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":8.156,"risk":"Double-booking risk for upcoming shifts","hint":"If Machine Operator demand rises, source additional operators from Muncie, IN (~60 mi) – pool ~500, still qualifies for $5/hr local bonus, reducing double‑booking risk."}
+{"after_event":"16:00","event_kind":"misplacement","ok":true,"model":"gpt-oss:120b","duration_secs":11.272,"risk":"Double‑booking risk for staff","hint":"Assign a different assembler from Muncie, IN (≈50 mi) to stay within bonus radius and avoid Zachary Taylor conflict."}
@@ -0,0 +1,5 @@
+{"at":"07:30","kind":"baseline_fill","operation":"fill: Assembler x6 in Indianapolis, IN","fills":[{"candidate_id":"W500K-49897","name":"Adam D. Watson"},{"candidate_id":"W500K-12207","name":"Zachary Taylor"},{"candidate_id":"W500K-7814","name":"Jeffrey Walker"},{"candidate_id":"W500K-24626","name":"Jacob E. Bailey"},{"candidate_id":"W500K-47104","name":"James S. Castillo"},{"candidate_id":"W500K-45788","name":"Andre C. Brooks"}],"turns":2,"duration_secs":16.397,"pool_size":838,"playbook_citations":["pb-seed-b6e0217d434d26c9","pb-seed-16869a3ac95216f8","pb-seed-c639407f546e9d56","pb-seed-885e0dacb0961e89"],"discovered_pattern":"Across 25 similar past playbooks (26 workers examined) · recurring certifications: OSHA-10 (42%) · 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":14.996,"pool_size":697,"playbook_citations":["pb-seed-9c0c5b136f134c33","pb-seed-9124e59dbb7c2f18"],"discovered_pattern":"Across 25 similar past playbooks (30 workers examined) · recurring certifications: OSHA-10 (43%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)"}
+{"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-18400","name":"Amy S. Jenkins"},{"candidate_id":"W500K-23467","name":"Alexander P. Turner"},{"candidate_id":"W500K-34233","name":"Alexander R. Evans"}],"turns":2,"duration_secs":16.3,"pool_size":597,"playbook_citations":["pb-seed-2a6b072589433954","pb-seed-11a4d8a8851b339e","pb-seed-b249552c3cd15b5e"],"discovered_pattern":"Across 25 similar past playbooks (28 workers examined) · archetype mostly: communicator · reliability median 0.79 (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-6479","name":"Christina Watson"},{"candidate_id":"W500K-23524","name":"Angela U. Ward"}],"turns":3,"duration_secs":22.343,"pool_size":657,"playbook_citations":["pb-seed-2a6b072589433954","pb-seed-fcf82664d2d9567b","pb-seed-11a4d8a8851b339e","pb-seed-b249552c3cd15b5e"],"discovered_pattern":"Across 25 similar past playbooks (28 workers examined) · archetype mostly: communicator · reliability median 0.79 (range 0.34–1.00)"}
+{"at":"16:00","kind":"misplacement","operation":"fill: Assembler x1 in Indianapolis, IN","fills":[{"candidate_id":"W500K-12207","name":"Zachary Taylor"}],"turns":2,"duration_secs":13.184,"pool_size":838,"playbook_citations":["pb-seed-b6e0217d434d26c9","pb-seed-c639407f546e9d56","pb-seed-66d37fc6946ae16d","pb-seed-16869a3ac95216f8","pb-seed-885e0dacb0961e89"],"discovered_pattern":"Across 25 similar past playbooks (26 workers examined) · recurring certifications: OSHA-10 (42%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)"}
@@ -0,0 +1,88 @@
+# Client emails — Pioneer Assembly — Indianapolis Plant Expansion, 2026-04-27
+
+## 07:30 baseline_fill — Assembler x6
+
+To: staffing@pioneerassembly—indianapolisplantexpansion.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed Fill  
+
+Dear Pioneera Team,
+
+We are pleased to confirm that all 6 Assembler positions have been filled with the following workers starting their shift at 07:30 AM:
+
+- Adam D. Watson
+- Zachary Taylor
+- Jeffrey Walker
+- Jacob E. Bailey
+- James S. Castillo
+- Andre C. Brooks
+
+James Park (mid, 14mo) is leading this placement and the contract deadline is 2026-05-26. Ensuring a successful fill remains paramount.
+
+Best regards,
+
+Lakehouse Dispatch
+
+## 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. James Park will be managing this placement, as he did previously (mid, 14mo). The contract deadline is set for May 26, 2026, so we prioritize a seamless transition.
+
+Best regards,
+
+Dispatch Team
+Lakehouse Example
+
+## 11:00 expansion — Machine Operator x5
+
+To: staffing@pioneerassembly—indianapolisplantexpansion.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed Fill  
+
+Dear Pioneera Team,
+
+I am pleased to confirm that we have filled all 5 positions as requested. The workers are Machine Operators and their names are:
+- Christina Watson
+- Angela U. Ward
+- Amy S. Jenkins
+- Alexander P. Turner
+- Alexander R. Evans
+
+Shifts start at 11:00 PM. This placement is staffed by James Park (mid, 14mo). The contract deadline is 2026-05-26; ensuring a smooth transition remains paramount.
+
+Best regards,
+
+[Your Name]  
+Lakehouse Dispatch
+
+## 14:00 emergency — Machine Operator x3
+
+To: staffing@pioneerassembly—indianapolisplantexpansion.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed Fill  
+
+Dear Staffing Team,
+
+I am pleased to confirm that we have filled all three Machine Operator roles as requested:
+
+- Alexander P. Turner 
+- Christina Watson
+- Angela U. Ward
+
+Shift start is scheduled for 14:00 PM. This fill is staffed by James Park (mid, 14mo). Please note the contract deadline is 2026-05-26; ensuring this fill remains paramount.
+
+Best regards,
+
+[Your Name]  
+Lakehouse Dispatch
+
+## 16:00 misplacement — Assembler x1
+
+To: staffing@pioneerassembly—indianapolisplantexpansion.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmation  
+
+We have filled 1 position for Assembler, Zachary Taylor. Shift starts at 16:00 PM. Staffed by James Park (mid, 14mo). Contract deadline is 2026-05-26; fill paramount.
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+# Cross-day lesson — Pioneer Assembly — Indianapolis Plant Expansion, 2026-04-27
+
+_Generated by `gpt-oss:120b` in 6.5s. Based on 5 events + 2 mid-day checkpoints._
+
+When multiple fills for the same role are planned, pre‑pull a reserve list from the nearest qualifying city (e.g., Muncie, IN) before the second shift to avoid double‑booking. After each fill, update the pool count and if it falls below ~600, automatically trigger a supplemental search within the 60‑mi radius. Apply the $5/hr local bonus to all candidates sourced from Muncie to stay within the $30/hr cap and retain bonus eligibility. Record the alternate city used so the system can pre‑populate it for future expansions of that role.
@@ -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": "2026-04-29",
+    "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"
+  },
+  {
+    "date": "2026-04-24",
+    "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": "Before scheduling any shift, generate a temporary roster that flags workers already assigned to earlier events that day and exclude them from subsequent fills. For Machine Operator and Assembler roles in Indianapolis, pre‑pull the required headcount from the Muncie, IN pool (≈50‑55 mi) to stay within the $5/hr local‑bonus radius and ensure fresh candidates. Keep a running list of used IDs (e.g., Christina Watson, Zachary Taylor) and cross‑reference it at each new fill to eliminate double‑booking. If the Indianapolis pool runs low, automatically switch to Muncie rather than re‑using local staff.",
+    "checkpoints": [
+      {
+        "after": "11:00",
+        "risk": "Potential double‑booking of already scheduled workers",
+        "hint": "For the next role, pull Machine Operators from Muncie, IN (≈50 mi) to stay within the bonus radius and avoid re‑using Christina Watson, Amy S. Jenkins, Alexander R. Evans, Angela U. Ward, or Nathan N. Roberts."
+      },
+      {
+        "after": "16:00",
+        "risk": "Double‑booking risk for Zachary Taylor",
+        "hint": "For the next Assembler shift in Indianapolis, assign a different qualified worker or pivot to Muncie, IN (≈55 mi) to stay within bonus radius and avoid double‑booking Zachary Taylor."
+      }
+    ],
+    "created_at": "2026-04-21T03:22:46.841Z",
+    "file": "2026-04-24_Pioneer_Assembly_—_Indianapolis_Plant_Expansion_1776741766841.json"
+  }
+]
@@ -0,0 +1,100 @@
+# Scenario retrospective — Pioneer Assembly — Indianapolis Plant Expansion, 2026-04-27
+
+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, 2026-04-29, 2026-04-24)
+
+## Events
+
+| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
+|---|---|---|---|---|---|---|---|---|
+| 07:30 | baseline_fill | Assembler × 6 | 838 | ✓ 6 | 2 | 16.4 | 4 | 5 |
+| 09:30 | recurring | Quality Tech × 2 | 697 | ✓ 2 | 2 | 15.0 | 2 | 2 |
+| 11:00 | expansion | Machine Operator × 5 | 597 | ✓ 5 | 2 | 16.3 | 3 | 5 |
+| 14:00 | emergency | Machine Operator × 3 | 657 | ✓ 3 | 3 | 22.3 | 4 | 3 |
+| 16:00 | misplacement | Assembler × 1 | 838 | ✓ 1 | 2 | 13.2 | 5 | 1 |
+
+## Final roster
+
+| Worker | Booked | Role | City, ST | Status |
+|---|---|---|---|---|
+| undefined Adam D. Watson | 07:30 | Assembler | Indianapolis, IN | no_show |
+| undefined Zachary Taylor | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Jeffrey Walker | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Jacob E. Bailey | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined James S. Castillo | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Andre C. Brooks | 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 Amy S. Jenkins | 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 Alexander P. Turner | 14:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Christina Watson | 14:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Angela U. Ward | 14:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Zachary Taylor | 16:00 | Assembler | Indianapolis, IN | confirmed |
+
+## Gap signals
+
+### double_book
+- **07:30** — undefined Zachary Taylor already booked for 07:30
+- **07:30** — undefined Jeffrey Walker already booked for 07:30
+- **07:30** — undefined Jacob E. Bailey already booked for 07:30
+- **07:30** — undefined James S. Castillo already booked for 07:30
+- **07:30** — undefined Andre C. Brooks 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 Amy S. Jenkins 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
+- **14:00** — undefined Alexander P. Turner already booked for 07:30
+- **14:00** — undefined Christina Watson already booked for 07:30
+- **14:00** — undefined Angela U. Ward already booked for 07:30
+- **16:00** — undefined Zachary Taylor already booked for 07:30
+
+### fairness
+- _cross-event_ — Adam D. Watson (undefined) booked 16 times today
+
+### write_through_audit
+- _post-run_ — playbook_memory has 1599 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-49897 | Adam D. Watson | 07:30 baseline_fill | booked |
+| W500K-12207 | Zachary Taylor | 07:30 baseline_fill + 16:00 misplacement | booked |
+| W500K-7814 | Jeffrey Walker | 07:30 baseline_fill | booked |
+| W500K-24626 | Jacob E. Bailey | 07:30 baseline_fill | booked |
+| W500K-47104 | James S. Castillo | 07:30 baseline_fill | booked |
+| W500K-45788 | Andre C. Brooks | 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-18400 | Amy S. Jenkins | 11:00 expansion | booked |
+| W500K-23467 | Alexander P. Turner | 11:00 expansion + 14:00 emergency | booked |
+| W500K-34233 | Alexander R. Evans | 11:00 expansion | booked |
+| undefined | Adam D. Watson | 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 (26 workers examined) · recurring certifications: OSHA-10 (42%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)
+- **09:30 recurring** (Quality Tech): Across 25 similar past playbooks (30 workers examined) · recurring certifications: OSHA-10 (43%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)
+- **11:00 expansion** (Machine Operator): Across 25 similar past playbooks (28 workers examined) · archetype mostly: communicator · reliability median 0.79 (range 0.34–1.00)
+- **14:00 emergency** (Machine Operator): Across 25 similar past playbooks (28 workers examined) · archetype mostly: communicator · reliability median 0.79 (range 0.34–1.00)
+- **16:00 misplacement** (Assembler): Across 25 similar past playbooks (26 workers examined) · recurring certifications: OSHA-10 (42%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)
+
+## 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: 18 (proof the feedback loop fired across events).
@@ -0,0 +1,138 @@
+[
+  {
+    "name": "Adam D. Watson",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "no_show"
+  },
+  {
+    "name": "Zachary Taylor",
+    "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": "Jacob E. Bailey",
+    "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": "Andre C. Brooks",
+    "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": "Amy S. Jenkins",
+    "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": "Alexander P. Turner",
+    "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": "Angela U. Ward",
+    "booked_for": "14:00",
+    "role": "Machine Operator",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Zachary Taylor",
+    "booked_for": "16:00",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  }
+]
@@ -0,0 +1,88 @@
+# SMS drafts — Pioneer Assembly — Indianapolis Plant Expansion, 2026-04-27
+
+## 07:30 baseline_fill — Assembler x6 in Indianapolis, IN
+
+TO: Adam D. Watson
+Good morning! Confirming your shift starts at 7:30 AM today. Thanks!
+
+---
+
+TO: Zachary Taylor
+Morning Zach! Please confirm your shift is confirmed for 7:30 AM.
+
+---
+
+TO: Jeffrey Walker
+Jeffrey, can you confirm your shift at 7:30 AM?
+
+---
+
+TO: Jacob E. Bailey
+Good morning Jacob! Confirming your shift starts at 7:30 AM today.
+
+---
+
+TO: James S. Castillo
+James, please confirm your shift is confirmed for 7:30 AM.
+
+---
+
+TO: Andre C. Brooks
+Andre, can you confirm your shift at 7:30 AM?
+
+## 09:30 recurring — Quality Tech x2 in Indianapolis, IN
+
+TO: Frank G. Roberts
+Confirming your shift as a Quality Tech starting at 09:30 AM today. Thanks!
+
+---
+
+TO: Carlos M. Murphy
+Your shift starts now at 09:30 AM as a Quality Tech. Confirm receipt.
+
+---
+
+## 11:00 expansion — Machine Operator x5 in Indianapolis, IN
+
+TO: Christina Watson
+Confirming your shift as Machine Operator starting at 11 PM tonight. Thanks!
+
+---
+
+TO: Angela U. Ward
+Shift confirmed for you as Machine Operator from 11 PM onwards. See you there!
+
+---
+
+TO: Amy S. Jenkins
+Your shift is confirmed as a Machine Operator starting at 11 PM. Looking forward to your contribution!
+
+---
+
+TO: Alexander P. Turner
+Shift confirmed for you as Machine Operator beginning at 11 PM tonight.
+
+---
+
+TO: Alexander R. Evans
+Confirming your shift as Machine Operator from 11 PM onwards. See you on the floor!
+
+## 14:00 emergency — Machine Operator x3 in Indianapolis, IN
+
+TO: Alexander P. Turner
+Confirming your shift as Machine Operator starting at 14:00 PM today.
+
+---
+
+TO: Christina Watson
+Your shift as Machine Operator starts at 14:00 PM - confirmed?
+
+---
+
+TO: Angela U. Ward
+Shift confirmed for you as Machine Operator, starting at 14:00 PM.
+
+## 16:00 misplacement — Assembler x1 in Indianapolis, IN
+
+TO: Zachary Taylor
+Hi Zach, just confirming your shift start at 4 PM today at the Indianapolis Plant Expansion. Thanks!