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":"11:00","event_kind":"expansion","ok":true,"model":"gpt-oss:120b","duration_secs":8.085,"risk":"Double‑booking risk for Machine Operators","hint":"For the next Machine Operator shift, pivot to Muncie, IN (~60 mi) to tap fresh pool and prevent double‑booking of the Indianapolis crew."}
+{"after_event":"16:00","event_kind":"misplacement","ok":true,"model":"gpt-oss:120b","duration_secs":6.869,"risk":"Potential double‑booking of Jacob E. Bailey","hint":"For the next Indianapolis Assembler shift, select another qualified worker (e.g., Maria L. Torres) to prevent double‑booking Jacob E. Bailey; stay within the 60 mi bonus radius."}
@@ -0,0 +1,5 @@
+{"at":"07:30","kind":"baseline_fill","operation":"fill: Assembler x6 in Indianapolis, IN","fills":[{"candidate_id":"W500K-12207","name":"Zachary Taylor"},{"candidate_id":"W500K-24626","name":"Jacob E. Bailey"},{"candidate_id":"W500K-7814","name":"Jeffrey Walker"},{"candidate_id":"W500K-45788","name":"Andre C. Brooks"},{"candidate_id":"W500K-47104","name":"James S. Castillo"},{"candidate_id":"W500K-23186","name":"Peter U. Green"}],"turns":2,"duration_secs":19.001,"pool_size":838,"playbook_citations":["pb-seed-b6e0217d434d26c9","pb-seed-66d37fc6946ae16d","pb-seed-16869a3ac95216f8","pb-seed-65fc161357d36662","pb-seed-c639407f546e9d56","pb-seed-f47cccf334bb1e05","pb-seed-8b3d25b990bddacb","pb-seed-885e0dacb0961e89"],"discovered_pattern":"Across 25 similar past playbooks (23 workers examined) · recurring certifications: OSHA-10 (43%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)"}
+{"at":"09:30","kind":"recurring","operation":"fill: Quality Tech x2 in Indianapolis, IN","fills":[{"candidate_id":"W500K-41658","name":"Frank G. Roberts"},{"candidate_id":"W500K-32928","name":"Carlos M. Murphy"}],"turns":2,"duration_secs":14.675,"pool_size":697,"playbook_citations":["pb-seed-9c0c5b136f134c33","pb-seed-dbce9e418f6fa1e9","pb-seed-a3774077f1b11299","pb-seed-9124e59dbb7c2f18"],"discovered_pattern":"Across 25 similar past playbooks (24 workers examined) · recurring certifications: Forklift (42%), OSHA-10 (42%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)"}
+{"at":"11:00","kind":"expansion","operation":"fill: Machine Operator x5 in Indianapolis, IN","fills":[{"candidate_id":"W500K-6479","name":"Christina Watson"},{"candidate_id":"W500K-23524","name":"Angela U. Ward"},{"candidate_id":"W500K-23467","name":"Alexander P. Turner"},{"candidate_id":"W500K-34233","name":"Alexander R. Evans"},{"candidate_id":"W500K-18400","name":"Amy S. Jenkins"}],"turns":2,"duration_secs":16.868,"pool_size":597,"playbook_citations":["pb-seed-b5d8a51cb9df9a2a","pb-seed-2a6b072589433954","pb-seed-e70a39e9ce31d93b","pb-seed-11a4d8a8851b339e","pb-seed-b249552c3cd15b5e","pb-seed-fcf82664d2d9567b","pb-seed-4b7bc1f7f068bb9f"],"discovered_pattern":"Across 25 similar past playbooks (22 workers examined) · recurring certifications: OSHA-10 (41%), Forklift (41%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)"}
+{"at":"14:00","kind":"emergency","operation":"fill: Machine Operator x3 in Indianapolis, IN","fills":[{"candidate_id":"W500K-23467","name":"Alexander P. Turner"},{"candidate_id":"W500K-23524","name":"Angela U. Ward"},{"candidate_id":"W500K-6479","name":"Christina Watson"}],"turns":2,"duration_secs":15.684,"pool_size":657,"playbook_citations":["pb-seed-2a6b072589433954","pb-seed-b5d8a51cb9df9a2a","pb-seed-e70a39e9ce31d93b","pb-seed-fcf82664d2d9567b","pb-seed-4b7bc1f7f068bb9f","pb-seed-dbc5dd10ff21f254","pb-seed-b249552c3cd15b5e","pb-seed-11a4d8a8851b339e"],"discovered_pattern":"Across 25 similar past playbooks (22 workers examined) · recurring certifications: Forklift (41%), OSHA-10 (41%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)"}
+{"at":"16:00","kind":"misplacement","operation":"fill: Assembler x1 in Indianapolis, IN","fills":[{"candidate_id":"W500K-24626","name":"Jacob E. Bailey"}],"turns":2,"duration_secs":14.965,"pool_size":838,"playbook_citations":["pb-seed-66d37fc6946ae16d","pb-seed-4877dd9a31995eb3","pb-seed-b6e0217d434d26c9","pb-seed-16869a3ac95216f8","pb-seed-65fc161357d36662","pb-seed-c639407f546e9d56","pb-seed-f47cccf334bb1e05","pb-seed-8b3d25b990bddacb","pb-seed-885e0dacb0961e89"],"discovered_pattern":"Across 25 similar past playbooks (21 workers examined) · recurring certifications: Forklift (43%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)"}
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+# Client emails — Pioneer Assembly — Indianapolis Plant Expansion, 2026-05-03
+
+## 07:30 baseline_fill — Assembler x6
+
+Subject: 6 Assemblers Confirmed
+
+Dear Pioneera Assembly Indianapolis Plant Expansion Team,
+
+I am pleased to confirm that we have filled all six positions with Assembler roles for your team:
+
+- Zachary Taylor
+- Jacob E. Bailey
+- Jeffrey Walker
+- Andre C. Brooks
+- James S. Castillo
+- Peter U. Green
+
+Shift start is at 07:30 AM. Please note that Alex Rivera, a trainee for 1 month, will be staffed in this role with a contract deadline of May 26, 2026. We consider filling this position paramount.
+
+Best regards,
+Dispatch Team
+Lakehouse Example
+
+## 09:30 recurring — Quality Tech x2
+
+Subject: 2 Filled
+
+Dear Pioneers Assembly Indianapolis Plant Expansion Team,
+
+We are pleased to confirm that we have filled both Quality Tech roles with Frank G. Roberts and Carlos M. Murphy for your shift starting at 09:30 AM. Please note that Alex Rivera, a trainee with one month of experience, will be staffed in this role. His contract deadline is set for May 26, 2026; therefore, ensuring his continued availability is paramount.
+
+Best regards,
+
+Dispatch Team
+Lakehouse Example
+
+## 11:00 expansion — Machine Operator x5
+
+To: staffing@pioneerassembly—indianapolisplantexpansion.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed Staffing  
+
+Dear Pioneera Assembly Team,
+
+We are pleased to confirm that we have filled all 5 positions with Machine Operators as requested:
+
+- Christina Watson
+- Angela U. Ward
+- Alexander P. Turner
+- Alexander R. Evans
+- Amy S. Jenkins
+
+Shift start is scheduled for 11:00 PM. Note that Alex Rivera, a trainee since January, will be part of the team. His contract deadline is May 26, 2026; please ensure this is prioritized.
+
+Best regards,  
+Lakehouse Dispatch
+
+## 14:00 emergency — Machine Operator x3
+
+To: staffing@pioneerassembly—indianapolisplantexpansion.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed Fill  
+
+Dear Staffing Team,  
+
+We are pleased to confirm that we have filled all 3 positions as requested. The workers assigned are Alexander P. Turner and Angela U. Ward for Machine Operator roles, with Christina Watson completing the team. Shifts start at 14:00 PM. Note that Alex Rivera (trainee, 1 month) is staffed; ensure his contract deadline of May 26, 2026, is prioritized.
+
+Best regards,  
+Lakehouse Dispatch
+
+## 16:00 misplacement — Assembler x1
+
+To: staffing@pioneerassembly—indianapolisplantexpansion.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed
+
+Hello Pioneers Assembly,
+
+We are pleased to confirm that we have filled 1 position as requested:
+
+- Assembler: Jacob E. Bailey
+- Shift Start: 16:00 PM
+- Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-26; fill paramount.
+
+Thank you for your partnership.
+
+Best regards,  
+[Your Name]  
+Lakehouse Dispatch
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+# Cross-day lesson — Pioneer Assembly — Indianapolis Plant Expansion, 2026-05-03
+
+_Generated by `gpt-oss:120b` in 6.6s. Based on 5 events + 2 mid-day checkpoints._
+
+When scheduling multiple shifts for the same role in Indianapolis, pull the candidate roster for the upcoming shift before locking in the current one to catch any overlap. If the Indianapolis pool for Machine Operators looks thin, pre‑load Muncie, IN (≈60 mi) candidates and reserve them as the primary alternate before assigning any Indianapolis workers. Keep a backup list of qualified Assemblers (e.g., Maria L. Torres) ready to replace anyone flagged for double‑booking such as Jacob E. Bailey. Verify that all selected workers stay within the 60‑mile radius to secure the $5/hr local bonus.
@@ -0,0 +1,80 @@
+[
+  {
+    "date": "2026-05-05",
+    "client": "Midway Distribution",
+    "cities": "Indianapolis",
+    "states": "IN",
+    "events_total": 4,
+    "events_ok": 3,
+    "checkpoint_count": 2,
+    "model": "gpt-oss:20b",
+    "cloud": false,
+    "lesson": "**  \nBefore running an expansion, pre‑fetch local Packer data (or fallback to the nearest city) and validate that the executor returns well‑formed JSON; this prevents the “Missing local Packer data” failure.  \nWhen an emergency request arrives, immediately cross‑check the 16:00 schedule to ensure no worker is assigned twice, and correct any artifact errors in the scheduling logic that could cause double‑booking.  \nImplement automated checks that flag duplicate assignments and missing data before the agent commits to a fill.",
+    "checkpoints": [
+      {
+        "after": "10:30",
+        "risk": "Missing local Packer data",
+        "hint": "Add Indianapolis Packer records to the index or fallback to nearest city; verify executor returns valid JSON before execution."
+      },
+      {
+        "after": "12:00",
+        "risk": "16:00 double-booking risk",
+        "hint": "Verify no worker is assigned twice for 16:00; fix artifact error in scheduling logic."
+      }
+    ],
+    "created_at": "2026-04-21T02:04:50.585Z",
+    "file": "2026-05-05_Midway_Distribution_1776737090585.json"
+  },
+  {
+    "date": "2026-04-30",
+    "client": "Pioneer Assembly — Indianapolis Plant Expansion",
+    "cities": "Indianapolis",
+    "states": "IN",
+    "events_total": 5,
+    "events_ok": 5,
+    "checkpoint_count": 2,
+    "model": "gpt-oss:120b",
+    "cloud": true,
+    "lesson": "When multiple shifts overlap in the same city, pull the required number of Machine Operators and Assemblers from the nearest alternate city (e.g., Muncie, IN ≈ 45 mi) before assigning any Indianapolis staff, keeping them within the $5/hr local‑bonus radius. Pre‑check each role’s turn count and reserve candidates from the alternate pool to avoid double‑booking individuals like Zachary Taylor. If a shift’s pool shows a gap ≥ 3, automatically queue the same‑role candidates from the alternate city for the next shift rather than re‑using the same workers. Maintain a live “used‑per‑city” ledger so the system flags potential double‑bookings before confirming fills.",
+    "checkpoints": [
+      {
+        "after": "11:00",
+        "risk": "Double‑booking risk for overlapping shifts",
+        "hint": "For next shift, source Machine Operators from Muncie, IN (≈45 mi) to stay within bonus radius and avoid double‑booked Indianapolis staff."
+      },
+      {
+        "after": "16:00",
+        "risk": "Potential double‑booking of Zachary Taylor",
+        "hint": "If the next shift needs an Assembler in Indianapolis, pull a candidate from Muncie, IN (≈45 mi) – still within bonus radius – to sidestep the double‑booking issue."
+      }
+    ],
+    "created_at": "2026-04-21T03:37:30.970Z",
+    "file": "2026-04-30_Pioneer_Assembly_—_Indianapolis_Plant_Expansion_1776742650970.json"
+  },
+  {
+    "date": "2026-04-29",
+    "client": "Northland Logistics",
+    "cities": "Indianapolis",
+    "states": "IN",
+    "events_total": 4,
+    "events_ok": 4,
+    "checkpoint_count": 2,
+    "model": "gpt-oss:20b",
+    "cloud": false,
+    "lesson": "**  \nAfter an emergency or misplacement event, immediately re‑validate all affected candidate schedules. Pre‑fetch the availability of Sharon Hughes, Gregory T. Roberts, and Dorothy D. Robinson for the remaining slots before assigning them. Ensure the playbook’s `f.reason` is defined and sliced correctly before any assignment to prevent double‑booking. This step eliminates the risk flagged in the checkpoints.",
+    "checkpoints": [
+      {
+        "after": "10:00",
+        "risk": "Double booking risk: Sharon, Gregory",
+        "hint": "Confirm Sharon Hughes and Gregory T. Roberts are not booked at 14:00, and review the f.reason.slice error in the playbook."
+      },
+      {
+        "after": "14:30",
+        "risk": "Dorothy D. Robinson double-book",
+        "hint": "Verify Dorothy D. Robinson's schedule, avoid double-booking, and confirm f.reason is defined before assignment."
+      }
+    ],
+    "created_at": "2026-04-21T01:54:16.942Z",
+    "file": "2026-04-29_Northland_Logistics_1776736456942.json"
+  }
+]
@@ -0,0 +1,100 @@
+# Scenario retrospective — Pioneer Assembly — Indianapolis Plant Expansion, 2026-05-03
+
+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 2026-05-05, 2026-04-30, 2026-04-29)
+
+## Events
+
+| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
+|---|---|---|---|---|---|---|---|---|
+| 07:30 | baseline_fill | Assembler × 6 | 838 | ✓ 6 | 2 | 19.0 | 8 | 5 |
+| 09:30 | recurring | Quality Tech × 2 | 697 | ✓ 2 | 2 | 14.7 | 4 | 2 |
+| 11:00 | expansion | Machine Operator × 5 | 597 | ✓ 5 | 2 | 16.9 | 7 | 5 |
+| 14:00 | emergency | Machine Operator × 3 | 657 | ✓ 3 | 2 | 15.7 | 8 | 3 |
+| 16:00 | misplacement | Assembler × 1 | 838 | ✓ 1 | 2 | 15.0 | 9 | 1 |
+
+## Final roster
+
+| Worker | Booked | Role | City, ST | Status |
+|---|---|---|---|---|
+| undefined Zachary Taylor | 07:30 | Assembler | Indianapolis, IN | no_show |
+| undefined Jacob E. Bailey | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Jeffrey Walker | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Andre C. Brooks | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined James S. Castillo | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Peter U. Green | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Frank G. Roberts | 09:30 | Quality Tech | Indianapolis, IN | confirmed |
+| undefined Carlos M. Murphy | 09:30 | Quality Tech | Indianapolis, IN | confirmed |
+| undefined Christina Watson | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Angela U. Ward | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Alexander P. Turner | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Alexander R. Evans | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Amy S. Jenkins | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Alexander P. Turner | 14:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Angela U. Ward | 14:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Christina Watson | 14:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Jacob E. Bailey | 16:00 | Assembler | Indianapolis, IN | confirmed |
+
+## Gap signals
+
+### double_book
+- **07:30** — undefined Jacob E. Bailey already booked for 07:30
+- **07:30** — undefined Jeffrey Walker already booked for 07:30
+- **07:30** — undefined Andre C. Brooks already booked for 07:30
+- **07:30** — undefined James S. Castillo already booked for 07:30
+- **07:30** — undefined Peter U. Green already booked for 07:30
+- **09:30** — undefined Frank G. Roberts already booked for 07:30
+- **09:30** — undefined Carlos M. Murphy already booked for 07:30
+- **11:00** — undefined Christina Watson already booked for 07:30
+- **11:00** — undefined Angela U. Ward already booked for 07:30
+- **11:00** — undefined Alexander P. Turner already booked for 07:30
+- **11:00** — undefined Alexander R. Evans already booked for 07:30
+- **11:00** — undefined Amy S. Jenkins already booked for 07:30
+- **14:00** — undefined Alexander P. Turner already booked for 07:30
+- **14:00** — undefined Angela U. Ward already booked for 07:30
+- **14:00** — undefined Christina Watson already booked for 07:30
+- **16:00** — undefined Jacob E. Bailey already booked for 07:30
+
+### fairness
+- _cross-event_ — Zachary Taylor (undefined) booked 16 times today
+
+### write_through_audit
+- _post-run_ — playbook_memory has 1625 entries (ran 5 events, expected ≥ 5 new entries from this run)
+
+## Workers touched across the week
+
+14 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-12207 | Zachary Taylor | 07:30 baseline_fill | booked |
+| W500K-24626 | Jacob E. Bailey | 07:30 baseline_fill + 16:00 misplacement | booked |
+| W500K-7814 | Jeffrey Walker | 07:30 baseline_fill | booked |
+| W500K-45788 | Andre C. Brooks | 07:30 baseline_fill | booked |
+| W500K-47104 | James S. Castillo | 07:30 baseline_fill | booked |
+| W500K-23186 | Peter U. Green | 07:30 baseline_fill | booked |
+| W500K-41658 | Frank G. Roberts | 09:30 recurring | booked |
+| W500K-32928 | Carlos M. Murphy | 09:30 recurring | booked |
+| W500K-6479 | Christina Watson | 11:00 expansion + 14:00 emergency | booked |
+| W500K-23524 | Angela U. Ward | 11:00 expansion + 14:00 emergency | booked |
+| W500K-23467 | Alexander P. Turner | 11:00 expansion + 14:00 emergency | booked |
+| W500K-34233 | Alexander R. Evans | 11:00 expansion | booked |
+| W500K-18400 | Amy S. Jenkins | 11:00 expansion | booked |
+| undefined | Zachary Taylor | 07:30 | no_show |
+
+## Discovered patterns (meta-index)
+
+What the system identified across semantically-similar past fills as each event ran:
+
+- **07:30 baseline_fill** (Assembler): Across 25 similar past playbooks (23 workers examined) · recurring certifications: OSHA-10 (43%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)
+- **09:30 recurring** (Quality Tech): Across 25 similar past playbooks (24 workers examined) · recurring certifications: Forklift (42%), OSHA-10 (42%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)
+- **11:00 expansion** (Machine Operator): Across 25 similar past playbooks (22 workers examined) · recurring certifications: OSHA-10 (41%), Forklift (41%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)
+- **14:00 emergency** (Machine Operator): Across 25 similar past playbooks (22 workers examined) · recurring certifications: Forklift (41%), OSHA-10 (41%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)
+- **16:00 misplacement** (Assembler): Across 25 similar past playbooks (21 workers examined) · recurring certifications: Forklift (43%) · archetype mostly: reliable · reliability median 0.80 (range 0.34–1.00)
+
+## Narrative
+
+- 5/5 events reached consensus.
+- Final roster: 17 bookings across 1 distinct workers.
+- Workers touched (booked, failed, or otherwise decided): 14.
+- Playbook citations across the day: 36 (proof the feedback loop fired across events).
@@ -0,0 +1,138 @@
+[
+  {
+    "name": "Zachary Taylor",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "no_show"
+  },
+  {
+    "name": "Jacob E. Bailey",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Jeffrey Walker",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Andre C. Brooks",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "James S. Castillo",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Peter U. Green",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Frank G. Roberts",
+    "booked_for": "09:30",
+    "role": "Quality Tech",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Carlos M. Murphy",
+    "booked_for": "09:30",
+    "role": "Quality Tech",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Christina Watson",
+    "booked_for": "11:00",
+    "role": "Machine Operator",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Angela U. Ward",
+    "booked_for": "11:00",
+    "role": "Machine Operator",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Alexander P. Turner",
+    "booked_for": "11:00",
+    "role": "Machine Operator",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Alexander R. Evans",
+    "booked_for": "11:00",
+    "role": "Machine Operator",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Amy S. Jenkins",
+    "booked_for": "11:00",
+    "role": "Machine Operator",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Alexander P. Turner",
+    "booked_for": "14:00",
+    "role": "Machine Operator",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Angela U. Ward",
+    "booked_for": "14:00",
+    "role": "Machine Operator",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Christina Watson",
+    "booked_for": "14:00",
+    "role": "Machine Operator",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Jacob E. Bailey",
+    "booked_for": "16:00",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  }
+]
@@ -0,0 +1,86 @@
+# SMS drafts — Pioneer Assembly — Indianapolis Plant Expansion, 2026-05-03
+
+## 07:30 baseline_fill — Assembler x6 in Indianapolis, IN
+
+TO: Zachary Taylor
+Confirming your shift start at 07:30 AM today. Thanks!
+
+---
+
+TO: Jacob E. Bailey
+Good morning! Confirming your shift from 07:30 AM.
+
+---
+
+TO: Jeffrey Walker
+Morning Jeffrey, confirm your shift starts at 07:30 AM.
+
+---
+
+TO: Andre C. Brooks
+Confirming your 07:30 AM shift today, Andre.
+
+---
+
+TO: James S. Castillo
+James, please confirm you're on for the 07:30 AM shift.
+
+---
+
+TO: Peter U. Green
+Peter, confirming your shift starts at 07:30 AM today.
+
+## 09:30 recurring — Quality Tech x2 in Indianapolis, IN
+
+TO: Frank G. Roberts
+Good morning, Frank! Confirming your shift as a Quality Tech starts at 9:30 AM today. Looking forward to working together!
+
+---
+
+TO: Carlos M. Murphy
+Morning, Carlos! Just confirming your Quality Tech shift begins at 9:30 AM. Ready for the day ahead?
+
+## 11:00 expansion — Machine Operator x5 in Indianapolis, IN
+
+TO: Christina Watson
+CONFIRM shift as Machine Operator starting 11PM tonight. ID: W500K-6479
+
+---
+
+TO: Angela U. Ward
+Shift confirmed for Machine Operator at 11PM. ID: W500K-23524
+
+---
+
+TO: Alexander P. Turner
+Confirming your shift as Machine Operator from 11PM. ID: W500K-23467
+
+---
+
+TO: Alexander R. Evans
+Shift confirmed for you at 11PM as a Machine Operator. ID: W500K-34233
+
+---
+
+TO: Amy S. Jenkins
+Confirming your shift as Machine Operator starting 11PM tonight. ID: W500K-18400
+
+## 14:00 emergency — Machine Operator x3 in Indianapolis, IN
+
+TO: Alexander P. Turner
+Hi Alex! Confirming your shift starts at 2 PM today. Thanks!
+
+---
+
+TO: Angela U. Ward
+Hey Angela, confirm your shift is on from 2 PM. Looking forward to seeing you there!
+
+---
+
+TO: Christina Watson
+Christina, please confirm your shift starts at 2 PM. Thanks for your help!
+
+## 16:00 misplacement — Assembler x1 in Indianapolis, IN
+
+TO: Jacob E. Bailey
+Confirming your shift start at 16:00 PM today at Pioneer Assembly Indianapolis Plant Expansion. Fill is paramount. Thanks!