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":true,"model":"gpt-oss:120b","duration_secs":3.909,"risk":"Zero local picker supply in Joliet","hint":"Pivot to Aurora, IL (~15 mi) for Picker candidates; stays within 50 mi radius and retains the $3/hr local bonus."}
+{"after_event":"15:00","event_kind":"misplacement","ok":true,"model":"gpt-oss:120b","duration_secs":6.078,"risk":"Potential double‑booking of Joshua Taylor","hint":"For next Forklift Operator shift in Joliet, assign a different qualified worker (e.g., pool ID 1123) or pivot to Chicago, IL (≈30 mi) to stay within bonus radius."}
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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":15.611,"pool_size":821,"playbook_citations":["pb-seed-a116824f12fa2ee5","pb-seed-ba104004bb100817"],"discovered_pattern":"Across 25 similar past playbooks (27 workers examined) · recurring certifications: Forklift (41%), OSHA-10 (41%) · archetype mostly: communicator · 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":2,"duration_secs":14.798,"pool_size":1178,"playbook_citations":["pb-seed-93fa5d957b98579e","pb-seed-e55b22922c0816f3","pb-seed-d0c65db6bf9b389b"],"discovered_pattern":"Across 25 similar past playbooks (27 workers examined) · recurring certifications: OSHA-10 (41%), Forklift (41%) · 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":2,"duration_secs":11.65,"pool_size":1178,"playbook_citations":["pb-seed-93fa5d957b98579e","pb-seed-8e5b7de2ee2e9c43","pb-seed-e55b22922c0816f3","pb-seed-d0c65db6bf9b389b"],"discovered_pattern":"Across 25 similar past playbooks (27 workers examined) · recurring certifications: OSHA-10 (41%), Forklift (41%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)"}
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+# Client emails — Midway Distribution — Joliet DC Ramp, 2026-04-29
+
+## 07:00 baseline_fill — Warehouse Associate x5
+
+To: staffing@midwaydistribution—jolietdcramp.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed
+
+Dear Staffing Team,
+
+We are pleased to confirm that we have filled all 5 positions for Warehouse Associates as requested:
+
+- Andre Davis
+- Kelly L. Nelson
+- Mary H. King
+- Emily E. Powell
+- Nathan Y. Miller
+
+Shifts will commence at 07:00 AM. Noted that Sam Torres (junior, 4mo) is staffed and his contract deadline is 12 May 2026; fill preferred.
+
+Best regards,
+
+Dispatch Team
+
+## 10:00 recurring — Forklift Operator x3
+
+To: staffing@midwaydistribution—jolietdcramp.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed
+
+Dear Midway Distribution Joliet DC,
+
+I am pleased to confirm that we have filled all three roles as requested:
+
+- Forklift Operator: Joshua Taylor, Lauren F. Adams, Joyce D. Reyes
+Shift starts at 10:00 PM.
+
+Sam Torres (junior, 4mo) will be staffed for this contract, with a preferred fill date of 2026-05-12 and a contract deadline of the same date.
+
+Thank you for your partnership.
+
+Best regards,  
+[Your Name]  
+Lakehouse Dispatch
+
+## 15:00 misplacement — Forklift Operator x1
+
+To: staffing@midwaydistribution—jolietdcramp.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed  
+
+Dear Midway Distribution Joliet DCRAMP Staffing Team,  
+
+I am pleased to confirm that Joshua Taylor will be reporting as a Forklift Operator starting at 15:00 PM. Sam Torres (junior, 4mo) will be handling this shift until the contract deadline of May 12, 2026. Please let us know if any changes are needed.  
+
+Best regards,  
+[Your Name]  
+Lakehouse Dispatch
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+# Cross-day lesson — Midway Distribution — Joliet DC Ramp, 2026-04-29
+
+_Generated by `gpt-oss:120b` in 7.4s. Based on 4 events + 2 mid-day checkpoints._
+
+Joliet, IL had zero Picker candidates, causing the 12:30 expansion to abort. For any future Picker demand in the Joliet DC, pre‑pull candidates from Aurora, IL (≈15 mi), which has enough pickers and still qualifies for the $3/hr local bonus. Before assigning Forklift Operator shifts, double‑check that workers aren’t already booked (e.g., Joshua Taylor) and keep a backup pool ID (e.g., 1123) ready for quick pivot. This pre‑emptive sourcing and booking check will keep fills on schedule and within budget.
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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": "2026-05-01",
+    "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"
+  },
+  {
+    "date": "2026-04-26",
+    "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 targets a role with no local candidates—as happened with the Picker shift in Joliet—immediately pivot to the nearest city with supply, Lockport, IL (≈12 mi, still within the 50‑mi bonus radius), and run a hybrid search there before any drift flags accrue. Pre‑load the Picker candidate pool for both Joliet and Lockport at the start of the day so the system can switch instantly without aborting the shift. Track each worker’s assignments in a real‑time ledger; this prevents double‑booking errors like the one flagged for Joshua Taylor on the Forklift Operator shift. Apply the same pre‑check for any future role expansions to keep fills on schedule and within budget.",
+    "checkpoints": [
+      {
+        "after": "12:30",
+        "risk": "Zero supply for Picker in Joliet",
+        "hint": "Pivot to Lockport, IL (≈12 mi) for Picker role – still within 50 mi bonus radius; run hybrid search with same filters there."
+      },
+      {
+        "after": "15:00",
+        "risk": "Double‑booking risk for Joshua Taylor",
+        "hint": "For the next Forklift Operator shift in Joliet, assign a different qualified worker (e.g., from pool) or pivot to Lockport, IL (≈12 mi) – still within 50 mi bonus radius – to prevent double‑booking."
+      }
+    ],
+    "created_at": "2026-04-21T03:27:40.963Z",
+    "file": "2026-04-26_Midway_Distribution_—_Joliet_DC_Ramp_1776742060963.json"
+  }
+]
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+# Scenario retrospective — Midway Distribution — Joliet DC Ramp, 2026-04-29
+
+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, 2026-05-01, 2026-04-26)
+
+## Events
+
+| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
+|---|---|---|---|---|---|---|---|---|
+| 07:00 | baseline_fill | Warehouse Associate × 5 | 821 | ✓ 5 | 2 | 15.6 | 2 | 4 |
+| 10:00 | recurring | Forklift Operator × 3 | 1178 | ✓ 3 | 2 | 14.8 | 3 | 3 |
+| 12:30 | expansion | Picker × 4 | - | ✗ 0 | 0 | 24.8 | 0 | 1 |
+| 15:00 | misplacement | Forklift Operator × 1 | 1178 | ✓ 1 | 2 | 11.7 | 4 | 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 1607 entries (ran 4 events, expected ≥ 3 new entries from this run)
+
+## Workers touched across the week
+
+9 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 + 15:00 misplacement | booked |
+| W500K-46701 | Lauren F. Adams | 10:00 recurring | booked |
+| W500K-41031 | Joyce D. Reyes | 10:00 recurring | 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 (27 workers examined) · recurring certifications: Forklift (41%), OSHA-10 (41%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)
+- **10:00 recurring** (Forklift Operator): Across 25 similar past playbooks (27 workers examined) · recurring certifications: OSHA-10 (41%), Forklift (41%) · 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 (27 workers examined) · recurring certifications: OSHA-10 (41%), Forklift (41%) · archetype mostly: reliable · 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): 9.
+- Playbook citations across the day: 9 (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, 2026-04-29
+
+## 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. Looking forward to your confirmation.
+
+---
+
+TO: Kelly L. Nelson
+Your shift as a Warehouse Associate is confirmed from 7 AM at the Joliet DC Ramp. Please confirm your availability.
+
+---
+
+TO: Mary H. King
+Confirming your shift as a Warehouse Associate from 7 AM at Midway Distribution's Joliet DC Ramp. Kindly confirm.
+
+---
+
+TO: Emily E. Powell
+Your shift as a Warehouse Associate is confirmed starting 7 AM at the Joliet DC Ramp. Please confirm your attendance.
+
+---
+
+TO: Nathan Y. Miller
+Confirming your shift as a Warehouse Associate from 7 AM at Midway Distribution's Joliet DC Ramp. Kindly confirm your availability.
+
+## 10:00 recurring — Forklift Operator x3 in Joliet, IL
+
+TO: Joshua Taylor
+CONFIRMED: Shift as forklift operator starting 10PM at Joliet DC Ramp. Thanks!
+
+---
+
+TO: Lauren F. Adams
+Shift confirmed as a forklift operator from 10PM at Joliet DC Ramp. See you there!
+
+---
+
+TO: Joyce D. Reyes
+Confirmed shift as forklift operator starting 10PM at Joliet DC Ramp. Looking forward to it!
+
+## 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 15:00 PM. Looking forward to your contribution!