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":6.447,"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_event":"16:00","event_kind":"misplacement","ok":true,"model":"gpt-oss:120b","duration_secs":9.345,"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."}
@@ -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-26653","name":"Dorothy D. Lewis"},{"candidate_id":"W500K-49897","name":"Adam D. Watson"},{"candidate_id":"W500K-21258","name":"Katherine Q. Gutierrez"},{"candidate_id":"W500K-41683","name":"Lauren F. Moore"},{"candidate_id":"W500K-38390","name":"Gary O. Stewart"}],"turns":2,"duration_secs":16.547,"pool_size":838,"playbook_citations":["pb-seed-b6e0217d434d26c9","pb-seed-885e0dacb0961e89"],"discovered_pattern":"Across 25 similar past playbooks (27 workers examined) · recurring certifications: OSHA-10 (44%) · 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-32928","name":"Carlos M. Murphy"},{"candidate_id":"W500K-41658","name":"Frank G. Roberts"}],"turns":2,"duration_secs":13.88,"pool_size":697,"playbook_citations":["pb-seed-9124e59dbb7c2f18"],"discovered_pattern":"Across 25 similar past playbooks (28 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-18400","name":"Amy S. Jenkins"},{"candidate_id":"W500K-34233","name":"Alexander R. Evans"},{"candidate_id":"W500K-23524","name":"Angela U. Ward"},{"candidate_id":"W500K-43589","name":"Nathan N. Roberts"}],"turns":2,"duration_secs":16.487,"pool_size":597,"playbook_citations":["pb-seed-11a4d8a8851b339e"],"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":"14:00","kind":"emergency","operation":"fill: Machine Operator x3 in Indianapolis, IN","fills":[{"candidate_id":"W500K-6479","name":"Christina Watson"},{"candidate_id":"W500K-23467","name":"Alexander P. Turner"},{"candidate_id":"W500K-23524","name":"Angela U. Ward"}],"turns":2,"duration_secs":15.084,"pool_size":657,"playbook_citations":["pb-seed-11a4d8a8851b339e","pb-seed-b249552c3cd15b5e"],"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":"16:00","kind":"misplacement","operation":"fill: Assembler x1 in Indianapolis, IN","fills":[{"candidate_id":"W500K-12207","name":"Zachary Taylor"}],"turns":2,"duration_secs":13.358,"pool_size":838,"playbook_citations":["pb-seed-b6e0217d434d26c9","pb-seed-16869a3ac95216f8","pb-seed-885e0dacb0961e89"],"discovered_pattern":"Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (43%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)"}
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+# Client emails — Pioneer Assembly — Indianapolis Plant Expansion, 2026-04-24
+
+## 07:30 baseline_fill — Assembler x6
+
+To: staffing@pioneerassembly—indianapolisplantexpansion.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed Fill  
+
+Dear Pioneera Staffing Team,
+
+We are pleased to confirm that we have filled all 6 positions with Assemblers as requested:
+
+- Zachary Taylor
+- Dorothy D. Lewis
+- Adam D. Watson
+- Katherine Q. Gutierrez
+- Lauren F. Moore
+- Gary O. Stewart
+
+Shift start is scheduled for 07:30 AM. This fill was staffed by Maria Chen, a senior coordinator with 48 months of experience. Please note that the contract deadline is May 26, 2026; this fill is paramount to meeting your needs.
+
+Best regards,
+
+Lakehouse Dispatch Team
+
+## 09:30 recurring — Quality Tech x2
+
+To: staffing@pioneerassembly—indianapolisplantexpansion.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed Fill  
+
+Dear Pioneers Assembly Team,
+
+We are pleased to confirm that we have filled both Quality Tech roles for your Indianapolis plant expansion project. The workers, Carlos M. Murphy and Frank G. Roberts, will start their shift at 09:30 AM today.
+
+This fill is being handled by senior staff member Maria Chen (48 months of experience). Please note the contract deadline is set for May 26, 2026; ensuring this fill remains paramount.
+
+Best regards,
+
+Lakehouse Dispatch Team
+
+## 11:00 expansion — Machine Operator x5
+
+Subject: Confirmation - Machine Operators
+
+Dear Pioneers Assembly Indianapolis Plant Expansion Team,
+
+I am pleased to confirm that we have filled all 5 positions as requested, with the following Machine Operators:
+
+- Christina Watson
+- Amy S. Jenkins
+- Alexander R. Evans
+- Angela U. Ward
+- Nathan N. Roberts
+
+Shift start is scheduled for 11:00 PM. This placement is staffed by Maria Chen (senior, 48mo), and the contract deadline is 2026-05-26; please note that filling these positions is paramount.
+
+Best regards,
+
+Dispatch Team
+dispatch@lakehouse.example
+
+## 14:00 emergency — Machine Operator x3
+
+To: staffing@pioneerassembly—indianapolisplantexpansion.example  
+From: dispatch@lakehouse.example  
+Subject: Confirmed Fill  
+
+Dear Pioneera Staffing Team,
+
+We are pleased to confirm that we have filled all 3 positions as requested for Machine Operators:
+
+- Christina Watson 
+- Alexander P. Turner
+- Angela U. Ward
+
+Shift starts at 14:00 PM. This fill is staffed by Maria Chen, a senior worker with 48 months of experience. The contract deadline is 2026-05-26; please note that this fill is paramount.
+
+Best regards,
+
+Lakehouse Dispatch
+
+## 16:00 misplacement — Assembler x1
+
+Subject: Confirmation - Assembler
+
+Dear Pioneers Assembly Indianapolis Plant Expansion Team,
+
+I am pleased to confirm that we have filled 1 position as requested for the role of Assembler. The worker, Zachary Taylor, will start his shift at 16:00 PM.
+
+This placement is staffed by Maria Chen (senior, 48 months), and the contract deadline is set for May 26, 2026. We consider this fill paramount to your operations.
+
+Best regards,
+
+Dispatch Team
+dispatch@lakehouse.example
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+# Cross-day lesson — Pioneer Assembly — Indianapolis Plant Expansion, 2026-04-24
+
+_Generated by `gpt-oss:120b` in 6.6s. Based on 5 events + 2 mid-day checkpoints._
+
+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.
@@ -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": "2026-04-22",
+    "client": "Ironclad Industrial",
+    "cities": "Gary,Peoria,Flint",
+    "states": "IN,IL,MI",
+    "events_total": 5,
+    "events_ok": 1,
+    "checkpoint_count": 2,
+    "model": "gpt-oss:120b",
+    "cloud": true,
+    "lesson": "Gary, IN has no Electricians in the current pool — pivot to Chicago, IL (≈40 mi) or Hammond, IN (≈10 mi) for the required 5 electricians and any single‑electrician misplacements. Flint, MI has zero Welder candidates — search first in Saginaw, MI (≈30 mi) for Welder×3 or broaden the request to Metal Fabricator in Flint to meet the headcount. Before launching a fill, pre‑load candidate lists for these alternate cities and verify role counts to avoid three consecutive drift flags. Also set the search radius to at least 60 mi for Electrical Technician roles when the primary city lacks supply.",
+    "checkpoints": [
+      {
+        "after": "11:45",
+        "risk": "Zero candidate supply for Welder in Flint",
+        "hint": "For the next request, search Welder×3 in Saginaw, MI (≈30 mi) or expand role to Metal Fabricator in Flint, MI to ensure candidates."
+      },
+      {
+        "after": "15:30",
+        "risk": "Zero supply for Electrician in Gary, IN",
+        "hint": "Pivot to Chicago, IL (≈40 min) for Electricians; if unavailable, broaden to Electrical Technician within 60 min radius."
+      }
+    ],
+    "created_at": "2026-04-21T02:53:40.315Z",
+    "file": "2026-04-22_Ironclad_Industrial_1776740020315.json"
+  }
+]
@@ -0,0 +1,101 @@
+# Scenario retrospective — Pioneer Assembly — Indianapolis Plant Expansion, 2026-04-24
+
+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, 2026-04-22)
+
+## Events
+
+| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
+|---|---|---|---|---|---|---|---|---|
+| 07:30 | baseline_fill | Assembler × 6 | 838 | ✓ 6 | 2 | 16.5 | 2 | 5 |
+| 09:30 | recurring | Quality Tech × 2 | 697 | ✓ 2 | 2 | 13.9 | 1 | 2 |
+| 11:00 | expansion | Machine Operator × 5 | 597 | ✓ 5 | 2 | 16.5 | 1 | 5 |
+| 14:00 | emergency | Machine Operator × 3 | 657 | ✓ 3 | 2 | 15.1 | 2 | 3 |
+| 16:00 | misplacement | Assembler × 1 | 838 | ✓ 1 | 2 | 13.4 | 3 | 1 |
+
+## Final roster
+
+| Worker | Booked | Role | City, ST | Status |
+|---|---|---|---|---|
+| undefined Zachary Taylor | 07:30 | Assembler | Indianapolis, IN | no_show |
+| undefined Dorothy D. Lewis | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Adam D. Watson | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Katherine Q. Gutierrez | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Lauren F. Moore | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Gary O. Stewart | 07:30 | Assembler | Indianapolis, IN | confirmed |
+| undefined Carlos M. Murphy | 09:30 | Quality Tech | Indianapolis, IN | confirmed |
+| undefined Frank G. Roberts | 09:30 | Quality Tech | Indianapolis, IN | confirmed |
+| undefined Christina Watson | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Amy S. Jenkins | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Alexander R. Evans | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Angela U. Ward | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Nathan N. Roberts | 11:00 | Machine Operator | Indianapolis, IN | confirmed |
+| undefined Christina Watson | 14:00 | 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 Zachary Taylor | 16:00 | Assembler | Indianapolis, IN | confirmed |
+
+## Gap signals
+
+### double_book
+- **07:30** — undefined Dorothy D. Lewis already booked for 07:30
+- **07:30** — undefined Adam D. Watson already booked for 07:30
+- **07:30** — undefined Katherine Q. Gutierrez already booked for 07:30
+- **07:30** — undefined Lauren F. Moore already booked for 07:30
+- **07:30** — undefined Gary O. Stewart already booked for 07:30
+- **09:30** — undefined Carlos M. Murphy already booked for 07:30
+- **09:30** — undefined Frank G. Roberts already booked for 07:30
+- **11:00** — undefined Christina Watson already booked for 07:30
+- **11:00** — undefined Amy S. Jenkins already booked for 07:30
+- **11:00** — undefined Alexander R. Evans already booked for 07:30
+- **11:00** — undefined Angela U. Ward already booked for 07:30
+- **11:00** — undefined Nathan N. Roberts already booked for 07:30
+- **14:00** — undefined Christina Watson 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
+- **16:00** — undefined Zachary Taylor already booked for 07:30
+
+### fairness
+- _cross-event_ — Zachary Taylor (undefined) booked 16 times today
+
+### write_through_audit
+- _post-run_ — playbook_memory has 1586 entries (ran 5 events, expected ≥ 5 new entries from this run)
+
+## Workers touched across the week
+
+15 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 + 16:00 misplacement | booked |
+| W500K-26653 | Dorothy D. Lewis | 07:30 baseline_fill | booked |
+| W500K-49897 | Adam D. Watson | 07:30 baseline_fill | booked |
+| W500K-21258 | Katherine Q. Gutierrez | 07:30 baseline_fill | booked |
+| W500K-41683 | Lauren F. Moore | 07:30 baseline_fill | booked |
+| W500K-38390 | Gary O. Stewart | 07:30 baseline_fill | booked |
+| W500K-32928 | Carlos M. Murphy | 09:30 recurring | booked |
+| W500K-41658 | Frank G. Roberts | 09:30 recurring | booked |
+| W500K-6479 | Christina Watson | 11:00 expansion + 14:00 emergency | booked |
+| W500K-18400 | Amy S. Jenkins | 11:00 expansion | booked |
+| W500K-34233 | Alexander R. Evans | 11:00 expansion | booked |
+| W500K-23524 | Angela U. Ward | 11:00 expansion + 14:00 emergency | booked |
+| W500K-43589 | Nathan N. Roberts | 11:00 expansion | booked |
+| W500K-23467 | Alexander P. Turner | 14:00 emergency | 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 (27 workers examined) · recurring certifications: OSHA-10 (44%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)
+- **09:30 recurring** (Quality Tech): Across 25 similar past playbooks (28 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 (30 workers examined) · recurring certifications: OSHA-10 (43%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)
+- **14:00 emergency** (Machine Operator): 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)
+- **16:00 misplacement** (Assembler): Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (43%) · 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): 15.
+- Playbook citations across the day: 9 (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": "Dorothy D. Lewis",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Adam D. Watson",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Katherine Q. Gutierrez",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Lauren F. Moore",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Gary O. Stewart",
+    "booked_for": "07:30",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Carlos M. Murphy",
+    "booked_for": "09:30",
+    "role": "Quality Tech",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Frank G. Roberts",
+    "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": "Amy S. Jenkins",
+    "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": "Angela U. Ward",
+    "booked_for": "11:00",
+    "role": "Machine Operator",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  },
+  {
+    "name": "Nathan N. Roberts",
+    "booked_for": "11:00",
+    "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": "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": "Zachary Taylor",
+    "booked_for": "16:00",
+    "role": "Assembler",
+    "city": "Indianapolis",
+    "state": "IN",
+    "status": "confirmed"
+  }
+]
@@ -0,0 +1,86 @@
+# SMS drafts — Pioneer Assembly — Indianapolis Plant Expansion, 2026-04-24
+
+## 07:30 baseline_fill — Assembler x6 in Indianapolis, IN
+
+TO: Zachary Taylor
+Confirming your shift start at 7:30 AM today. Looking forward to working together!
+
+---
+
+TO: Dorothy D. Lewis
+Good morning! Confirming your shift from 7:30 AM. Thanks for your support.
+
+---
+
+TO: Adam D. Watson
+Hi Adam, confirming your shift starts at 7:30 AM. See you soon!
+
+---
+
+TO: Katherine Q. Gutierrez
+Katherine, please confirm your shift start at 7:30 AM today. Let’s go!
+
+---
+
+TO: Lauren F. Moore
+Confirming your shift from 7:30 AM. We appreciate your help!
+
+---
+
+TO: Gary O. Stewart
+Gary, your shift starts at 7:30 AM. Looking forward to seeing you!
+
+## 09:30 recurring — Quality Tech x2 in Indianapolis, IN
+
+TO: Carlos M. Murphy
+Confirming your shift as a Quality Tech starting at 09:30 AM today. Thanks!
+
+---
+
+TO: Frank G. Roberts
+Your shift as a Quality Tech starts now at 09:30 AM. Confirming details.
+
+## 11:00 expansion — Machine Operator x5 in Indianapolis, IN
+
+TO: Christina Watson
+Confirming your shift as Machine Operator starting 11 PM at Indianapolis Plant Expansion. Thanks!
+
+---
+
+TO: Amy S. Jenkins
+Shift confirmed for you as Machine Operator from 11 PM onwards. See you there!
+
+---
+
+TO: Alexander R. Evans
+Your shift is confirmed as a Machine Operator starting at 11 PM. Looking forward to working with you.
+
+---
+
+TO: Angela U. Ward
+Confirming your shift as Machine Operator beginning at 11 PM. Thanks for your commitment!
+
+---
+
+TO: Nathan N. Roberts
+Shift confirmed for you as Machine Operator from 11 PM onwards. See you at the plant!
+
+## 14:00 emergency — Machine Operator x3 in Indianapolis, IN
+
+TO: Christina Watson
+Confirming your shift as Machine Operator starting at 14:00 PM today.
+
+---
+
+TO: Alexander P. Turner
+Shift confirmed for you as Machine Operator from 14:00 PM onwards.
+
+---
+
+TO: Angela U. Ward
+Your shift as Machine Operator starts at 14:00 PM. Confirmed.
+
+## 16:00 misplacement — Assembler x1 in Indianapolis, IN
+
+TO: Zachary Taylor
+Confirming your shift start at 4 PM today at Pioneer Assembly - Indianapolis Plant Expansion. Fill is paramount. Thanks!