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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+{"at":"08:00","kind":"baseline_fill","operation":"fill: Warehouse Associate x3 in Toledo, OH","fills":[{"candidate_id":"W500K-49164","name":"Christopher Y. Phillips","reason":"Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."},{"candidate_id":"W500K-40928","name":"Janet E. Hill","reason":"Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."},{"candidate_id":"W500K-34704","name":"Fatima U. Rivera","reason":"Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."}],"turns":7,"duration_secs":20.128,"pool_size":770,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.66–0.96)"}
+{"at":"10:30","kind":"recurring","operation":"fill: Machine Operator x2 in Toledo, OH","fills":[{"candidate_id":"W500K-19759","name":"Carmen Z. Rodriguez","reason":"Recurring Machine Operator in Toledo, OH with a score of 0.75, verified via sql tool."},{"candidate_id":"W500K-29298","name":"Robert W. Gonzalez","reason":"Recurring Machine Operator in Toledo, OH with a score of 0.74, not yet SQL verified but highly likely to meet requirements."}],"turns":5,"duration_secs":17.426,"pool_size":997,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.66–0.96)"}
@@ -0,0 +1,40 @@
+# Client emails — Riverfront Steel, 2026-04-21
+
+## 08:00 baseline_fill — Warehouse Associate x3
+
+Subject: 3 Filled
+
+Dear Riverfront Steel Staffing Team,
+
+I am pleased to confirm that we have filled all three roles of Warehouse Associate for your Monday morning shift starting at 08:00 AM.
+
+The workers assigned are:
+- Christopher Y. Phillips
+- Janet E. Hill 
+- Fatima U. Rivera
+
+All three have confirmed their availability and are reliable team members.
+
+Best regards,
+Dispatch Team Lakehouse
+
+## 10:30 recurring — Machine Operator x2
+
+To: staffing@riverfrontsteel.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed
+
+Dear Riverfront Steel Team,
+
+We are pleased to confirm that we have filled both Machine Operator roles for your Tuesday/Thursday shifts starting at 11:00 AM. The workers assigned are:
+
+- Carmen Z. Rodriguez
+- Robert W. Gonzalez
+
+Both are recurring Machine Operators in Toledo, OH with a score of 0.7.
+
+Please note this is a recurring slot; prior workers may still be available.
+
+Best regards,
+
+Dispatch Team
@@ -0,0 +1,74 @@
+# 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 0.66–0.96)
+- **10:30 recurring** (Machine Operator): Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.66–0.96)
+- **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.
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+[
+  {
+    "event": {
+      "kind": "baseline_fill",
+      "at": "08:00",
+      "role": "Warehouse Associate",
+      "count": 3,
+      "city": "Toledo",
+      "state": "OH",
+      "shift_start": "08:00 AM",
+      "scenario_note": "Regular Monday morning shift, 8-hour."
+    },
+    "ok": true,
+    "fills": [
+      {
+        "candidate_id": "W500K-49164",
+        "name": "Christopher Y. Phillips",
+        "reason": "Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."
+      },
+      {
+        "candidate_id": "W500K-40928",
+        "name": "Janet E. Hill",
+        "reason": "Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."
+      },
+      {
+        "candidate_id": "W500K-34704",
+        "name": "Fatima U. Rivera",
+        "reason": "Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."
+      }
+    ],
+    "turns": 7,
+    "duration_secs": 20.128,
+    "gap_signals": [
+      "double_book: undefined Janet E. Hill already booked for 08:00",
+      "double_book: undefined Fatima U. Rivera already booked for 08:00"
+    ],
+    "sources_first_score": 0.7124013,
+    "sources_last_score": 0.66623676,
+    "pool_size": 770,
+    "playbook_citations": [],
+    "discovered_pattern": "Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.66–0.96)"
+  },
+  {
+    "event": {
+      "kind": "recurring",
+      "at": "10:30",
+      "role": "Machine Operator",
+      "count": 2,
+      "city": "Toledo",
+      "state": "OH",
+      "shift_start": "11:00 AM",
+      "scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
+    },
+    "ok": true,
+    "fills": [
+      {
+        "candidate_id": "W500K-19759",
+        "name": "Carmen Z. Rodriguez",
+        "reason": "Recurring Machine Operator in Toledo, OH with a score of 0.75, verified via sql tool."
+      },
+      {
+        "candidate_id": "W500K-29298",
+        "name": "Robert W. Gonzalez",
+        "reason": "Recurring Machine Operator in Toledo, OH with a score of 0.74, not yet SQL verified but highly likely to meet requirements."
+      }
+    ],
+    "turns": 5,
+    "duration_secs": 17.426,
+    "gap_signals": [
+      "double_book: undefined Carmen Z. Rodriguez already booked for 08:00",
+      "double_book: undefined Robert W. Gonzalez already booked for 08:00"
+    ],
+    "sources_first_score": 0.72546995,
+    "sources_last_score": 0.6690281,
+    "pool_size": 997,
+    "playbook_citations": [],
+    "discovered_pattern": "Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.66–0.96)"
+  },
+  {
+    "event": {
+      "kind": "expansion",
+      "at": "12:15",
+      "role": "Forklift Operator",
+      "count": 5,
+      "city": "Toledo",
+      "state": "OH",
+      "shift_start": "01:00 PM",
+      "scenario_note": "New warehouse location opening, five-worker team needed."
+    },
+    "ok": false,
+    "fills": [],
+    "turns": 0,
+    "duration_secs": 46.391,
+    "error": "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",
+    "gap_signals": [
+      "drift_or_tool: 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"
+    ]
+  },
+  {
+    "event": {
+      "kind": "emergency",
+      "at": "14:00",
+      "role": "Loader",
+      "count": 4,
+      "city": "Toledo",
+      "state": "OH",
+      "shift_start": "04:00 PM same day",
+      "deadline": "16:00",
+      "scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
+    },
+    "ok": false,
+    "fills": [],
+    "turns": 0,
+    "duration_secs": 54.123,
+    "error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"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",
+    "gap_signals": [
+      "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\",\"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"
+    ]
+  },
+  {
+    "event": {
+      "kind": "misplacement",
+      "at": "15:45",
+      "role": "Warehouse Associate",
+      "count": 1,
+      "city": "Toledo",
+      "state": "OH",
+      "shift_start": "remainder of 08:00 shift",
+      "scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
+      "replaces_event": "08:00",
+      "exclude_worker_ids": [
+        null,
+        null,
+        null
+      ]
+    },
+    "ok": false,
+    "fills": [],
+    "turns": 0,
+    "duration_secs": 59.593,
+    "error": "no consensus after 14 turns",
+    "gap_signals": [
+      "drift_or_tool: no consensus after 14 turns"
+    ]
+  }
+]
@@ -0,0 +1,42 @@
+[
+  {
+    "name": "Christopher Y. Phillips",
+    "booked_for": "08:00",
+    "role": "Warehouse Associate",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "no_show"
+  },
+  {
+    "name": "Janet E. Hill",
+    "booked_for": "08:00",
+    "role": "Warehouse Associate",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  },
+  {
+    "name": "Fatima U. Rivera",
+    "booked_for": "08:00",
+    "role": "Warehouse Associate",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  },
+  {
+    "name": "Carmen Z. Rodriguez",
+    "booked_for": "10:30",
+    "role": "Machine Operator",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  },
+  {
+    "name": "Robert W. Gonzalez",
+    "booked_for": "10:30",
+    "role": "Machine Operator",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  }
+]
@@ -0,0 +1,26 @@
+# SMS drafts — Riverfront Steel, 2026-04-21
+
+## 08:00 baseline_fill — Warehouse Associate x3 in Toledo, OH
+
+TO: Christopher Y. Phillips
+Confirming your shift as a Warehouse Associate at Riverfront Steel in Toledo, OH starting 8 AM today.
+
+---
+
+TO: Janet E. Hill
+Good morning! Confirming your shift as a Warehouse Associate from 8 AM onwards at our Toledo, OH location.
+
+---
+
+TO: Fatima U. Rivera
+Morning Fatima! Just confirming your shift as a Warehouse Associate at Riverfront Steel in Toledo, OH starting at 8 AM.
+
+## 10:30 recurring — Machine Operator x2 in Toledo, OH
+
+TO: Carmen Z. Rodriguez
+Confirming your shift as a Machine Operator at Riverfront Steel in Toledo, OH starting 11:00 AM on Tuesday/Thursday. Still available! 
+
+---
+
+TO: Robert W. Gonzalez
+Your recurring Tuesday/Thursday Machine Operator shift at Riverfront Steel in Toledo, OH starts at 11:00 AM. Confirm your availability please.