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>
This commit is contained in:
root
@@ -0,0 +1,2 @@
|
||||
{"after_event":"09:00","event_kind":"baseline_fill","ok":true,"model":"gpt-oss:20b","duration_secs":13.556,"risk":"Potential double booking of workers","hint":"Pivot to Memphis, TN (70mi) for Shipping Clerk to avoid double booking."}
|
||||
{"after_event":"15:30","event_kind":"misplacement","ok":true,"model":"gpt-oss:20b","duration_secs":28.365,"risk":"Double booking risk detected","hint":"Packaging Operator, Nashville, TN – verify Jamal Ruiz's schedule before assignment to avoid double booking."}
|
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|
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{"at":"07:00","kind":"baseline_fill","operation":"fill: Welder x4 in Nashville, TN","fills":[{"candidate_id":"W500K-40747","name":"Lisa F. Wood"},{"candidate_id":"W500K-16627","name":"Kevin N. Watson"},{"candidate_id":"W500K-17215","name":"Rachel D. Lewis"},{"candidate_id":"W500K-29052","name":"Melissa K. Rivera"}],"turns":2,"duration_secs":15.965,"pool_size":298,"playbook_citations":["pb-seed-21d7b669d9e10928","pb-seed-43fd12b0c6d6e99b","pb-seed-d9fa24136c5d0d81","pb-seed-84f76afca8cc25af","pb-seed-823cabc3a640e20c","pb-seed-ea63f55b7e0be916","pb-seed-bf764785c0475514","pb-seed-c3c17447e580effc","pb-seed-a5a55577f55922e4","pb-seed-4e5c2c2938331559","pb-seed-6c503d85fcdd2048","pb-seed-273f8fc6f3b5aed5","pb-seed-a8b15e9f30e8e4fd","pb-seed-65b9e933d00747de","pb-seed-e8765bcbfd4aa124","pb-seed-80b801dea3acb474","pb-seed-621cf0c09762281a","pb-seed-efee7d129a9ac63f","pb-seed-c64ac1147be5cfc5","pb-seed-47f41d48c95d5844","pb-seed-23bc805bfed5d9bf","pb-seed-25958c37e0a66365","pb-seed-e1796d4f4379d0b4","pb-seed-596b60b9c6f8cfa5"],"discovered_pattern":"Across 25 similar past playbooks (17 workers examined) · recurring certifications: Forklift (47%) · archetype mostly: flexible · reliability median 0.81 (range 0.34–1.00)"}
|
||||
{"at":"08:30","kind":"expansion","operation":"fill: Packaging Operator x6 in Nashville, TN","fills":[{"candidate_id":"W500K-4654","name":"Jamal Ruiz"},{"candidate_id":"W500K-4076","name":"George King"},{"candidate_id":"W500K-25376","name":"Michael A. Wright"},{"candidate_id":"W500K-4430","name":"Emily Reyes"},{"candidate_id":"W500K-1911","name":"Aisha Nguyen"},{"candidate_id":"W500K-21175","name":"Kenneth L. Diaz"}],"turns":2,"duration_secs":17.114,"pool_size":189,"playbook_citations":["pb-seed-5a7ddcddee8b435a","pb-seed-e21bcfbf9ff0aee9","pb-seed-7feb4b56b069d9b4","pb-seed-d8a92ec9e3c31773","pb-seed-36702de803bda835","pb-seed-2e5e35815025a7ba","pb-seed-3a0016759e7a8497","pb-seed-aeb981becead18a5","pb-seed-c074176c05965879","pb-seed-c4651454946c3181","pb-seed-7f408ebd01b071c4","pb-seed-bc4150a689440056","pb-seed-6c4616d2e810029d","pb-seed-c26a801338dc0418","pb-seed-625e4902f8b6910b","pb-seed-0e923f2e3cb1411c","pb-seed-3b59a76660a4bda6","pb-seed-de7aa32789225058","pb-seed-77fabaf59b994f0e","pb-seed-d1b8e2c86f6fb712","pb-seed-9a33cf5915c8549a","pb-seed-6a3268b5c4759cc7","pb-seed-b96d3cda701e4193"],"discovered_pattern":"Across 25 similar past playbooks (18 workers examined) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)"}
|
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{"at":"09:00","kind":"baseline_fill","operation":"fill: Shipping Clerk x2 in Nashville, TN","fills":[{"candidate_id":"W500K-49412","name":"Brenda M. Hernandez"},{"candidate_id":"W500K-18660","name":"Rachel S. Gonzalez"}],"turns":3,"duration_secs":21.493,"pool_size":579,"playbook_citations":["pb-seed-2ba5e72f018dcca1","pb-seed-0124b6b7469b3464","pb-seed-47537084a5180e49","pb-seed-62225ecba22c950f","pb-seed-a82bf9f585d37f48","pb-seed-ed3cd6f15d08d0e1","pb-seed-3998d39d7b2bc265","pb-seed-7efa9e5ece2dc07c","pb-seed-e0336a0e8d782563","pb-seed-9b9cfaeb6f4bfc71","pb-seed-9a0302e0c32c06cd","pb-seed-f530369850d4c95d"],"discovered_pattern":"Across 25 similar past playbooks (18 workers examined) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)"}
|
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{"at":"13:00","kind":"emergency","operation":"fill: Welder x2 in Nashville, TN","fills":[{"candidate_id":"W500K-17215","name":"Rachel D. Lewis"},{"candidate_id":"W500K-40747","name":"Lisa F. Wood"}],"turns":2,"duration_secs":18.628,"pool_size":211,"playbook_citations":["pb-seed-21d7b669d9e10928","pb-seed-47f41d48c95d5844","pb-seed-43fd12b0c6d6e99b","pb-seed-23bc805bfed5d9bf","pb-seed-d9fa24136c5d0d81","pb-seed-25958c37e0a66365","pb-seed-84f76afca8cc25af","pb-seed-823cabc3a640e20c","pb-seed-ea63f55b7e0be916","pb-seed-bf764785c0475514","pb-seed-c3c17447e580effc","pb-seed-a5a55577f55922e4","pb-seed-4e5c2c2938331559","pb-seed-6c503d85fcdd2048","pb-seed-273f8fc6f3b5aed5","pb-seed-e1796d4f4379d0b4","pb-seed-a8b15e9f30e8e4fd","pb-seed-596b60b9c6f8cfa5","pb-seed-65b9e933d00747de","pb-seed-80b801dea3acb474","pb-seed-efee7d129a9ac63f","pb-seed-c64ac1147be5cfc5","pb-seed-e8765bcbfd4aa124","pb-seed-621cf0c09762281a"],"discovered_pattern":"Across 25 similar past playbooks (17 workers examined) · recurring certifications: Forklift (47%) · archetype mostly: reliable · reliability median 0.81 (range 0.34–1.00)"}
|
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{"at":"15:30","kind":"misplacement","operation":"fill: Packaging Operator x1 in Nashville, TN","fills":[{"candidate_id":"W500K-4654","name":"Jamal Ruiz"}],"turns":3,"duration_secs":19.117,"pool_size":330,"playbook_citations":["pb-seed-5a7ddcddee8b435a","pb-seed-e21bcfbf9ff0aee9","pb-seed-7feb4b56b069d9b4","pb-seed-d8a92ec9e3c31773","pb-seed-36702de803bda835","pb-seed-2e5e35815025a7ba","pb-seed-3a0016759e7a8497","pb-seed-aeb981becead18a5","pb-seed-c074176c05965879","pb-seed-c4651454946c3181","pb-seed-7f408ebd01b071c4","pb-seed-bc4150a689440056","pb-seed-6c4616d2e810029d","pb-seed-c26a801338dc0418","pb-seed-625e4902f8b6910b","pb-seed-0e923f2e3cb1411c","pb-seed-3b59a76660a4bda6","pb-seed-de7aa32789225058","pb-seed-77fabaf59b994f0e","pb-seed-d1b8e2c86f6fb712","pb-seed-9a33cf5915c8549a","pb-seed-6a3268b5c4759cc7","pb-seed-b96d3cda701e4193"],"discovered_pattern":"Across 25 similar past playbooks (16 workers examined) · recurring certifications: Forklift (44%) · archetype mostly: communicator · reliability median 0.81 (range 0.34–1.00)"}
|
||||
@@ -0,0 +1,94 @@
|
||||
# Client emails — Riverline Logistics — Nashville Downtown Build-Out, 2026-05-05
|
||||
|
||||
## 07:00 baseline_fill — Welder x4
|
||||
|
||||
To: staffing@riverlinelogistics—nashvilledowntownbuild-out.example
|
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From: dispatch@lakehouse.example
|
||||
Subject: Confirmed Fill
|
||||
|
||||
Dear River Logistics Team,
|
||||
|
||||
We are pleased to confirm that we have filled all four Welder positions for your downtown structural assembly project. The workers scheduled to start at 07:00 AM on [Date] are:
|
||||
|
||||
- Lisa F. Wood
|
||||
- Kevin N. Watson
|
||||
- Rachel D. Lewis
|
||||
- Melissa K. Rivera
|
||||
|
||||
These individuals possess the necessary skilled welding expertise, and we encourage them to be prepared for local (within 75 miles) work. The contract pays up to $32/hr with a $4/hr local bonus, and timely fill is critical as this project is worth $180K in total.
|
||||
|
||||
Thank you for your trust in Lakehouse Staffing.
|
||||
|
||||
Best regards,
|
||||
|
||||
[Your Name]
|
||||
Dispatch Coordinator
|
||||
Lakehouse Staffing
|
||||
|
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## 08:30 expansion — Packaging Operator x6
|
||||
|
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To: staffing@riverlinelogistics—nashvilledowntownbuild-out.example
|
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From: dispatch@lakehouse.example
|
||||
Subject: Confirmed
|
||||
|
||||
Dear River Logistics Team,
|
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|
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I am pleased to confirm that we have filled all 6 positions for Packaging Operators as requested:
|
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|
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- Jamal Ruiz
|
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- George King
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- Michael A. Wright
|
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- Emily Reyes
|
||||
- Aisha Nguyen
|
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- Kenneth L. Diaz
|
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Shifts will begin at 08:30 AM today.
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Please note the warehouse packaging is on-site for the same project, with a preference for Nashville locals; out-of-area candidates are acceptable if local pool is exhausted while respecting our budget constraints.
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Best regards,
|
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|
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[Your Name]
|
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Lake House Dispatch
|
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## 09:00 baseline_fill — Shipping Clerk x2
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To: staffing@riverlinelogistics—nashvilledowntownbuild-out.example
|
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From: dispatch@lakehouse.example
|
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Subject: Confirmed
|
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|
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Dear River Logistics Team,
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|
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I am pleased to confirm that we have filled both roles of Shipping Clerk as requested. Brenda M. Hernandez and Rachel S. Gonzalez will start their shifts at 09:00 AM today. They are prepared for the administrative/shipping coordination role, supporting the packaging team.
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Best regards,
|
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[Your Name]
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Lake House Dispatch
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## 13:00 emergency — Welder x2
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To: staffing@riverlinelogistics—nashvilledowntownbuild-out.example
|
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From: dispatch@lakehouse.example
|
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Subject: Confirmed Welders
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Dear River Logistics Team,
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We are pleased to confirm that we have filled both positions with Rachel D. Lewis and Lisa F. Wood for the 13:00 PM shift as Welders. However, due to a subcontractor drop-out, we need two additional Welders by 3:00 PM. Please use the cloud rescue path if Nashville supply is exhausted; pivot to within-radius first (if any in 75mi), then budget-permitting out-of-area.
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Best regards,
|
||||
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Lake House Dispatch
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## 15:30 misplacement — Packaging Operator x1
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To: staffing@riverlinelogistics—nashvilledowntownbuild-out.example
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From: dispatch@lakehouse.example
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Subject: Confirmation
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Hello River Logistics Team,
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I am confirming that we have filled 1 position as requested for the Packaging Operator role with Jamal Ruiz starting at 15:30 PM. Note that one packager no-showed, but a single refill has been arranged from the Nashville area, and all additional costs are covered.
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Best regards,
|
||||
[Your Name]
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||||
Lake House Dispatch
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# Cross-day lesson — Riverline Logistics — Nashville Downtown Build-Out, 2026-05-05
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_Generated by `gpt-oss:20b` in 6.2s. Based on 5 events + 2 mid-day checkpoints._
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When a baseline_fill completes, immediately check the local pool for that role; if the pool is low or a double‑booking risk is flagged, pre‑fetch a backup from a nearby city (e.g., Memphis for Shipping Clerk). Before assigning a worker to a role that has been flagged as misplacement or double booking risk, verify their schedule to ensure no overlap. Keep at least two extra workers per role in the local pool to absorb last‑minute gaps. Use the mid‑day checkpoint risk hints to trigger these actions automatically.
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[
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{
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"date": "2026-05-05",
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"client": "Riverline Logistics — Nashville Downtown Build-Out",
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"cities": "Nashville",
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"states": "TN",
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"events_total": 5,
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"events_ok": 5,
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"checkpoint_count": 2,
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"model": "gpt-oss:120b",
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"cloud": true,
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"lesson": "When multiple fills are requested for the same city, lock each worker to a single shift in a temporary assignment map before processing the next request. Pre‑select a backup pool from the nearest alternate city (e.g., Murfreesboro, TN) that stays within the 75‑mi bonus radius and reserve those candidates for emergency or misplacement fills. Before confirming any fill, run a quick cross‑check against the map to catch potential double‑bookings, especially for workers who appear in consecutive requests. If a double‑booking is detected, substitute the reserved Murfreesboro candidate to preserve the schedule and bonus eligibility.",
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"checkpoints": [
|
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{
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"after": "09:00",
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"risk": "double‑booked staff",
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"hint": "Check worker assignments to avoid double‑booking; if additional Shipping Clerks needed, pivot to Murfreesboro, TN (≈35 mi) – still within bonus radius."
|
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},
|
||||
{
|
||||
"after": "15:30",
|
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"risk": "Potential double‑booking conflict for Jamal Ruiz",
|
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"hint": "If the next shift is Packaging Operator in Nashville, assign a different local candidate—e.g., pull from Murfreesboro (45 mi) to stay within the bonus radius."
|
||||
}
|
||||
],
|
||||
"created_at": "2026-04-21T03:12:02.023Z",
|
||||
"file": "2026-05-05_Riverline_Logistics_—_Nashville_Downtown_Build-Out_1776741122023.json"
|
||||
},
|
||||
{
|
||||
"date": "2026-05-05",
|
||||
"client": "Riverline Logistics — Nashville Downtown Build-Out",
|
||||
"cities": "Nashville",
|
||||
"states": "TN",
|
||||
"events_total": 5,
|
||||
"events_ok": 5,
|
||||
"checkpoint_count": 2,
|
||||
"model": "gpt-oss:20b",
|
||||
"cloud": false,
|
||||
"lesson": "** Before assigning any worker to a new shift, query the agent’s availability database for the specific candidate (e.g., Brenda M. Hernandez, Rachel S. Gonzalez, Jamal Ruiz). If a worker is already booked, immediately pivot to the nearest alternate city—Memphis, TN (45–70 mi)—and pull a pre‑selected reserve candidate for that role. Maintain a buffer of at least 10 % of the required role count in the local pool to absorb mid‑day misplacements or cancellations. This pre‑fetching and pivot rule will prevent double bookings and keep the fill rate on target.",
|
||||
"checkpoints": [
|
||||
{
|
||||
"after": "09:00",
|
||||
"risk": "Potential double booking of workers",
|
||||
"hint": "Verify availability of Brenda M. Hernandez and Rachel S. Gonzalez before assigning them to new shifts; if unavailable, pivot to Memphis, TN (45mi) for Shipping Clerk to avoid double booking."
|
||||
},
|
||||
{
|
||||
"after": "15:30",
|
||||
"risk": "Double booking risk for Jamal Ruiz",
|
||||
"hint": "Assign a different Packaging Operator in Nashville; if unavailable, pivot to Memphis, TN (70mi) for a Packaging Operator."
|
||||
}
|
||||
],
|
||||
"created_at": "2026-04-21T04:52:44.736Z",
|
||||
"file": "2026-05-05_Riverline_Logistics_—_Nashville_Downtown_Build-Out_1776747164736.json"
|
||||
},
|
||||
{
|
||||
"date": "2026-05-01",
|
||||
"client": "Riverline Logistics — Nashville Downtown Build-Out",
|
||||
"cities": "Nashville",
|
||||
"states": "TN",
|
||||
"events_total": 5,
|
||||
"events_ok": 5,
|
||||
"checkpoint_count": 2,
|
||||
"model": "gpt-oss:120b",
|
||||
"cloud": true,
|
||||
"lesson": "When multiple fills target the same city, the pool’s “turns” metric can mask imminent double‑booking; always cross‑reference each candidate’s current assignment before confirming a new fill. Pre‑load a secondary candidate list from the nearest bonus‑eligible city (e.g., Murfreesboro, TN ≈ 35 mi) for every role that has already been placed twice in Nashville. If a worker appears in the “cites” count for a role more than once, automatically switch that fill to the Murfreesboro list to preserve the local $4/hr bonus and avoid conflicts. Finally, log each assignment’s turn number and gap count in a shared spreadsheet so the next shift can spot repeat usage at a glance.",
|
||||
"checkpoints": [
|
||||
{
|
||||
"after": "09:00",
|
||||
"risk": "double-booking workers",
|
||||
"hint": "Pivot next role to Murfreesboro, TN (35 mi) to stay within bonus radius and avoid reusing Brenda Hernandez or Rachel Gonzalez."
|
||||
},
|
||||
{
|
||||
"after": "15:30",
|
||||
"risk": "Potential double‑booking conflict for Jamal Ruiz",
|
||||
"hint": "Use alternative Packaging Operator from Murfreesboro, TN (≈35 mi) to avoid double‑booking Jamal Ruiz."
|
||||
}
|
||||
],
|
||||
"created_at": "2026-04-21T03:40:05.328Z",
|
||||
"file": "2026-05-01_Riverline_Logistics_—_Nashville_Downtown_Build-Out_1776742805328.json"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,100 @@
|
||||
# Scenario retrospective — Riverline Logistics — Nashville Downtown Build-Out, 2026-05-05
|
||||
|
||||
Executor: `qwen3.5:latest` Reviewer: `qwen3:latest` Draft: `qwen2.5:latest` Overview(T3): `gpt-oss:20b`
|
||||
Prior lessons loaded into executor context: **3** (from 2026-05-05, 2026-05-05, 2026-05-01)
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 07:00 | baseline_fill | Welder × 4 | 298 | ✓ 4 | 2 | 16.0 | 24 | 3 |
|
||||
| 08:30 | expansion | Packaging Operator × 6 | 189 | ✓ 6 | 2 | 17.1 | 23 | 6 |
|
||||
| 09:00 | baseline_fill | Shipping Clerk × 2 | 579 | ✓ 2 | 3 | 21.5 | 12 | 3 |
|
||||
| 13:00 | emergency | Welder × 2 | 211 | ✓ 2 | 2 | 18.6 | 24 | 2 |
|
||||
| 15:30 | misplacement | Packaging Operator × 1 | 330 | ✓ 1 | 3 | 19.1 | 23 | 2 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
| undefined Lisa F. Wood | 07:00 | Welder | Nashville, TN | no_show |
|
||||
| undefined Kevin N. Watson | 07:00 | Welder | Nashville, TN | confirmed |
|
||||
| undefined Rachel D. Lewis | 07:00 | Welder | Nashville, TN | confirmed |
|
||||
| undefined Melissa K. Rivera | 07:00 | Welder | Nashville, TN | confirmed |
|
||||
| undefined Jamal Ruiz | 08:30 | Packaging Operator | Nashville, TN | confirmed |
|
||||
| undefined George King | 08:30 | Packaging Operator | Nashville, TN | confirmed |
|
||||
| undefined Michael A. Wright | 08:30 | Packaging Operator | Nashville, TN | confirmed |
|
||||
| undefined Emily Reyes | 08:30 | Packaging Operator | Nashville, TN | confirmed |
|
||||
| undefined Aisha Nguyen | 08:30 | Packaging Operator | Nashville, TN | confirmed |
|
||||
| undefined Kenneth L. Diaz | 08:30 | Packaging Operator | Nashville, TN | confirmed |
|
||||
| undefined Brenda M. Hernandez | 09:00 | Shipping Clerk | Nashville, TN | confirmed |
|
||||
| undefined Rachel S. Gonzalez | 09:00 | Shipping Clerk | Nashville, TN | confirmed |
|
||||
| undefined Rachel D. Lewis | 13:00 | Welder | Nashville, TN | confirmed |
|
||||
| undefined Lisa F. Wood | 13:00 | Welder | Nashville, TN | confirmed |
|
||||
| undefined Jamal Ruiz | 15:30 | Packaging Operator | Nashville, TN | confirmed |
|
||||
|
||||
## Gap signals
|
||||
|
||||
### double_book
|
||||
- **07:00** — undefined Kevin N. Watson already booked for 07:00
|
||||
- **07:00** — undefined Rachel D. Lewis already booked for 07:00
|
||||
- **07:00** — undefined Melissa K. Rivera already booked for 07:00
|
||||
- **08:30** — undefined Jamal Ruiz already booked for 07:00
|
||||
- **08:30** — undefined George King already booked for 07:00
|
||||
- **08:30** — undefined Michael A. Wright already booked for 07:00
|
||||
- **08:30** — undefined Emily Reyes already booked for 07:00
|
||||
- **08:30** — undefined Aisha Nguyen already booked for 07:00
|
||||
- **08:30** — undefined Kenneth L. Diaz already booked for 07:00
|
||||
- **09:00** — undefined Brenda M. Hernandez already booked for 07:00
|
||||
- **09:00** — undefined Rachel S. Gonzalez already booked for 07:00
|
||||
- **13:00** — undefined Rachel D. Lewis already booked for 07:00
|
||||
- **13:00** — undefined Lisa F. Wood already booked for 07:00
|
||||
- **15:30** — undefined Jamal Ruiz already booked for 07:00
|
||||
|
||||
### write_through
|
||||
- **09:00** — The socket connection was closed unexpectedly. For more information, pass `verbose: true` in the second argument to fetch()
|
||||
- **15:30** — The socket connection was closed unexpectedly. For more information, pass `verbose: true` in the second argument to fetch()
|
||||
|
||||
### fairness
|
||||
- _cross-event_ — Lisa F. Wood (undefined) booked 14 times today
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 1936 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-40747 | Lisa F. Wood | 07:00 baseline_fill + 13:00 emergency | booked |
|
||||
| W500K-16627 | Kevin N. Watson | 07:00 baseline_fill | booked |
|
||||
| W500K-17215 | Rachel D. Lewis | 07:00 baseline_fill + 13:00 emergency | booked |
|
||||
| W500K-29052 | Melissa K. Rivera | 07:00 baseline_fill | booked |
|
||||
| W500K-4654 | Jamal Ruiz | 08:30 expansion | booked |
|
||||
| W500K-4076 | George King | 08:30 expansion | booked |
|
||||
| W500K-25376 | Michael A. Wright | 08:30 expansion | booked |
|
||||
| W500K-4430 | Emily Reyes | 08:30 expansion | booked |
|
||||
| W500K-1911 | Aisha Nguyen | 08:30 expansion | booked |
|
||||
| W500K-21175 | Kenneth L. Diaz | 08:30 expansion | booked |
|
||||
| W500K-49412 | Brenda M. Hernandez | 09:00 baseline_fill | booked |
|
||||
| W500K-18660 | Rachel S. Gonzalez | 09:00 baseline_fill | booked |
|
||||
| 4654 | Jamal Ruiz | 15:30 misplacement | booked |
|
||||
| undefined | Lisa F. Wood | 07:00 | no_show |
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **07:00 baseline_fill** (Welder): Across 25 similar past playbooks (17 workers examined) · recurring certifications: Forklift (47%) · archetype mostly: flexible · reliability median 0.81 (range 0.34–1.00)
|
||||
- **08:30 expansion** (Packaging Operator): Across 25 similar past playbooks (18 workers examined) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)
|
||||
- **09:00 baseline_fill** (Shipping Clerk): Across 25 similar past playbooks (18 workers examined) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)
|
||||
- **13:00 emergency** (Welder): Across 25 similar past playbooks (17 workers examined) · recurring certifications: Forklift (47%) · archetype mostly: reliable · reliability median 0.81 (range 0.34–1.00)
|
||||
- **15:30 misplacement** (Packaging Operator): Across 25 similar past playbooks (16 workers examined) · recurring certifications: Forklift (44%) · archetype mostly: communicator · reliability median 0.81 (range 0.34–1.00)
|
||||
|
||||
## Narrative
|
||||
|
||||
- 5/5 events reached consensus.
|
||||
- Final roster: 15 bookings across 1 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 14.
|
||||
- Playbook citations across the day: 106 (proof the feedback loop fired across events).
|
||||
File diff suppressed because it is too large
Load Diff
@@ -0,0 +1,122 @@
|
||||
[
|
||||
{
|
||||
"name": "Lisa F. Wood",
|
||||
"booked_for": "07:00",
|
||||
"role": "Welder",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "no_show"
|
||||
},
|
||||
{
|
||||
"name": "Kevin N. Watson",
|
||||
"booked_for": "07:00",
|
||||
"role": "Welder",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Rachel D. Lewis",
|
||||
"booked_for": "07:00",
|
||||
"role": "Welder",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Melissa K. Rivera",
|
||||
"booked_for": "07:00",
|
||||
"role": "Welder",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Jamal Ruiz",
|
||||
"booked_for": "08:30",
|
||||
"role": "Packaging Operator",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "George King",
|
||||
"booked_for": "08:30",
|
||||
"role": "Packaging Operator",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Michael A. Wright",
|
||||
"booked_for": "08:30",
|
||||
"role": "Packaging Operator",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Emily Reyes",
|
||||
"booked_for": "08:30",
|
||||
"role": "Packaging Operator",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Aisha Nguyen",
|
||||
"booked_for": "08:30",
|
||||
"role": "Packaging Operator",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Kenneth L. Diaz",
|
||||
"booked_for": "08:30",
|
||||
"role": "Packaging Operator",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Brenda M. Hernandez",
|
||||
"booked_for": "09:00",
|
||||
"role": "Shipping Clerk",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Rachel S. Gonzalez",
|
||||
"booked_for": "09:00",
|
||||
"role": "Shipping Clerk",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Rachel D. Lewis",
|
||||
"booked_for": "13:00",
|
||||
"role": "Welder",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Lisa F. Wood",
|
||||
"booked_for": "13:00",
|
||||
"role": "Welder",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Jamal Ruiz",
|
||||
"booked_for": "15:30",
|
||||
"role": "Packaging Operator",
|
||||
"city": "Nashville",
|
||||
"state": "TN",
|
||||
"status": "confirmed"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,76 @@
|
||||
# SMS drafts — Riverline Logistics — Nashville Downtown Build-Out, 2026-05-05
|
||||
|
||||
## 07:00 baseline_fill — Welder x4 in Nashville, TN
|
||||
|
||||
TO: Lisa F. Wood
|
||||
CONFIRMED: Shift starts 7AM for Riverline Logistics downtown build-out in Nashville. Welder role, contract up to $36/hr. Local preferred.
|
||||
|
||||
---
|
||||
|
||||
TO: Kevin N. Watson
|
||||
Shift confirmed at 7AM for Riverline Logistics’ downtown project in Nashville. Up to $36/hr + local bonus. Please confirm availability.
|
||||
|
||||
---
|
||||
|
||||
TO: Rachel D. Lewis
|
||||
Morning shift confirmed at 7AM for Riverline Logistics’ downtown build-out in Nashville. Welder role, up to $36/hr. Local preferred.
|
||||
|
||||
---
|
||||
|
||||
TO: Melissa K. Rivera
|
||||
Shift starts 7AM for Riverline Logistics’ downtown project in Nashville. Confirmed as a welder. Up to $36/hr + local bonus. Confirm availability please.
|
||||
|
||||
## 08:30 expansion — Packaging Operator x6 in Nashville, TN
|
||||
|
||||
TO: Jamal Ruiz
|
||||
Confirming your shift as a Packaging Operator starting at 8:30 AM for Riverline Logistics Nashville Downtown Build-Out.
|
||||
|
||||
---
|
||||
|
||||
TO: George King
|
||||
Your shift starts at 8:30 AM today at the Nashville Warehouse for Riverline Logistics.
|
||||
|
||||
---
|
||||
|
||||
TO: Michael A. Wright
|
||||
Packaging Operator shift confirmed from 8:30 AM, Riverline Logistics Nashville.
|
||||
|
||||
---
|
||||
|
||||
TO: Emily Reyes
|
||||
Confirming your shift as a Packaging Operator at 8:30 AM for Riverline Logistics in Nashville.
|
||||
|
||||
---
|
||||
|
||||
TO: Aisha Nguyen
|
||||
Your shift starts at 8:30 AM today for the Riverline Logistics project in Nashville.
|
||||
|
||||
---
|
||||
|
||||
TO: Kenneth L. Diaz
|
||||
Packaging Operator shift confirmed from 8:30 AM, Riverline Logistics Nashville Build-Out.
|
||||
|
||||
## 09:00 baseline_fill — Shipping Clerk x2 in Nashville, TN
|
||||
|
||||
TO: Brenda M. Hernandez
|
||||
Good morning! Confirming your shift as a Shipping Clerk at Riverline Logistics starting 9 AM today. Looking forward to your help with the packaging team. Thanks!
|
||||
|
||||
---
|
||||
|
||||
TO: Rachel S. Gonzalez
|
||||
Morning Rachel! Just confirming your shift as a Shipping Clerk from 9 AM onwards. We need your support in coordinating with the packaging team. Thanks for your help!
|
||||
|
||||
## 13:00 emergency — Welder x2 in Nashville, TN
|
||||
|
||||
TO: Rachel D. Lewis
|
||||
Confirming your shift as a Welder starting at 13:00 PM for Riverline Logistics in Nashville, TN.
|
||||
|
||||
---
|
||||
|
||||
TO: Lisa F. Wood
|
||||
Confirming your shift as a Welder starting at 13:00 PM for Riverline Logistics in Nashville, TN.
|
||||
|
||||
## 15:30 misplacement — Packaging Operator x1 in Nashville, TN
|
||||
|
||||
TO: Jamal Ruiz
|
||||
Confirming your shift as a Packaging Operator starting at 15:30 PM today. Looking forward to your contribution!
|
||||
Reference in New Issue
Block a user