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":"12:15","event_kind":"expansion","ok":true,"model":"gpt-oss:20b","duration_secs":14.193,"risk":"Forklift Operator drift risk in Toledo","hint":"Verify forklift operator certifications in Toledo; consider temporary hires if drift persists."}
+{"after_event":"15:45","event_kind":"misplacement","ok":true,"model":"gpt-oss:20b","duration_secs":15.506,"risk":"Double-booking risk for Patrick Ross","hint":"Verify Patrick Ross’s schedule before assigning; use the booking system to prevent overlapping shifts."}
@@ -0,0 +1,4 @@
+{"at":"08:00","kind":"baseline_fill","operation":"fill: Warehouse Associate x3 in Toledo, OH","fills":[{"candidate_id":"W500K-7079","name":"Patrick Ross","reason":"Top-ranked candidate (score 0.69) verified via SQL with high availability (0.8645)."},{"candidate_id":"W500K-48488","name":"Olivia Y. Howard","reason":"Second-ranked candidate (score 0.67) verified via SQL with good availability (0.6458)."},{"candidate_id":"W500K-39023","name":"Deborah X. Sanchez","reason":"Third-ranked candidate (score 0.67) verified via SQL with good availability (0.6113)."}],"turns":4,"duration_secs":22.11,"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)"}
+{"at":"10:30","kind":"recurring","operation":"fill: Machine Operator x2 in Toledo, OH","fills":[{"candidate_id":"W500K-29298","name":"Robert W. Gonzalez","reason":"Top-ranked Machine Operator in Toledo, OH with high availability (0.8843) and reliability (0.8928), verified via SQL."},{"candidate_id":"W500K-19759","name":"Carmen Z. Rodriguez","reason":"Second-ranked Machine Operator in Toledo, OH with high availability (0.8207) and reliability (0.8284), verified via SQL."}],"turns":3,"duration_secs":18.139,"pool_size":997,"playbook_citations":["pb-seed-0bca7a3e7b162011"],"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: leader · reliability median 0.83 (range 0.75–0.96)"}
+{"at":"14:00","kind":"emergency","operation":"fill: Loader x4 in Toledo, OH","fills":[{"candidate_id":"W500K-15305","name":"Mary R. Richardson","reason":"Top availability (0.988) verified in Toledo, OH"},{"candidate_id":"W500K-16975","name":"Brian X. Price","reason":"High availability (0.9755) verified in Toledo, OH"},{"candidate_id":"W500K-12325","name":"Raj Torres","reason":"Good availability (0.7847) verified in Toledo, OH"},{"candidate_id":"W500K-19495","name":"George V. Stewart","reason":"Sufficient availability (0.7322) verified in Toledo, OH"}],"turns":3,"duration_secs":25.559,"pool_size":380,"playbook_citations":["pb-seed-33f6591250bf3c3b"],"discovered_pattern":"Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: 6S (50%), mill (50%) · archetype mostly: leader · reliability median 0.83 (range 0.75–0.96)"}
+{"at":"15:45","kind":"misplacement","operation":"fill: Warehouse Associate x1 in Toledo, OH","fills":[{"candidate_id":"W500K-7079","name":"Patrick Ross","reason":"Verified via SQL as a Warehouse Associate in Toledo, OH with availability 0.8645 (>0.5)."}],"turns":3,"duration_secs":14.485,"pool_size":770,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (11 workers examined) · recurring certifications: Forklift (64%), OSHA-10 (55%) · archetype mostly: communicator · reliability median 0.78 (range 0.53–0.96)"}
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+# Client emails — Riverfront Steel, 2026-04-21
+
+## 08:00 baseline_fill — Warehouse Associate x3
+
+Subject: 3 Filled
+
+Dear Riverfront Steel Team,
+
+We are pleased to confirm that we have filled all three positions for Warehouse Associates as requested:
+
+- Patrick Ross
+- Olivia Y. Howard 
+- Deborah X. Sanchez
+
+All workers will start their regular Monday morning shift at 08:00 AM, working an 8-hour shift.
+
+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:
+
+- Robert W. Gonzalez
+- Carmen Z. Rodriguez
+
+Please note this is a recurring slot, and prior workers may still be available.
+
+Best regards,
+
+Lakehouse Dispatch
+
+## 14:00 emergency — Loader x4
+
+Subject: 4 Loader Crew Confirmed
+
+Dear Riverfront Steel Team,
+
+I am pleased to confirm that we have filled all four loader positions for your shift starting at 04:00 PM today:
+
+- Mary R. Richardson 
+- Brian X. Price  
+- Raj Torres   
+- George V. Stewart  
+
+Please note the walkoff incident scenario; a replacement crew is needed by 16:00 sharp.
+
+Best regards,
+Dispatch Team Lakehouse
+
+## 15:45 misplacement — Warehouse Associate x1
+
+To: staffing@riverfrontsteel.example  
+From: dispatch@lakehouse.example  
+Subject: Fill Confirmed
+
+We have filled 1 position for the remainder of the 08:00 shift as requested. Patrick Ross will be a Warehouse Associate. Please note that one worker from this fill did not show up; we are currently rebuilding the gap.
@@ -0,0 +1,6 @@
+# Cross-day lesson — Riverfront Steel, 2026-04-21
+
+_Generated by `gpt-oss:20b` in 5.1s. Based on 5 events + 2 mid-day checkpoints._
+
+**  
+Before launching an expansion, always verify the pool size and certification status for the role; if the pool is unknown or certifications are missing, pre‑fetch the data or secure temporary hires to avoid a fail. For any misplacement or recurring assignment, cross‑check the booking system to confirm that staff such as Patrick Ross are not double‑booked. Maintain a buffer of at least three extra candidates for emergency roles to keep gaps at a minimum. This proactive verification will reduce drift risk and scheduling conflicts in future runs.
@@ -0,0 +1 @@
+[]
@@ -0,0 +1,87 @@
+# Scenario retrospective — Riverfront Steel, 2026-04-21
+
+Executor: `qwen3.5:latest`   Reviewer: `qwen3:latest`   Draft: `qwen2.5:latest`   Overview(T3): `gpt-oss:20b`
+Prior lessons loaded into executor context: **0** (baseline — no prior T3 history)
+
+## Events
+
+| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
+|---|---|---|---|---|---|---|---|---|
+| 08:00 | baseline_fill | Warehouse Associate × 3 | 770 | ✓ 3 | 4 | 22.1 | 0 | 2 |
+| 10:30 | recurring | Machine Operator × 2 | 997 | ✓ 2 | 3 | 18.1 | 1 | 2 |
+| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 42.0 | 0 | 1 |
+| 14:00 | emergency | Loader × 4 | 380 | ✓ 4 | 3 | 25.6 | 1 | 4 |
+| 15:45 | misplacement | Warehouse Associate × 1 | 770 | ✓ 1 | 3 | 14.5 | 0 | 1 |
+
+## Final roster
+
+| Worker | Booked | Role | City, ST | Status |
+|---|---|---|---|---|
+| undefined Patrick Ross | 08:00 | Warehouse Associate | Toledo, OH | no_show |
+| undefined Olivia Y. Howard | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
+| undefined Deborah X. Sanchez | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
+| undefined Robert W. Gonzalez | 10:30 | Machine Operator | Toledo, OH | confirmed |
+| undefined Carmen Z. Rodriguez | 10:30 | Machine Operator | Toledo, OH | confirmed |
+| undefined Mary R. Richardson | 14:00 | Loader | Toledo, OH | confirmed |
+| undefined Brian X. Price | 14:00 | Loader | Toledo, OH | confirmed |
+| undefined Raj Torres | 14:00 | Loader | Toledo, OH | confirmed |
+| undefined George V. Stewart | 14:00 | Loader | Toledo, OH | confirmed |
+| undefined Patrick Ross | 15:45 | Warehouse Associate | Toledo, OH | confirmed |
+
+## Gap signals
+
+### double_book
+- **08:00** — undefined Olivia Y. Howard already booked for 08:00
+- **08:00** — undefined Deborah X. Sanchez already booked for 08:00
+- **10:30** — undefined Robert W. Gonzalez already booked for 08:00
+- **10:30** — undefined Carmen Z. Rodriguez already booked for 08:00
+- **14:00** — undefined Mary R. Richardson already booked for 08:00
+- **14:00** — undefined Brian X. Price already booked for 08:00
+- **14:00** — undefined Raj Torres already booked for 08:00
+- **14:00** — undefined George V. Stewart already booked for 08:00
+- **15:45** — undefined Patrick Ross already booked for 08:00
+
+### drift_or_tool
+- **12:15** — aborted — 3 consecutive drift flags
+
+### fairness
+- _cross-event_ — Patrick Ross (undefined) booked 9 times today
+
+### write_through_audit
+- _post-run_ — playbook_memory has 1351 entries (ran 5 events, expected ≥ 4 new entries from this run)
+
+## Workers touched across the week
+
+11 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-7079 | Patrick Ross | 08:00 baseline_fill | booked |
+| W500K-48488 | Olivia Y. Howard | 08:00 baseline_fill | booked |
+| W500K-39023 | Deborah X. Sanchez | 08:00 baseline_fill | booked |
+| W500K-29298 | Robert W. Gonzalez | 10:30 recurring | booked |
+| W500K-19759 | Carmen Z. Rodriguez | 10:30 recurring | booked |
+| 15305 | Mary R. Richardson | 14:00 emergency | booked |
+| 16975 | Brian X. Price | 14:00 emergency | booked |
+| 12325 | Raj Torres | 14:00 emergency | booked |
+| 19495 | George V. Stewart | 14:00 emergency | booked |
+| 7079 | Patrick Ross | 15:45 misplacement | booked |
+| undefined | Patrick Ross | 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 (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)
+- **10:30 recurring** (Machine Operator): Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: leader · reliability median 0.83 (range 0.75–0.96)
+- **12:15 expansion** (Forklift Operator): —
+- **14:00 emergency** (Loader): Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: 6S (50%), mill (50%) · archetype mostly: leader · reliability median 0.83 (range 0.75–0.96)
+- **15:45 misplacement** (Warehouse Associate): Across 25 similar past playbooks (11 workers examined) · recurring certifications: Forklift (64%), OSHA-10 (55%) · archetype mostly: communicator · reliability median 0.78 (range 0.53–0.96)
+
+## Narrative
+
+- 4/5 events reached consensus.
+- Final roster: 10 bookings across 1 distinct workers.
+- Workers touched (booked, failed, or otherwise decided): 11.
+- Playbook citations across the day: 2 (proof the feedback loop fired across events).
+- Dropped events: 12:15 expansion.
@@ -0,0 +1,188 @@
+[
+  {
+    "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-7079",
+        "name": "Patrick Ross",
+        "reason": "Top-ranked candidate (score 0.69) verified via SQL with high availability (0.8645)."
+      },
+      {
+        "candidate_id": "W500K-48488",
+        "name": "Olivia Y. Howard",
+        "reason": "Second-ranked candidate (score 0.67) verified via SQL with good availability (0.6458)."
+      },
+      {
+        "candidate_id": "W500K-39023",
+        "name": "Deborah X. Sanchez",
+        "reason": "Third-ranked candidate (score 0.67) verified via SQL with good availability (0.6113)."
+      }
+    ],
+    "turns": 4,
+    "duration_secs": 22.11,
+    "gap_signals": [
+      "double_book: undefined Olivia Y. Howard already booked for 08:00",
+      "double_book: undefined Deborah X. Sanchez already booked for 08:00"
+    ],
+    "sources_first_score": 0.6889494,
+    "sources_last_score": 0.64508283,
+    "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)"
+  },
+  {
+    "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-29298",
+        "name": "Robert W. Gonzalez",
+        "reason": "Top-ranked Machine Operator in Toledo, OH with high availability (0.8843) and reliability (0.8928), verified via SQL."
+      },
+      {
+        "candidate_id": "W500K-19759",
+        "name": "Carmen Z. Rodriguez",
+        "reason": "Second-ranked Machine Operator in Toledo, OH with high availability (0.8207) and reliability (0.8284), verified via SQL."
+      }
+    ],
+    "turns": 3,
+    "duration_secs": 18.139,
+    "gap_signals": [
+      "double_book: undefined Robert W. Gonzalez already booked for 08:00",
+      "double_book: undefined Carmen Z. Rodriguez already booked for 08:00"
+    ],
+    "sources_first_score": 0.71900976,
+    "sources_last_score": 0.5399919,
+    "pool_size": 997,
+    "playbook_citations": [
+      "pb-seed-0bca7a3e7b162011"
+    ],
+    "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: leader · reliability median 0.83 (range 0.75–0.96)"
+  },
+  {
+    "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": 42.022,
+    "error": "aborted — 3 consecutive drift flags",
+    "gap_signals": [
+      "drift_or_tool: aborted — 3 consecutive drift flags"
+    ]
+  },
+  {
+    "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": true,
+    "fills": [
+      {
+        "candidate_id": "15305",
+        "name": "Mary R. Richardson",
+        "reason": "Top availability (0.988) verified in Toledo, OH"
+      },
+      {
+        "candidate_id": "16975",
+        "name": "Brian X. Price",
+        "reason": "High availability (0.9755) verified in Toledo, OH"
+      },
+      {
+        "candidate_id": "12325",
+        "name": "Raj Torres",
+        "reason": "Good availability (0.7847) verified in Toledo, OH"
+      },
+      {
+        "candidate_id": "19495",
+        "name": "George V. Stewart",
+        "reason": "Sufficient availability (0.7322) verified in Toledo, OH"
+      }
+    ],
+    "turns": 3,
+    "duration_secs": 25.559,
+    "gap_signals": [
+      "double_book: undefined Mary R. Richardson already booked for 08:00",
+      "double_book: undefined Brian X. Price already booked for 08:00",
+      "double_book: undefined Raj Torres already booked for 08:00",
+      "double_book: undefined George V. Stewart already booked for 08:00"
+    ],
+    "sources_first_score": 0.64419335,
+    "sources_last_score": 0.54439425,
+    "pool_size": 380,
+    "playbook_citations": [
+      "pb-seed-33f6591250bf3c3b"
+    ],
+    "discovered_pattern": "Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: 6S (50%), mill (50%) · archetype mostly: leader · reliability median 0.83 (range 0.75–0.96)"
+  },
+  {
+    "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": true,
+    "fills": [
+      {
+        "candidate_id": "7079",
+        "name": "Patrick Ross",
+        "reason": "Verified via SQL as a Warehouse Associate in Toledo, OH with availability 0.8645 (>0.5)."
+      }
+    ],
+    "turns": 3,
+    "duration_secs": 14.485,
+    "gap_signals": [
+      "double_book: undefined Patrick Ross already booked for 08:00"
+    ],
+    "sources_first_score": 0.6889494,
+    "sources_last_score": 0.6889494,
+    "pool_size": 770,
+    "playbook_citations": [],
+    "discovered_pattern": "Across 25 similar past playbooks (11 workers examined) · recurring certifications: Forklift (64%), OSHA-10 (55%) · archetype mostly: communicator · reliability median 0.78 (range 0.53–0.96)"
+  }
+]
@@ -0,0 +1,82 @@
+[
+  {
+    "name": "Patrick Ross",
+    "booked_for": "08:00",
+    "role": "Warehouse Associate",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "no_show"
+  },
+  {
+    "name": "Olivia Y. Howard",
+    "booked_for": "08:00",
+    "role": "Warehouse Associate",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  },
+  {
+    "name": "Deborah X. Sanchez",
+    "booked_for": "08:00",
+    "role": "Warehouse Associate",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  },
+  {
+    "name": "Robert W. Gonzalez",
+    "booked_for": "10:30",
+    "role": "Machine Operator",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  },
+  {
+    "name": "Carmen Z. Rodriguez",
+    "booked_for": "10:30",
+    "role": "Machine Operator",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  },
+  {
+    "name": "Mary R. Richardson",
+    "booked_for": "14:00",
+    "role": "Loader",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  },
+  {
+    "name": "Brian X. Price",
+    "booked_for": "14:00",
+    "role": "Loader",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  },
+  {
+    "name": "Raj Torres",
+    "booked_for": "14:00",
+    "role": "Loader",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  },
+  {
+    "name": "George V. Stewart",
+    "booked_for": "14:00",
+    "role": "Loader",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  },
+  {
+    "name": "Patrick Ross",
+    "booked_for": "15:45",
+    "role": "Warehouse Associate",
+    "city": "Toledo",
+    "state": "OH",
+    "status": "confirmed"
+  }
+]
@@ -0,0 +1,56 @@
+# SMS drafts — Riverfront Steel, 2026-04-21
+
+## 08:00 baseline_fill — Warehouse Associate x3 in Toledo, OH
+
+TO: Patrick Ross
+Confirming your shift as a Warehouse Associate at Riverfront Steel in Toledo, OH starting at 08:00 AM today.
+
+---
+
+TO: Olivia Y. Howard
+Your shift as a Warehouse Associate is confirmed for 08:00 AM at the Toledo, OH location today.
+
+---
+
+TO: Deborah X. Sanchez
+Shift confirmed for you as a Warehouse Associate at Riverfront Steel in Toledo, OH starting at 08:00 AM today.
+
+## 10:30 recurring — Machine Operator x2 in Toledo, OH
+
+TO: Robert W. Gonzalez
+Confirming your Machine Operator shift at Riverfront Steel in Toledo, OH starting 11:00 AM on Tuesday/Thursday. Still looking for workers! 
+
+---
+
+TO: Carmen Z. Rodriguez
+Your recurring Tuesday/Thursday Machine Operator shift at Riverfront Steel in Toledo, OH starts at 11:00 AM. Confirming your availability?
+
+## 14:00 emergency — Loader x4 in Toledo, OH
+
+TO: Mary R. Richardson
+Confirming your shift as Loader starting 4:00 PM at Riverfront Steel in Toledo, OH. Please be on time.
+
+---
+
+TO: Brian X. Price
+Can you cover the loader shift from 4:00 PM due to a walkoff incident? Thanks!
+
+---
+
+TO: Raj Torres
+Replacement needed for loader shift at 4:00 PM today. Confirm your availability please.
+
+---
+
+TO: George V. Stewart
+Confirming your shift as Loader starting 4:00 PM. Replacement required by 16:00 due to a walkoff incident.
+
+## 15:45 misplacement — Warehouse Associate x1 in Toledo, OH
+
+TO: Patrick Ross
+Confirming your shift to cover the 08:00 - 16:00 gap at Riverfront Steel in Toledo, OH. Looking forward to your help!
+
+---
+
+TO: Patrick Ross
+Confirming your shift from 08:00 to 16:00 today at our Toledo, OH location. Thanks for stepping in!