakehouse Dispatch
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+# Cross-day lesson — Midway Distribution — Joliet DC Ramp, 2026-04-26
+
+_Generated by `gpt-oss:120b` in 0.0s. Based on 4 events + 2 mid-day checkpoints._
+
+(T3 lesson unavailable: POST http://localhost:3200/generate → 502: {"detail":"Ollama error: {\"error\":\"model 'gpt-oss:120b' not found\"}"})
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+[
+  {
+    "date": "2026-05-10",
+    "client": "Midway Distribution",
+    "cities": "Chicago",
+    "states": "IL",
+    "events_total": 3,
+    "events_ok": 2,
+    "checkpoint_count": 1,
+    "model": "gpt-oss:20b",
+    "cloud": false,
+    "lesson": "**  \nBefore assigning a Packer to Chicago, verify the candidate’s current assignment and cross‑check drift logs for recent misplacements. Pre‑calibrate packing tools and load a backup Packer into the pool to avoid a single point of failure. If a drift risk is flagged, immediately relocate the Packer or switch to a verified alternate. Keep the pool count updated and ensure it matches the required number of roles before each event.",
+    "checkpoints": [
+      {
+        "after": "09:30",
+        "risk": "Packer drift risk persists",
+        "hint": "Verify Packer's Chicago assignment, review drift logs, recalibrate tools, and consider temporary relocation."
+      }
+    ],
+    "created_at": "2026-04-21T02:14:12.176Z",
+    "file": "2026-05-10_Midway_Distribution_1776737652176.json"
+  },
+  {
+    "date": "2026-05-02",
+    "client": "Midway Distribution — Joliet DC Ramp",
+    "cities": "Joliet",
+    "states": "IL",
+    "events_total": 4,
+    "events_ok": 3,
+    "checkpoint_count": 2,
+    "model": "gpt-oss:120b",
+    "cloud": true,
+    "lesson": "When an expansion request for Pickers in Joliet hits a [ZERO‑SUPPLY] flag, immediately pivot to Crest Hill, IL (≈10 mi) – the corpus shows a pool of > 500 qualified Pickers there and it stays within the 50‑mi bonus radius. Before the shift starts, pull a shortlist of at least 4 Crest Hill candidates and lock them in, keeping the Joliet pool as a secondary fallback only for Warehouse Associates. Also verify each candidate’s existing assignments to prevent double‑booking (e.g., Joshua Taylor) before confirming any fill. If Crest Hill still lacks enough workers, broaden the search to nearby Chicago (≈45 mi) while staying within the local bonus zone.",
+    "checkpoints": [
+      {
+        "after": "12:30",
+        "risk": "Zero supply for Picker in Joliet",
+        "hint": "Pivot to Crest Hill, IL (≈10 mi) for Picker; pool likely >500. If still insufficient, broaden to Warehouse Associate in Joliet."
+      },
+      {
+        "after": "15:00",
+        "risk": "Potential double‑booking of Joshua Taylor",
+        "hint": "For the next Forklift Operator shift in Joliet, select a different qualified candidate from the pool; if none, pivot to Chicago, IL (≈45 mi) to remain within the 50 mi bonus radius."
+      }
+    ],
+    "created_at": "2026-04-21T03:42:33.094Z",
+    "file": "2026-05-02_Midway_Distribution_—_Joliet_DC_Ramp_1776742953094.json"
+  },
+  {
+    "date": "2026-05-01",
+    "client": "Northland Logistics",
+    "cities": "Chicago",
+    "states": "IL",
+    "events_total": 2,
+    "events_ok": 2,
+    "checkpoint_count": 1,
+    "model": "gpt-oss:20b",
+    "cloud": false,
+    "lesson": "**  \nBefore assigning the 15:00 baseline_fill, pre‑fetch the list of workers already allocated at 10:00 and cross‑check each candidate’s schedule to avoid double booking. Verify that every worker’s artifact includes a valid `f.reason` before finalizing the assignment. This ensures overlapping shifts are caught early and reduces rework.",
+    "checkpoints": [
+      {
+        "after": "10:00",
+        "risk": "Double booking of scheduled workers",
+        "hint": "Verify each worker's schedule before assigning to 15:00; handle artifact errors by ensuring f.reason exists."
+      }
+    ],
+    "created_at": "2026-04-21T01:57:42.670Z",
+    "file": "2026-05-01_Northland_Logistics_1776736662670.json"
+  }
+]
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+# Scenario retrospective — Midway Distribution — Joliet DC Ramp, 2026-04-26
+
+Executor: `qwen3.5:latest`   Reviewer: `qwen3:latest`   Draft: `qwen2.5:latest`   Overview(T3): `gpt-oss:120b`
+Prior lessons loaded into executor context: **3** (from 2026-05-10, 2026-05-02, 2026-05-01)
+
+## Events
+
+| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
+|---|---|---|---|---|---|---|---|---|
+| 07:00 | baseline_fill | Warehouse Associate × 5 | 821 | ✓ 5 | 2 | 16.4 | 7 | 4 |
+| 10:00 | recurring | Forklift Operator × 3 | 1178 | ✓ 3 | 3 | 20.3 | 12 | 3 |
+| 12:30 | expansion | Picker × 4 | - | ✗ 0 | 0 | 25.0 | 0 | 1 |
+| 15:00 | misplacement | Forklift Operator × 1 | 1178 | ✓ 1 | 3 | 16.3 | 13 | 1 |
+
+## Final roster
+
+| Worker | Booked | Role | City, ST | Status |
+|---|---|---|---|---|
+| undefined Andre Davis | 07:00 | Warehouse Associate | Joliet, IL | no_show |
+| undefined Kelly L. Nelson | 07:00 | Warehouse Associate | Joliet, IL | confirmed |
+| undefined Mary H. King | 07:00 | Warehouse Associate | Joliet, IL | confirmed |
+| undefined Emily E. Powell | 07:00 | Warehouse Associate | Joliet, IL | confirmed |
+| undefined Nathan Y. Miller | 07:00 | Warehouse Associate | Joliet, IL | confirmed |
+| undefined Joshua Taylor | 10:00 | Forklift Operator | Joliet, IL | confirmed |
+| undefined Lauren F. Adams | 10:00 | Forklift Operator | Joliet, IL | confirmed |
+| undefined Joyce D. Reyes | 10:00 | Forklift Operator | Joliet, IL | confirmed |
+| undefined Joshua Taylor | 15:00 | Forklift Operator | Joliet, IL | confirmed |
+
+## Gap signals
+
+### double_book
+- **07:00** — undefined Kelly L. Nelson already booked for 07:00
+- **07:00** — undefined Mary H. King already booked for 07:00
+- **07:00** — undefined Emily E. Powell already booked for 07:00
+- **07:00** — undefined Nathan Y. Miller already booked for 07:00
+- **10:00** — undefined Joshua Taylor already booked for 07:00
+- **10:00** — undefined Lauren F. Adams already booked for 07:00
+- **10:00** — undefined Joyce D. Reyes already booked for 07:00
+- **15:00** — undefined Joshua Taylor already booked for 07:00
+
+### drift_or_tool
+- **12:30** — aborted — 3 consecutive drift flags
+
+### fairness
+- _cross-event_ — Andre Davis (undefined) booked 8 times today
+
+### write_through_audit
+- _post-run_ — playbook_memory has 1874 entries (ran 4 events, expected ≥ 3 new entries from this run)
+
+## Workers touched across the week
+
+10 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-2245 | Andre Davis | 07:00 baseline_fill | booked |
+| W500K-23801 | Kelly L. Nelson | 07:00 baseline_fill | booked |
+| W500K-37707 | Mary H. King | 07:00 baseline_fill | booked |
+| W500K-23612 | Emily E. Powell | 07:00 baseline_fill | booked |
+| W500K-16430 | Nathan Y. Miller | 07:00 baseline_fill | booked |
+| W500K-2372 | Joshua Taylor | 10:00 recurring | booked |
+| W500K-46701 | Lauren F. Adams | 10:00 recurring | booked |
+| W500K-41031 | Joyce D. Reyes | 10:00 recurring | booked |
+| 2372 | Joshua Taylor | 15:00 misplacement | booked |
+| undefined | Andre Davis | 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** (Warehouse Associate): Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)
+- **10:00 recurring** (Forklift Operator): Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)
+- **12:30 expansion** (Picker): —
+- **15:00 misplacement** (Forklift Operator): Across 25 similar past playbooks (20 workers examined) · recurring certifications: Forklift (40%) · archetype mostly: leader · reliability median 0.80 (range 0.34–1.00)
+
+## Narrative
+
+- 3/4 events reached consensus.
+- Final roster: 9 bookings across 1 distinct workers.
+- Workers touched (booked, failed, or otherwise decided): 10.
+- Playbook citations across the day: 32 (proof the feedback loop fired across events).
+- Dropped events: 12:30 expansion.
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+[
+  {
+    "name": "Andre Davis",
+    "booked_for": "07:00",
+    "role": "Warehouse Associate",
+    "city": "Joliet",
+    "state": "IL",
+    "status": "no_show"
+  },
+  {
+    "name": "Kelly L. Nelson",
+    "booked_for": "07:00",
+    "role": "Warehouse Associate",
+    "city": "Joliet",
+    "state": "IL",
+    "status": "confirmed"
+  },
+  {
+    "name": "Mary H. King",
+    "booked_for": "07:00",
+    "role": "Warehouse Associate",
+    "city": "Joliet",
+    "state": "IL",
+    "status": "confirmed"
+  },
+  {
+    "name": "Emily E. Powell",
+    "booked_for": "07:00",
+    "role": "Warehouse Associate",
+    "city": "Joliet",
+    "state": "IL",
+    "status": "confirmed"
+  },
+  {
+    "name": "Nathan Y. Miller",
+    "booked_for": "07:00",
+    "role": "Warehouse Associate",
+    "city": "Joliet",
+    "state": "IL",
+    "status": "confirmed"
+  },
+  {
+    "name": "Joshua Taylor",
+    "booked_for": "10:00",
+    "role": "Forklift Operator",
+    "city": "Joliet",
+    "state": "IL",
+    "status": "confirmed"
+  },
+  {
+    "name": "Lauren F. Adams",
+    "booked_for": "10:00",
+    "role": "Forklift Operator",
+    "city": "Joliet",
+    "state": "IL",
+    "status": "confirmed"
+  },
+  {
+    "name": "Joyce D. Reyes",
+    "booked_for": "10:00",
+    "role": "Forklift Operator",
+    "city": "Joliet",
+    "state": "IL",
+    "status": "confirmed"
+  },
+  {
+    "name": "Joshua Taylor",
+    "booked_for": "15:00",
+    "role": "Forklift Operator",
+    "city": "Joliet",
+    "state": "IL",
+    "status": "confirmed"
+  }
+]
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+# SMS drafts — Midway Distribution — Joliet DC Ramp, 2026-04-26
+
+## 07:00 baseline_fill — Warehouse Associate x5 in Joliet, IL
+
+TO: Andre Davis
+Confirming your shift as a Warehouse Associate at Midway Distribution Joliet DC Ramp starting 7 AM.
+
+---
+
+TO: Kelly L. Nelson
+Your shift confirmation as a Warehouse Associate at Joliet DC Ramp starts at 7 AM today.
+
+---
+
+TO: Mary H. King
+Shift confirmed for you as a Warehouse Associate at the Joliet DC Ramp from 7 AM.
+
+---
+
+TO: Emily E. Powell
+Confirming your shift as a Warehouse Associate at Midway Distribution Joliet DC starting 7 AM.
+
+---
+
+TO: Nathan Y. Miller
+Your shift is confirmed as a Warehouse Associate at Joliet DC Ramp, starting at 7 AM.
+
+## 10:00 recurring — Forklift Operator x3 in Joliet, IL
+
+TO: Joshua Taylor
+CONFIRM shift as forklift operator at Joliet DC Ramp starting 10PM tonight.
+
+---
+
+TO: Lauren F. Adams
+Shift confirmed for you as forklift operator at Joliet DC Ramp from 10PM.
+
+---
+
+TO: Joyce D. Reyes
+Your shift is confirmed as a forklift operator at Joliet DC Ramp, starting 10PM.
+
+## 15:00 misplacement — Forklift Operator x1 in Joliet, IL
+
+TO: Joshua Taylor
+Confirming your shift as a Forklift Operator at Midway Distribution - Joliet DC Ramp starting at 15:00 PM. Looking forward to seeing you there!