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 +1,45 @@
|
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{
|
||||
"generated_at": "2026-04-21T00:44:59.486489Z",
|
||||
"runs": [
|
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{
|
||||
"label": "A(no-T3)",
|
||||
"path": "tests/multi-agent/playbooks/scenario-2026-04-21T00-30-54",
|
||||
"ok_events": 0,
|
||||
"total_events": 5,
|
||||
"total_turns": 0,
|
||||
"total_gaps": 5,
|
||||
"total_citations": 0,
|
||||
"prior_lessons_loaded": 0
|
||||
},
|
||||
{
|
||||
"label": "B(T3-seed)",
|
||||
"path": "tests/multi-agent/playbooks/scenario-2026-04-21T00-37-04",
|
||||
"ok_events": 0,
|
||||
"total_events": 5,
|
||||
"total_turns": 0,
|
||||
"total_gaps": 5,
|
||||
"total_citations": 0,
|
||||
"prior_lessons_loaded": 1
|
||||
},
|
||||
{
|
||||
"label": "C(T3-read)",
|
||||
"path": "tests/multi-agent/playbooks/scenario-2026-04-21T00-39-54",
|
||||
"ok_events": 0,
|
||||
"total_events": 5,
|
||||
"total_turns": 0,
|
||||
"total_gaps": 5,
|
||||
"total_citations": 0,
|
||||
"prior_lessons_loaded": 2
|
||||
},
|
||||
{
|
||||
"label": "D(T3-cloud)",
|
||||
"path": "tests/multi-agent/playbooks/scenario-2026-04-21T00-43-44",
|
||||
"ok_events": 0,
|
||||
"total_events": 5,
|
||||
"total_turns": 0,
|
||||
"total_gaps": 5,
|
||||
"total_citations": 0,
|
||||
"prior_lessons_loaded": 3
|
||||
}
|
||||
]
|
||||
}
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@@ -0,0 +1,25 @@
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# KB Measurement Report
|
||||
|
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Generated from 26 runs across 24 distinct signatures.
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## Recommender confidence
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- high: 23
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- medium: 1
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- low: 3
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## Overall fill + citation
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- Fill rate: **60/86** (69.8%)
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- Avg citations per run: **1.38**
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- Avg turns per run: 6.6
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## Citation coverage by (role, city, state)
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- Combos with ≥1 citation: 9
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- Combos with ok fills but 0 citations: 31
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## Item 3 decision signal
|
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Non-zero: there are **combos that succeeded but never triggered playbook_memory boost**. Candidates for item 3 investigation:
|
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- Machine Operator in Indianapolis, IN: 1/1 ok, 0 cites
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- Assembler in Indianapolis, IN: 2/2 ok, 0 cites
|
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- Warehouse Associate in Indianapolis, IN: 1/1 ok, 0 cites
|
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- Forklift Operator in Cleveland, OH: 1/1 ok, 0 cites
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- Assembler in Cleveland, OH: 2/2 ok, 0 cites
|
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@@ -0,0 +1 @@
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{"at":"10:30","kind":"recurring","operation":"fill: Machine Operator x2 in Toledo, OH","fills":[{"candidate_id":"W500K-29048","name":"Raymond G. Ward","reason":"Raymond has a high availability score (0.9033) and relevant skills for the Machine Operator position in Toledo, OH. He is also endorsed by past similar fills."},{"candidate_id":"W500K-20613","name":"Pamela V. Green","reason":"Pamela has a high availability score (0.8496) and relevant skills for the Machine Operator position in Toledo, OH. She is also endorsed by past similar fills."}],"turns":5,"duration_secs":12.051,"pool_size":997,"playbook_citations":[]}
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@@ -0,0 +1,17 @@
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# Client emails — Riverfront Steel, 2026-04-21
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## 10:30 recurring — Machine Operator x2
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Subject: 2 Filled
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Dear Riverfront Steel Team,
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We are pleased to confirm that we have filled both Machine Operator roles for your Tuesday/Thursday shifts starting at 11:00 AM.
|
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|
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- Raymond G. Ward
|
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- Pamela V. Green
|
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Both candidates have high availability scores and relevant experience. Please note this is a recurring slot, and prior workers may still be available.
|
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|
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Best regards,
|
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Dispatch Team Lakehouse
|
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@@ -0,0 +1,45 @@
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# Scenario retrospective — Riverfront Steel, 2026-04-21
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|
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Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest`
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|
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## Events
|
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|
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| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
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| 08:00 | baseline_fill | Warehouse Associate × 3 | - | ✗ 0 | 0 | 28.9 | 0 | 1 |
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| 10:30 | recurring | Machine Operator × 2 | 997 | ✓ 2 | 5 | 12.1 | 0 | 1 |
|
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| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 20.3 | 0 | 1 |
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||||
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 35.7 | 0 | 1 |
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||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 11.5 | 0 | 1 |
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## Final roster
|
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|
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| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
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| undefined Raymond G. Ward | 10:30 | Machine Operator | Toledo, OH | confirmed |
|
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| undefined Pamela V. Green | 10:30 | Machine Operator | Toledo, OH | confirmed |
|
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|
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## Gap signals
|
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|
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### drift_or_tool
|
||||
- **08:00** — invalid JSON from executor: JSON Parse error: Unable to parse JSON string | raw: {"kind":"plan","steps":["Verify one candidate from the current list using sql tool for SQL verification.","Propose_done with top 3 candidates who are Warehouse Associates in Toledo, OH."]}
|
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{"kind":"tool_call","tool":"sql","args":{"query":"SELECT worker_id, name, role, city, state, availability FROM
|
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- **12:15** — invalid JSON from executor: JSON Parse error: Expected ']' | raw: {"kind":"plan","steps":["1. Use hybrid_search to find Forklift Operators in Toledo, OH with high engagement and communications scores who are available for work at Riverfront Steel starting at 01:00 PM. The search should prioritize workers with team/collaboration signals (engagement, communications
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- **14:00** — no consensus after 14 turns
|
||||
- **15:45** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"hybrid_search", "args":{"index_name":"workers_500k_v1","sql_filter":"LOWER(role) LIKE '%warehouse%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5 AND shift = '08:00' AND worker_id NOT IN [, ] AND worker_id NOT IN ["EXCLUDE_WORKERS_ID1", "EXCLUDE_WORKERS_ID2"
|
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|
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### double_book
|
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- **10:30** — undefined Pamela V. Green already booked for 10:30
|
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|
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### fairness
|
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- _cross-event_ — Raymond G. Ward (undefined) booked 2 times today
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 33 entries (ran 5 events, expected ≥ 1 new entries from this run)
|
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|
||||
## Narrative
|
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|
||||
- 1/5 events reached consensus.
|
||||
- Final roster: 2 bookings across 1 distinct workers.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
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- Dropped events: 08:00 baseline_fill, 12:15 expansion, 14:00 emergency, 15:45 misplacement.
|
||||
@@ -0,0 +1,118 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
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"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
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"state": "OH",
|
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"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
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},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 28.888,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Unable to parse JSON string | raw: {\"kind\":\"plan\",\"steps\":[\"Verify one candidate from the current list using sql tool for SQL verification.\",\"Propose_done with top 3 candidates who are Warehouse Associates in Toledo, OH.\"]}\n{\"kind\":\"tool_call\",\"tool\":\"sql\",\"args\":{\"query\":\"SELECT worker_id, name, role, city, state, availability FROM ",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Unable to parse JSON string | raw: {\"kind\":\"plan\",\"steps\":[\"Verify one candidate from the current list using sql tool for SQL verification.\",\"Propose_done with top 3 candidates who are Warehouse Associates in Toledo, OH.\"]}\n{\"kind\":\"tool_call\",\"tool\":\"sql\",\"args\":{\"query\":\"SELECT worker_id, name, role, city, state, availability FROM "
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
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"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "W500K-29048",
|
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"name": "Raymond G. Ward",
|
||||
"reason": "Raymond has a high availability score (0.9033) and relevant skills for the Machine Operator position in Toledo, OH. He is also endorsed by past similar fills."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-20613",
|
||||
"name": "Pamela V. Green",
|
||||
"reason": "Pamela has a high availability score (0.8496) and relevant skills for the Machine Operator position in Toledo, OH. She is also endorsed by past similar fills."
|
||||
}
|
||||
],
|
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"turns": 5,
|
||||
"duration_secs": 12.051,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Pamela V. Green already booked for 10:30"
|
||||
],
|
||||
"sources_first_score": 0.6692528,
|
||||
"sources_last_score": 0.64494026,
|
||||
"pool_size": 997,
|
||||
"playbook_citations": []
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
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"role": "Forklift Operator",
|
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"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 20.342,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"1. Use hybrid_search to find Forklift Operators in Toledo, OH with high engagement and communications scores who are available for work at Riverfront Steel starting at 01:00 PM. The search should prioritize workers with team/collaboration signals (engagement, communications ",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"1. Use hybrid_search to find Forklift Operators in Toledo, OH with high engagement and communications scores who are available for work at Riverfront Steel starting at 01:00 PM. The search should prioritize workers with team/collaboration signals (engagement, communications "
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 35.727,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00"
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 11.518,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\", \"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"LOWER(role) LIKE '%warehouse%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5 AND shift = '08:00' AND worker_id NOT IN [, ] AND worker_id NOT IN [\"EXCLUDE_WORKERS_ID1\", \"EXCLUDE_WORKERS_ID2\"",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\", \"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"LOWER(role) LIKE '%warehouse%' AND city = 'Toledo' AND state = 'OH' AND availability > 0.5 AND shift = '08:00' AND worker_id NOT IN [, ] AND worker_id NOT IN [\"EXCLUDE_WORKERS_ID1\", \"EXCLUDE_WORKERS_ID2\""
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,18 @@
|
||||
[
|
||||
{
|
||||
"name": "Raymond G. Ward",
|
||||
"booked_for": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Pamela V. Green",
|
||||
"booked_for": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,11 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 10:30 recurring — Machine Operator x2 in Toledo, OH
|
||||
|
||||
TO: Raymond G. Ward
|
||||
Confirming your Machine Operator shift at Riverfront Steel in Toledo, OH starting at 11:00 AM on Tuesday/Thursday. Still available!
|
||||
|
||||
---
|
||||
|
||||
TO: Pamela V. Green
|
||||
Your Machine Operator shift at Riverfront Steel in Toledo, OH starts at 11:00 AM on Tuesday/Thursday. Confirm your availability please.
|
||||
@@ -0,0 +1 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,22 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 12:15 expansion — Forklift Operator x5
|
||||
|
||||
Subject: 5 Workers Confirmed
|
||||
|
||||
Dear Riverfront Steel Team,
|
||||
|
||||
I am pleased to confirm that we have filled all five positions for Forklift Operators at your new warehouse location opening today starting at 1:00 PM. The workers are:
|
||||
|
||||
- Laura F. Morales
|
||||
- Kyle F. Brooks
|
||||
- Maria K. Cruz
|
||||
- Jeffrey D. Taylor
|
||||
- Charles T. Walker
|
||||
|
||||
All meet the criteria of being Forklift Operators in Toledo, OH.
|
||||
|
||||
Looking forward to a successful shift!
|
||||
|
||||
Best regards,
|
||||
Dispatch Team Lakehouse
|
||||
@@ -0,0 +1,26 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 12:15 expansion — Forklift Operator x5 in Toledo, OH
|
||||
|
||||
TO: Laura F. Morales
|
||||
Confirming your shift as a Forklift Operator at Riverfront Steel in Toledo, OH starting at 1:00 PM for the new warehouse location opening. W500K-22625
|
||||
|
||||
---
|
||||
|
||||
TO: Kyle F. Brooks
|
||||
You're scheduled to start your Forklift Operator shift at Riverfront Steel in Toledo, OH at 1:00 PM for the new warehouse location opening. Confirm W500K-33961
|
||||
|
||||
---
|
||||
|
||||
TO: Maria K. Cruz
|
||||
Your shift as a Forklift Operator at Riverfront Steel in Toledo, OH starts at 1:00 PM for the new warehouse location opening. Please confirm your attendance. W500K-19588
|
||||
|
||||
---
|
||||
|
||||
TO: Jeffrey D. Taylor
|
||||
Confirming your shift as a Forklift Operator at Riverfront Steel in Toledo, OH starting at 1:00 PM for the new warehouse location opening. W500K-37729
|
||||
|
||||
---
|
||||
|
||||
TO: Charles T. Walker
|
||||
You're scheduled to start your Forklift Operator shift at Riverfront Steel in Toledo, OH at 1:00 PM for the new warehouse location opening. Confirm your attendance. W500K-17543
|
||||
@@ -0,0 +1,2 @@
|
||||
{"at":"08:00","kind":"baseline_fill","operation":"fill: Warehouse Associate x3 in Toledo, OH","fills":[{"candidate_id":"W500K-49164","name":"Christopher Y. Phillips","reason":"Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."},{"candidate_id":"W500K-40928","name":"Janet E. Hill","reason":"Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."},{"candidate_id":"W500K-34704","name":"Fatima U. Rivera","reason":"Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."}],"turns":7,"duration_secs":20.128,"pool_size":770,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.66–0.96)"}
|
||||
{"at":"10:30","kind":"recurring","operation":"fill: Machine Operator x2 in Toledo, OH","fills":[{"candidate_id":"W500K-19759","name":"Carmen Z. Rodriguez","reason":"Recurring Machine Operator in Toledo, OH with a score of 0.75, verified via sql tool."},{"candidate_id":"W500K-29298","name":"Robert W. Gonzalez","reason":"Recurring Machine Operator in Toledo, OH with a score of 0.74, not yet SQL verified but highly likely to meet requirements."}],"turns":5,"duration_secs":17.426,"pool_size":997,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.66–0.96)"}
|
||||
@@ -0,0 +1,40 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 08:00 baseline_fill — Warehouse Associate x3
|
||||
|
||||
Subject: 3 Filled
|
||||
|
||||
Dear Riverfront Steel Staffing Team,
|
||||
|
||||
I am pleased to confirm that we have filled all three roles of Warehouse Associate for your Monday morning shift starting at 08:00 AM.
|
||||
|
||||
The workers assigned are:
|
||||
- Christopher Y. Phillips
|
||||
- Janet E. Hill
|
||||
- Fatima U. Rivera
|
||||
|
||||
All three have confirmed their availability and are reliable team members.
|
||||
|
||||
Best regards,
|
||||
Dispatch Team Lakehouse
|
||||
|
||||
## 10:30 recurring — Machine Operator x2
|
||||
|
||||
To: staffing@riverfrontsteel.example
|
||||
From: dispatch@lakehouse.example
|
||||
Subject: Confirmed
|
||||
|
||||
Dear Riverfront Steel Team,
|
||||
|
||||
We are pleased to confirm that we have filled both Machine Operator roles for your Tuesday/Thursday shifts starting at 11:00 AM. The workers assigned are:
|
||||
|
||||
- Carmen Z. Rodriguez
|
||||
- Robert W. Gonzalez
|
||||
|
||||
Both are recurring Machine Operators in Toledo, OH with a score of 0.7.
|
||||
|
||||
Please note this is a recurring slot; prior workers may still be available.
|
||||
|
||||
Best regards,
|
||||
|
||||
Dispatch Team
|
||||
@@ -0,0 +1,74 @@
|
||||
# Scenario retrospective — Riverfront Steel, 2026-04-21
|
||||
|
||||
Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest`
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 08:00 | baseline_fill | Warehouse Associate × 3 | 770 | ✓ 3 | 7 | 20.1 | 0 | 2 |
|
||||
| 10:30 | recurring | Machine Operator × 2 | 997 | ✓ 2 | 5 | 17.4 | 0 | 2 |
|
||||
| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 46.4 | 0 | 1 |
|
||||
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 54.1 | 0 | 1 |
|
||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 59.6 | 0 | 1 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
| undefined Christopher Y. Phillips | 08:00 | Warehouse Associate | Toledo, OH | no_show |
|
||||
| undefined Janet E. Hill | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
|
||||
| undefined Fatima U. Rivera | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
|
||||
| undefined Carmen Z. Rodriguez | 10:30 | Machine Operator | Toledo, OH | confirmed |
|
||||
| undefined Robert W. Gonzalez | 10:30 | Machine Operator | Toledo, OH | confirmed |
|
||||
|
||||
## Gap signals
|
||||
|
||||
### double_book
|
||||
- **08:00** — undefined Janet E. Hill already booked for 08:00
|
||||
- **08:00** — undefined Fatima U. Rivera already booked for 08:00
|
||||
- **10:30** — undefined Carmen Z. Rodriguez already booked for 08:00
|
||||
- **10:30** — undefined Robert W. Gonzalez already booked for 08:00
|
||||
|
||||
### drift_or_tool
|
||||
- **12:15** — invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {"kind":"plan", "steps":["TOOL_CALL hybrid_search({'index_name':'workers_500k_v1', 'sql_filter':'LOWER(role) LIKE '%forklift%' AND city = \'Toledo\' AND state = \'OH\' AND availability > CAST(0.5 AS DOUBLE) AND reliability > CAST(0.75 AS DOUBLE)', 'question':'reliable forklift operators in Toledo, O
|
||||
- **14:00** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"hybrid_search",
|
||||
"args":{"index_name":"workers_500k_v1","sql_filter":"LOWER(role) LIKE '%loader%' AND city = 'Toledo' AND state = 'OH' AND availability > CAST(0.7 AS DOUBLE) AND worker_id NOT IN ('W500K-4321', 'W500K-8963', 'W500K-2345', 'W500K-6789', 'W500K-9876') AND wor
|
||||
- **15:45** — no consensus after 14 turns
|
||||
|
||||
### fairness
|
||||
- _cross-event_ — Christopher Y. Phillips (undefined) booked 4 times today
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 165 entries (ran 5 events, expected ≥ 2 new entries from this run)
|
||||
|
||||
## Workers touched across the week
|
||||
|
||||
6 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-49164 | Christopher Y. Phillips | 08:00 baseline_fill | booked |
|
||||
| W500K-40928 | Janet E. Hill | 08:00 baseline_fill | booked |
|
||||
| W500K-34704 | Fatima U. Rivera | 08:00 baseline_fill | booked |
|
||||
| W500K-19759 | Carmen Z. Rodriguez | 10:30 recurring | booked |
|
||||
| W500K-29298 | Robert W. Gonzalez | 10:30 recurring | booked |
|
||||
| undefined | Christopher Y. Phillips | 08:00 | no_show |
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **08:00 baseline_fill** (Warehouse Associate): Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.66–0.96)
|
||||
- **10:30 recurring** (Machine Operator): Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.66–0.96)
|
||||
- **12:15 expansion** (Forklift Operator): —
|
||||
- **14:00 emergency** (Loader): —
|
||||
- **15:45 misplacement** (Warehouse Associate): —
|
||||
|
||||
## Narrative
|
||||
|
||||
- 2/5 events reached consensus.
|
||||
- Final roster: 5 bookings across 1 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 6.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
||||
- Dropped events: 12:15 expansion, 14:00 emergency, 15:45 misplacement.
|
||||
@@ -0,0 +1,146 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "W500K-49164",
|
||||
"name": "Christopher Y. Phillips",
|
||||
"reason": "Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-40928",
|
||||
"name": "Janet E. Hill",
|
||||
"reason": "Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-34704",
|
||||
"name": "Fatima U. Rivera",
|
||||
"reason": "Reliable Warehouse Associate with availability greater than 0.5 in Toledo, OH."
|
||||
}
|
||||
],
|
||||
"turns": 7,
|
||||
"duration_secs": 20.128,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Janet E. Hill already booked for 08:00",
|
||||
"double_book: undefined Fatima U. Rivera already booked for 08:00"
|
||||
],
|
||||
"sources_first_score": 0.7124013,
|
||||
"sources_last_score": 0.66623676,
|
||||
"pool_size": 770,
|
||||
"playbook_citations": [],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.66–0.96)"
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "W500K-19759",
|
||||
"name": "Carmen Z. Rodriguez",
|
||||
"reason": "Recurring Machine Operator in Toledo, OH with a score of 0.75, verified via sql tool."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-29298",
|
||||
"name": "Robert W. Gonzalez",
|
||||
"reason": "Recurring Machine Operator in Toledo, OH with a score of 0.74, not yet SQL verified but highly likely to meet requirements."
|
||||
}
|
||||
],
|
||||
"turns": 5,
|
||||
"duration_secs": 17.426,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Carmen Z. Rodriguez already booked for 08:00",
|
||||
"double_book: undefined Robert W. Gonzalez already booked for 08:00"
|
||||
],
|
||||
"sources_first_score": 0.72546995,
|
||||
"sources_last_score": 0.6690281,
|
||||
"pool_size": 997,
|
||||
"playbook_citations": [],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (8 workers examined) · archetype mostly: reliable · reliability median 0.80 (range 0.66–0.96)"
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 46.391,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {\"kind\":\"plan\", \"steps\":[\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1', 'sql_filter':'LOWER(role) LIKE '%forklift%' AND city = \\'Toledo\\' AND state = \\'OH\\' AND availability > CAST(0.5 AS DOUBLE) AND reliability > CAST(0.75 AS DOUBLE)', 'question':'reliable forklift operators in Toledo, O",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {\"kind\":\"plan\", \"steps\":[\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1', 'sql_filter':'LOWER(role) LIKE '%forklift%' AND city = \\'Toledo\\' AND state = \\'OH\\' AND availability > CAST(0.5 AS DOUBLE) AND reliability > CAST(0.75 AS DOUBLE)', 'question':'reliable forklift operators in Toledo, O"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 54.123,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"LOWER(role) LIKE '%loader%' AND city = 'Toledo' AND state = 'OH' AND availability > CAST(0.7 AS DOUBLE) AND worker_id NOT IN ('W500K-4321', 'W500K-8963', 'W500K-2345', 'W500K-6789', 'W500K-9876') AND wor",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"LOWER(role) LIKE '%loader%' AND city = 'Toledo' AND state = 'OH' AND availability > CAST(0.7 AS DOUBLE) AND worker_id NOT IN ('W500K-4321', 'W500K-8963', 'W500K-2345', 'W500K-6789', 'W500K-9876') AND wor"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00",
|
||||
"exclude_worker_ids": [
|
||||
null,
|
||||
null,
|
||||
null
|
||||
]
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 59.593,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,42 @@
|
||||
[
|
||||
{
|
||||
"name": "Christopher Y. Phillips",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "no_show"
|
||||
},
|
||||
{
|
||||
"name": "Janet E. Hill",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Fatima U. Rivera",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Carmen Z. Rodriguez",
|
||||
"booked_for": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Robert W. Gonzalez",
|
||||
"booked_for": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,26 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 08:00 baseline_fill — Warehouse Associate x3 in Toledo, OH
|
||||
|
||||
TO: Christopher Y. Phillips
|
||||
Confirming your shift as a Warehouse Associate at Riverfront Steel in Toledo, OH starting 8 AM today.
|
||||
|
||||
---
|
||||
|
||||
TO: Janet E. Hill
|
||||
Good morning! Confirming your shift as a Warehouse Associate from 8 AM onwards at our Toledo, OH location.
|
||||
|
||||
---
|
||||
|
||||
TO: Fatima U. Rivera
|
||||
Morning Fatima! Just confirming your shift as a Warehouse Associate at Riverfront Steel in Toledo, OH starting at 8 AM.
|
||||
|
||||
## 10:30 recurring — Machine Operator x2 in Toledo, OH
|
||||
|
||||
TO: Carmen Z. Rodriguez
|
||||
Confirming your shift as a Machine Operator at Riverfront Steel in Toledo, OH starting 11:00 AM on Tuesday/Thursday. Still available!
|
||||
|
||||
---
|
||||
|
||||
TO: Robert W. Gonzalez
|
||||
Your recurring Tuesday/Thursday Machine Operator shift at Riverfront Steel in Toledo, OH starts at 11:00 AM. Confirm your availability please.
|
||||
@@ -0,0 +1 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,57 @@
|
||||
# Scenario retrospective — Riverfront Steel, 2026-04-21
|
||||
|
||||
Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest`
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 08:00 | baseline_fill | Warehouse Associate × 3 | - | ✗ 0 | 0 | 63.8 | 0 | 1 |
|
||||
| 10:30 | recurring | Machine Operator × 2 | - | ✗ 0 | 0 | 9.5 | 0 | 1 |
|
||||
| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 47.8 | 0 | 1 |
|
||||
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 60.1 | 0 | 1 |
|
||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 62.3 | 0 | 1 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
|
||||
## Gap signals
|
||||
|
||||
### drift_or_tool
|
||||
- **08:00** — aborted — 3 consecutive drift flags
|
||||
- **10:30** — invalid JSON from executor: JSON Parse error: Unterminated string | raw: {"kind":"plan","steps":["TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5'})",
|
||||
"TOOL_CALL sql({'query':'SELECT worker_id, name, role, city, state, CAST(availability AS DOUBLE) A
|
||||
- **12:15** — aborted — 3 consecutive drift flags
|
||||
- **14:00** — aborted — 3 consecutive drift flags
|
||||
- **15:45** — invalid JSON from executor: JSON Parse error: Unterminated string | raw: {"kind": "plan", "steps": ["1.1. TOOL_CALL hybrid_search({'index_name': 'workers_500k_v1', 'sql_filter': 'role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND worker_id NOT IN (49164, 1181, 7239, 299, 30930, 33212)'})",
|
||||
"2.2. TOOL_CALL sql({'qu
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 165 entries (ran 5 events, expected ≥ 0 new entries from this run)
|
||||
|
||||
## Workers touched across the week
|
||||
|
||||
0 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 |
|
||||
|---|---|---|---|
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **08:00 baseline_fill** (Warehouse Associate): —
|
||||
- **10:30 recurring** (Machine Operator): —
|
||||
- **12:15 expansion** (Forklift Operator): —
|
||||
- **14:00 emergency** (Loader): —
|
||||
- **15:45 misplacement** (Warehouse Associate): —
|
||||
|
||||
## Narrative
|
||||
|
||||
- 0/5 events reached consensus.
|
||||
- Final roster: 0 bookings across 0 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 0.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
||||
- Dropped events: 08:00 baseline_fill, 10:30 recurring, 12:15 expansion, 14:00 emergency, 15:45 misplacement.
|
||||
@@ -0,0 +1,104 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 63.815,
|
||||
"error": "aborted — 3 consecutive drift flags",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: aborted — 3 consecutive drift flags"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 9.538,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Unterminated string | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5'})\",\n\"TOOL_CALL sql({'query':'SELECT worker_id, name, role, city, state, CAST(availability AS DOUBLE) A",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Unterminated string | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5'})\",\n\"TOOL_CALL sql({'query':'SELECT worker_id, name, role, city, state, CAST(availability AS DOUBLE) A"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 47.797,
|
||||
"error": "aborted — 3 consecutive drift flags",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: aborted — 3 consecutive drift flags"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 60.115,
|
||||
"error": "aborted — 3 consecutive drift flags",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: aborted — 3 consecutive drift flags"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00"
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 62.283,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Unterminated string | raw: {\"kind\": \"plan\", \"steps\": [\"1.1. TOOL_CALL hybrid_search({'index_name': 'workers_500k_v1', 'sql_filter': 'role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND worker_id NOT IN (49164, 1181, 7239, 299, 30930, 33212)'})\",\n\"2.2. TOOL_CALL sql({'qu",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Unterminated string | raw: {\"kind\": \"plan\", \"steps\": [\"1.1. TOOL_CALL hybrid_search({'index_name': 'workers_500k_v1', 'sql_filter': 'role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND worker_id NOT IN (49164, 1181, 7239, 299, 30930, 33212)'})\",\n\"2.2. TOOL_CALL sql({'qu"
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1 @@
|
||||
[]
|
||||
@@ -0,0 +1 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,55 @@
|
||||
# Scenario retrospective — Riverfront Steel, 2026-04-21
|
||||
|
||||
Executor: `qwen2.5:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest`
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 08:00 | baseline_fill | Warehouse Associate × 3 | - | ✗ 0 | 0 | 6.4 | 0 | 1 |
|
||||
| 10:30 | recurring | Machine Operator × 2 | - | ✗ 0 | 0 | 16.8 | 0 | 1 |
|
||||
| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 7.2 | 0 | 1 |
|
||||
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 54.0 | 0 | 1 |
|
||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 49.3 | 0 | 1 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
|
||||
## Gap signals
|
||||
|
||||
### drift_or_tool
|
||||
- **08:00** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"sql","args":{"query":"SELECT worker_id, name FROM workers_500k_v1 WHERE role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 LIMIT 3"},"rationale":"verify top candidates via SQL query")}
|
||||
- **10:30** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"hybrid_search","args":{"index_name":"workers_500k_v1","sql_filter":"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND reliability >= 0.7","question":"machine operator Toledo OH high reliability","k":2}
|
||||
- **12:15** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"sql","args":{"query":"SELECT worker_id FROM workers_500k_v1 WHERE role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 LIMIT 5"},"rationale":"verify top candidates via SQL query to me
|
||||
- **14:00** — no consensus after 14 turns
|
||||
- **15:45** — no consensus after 14 turns
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 165 entries (ran 5 events, expected ≥ 0 new entries from this run)
|
||||
|
||||
## Workers touched across the week
|
||||
|
||||
0 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 |
|
||||
|---|---|---|---|
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **08:00 baseline_fill** (Warehouse Associate): —
|
||||
- **10:30 recurring** (Machine Operator): —
|
||||
- **12:15 expansion** (Forklift Operator): —
|
||||
- **14:00 emergency** (Loader): —
|
||||
- **15:45 misplacement** (Warehouse Associate): —
|
||||
|
||||
## Narrative
|
||||
|
||||
- 0/5 events reached consensus.
|
||||
- Final roster: 0 bookings across 0 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 0.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
||||
- Dropped events: 08:00 baseline_fill, 10:30 recurring, 12:15 expansion, 14:00 emergency, 15:45 misplacement.
|
||||
@@ -0,0 +1,104 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 6.434,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"sql\",\"args\":{\"query\":\"SELECT worker_id, name FROM workers_500k_v1 WHERE role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 LIMIT 3\"},\"rationale\":\"verify top candidates via SQL query\")}",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"sql\",\"args\":{\"query\":\"SELECT worker_id, name FROM workers_500k_v1 WHERE role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 LIMIT 3\"},\"rationale\":\"verify top candidates via SQL query\")}"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 16.752,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND reliability >= 0.7\",\"question\":\"machine operator Toledo OH high reliability\",\"k\":2}",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND reliability >= 0.7\",\"question\":\"machine operator Toledo OH high reliability\",\"k\":2}"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 7.181,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"sql\",\"args\":{\"query\":\"SELECT worker_id FROM workers_500k_v1 WHERE role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 LIMIT 5\"},\"rationale\":\"verify top candidates via SQL query to me",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"sql\",\"args\":{\"query\":\"SELECT worker_id FROM workers_500k_v1 WHERE role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 LIMIT 5\"},\"rationale\":\"verify top candidates via SQL query to me"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 54.028,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00"
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 49.298,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1 @@
|
||||
[]
|
||||
@@ -0,0 +1 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,55 @@
|
||||
# Scenario retrospective — Riverfront Steel, 2026-04-21
|
||||
|
||||
Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest`
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 08:00 | baseline_fill | Warehouse Associate × 3 | - | ✗ 0 | 0 | 47.4 | 0 | 1 |
|
||||
| 10:30 | recurring | Machine Operator × 2 | - | ✗ 0 | 0 | 40.4 | 0 | 1 |
|
||||
| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 9.4 | 0 | 1 |
|
||||
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 44.7 | 0 | 1 |
|
||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 45.1 | 0 | 1 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
|
||||
## Gap signals
|
||||
|
||||
### drift_or_tool
|
||||
- **08:00** — no consensus after 14 turns
|
||||
- **10:30** — aborted — 3 consecutive drift flags
|
||||
- **12:15** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"propose_done","args":{"fills":[{"candidate_id":"W500K-37736","name":"Jennifer K. Robinson","reason":"verified Toledo forklift op, reliability 0.9"}],"rationale":"one SQL-verified candidate from surfaced candidates"}
|
||||
- **14:00** — aborted — 3 consecutive drift flags
|
||||
- **15:45** — no consensus after 14 turns
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 165 entries (ran 5 events, expected ≥ 0 new entries from this run)
|
||||
|
||||
## Workers touched across the week
|
||||
|
||||
0 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 |
|
||||
|---|---|---|---|
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **08:00 baseline_fill** (Warehouse Associate): —
|
||||
- **10:30 recurring** (Machine Operator): —
|
||||
- **12:15 expansion** (Forklift Operator): —
|
||||
- **14:00 emergency** (Loader): —
|
||||
- **15:45 misplacement** (Warehouse Associate): —
|
||||
|
||||
## Narrative
|
||||
|
||||
- 0/5 events reached consensus.
|
||||
- Final roster: 0 bookings across 0 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 0.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
||||
- Dropped events: 08:00 baseline_fill, 10:30 recurring, 12:15 expansion, 14:00 emergency, 15:45 misplacement.
|
||||
@@ -0,0 +1,104 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 47.404,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 40.374,
|
||||
"error": "aborted — 3 consecutive drift flags",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: aborted — 3 consecutive drift flags"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 9.414,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"propose_done\",\"args\":{\"fills\":[{\"candidate_id\":\"W500K-37736\",\"name\":\"Jennifer K. Robinson\",\"reason\":\"verified Toledo forklift op, reliability 0.9\"}],\"rationale\":\"one SQL-verified candidate from surfaced candidates\"}",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"propose_done\",\"args\":{\"fills\":[{\"candidate_id\":\"W500K-37736\",\"name\":\"Jennifer K. Robinson\",\"reason\":\"verified Toledo forklift op, reliability 0.9\"}],\"rationale\":\"one SQL-verified candidate from surfaced candidates\"}"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 44.673,
|
||||
"error": "aborted — 3 consecutive drift flags",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: aborted — 3 consecutive drift flags"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00"
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 45.149,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1 @@
|
||||
[]
|
||||
@@ -0,0 +1 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,2 @@
|
||||
{"at":"12:15","kind":"expansion","operation":"fill: Forklift Operator x5 in Toledo, OH","fills":[{"candidate_id":"W500K-37736","name":"Jennifer K. Robinson","reason":"Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."},{"candidate_id":"W500K-33961","name":"Kyle F. Brooks","reason":"Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."},{"candidate_id":"W500K-31297","name":"Jacob T. Diaz","reason":"Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."},{"candidate_id":"W500K-40884","name":"Jerry M. Jones","reason":"Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."},{"candidate_id":"W500K-37729","name":"Jeffrey D. Taylor","reason":"Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."}],"turns":7,"duration_secs":28.23,"pool_size":687,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (10 workers examined) · recurring certifications: Forklift (40%), OSHA-10 (40%) · recurring skills: mill (40%) · archetype mostly: leader · reliability median 0.83 (range 0.66–0.96)"}
|
||||
{"at":"14:00","kind":"emergency","operation":"fill: Loader x4 in Toledo, OH","fills":[{"candidate_id":"W500K-15305","name":"Mary R. Richardson","reason":"Verified availability score of 0.988 via SQL and ranked highest among the candidates with an availability score greater than 0.7."},{"candidate_id":"W500K-12325","name":"Raj Torres","reason":"Ranked second among the candidates with an availability score greater than 0.7."},{"candidate_id":"W500K-16975","name":"Brian X. Price","reason":"Ranked third among the candidates with an availability score greater than 0.7."},{"candidate_id":"W500K-22851","name":"Fatima X. Gutierrez","reason":"Ranked fourth among the candidates with an availability score greater than 0.7."}],"turns":6,"duration_secs":22.25,"pool_size":380,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (9 workers examined) · recurring certifications: Forklift (44%) · recurring skills: mill (44%) · archetype mostly: leader · reliability median 0.80 (range 0.66–0.96)"}
|
||||
@@ -0,0 +1,40 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 12:15 expansion — Forklift Operator x5
|
||||
|
||||
Subject: 5 Workers Confirmed
|
||||
|
||||
Dear Riverfront Steel Team,
|
||||
|
||||
We are pleased to confirm that we have filled all five positions for Forklift Operators at your new warehouse location opening. The workers starting at 01:00 PM today are:
|
||||
|
||||
- Jennifer K. Robinson
|
||||
- Kyle F. Brooks
|
||||
- Jacob T. Diaz
|
||||
- Jerry M. Jones
|
||||
- Jeffrey D. Taylor
|
||||
|
||||
Each meets the criteria of being a Forklift Operator in Toledo, OH.
|
||||
|
||||
Best regards,
|
||||
Dispatch Team Lakehouse
|
||||
|
||||
## 14:00 emergency — Loader x4
|
||||
|
||||
Subject: 4 Loader Workers Confirmed
|
||||
|
||||
Dear Riverfront Steel Team,
|
||||
|
||||
I am pleased to confirm that we have filled all four loader positions as requested:
|
||||
|
||||
- Mary R. Richardson
|
||||
- Raj Torres
|
||||
- Brian X. Price
|
||||
- Fatima X. Gutierrez
|
||||
|
||||
All workers will start their shift at 04:00 PM today. Please note the walkoff incident requiring a replacement crew by 16:00 sharp.
|
||||
|
||||
Thank you for your trust in Lakehouse Dispatch.
|
||||
|
||||
Best regards,
|
||||
Dispatch Team
|
||||
@@ -0,0 +1,85 @@
|
||||
# Scenario retrospective — Riverfront Steel, 2026-04-21
|
||||
|
||||
Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest`
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 08:00 | baseline_fill | Warehouse Associate × 3 | - | ✗ 0 | 0 | 20.2 | 0 | 1 |
|
||||
| 10:30 | recurring | Machine Operator × 2 | - | ✗ 0 | 0 | 47.4 | 0 | 1 |
|
||||
| 12:15 | expansion | Forklift Operator × 5 | 687 | ✓ 5 | 7 | 28.2 | 0 | 4 |
|
||||
| 14:00 | emergency | Loader × 4 | 380 | ✓ 4 | 6 | 22.3 | 0 | 4 |
|
||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 52.5 | 0 | 1 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
| undefined Jennifer K. Robinson | 12:15 | Forklift Operator | Toledo, OH | confirmed |
|
||||
| undefined Kyle F. Brooks | 12:15 | Forklift Operator | Toledo, OH | confirmed |
|
||||
| undefined Jacob T. Diaz | 12:15 | Forklift Operator | Toledo, OH | confirmed |
|
||||
| undefined Jerry M. Jones | 12:15 | Forklift Operator | Toledo, OH | confirmed |
|
||||
| undefined Jeffrey D. Taylor | 12:15 | Forklift Operator | Toledo, OH | confirmed |
|
||||
| undefined Mary R. Richardson | 14:00 | Loader | Toledo, OH | confirmed |
|
||||
| undefined Raj Torres | 14:00 | Loader | Toledo, OH | confirmed |
|
||||
| undefined Brian X. Price | 14:00 | Loader | Toledo, OH | confirmed |
|
||||
| undefined Fatima X. Gutierrez | 14:00 | Loader | Toledo, OH | confirmed |
|
||||
|
||||
## Gap signals
|
||||
|
||||
### drift_or_tool
|
||||
- **08:00** — invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {"kind":"plan","steps":["TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = \'Warehouse Associate\' AND city = \'Toledo\' AND state = \'OH\' AND CAST(availability AS DOUBLE) > 0.5','question':'reliable warehouse associate Toledo'})",
|
||||
"TOOL_CALL sql({'query':'SELECT worker_i
|
||||
- **10:30** — no consensus after 14 turns
|
||||
- **15:45** — no consensus after 14 turns
|
||||
|
||||
### double_book
|
||||
- **12:15** — undefined Kyle F. Brooks already booked for 12:15
|
||||
- **12:15** — undefined Jacob T. Diaz already booked for 12:15
|
||||
- **12:15** — undefined Jerry M. Jones already booked for 12:15
|
||||
- **12:15** — undefined Jeffrey D. Taylor already booked for 12:15
|
||||
- **14:00** — undefined Mary R. Richardson already booked for 12:15
|
||||
- **14:00** — undefined Raj Torres already booked for 12:15
|
||||
- **14:00** — undefined Brian X. Price already booked for 12:15
|
||||
- **14:00** — undefined Fatima X. Gutierrez already booked for 12:15
|
||||
|
||||
### fairness
|
||||
- _cross-event_ — Jennifer K. Robinson (undefined) booked 9 times today
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 167 entries (ran 5 events, expected ≥ 2 new entries from this run)
|
||||
|
||||
## Workers touched across the week
|
||||
|
||||
9 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-37736 | Jennifer K. Robinson | 12:15 expansion | booked |
|
||||
| W500K-33961 | Kyle F. Brooks | 12:15 expansion | booked |
|
||||
| W500K-31297 | Jacob T. Diaz | 12:15 expansion | booked |
|
||||
| W500K-40884 | Jerry M. Jones | 12:15 expansion | booked |
|
||||
| W500K-37729 | Jeffrey D. Taylor | 12:15 expansion | booked |
|
||||
| W500K-15305 | Mary R. Richardson | 14:00 emergency | booked |
|
||||
| W500K-12325 | Raj Torres | 14:00 emergency | booked |
|
||||
| W500K-16975 | Brian X. Price | 14:00 emergency | booked |
|
||||
| W500K-22851 | Fatima X. Gutierrez | 14:00 emergency | booked |
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **08:00 baseline_fill** (Warehouse Associate): —
|
||||
- **10:30 recurring** (Machine Operator): —
|
||||
- **12:15 expansion** (Forklift Operator): Across 25 similar past playbooks (10 workers examined) · recurring certifications: Forklift (40%), OSHA-10 (40%) · recurring skills: mill (40%) · archetype mostly: leader · reliability median 0.83 (range 0.66–0.96)
|
||||
- **14:00 emergency** (Loader): Across 25 similar past playbooks (9 workers examined) · recurring certifications: Forklift (44%) · recurring skills: mill (44%) · archetype mostly: leader · reliability median 0.80 (range 0.66–0.96)
|
||||
- **15:45 misplacement** (Warehouse Associate): —
|
||||
|
||||
## Narrative
|
||||
|
||||
- 2/5 events reached consensus.
|
||||
- Final roster: 9 bookings across 1 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 9.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
||||
- Dropped events: 08:00 baseline_fill, 10:30 recurring, 15:45 misplacement.
|
||||
@@ -0,0 +1,165 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 20.215,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = \\'Warehouse Associate\\' AND city = \\'Toledo\\' AND state = \\'OH\\' AND CAST(availability AS DOUBLE) > 0.5','question':'reliable warehouse associate Toledo'})\",\n\"TOOL_CALL sql({'query':'SELECT worker_i",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = \\'Warehouse Associate\\' AND city = \\'Toledo\\' AND state = \\'OH\\' AND CAST(availability AS DOUBLE) > 0.5','question':'reliable warehouse associate Toledo'})\",\n\"TOOL_CALL sql({'query':'SELECT worker_i"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 47.392,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "W500K-37736",
|
||||
"name": "Jennifer K. Robinson",
|
||||
"reason": "Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-33961",
|
||||
"name": "Kyle F. Brooks",
|
||||
"reason": "Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-31297",
|
||||
"name": "Jacob T. Diaz",
|
||||
"reason": "Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-40884",
|
||||
"name": "Jerry M. Jones",
|
||||
"reason": "Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-37729",
|
||||
"name": "Jeffrey D. Taylor",
|
||||
"reason": "Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."
|
||||
}
|
||||
],
|
||||
"turns": 7,
|
||||
"duration_secs": 28.23,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Kyle F. Brooks already booked for 12:15",
|
||||
"double_book: undefined Jacob T. Diaz already booked for 12:15",
|
||||
"double_book: undefined Jerry M. Jones already booked for 12:15",
|
||||
"double_book: undefined Jeffrey D. Taylor already booked for 12:15"
|
||||
],
|
||||
"sources_first_score": 0.6336688,
|
||||
"sources_last_score": 0.55183524,
|
||||
"pool_size": 687,
|
||||
"playbook_citations": [],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (10 workers examined) · recurring certifications: Forklift (40%), OSHA-10 (40%) · recurring skills: mill (40%) · archetype mostly: leader · reliability median 0.83 (range 0.66–0.96)"
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "W500K-15305",
|
||||
"name": "Mary R. Richardson",
|
||||
"reason": "Verified availability score of 0.988 via SQL and ranked highest among the candidates with an availability score greater than 0.7."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-12325",
|
||||
"name": "Raj Torres",
|
||||
"reason": "Ranked second among the candidates with an availability score greater than 0.7."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-16975",
|
||||
"name": "Brian X. Price",
|
||||
"reason": "Ranked third among the candidates with an availability score greater than 0.7."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-22851",
|
||||
"name": "Fatima X. Gutierrez",
|
||||
"reason": "Ranked fourth among the candidates with an availability score greater than 0.7."
|
||||
}
|
||||
],
|
||||
"turns": 6,
|
||||
"duration_secs": 22.25,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Mary R. Richardson already booked for 12:15",
|
||||
"double_book: undefined Raj Torres already booked for 12:15",
|
||||
"double_book: undefined Brian X. Price already booked for 12:15",
|
||||
"double_book: undefined Fatima X. Gutierrez already booked for 12:15"
|
||||
],
|
||||
"sources_first_score": 0.73792297,
|
||||
"sources_last_score": 0.7001053,
|
||||
"pool_size": 380,
|
||||
"playbook_citations": [],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (9 workers examined) · recurring certifications: Forklift (44%) · recurring skills: mill (44%) · archetype mostly: leader · reliability median 0.80 (range 0.66–0.96)"
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00"
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 52.523,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,74 @@
|
||||
[
|
||||
{
|
||||
"name": "Jennifer K. Robinson",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Kyle F. Brooks",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Jacob T. Diaz",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Jerry M. Jones",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Jeffrey D. Taylor",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Mary R. Richardson",
|
||||
"booked_for": "14:00",
|
||||
"role": "Loader",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Raj Torres",
|
||||
"booked_for": "14:00",
|
||||
"role": "Loader",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Brian X. Price",
|
||||
"booked_for": "14:00",
|
||||
"role": "Loader",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Fatima X. Gutierrez",
|
||||
"booked_for": "14:00",
|
||||
"role": "Loader",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,46 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 12:15 expansion — Forklift Operator x5 in Toledo, OH
|
||||
|
||||
TO: Jennifer K. Robinson
|
||||
Confirming your shift as a Forklift Operator at Riverfront Steel's new warehouse in Toledo, OH starting 1:00 PM.
|
||||
|
||||
---
|
||||
|
||||
TO: Kyle F. Brooks
|
||||
Your shift as a Forklift Operator at the new Toledo, OH warehouse starts at 1:00 PM today.
|
||||
|
||||
---
|
||||
|
||||
TO: Jacob T. Diaz
|
||||
Confirm your shift as a Forklift Operator at Riverfront Steel's new Toledo, OH location starting at 1:00 PM.
|
||||
|
||||
---
|
||||
|
||||
TO: Jerry M. Jones
|
||||
Your shift as a Forklift Operator at the new Toledo, OH warehouse starts at 1:00 PM today.
|
||||
|
||||
---
|
||||
|
||||
TO: Jeffrey D. Taylor
|
||||
Confirming your shift as a Forklift Operator at Riverfront Steel's new warehouse in Toledo, OH starting 1:00 PM.
|
||||
|
||||
## 14:00 emergency — Loader x4 in Toledo, OH
|
||||
|
||||
TO: Mary R. Richardson
|
||||
Confirming your shift start at 4 PM today as a replacement. See you at Toledo, OH.
|
||||
|
||||
---
|
||||
|
||||
TO: Raj Torres
|
||||
Replacing shift starting now at 4 PM. Toledo, OH.
|
||||
|
||||
---
|
||||
|
||||
TO: Brian X. Price
|
||||
You're on at 4 PM replacing the crew. Toledo, OH.
|
||||
|
||||
---
|
||||
|
||||
TO: Fatima X. Gutierrez
|
||||
Confirming your walkoff shift start at 4 PM today. Toledo, OH.
|
||||
@@ -0,0 +1,2 @@
|
||||
{"after_event":"12:15","event_kind":"expansion","ok":true,"model":"gpt-oss:20b","duration_secs":10.228,"risk":"Forklift Operator JSON error","hint":"Ensure JSON is valid; test with a JSON validator; correct syntax before executing the tool call."}
|
||||
{"after_event":"15:45","event_kind":"misplacement","ok":false,"model":"gpt-oss:20b","duration_secs":13.935,"hint":"(T3 unavailable)","risk":"generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\","}
|
||||
@@ -0,0 +1 @@
|
||||
{"at":"08:00","kind":"baseline_fill","operation":"fill: Warehouse Associate x3 in Toledo, OH","fills":[{"candidate_id":"W500K-49164","name":"Christopher Y. Phillips","reason":"SQL verified for high availability and semantic score of 0.63, making him the top candidate."},{"candidate_id":"W500K-34704","name":"Fatima U. Rivera","reason":"Semantic score of 0.61 and skills in cold storage make her a strong candidate."},{"candidate_id":"W500K-40928","name":"Janet E. Hill","reason":"Semantic score of 0.61, RF scanner skill, and high reliability score make her a suitable candidate."}],"turns":5,"duration_secs":19.474,"pool_size":770,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: communicator · reliability median 0.83 (range 0.75–0.96)"}
|
||||
@@ -0,0 +1,18 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 08:00 baseline_fill — Warehouse Associate x3
|
||||
|
||||
Subject: 3 Filled
|
||||
|
||||
Dear Riverfront Steel Team,
|
||||
|
||||
I am pleased to confirm that we have filled all three positions with the following Warehouse Associates:
|
||||
|
||||
- Christopher Y. Phillips
|
||||
- Fatima U. Rivera
|
||||
- Janet E. Hill
|
||||
|
||||
Shift starts at 08:00 AM on a regular Monday morning, 8-hour shift.
|
||||
|
||||
Best regards,
|
||||
Dispatch Team Lakehouse
|
||||
@@ -0,0 +1,9 @@
|
||||
# Cross-day lesson — Riverfront Steel, 2026-04-21
|
||||
|
||||
_Generated by `gpt-oss:20b` in 7.1s. Based on 5 events + 2 mid-day checkpoints._
|
||||
|
||||
**
|
||||
Validate every JSON payload with a validator before invoking a tool; a malformed payload caused the Forklift Operator expansion to fail.
|
||||
Confirm the GPT model is available and that the tool returns non‑empty text; if it returns an empty string, retry or switch to a fallback model.
|
||||
For recurring, expansion, and emergency events, pre‑fetch the candidate pool and verify it meets the required count before attempting placement.
|
||||
Log any tool failures immediately and update the risk mitigation plan for the next run.
|
||||
@@ -0,0 +1,71 @@
|
||||
# Scenario retrospective — Riverfront Steel, 2026-04-21
|
||||
|
||||
Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest` Overview(T3): `gpt-oss:20b`
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 08:00 | baseline_fill | Warehouse Associate × 3 | 770 | ✓ 3 | 5 | 19.5 | 0 | 2 |
|
||||
| 10:30 | recurring | Machine Operator × 2 | - | ✗ 0 | 0 | 49.0 | 0 | 1 |
|
||||
| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 2.8 | 0 | 1 |
|
||||
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 48.9 | 0 | 1 |
|
||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 47.8 | 0 | 1 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
| undefined Christopher Y. Phillips | 08:00 | Warehouse Associate | Toledo, OH | no_show |
|
||||
| undefined Fatima U. Rivera | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
|
||||
| undefined Janet E. Hill | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
|
||||
|
||||
## Gap signals
|
||||
|
||||
### double_book
|
||||
- **08:00** — undefined Fatima U. Rivera already booked for 08:00
|
||||
- **08:00** — undefined Janet E. Hill already booked for 08:00
|
||||
|
||||
### drift_or_tool
|
||||
- **10:30** — no consensus after 14 turns
|
||||
- **12:15** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"hybrid_search",
|
||||
"args":{"index_name":"workers_500k_v1",
|
||||
"sql_filter":"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 AND worker_id NOT IN (42319, 68741, 34927)",
|
||||
"rationale":"Se
|
||||
- **14:00** — no consensus after 14 turns
|
||||
- **15:45** — no consensus after 14 turns
|
||||
|
||||
### fairness
|
||||
- _cross-event_ — Christopher Y. Phillips (undefined) booked 2 times today
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 1163 entries (ran 5 events, expected ≥ 1 new entries from this run)
|
||||
|
||||
## Workers touched across the week
|
||||
|
||||
4 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-49164 | Christopher Y. Phillips | 08:00 baseline_fill | booked |
|
||||
| W500K-34704 | Fatima U. Rivera | 08:00 baseline_fill | booked |
|
||||
| W500K-40928 | Janet E. Hill | 08:00 baseline_fill | booked |
|
||||
| undefined | Christopher Y. Phillips | 08:00 | no_show |
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **08:00 baseline_fill** (Warehouse Associate): Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: communicator · reliability median 0.83 (range 0.75–0.96)
|
||||
- **10:30 recurring** (Machine Operator): —
|
||||
- **12:15 expansion** (Forklift Operator): —
|
||||
- **14:00 emergency** (Loader): —
|
||||
- **15:45 misplacement** (Warehouse Associate): —
|
||||
|
||||
## Narrative
|
||||
|
||||
- 1/5 events reached consensus.
|
||||
- Final roster: 3 bookings across 1 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 4.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
||||
- Dropped events: 10:30 recurring, 12:15 expansion, 14:00 emergency, 15:45 misplacement.
|
||||
@@ -0,0 +1,130 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "W500K-49164",
|
||||
"name": "Christopher Y. Phillips",
|
||||
"reason": "SQL verified for high availability and semantic score of 0.63, making him the top candidate."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-34704",
|
||||
"name": "Fatima U. Rivera",
|
||||
"reason": "Semantic score of 0.61 and skills in cold storage make her a strong candidate."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-40928",
|
||||
"name": "Janet E. Hill",
|
||||
"reason": "Semantic score of 0.61, RF scanner skill, and high reliability score make her a suitable candidate."
|
||||
}
|
||||
],
|
||||
"turns": 5,
|
||||
"duration_secs": 19.474,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Fatima U. Rivera already booked for 08:00",
|
||||
"double_book: undefined Janet E. Hill already booked for 08:00"
|
||||
],
|
||||
"sources_first_score": 0.6233225,
|
||||
"sources_last_score": 0.55385745,
|
||||
"pool_size": 770,
|
||||
"playbook_citations": [],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: communicator · reliability median 0.83 (range 0.75–0.96)"
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 48.986,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 2.845,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\n\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 AND worker_id NOT IN (42319, 68741, 34927)\",\n\"rationale\":\"Se",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\n\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 AND worker_id NOT IN (42319, 68741, 34927)\",\n\"rationale\":\"Se"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 48.905,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00",
|
||||
"exclude_worker_ids": [
|
||||
null,
|
||||
null,
|
||||
null
|
||||
]
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 47.789,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,26 @@
|
||||
[
|
||||
{
|
||||
"name": "Christopher Y. Phillips",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "no_show"
|
||||
},
|
||||
{
|
||||
"name": "Fatima U. Rivera",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Janet E. Hill",
|
||||
"booked_for": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,16 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 08:00 baseline_fill — Warehouse Associate x3 in Toledo, OH
|
||||
|
||||
TO: Christopher Y. Phillips
|
||||
Confirming your shift as a Warehouse Associate at Riverfront Steel in Toledo, OH starting 08:00 AM today.
|
||||
|
||||
---
|
||||
|
||||
TO: Fatima U. Rivera
|
||||
Your shift as a Warehouse Associate at Riverfront Steel is confirmed for 08:00 AM today.
|
||||
|
||||
---
|
||||
|
||||
TO: Janet E. Hill
|
||||
Confirming your 08:00 AM shift as a Warehouse Associate at Riverfront Steel in Toledo, OH.
|
||||
@@ -0,0 +1,2 @@
|
||||
{"after_event":"12:15","event_kind":"expansion","ok":true,"model":"gpt-oss:20b","duration_secs":10.901,"risk":"JSON parse error","hint":"Validate JSON structure, close braces, escape quotes, and test with a JSON linter before executing hybrid_search."}
|
||||
{"after_event":"15:45","event_kind":"misplacement","ok":true,"model":"gpt-oss:20b","duration_secs":11.83,"risk":"JSON parsing failure in tool call","hint":"Ensure JSON syntax is correct before invoking hybrid_search for Warehouse Associate in Toledo, OH. Validate tool call structure."}
|
||||
@@ -0,0 +1 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,6 @@
|
||||
# Cross-day lesson — Riverfront Steel, 2026-04-21
|
||||
|
||||
_Generated by `gpt-oss:20b` in 4.0s. Based on 5 events + 2 mid-day checkpoints._
|
||||
|
||||
**
|
||||
Always validate the JSON payload before calling `hybrid_search`. Ensure all braces are closed, quotes are escaped, and the structure matches the expected schema—use a linter or schema validator in a sandbox first. Construct the JSON programmatically or via a template rather than embedding raw text in the tool call. This prevents parse errors that cause job failures.
|
||||
@@ -0,0 +1,58 @@
|
||||
# Scenario retrospective — Riverfront Steel, 2026-04-21
|
||||
|
||||
Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest` Overview(T3): `gpt-oss:20b`
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 08:00 | baseline_fill | Warehouse Associate × 3 | - | ✗ 0 | 0 | 33.1 | 0 | 1 |
|
||||
| 10:30 | recurring | Machine Operator × 2 | - | ✗ 0 | 0 | 35.1 | 0 | 1 |
|
||||
| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 55.3 | 0 | 1 |
|
||||
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 14.7 | 0 | 1 |
|
||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 28.8 | 0 | 1 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
|
||||
## Gap signals
|
||||
|
||||
### drift_or_tool
|
||||
- **08:00** — invalid JSON from executor: JSON Parse error: Expected ']' | raw: {"kind":"plan","steps":["TOOL_CALL",{"tool":"sql","args":{"query":"SELECT worker_id, name, role, city, state FROM workers_500k WHERE worker_id = '49164'"}},"TOOL_CALL",{"tool":"hybrid_search","args":{"index_name":"workers_500k_v1","sql_filter":"CAST(availability AS DOUBLE) > 0.5 AND role = 'Warehous
|
||||
- **10:30** — invalid JSON from executor: JSON Parse error: Expected ']' | raw: {"kind":"plan","steps":["TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5'})","TOOL_CALL sql({'query':'SELECT worker_id, name, role, city, state FROM workers_500k WHERE worker_i
|
||||
- **12:15** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"hybrid_search",
|
||||
"args":{"index_name":"workers_500k_v1","sql_filter":"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 AND NOT worker_id IN (W500K-22375, W500K-19588, W500K-28024,
|
||||
- **14:00** — aborted — 3 consecutive drift flags
|
||||
- **15:45** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"hybrid_search",
|
||||
"args":{"index_name":"workers_500k_v1","sql_filter":"role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND worker_id NOT IN (CANDIDATES SURFACED SO FAR)",
|
||||
"rationale":"Find a reliable Warehouse Associa
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 1163 entries (ran 5 events, expected ≥ 0 new entries from this run)
|
||||
|
||||
## Workers touched across the week
|
||||
|
||||
0 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 |
|
||||
|---|---|---|---|
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **08:00 baseline_fill** (Warehouse Associate): —
|
||||
- **10:30 recurring** (Machine Operator): —
|
||||
- **12:15 expansion** (Forklift Operator): —
|
||||
- **14:00 emergency** (Loader): —
|
||||
- **15:45 misplacement** (Warehouse Associate): —
|
||||
|
||||
## Narrative
|
||||
|
||||
- 0/5 events reached consensus.
|
||||
- Final roster: 0 bookings across 0 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 0.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
||||
- Dropped events: 08:00 baseline_fill, 10:30 recurring, 12:15 expansion, 14:00 emergency, 15:45 misplacement.
|
||||
@@ -0,0 +1,104 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 33.137,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL\",{\"tool\":\"sql\",\"args\":{\"query\":\"SELECT worker_id, name, role, city, state FROM workers_500k WHERE worker_id = '49164'\"}},\"TOOL_CALL\",{\"tool\":\"hybrid_search\",\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"CAST(availability AS DOUBLE) > 0.5 AND role = 'Warehous",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL\",{\"tool\":\"sql\",\"args\":{\"query\":\"SELECT worker_id, name, role, city, state FROM workers_500k WHERE worker_id = '49164'\"}},\"TOOL_CALL\",{\"tool\":\"hybrid_search\",\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"CAST(availability AS DOUBLE) > 0.5 AND role = 'Warehous"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 35.123,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5'})\",\"TOOL_CALL sql({'query':'SELECT worker_id, name, role, city, state FROM workers_500k WHERE worker_i",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5'})\",\"TOOL_CALL sql({'query':'SELECT worker_id, name, role, city, state FROM workers_500k WHERE worker_i"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 55.269,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 AND NOT worker_id IN (W500K-22375, W500K-19588, W500K-28024, ",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75 AND NOT worker_id IN (W500K-22375, W500K-19588, W500K-28024, "
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 14.719,
|
||||
"error": "aborted — 3 consecutive drift flags",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: aborted — 3 consecutive drift flags"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00"
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 28.761,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND worker_id NOT IN (CANDIDATES SURFACED SO FAR)\",\n\"rationale\":\"Find a reliable Warehouse Associa",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND worker_id NOT IN (CANDIDATES SURFACED SO FAR)\",\n\"rationale\":\"Find a reliable Warehouse Associa"
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1 @@
|
||||
[]
|
||||
@@ -0,0 +1 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,2 @@
|
||||
{"after_event":"12:15","event_kind":"expansion","ok":false,"model":"gpt-oss:20b","duration_secs":14.223,"hint":"(T3 unavailable)","risk":"generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\","}
|
||||
{"after_event":"15:45","event_kind":"misplacement","ok":false,"model":"gpt-oss:20b","duration_secs":15.447,"hint":"(T3 unavailable)","risk":"generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\","}
|
||||
@@ -0,0 +1 @@
|
||||
{"at":"12:15","kind":"expansion","operation":"fill: Forklift Operator x5 in Toledo, OH","fills":[{"candidate_id":"W500K-22375","name":"Matthew P. Garcia","reason":"Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."},{"candidate_id":"W500K-19588","name":"Maria K. Cruz","reason":"Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."},{"candidate_id":"W500K-37736","name":"Jennifer K. Robinson","reason":"Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."},{"candidate_id":"W500K-3150","name":"Brenda Gutierrez","reason":"Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."},{"candidate_id":"W500K-28024","name":"Nancy W. Ward","reason":"Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."}],"turns":6,"duration_secs":21.998,"pool_size":687,"playbook_citations":[],"discovered_pattern":"Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: leader · reliability median 0.83 (range 0.75–0.96)"}
|
||||
@@ -0,0 +1,20 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 12:15 expansion — Forklift Operator x5
|
||||
|
||||
Subject: 5 Workers Confirmed
|
||||
|
||||
Dear Riverfront Steel Team,
|
||||
|
||||
We are pleased to confirm that we have filled all 5 positions for Forklift Operators as requested. The workers starting at 01:00 PM today are:
|
||||
|
||||
- Matthew P. Garcia
|
||||
- Maria K. Cruz
|
||||
- Jennifer K. Robinson
|
||||
- Brenda Gutierrez
|
||||
- Nancy W. Ward
|
||||
|
||||
This is in support of the new warehouse location opening, requiring a five-worker team.
|
||||
|
||||
Best regards,
|
||||
Dispatch Team Lakehouse
|
||||
@@ -0,0 +1,6 @@
|
||||
# Cross-day lesson — Riverfront Steel, 2026-04-21
|
||||
|
||||
_Generated by `gpt-oss:20b` in 14.2s. Based on 5 events + 2 mid-day checkpoints._
|
||||
|
||||
**
|
||||
Before any baseline, recurring, or emergency fill, query the pool size and turn count; missing data causes the job to fail. Replicate the expansion logic that pulls pool and turns for all event types. If the GPT‑OSS model is unavailable, switch to a local fallback or log a warning instead of returning empty risk text. Validate that gaps are accounted for before committing the fill to avoid single‑gap failures.
|
||||
@@ -0,0 +1 @@
|
||||
[]
|
||||
@@ -0,0 +1,76 @@
|
||||
# Scenario retrospective — Riverfront Steel, 2026-04-21
|
||||
|
||||
Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest` Overview(T3): `gpt-oss:20b`
|
||||
Prior lessons loaded into executor context: **0** (baseline — no prior T3 history)
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 08:00 | baseline_fill | Warehouse Associate × 3 | - | ✗ 0 | 0 | 47.6 | 0 | 1 |
|
||||
| 10:30 | recurring | Machine Operator × 2 | - | ✗ 0 | 0 | 29.5 | 0 | 1 |
|
||||
| 12:15 | expansion | Forklift Operator × 5 | 687 | ✓ 5 | 6 | 22.0 | 0 | 4 |
|
||||
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 92.4 | 0 | 1 |
|
||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 100.9 | 0 | 1 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
| undefined Matthew P. Garcia | 12:15 | Forklift Operator | Toledo, OH | confirmed |
|
||||
| undefined Maria K. Cruz | 12:15 | Forklift Operator | Toledo, OH | confirmed |
|
||||
| undefined Jennifer K. Robinson | 12:15 | Forklift Operator | Toledo, OH | confirmed |
|
||||
| undefined Brenda Gutierrez | 12:15 | Forklift Operator | Toledo, OH | confirmed |
|
||||
| undefined Nancy W. Ward | 12:15 | Forklift Operator | Toledo, OH | confirmed |
|
||||
|
||||
## Gap signals
|
||||
|
||||
### drift_or_tool
|
||||
- **08:00** — no consensus after 14 turns
|
||||
- **10:30** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"hybrid_search",
|
||||
"args":{"index_name":"workers_500k_v1","sql_filter":"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND playbook_citations > 0",
|
||||
"rationale":"Narrow down candidates to Machine Operators in Toledo, OH w
|
||||
- **14:00** — no consensus after 14 turns
|
||||
- **15:45** — no consensus after 14 turns
|
||||
|
||||
### double_book
|
||||
- **12:15** — undefined Maria K. Cruz already booked for 12:15
|
||||
- **12:15** — undefined Jennifer K. Robinson already booked for 12:15
|
||||
- **12:15** — undefined Brenda Gutierrez already booked for 12:15
|
||||
- **12:15** — undefined Nancy W. Ward already booked for 12:15
|
||||
|
||||
### fairness
|
||||
- _cross-event_ — Matthew P. Garcia (undefined) booked 5 times today
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 1164 entries (ran 5 events, expected ≥ 1 new entries from this run)
|
||||
|
||||
## Workers touched across the week
|
||||
|
||||
5 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-22375 | Matthew P. Garcia | 12:15 expansion | booked |
|
||||
| W500K-19588 | Maria K. Cruz | 12:15 expansion | booked |
|
||||
| W500K-37736 | Jennifer K. Robinson | 12:15 expansion | booked |
|
||||
| W500K-3150 | Brenda Gutierrez | 12:15 expansion | booked |
|
||||
| W500K-28024 | Nancy W. Ward | 12:15 expansion | booked |
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **08:00 baseline_fill** (Warehouse Associate): —
|
||||
- **10:30 recurring** (Machine Operator): —
|
||||
- **12:15 expansion** (Forklift Operator): Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: leader · reliability median 0.83 (range 0.75–0.96)
|
||||
- **14:00 emergency** (Loader): —
|
||||
- **15:45 misplacement** (Warehouse Associate): —
|
||||
|
||||
## Narrative
|
||||
|
||||
- 1/5 events reached consensus.
|
||||
- Final roster: 5 bookings across 1 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 5.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
||||
- Dropped events: 08:00 baseline_fill, 10:30 recurring, 14:00 emergency, 15:45 misplacement.
|
||||
@@ -0,0 +1,137 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 47.571,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 29.546,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND playbook_citations > 0\",\n\"rationale\":\"Narrow down candidates to Machine Operators in Toledo, OH w",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND playbook_citations > 0\",\n\"rationale\":\"Narrow down candidates to Machine Operators in Toledo, OH w"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": true,
|
||||
"fills": [
|
||||
{
|
||||
"candidate_id": "W500K-22375",
|
||||
"name": "Matthew P. Garcia",
|
||||
"reason": "Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-19588",
|
||||
"name": "Maria K. Cruz",
|
||||
"reason": "Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-37736",
|
||||
"name": "Jennifer K. Robinson",
|
||||
"reason": "Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-3150",
|
||||
"name": "Brenda Gutierrez",
|
||||
"reason": "Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."
|
||||
},
|
||||
{
|
||||
"candidate_id": "W500K-28024",
|
||||
"name": "Nancy W. Ward",
|
||||
"reason": "Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds."
|
||||
}
|
||||
],
|
||||
"turns": 6,
|
||||
"duration_secs": 21.998,
|
||||
"gap_signals": [
|
||||
"double_book: undefined Maria K. Cruz already booked for 12:15",
|
||||
"double_book: undefined Jennifer K. Robinson already booked for 12:15",
|
||||
"double_book: undefined Brenda Gutierrez already booked for 12:15",
|
||||
"double_book: undefined Nancy W. Ward already booked for 12:15"
|
||||
],
|
||||
"sources_first_score": 0.6336688,
|
||||
"sources_last_score": 0.55183524,
|
||||
"pool_size": 687,
|
||||
"playbook_citations": [],
|
||||
"discovered_pattern": "Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: leader · reliability median 0.83 (range 0.75–0.96)"
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 92.425,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00"
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 100.945,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,42 @@
|
||||
[
|
||||
{
|
||||
"name": "Matthew P. Garcia",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Maria K. Cruz",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Jennifer K. Robinson",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Brenda Gutierrez",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
},
|
||||
{
|
||||
"name": "Nancy W. Ward",
|
||||
"booked_for": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"status": "confirmed"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,26 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
|
||||
## 12:15 expansion — Forklift Operator x5 in Toledo, OH
|
||||
|
||||
TO: Matthew P. Garcia
|
||||
Confirming your shift as a Forklift Operator at Riverfront Steel's new warehouse in Toledo, OH starting 1:00 PM.
|
||||
|
||||
---
|
||||
|
||||
TO: Maria K. Cruz
|
||||
You're scheduled to start your shift at 1:00 PM today at our new warehouse location in Toledo, OH.
|
||||
|
||||
---
|
||||
|
||||
TO: Jennifer K. Robinson
|
||||
Confirming your shift as a Forklift Operator at Riverfront Steel's new warehouse opening in Toledo, OH starting 1:00 PM.
|
||||
|
||||
---
|
||||
|
||||
TO: Brenda Gutierrez
|
||||
Your shift starts at 1:00 PM today at our new warehouse location for Riverfront Steel in Toledo, OH.
|
||||
|
||||
---
|
||||
|
||||
TO: Nancy W. Ward
|
||||
Confirming your shift as a Forklift Operator at Riverfront Steel's new warehouse opening in Toledo, OH starting 1:00 PM.
|
||||
@@ -0,0 +1 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1 @@
|
||||
[]
|
||||
@@ -0,0 +1,59 @@
|
||||
# Scenario retrospective — Riverfront Steel, 2026-04-21
|
||||
|
||||
Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest` Overview(T3): `disabled`
|
||||
Prior lessons loaded into executor context: **0** (baseline — no prior T3 history)
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 08:00 | baseline_fill | Warehouse Associate × 3 | - | ✗ 0 | 0 | 99.1 | 0 | 1 |
|
||||
| 10:30 | recurring | Machine Operator × 2 | - | ✗ 0 | 0 | 114.5 | 0 | 1 |
|
||||
| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 14.5 | 0 | 1 |
|
||||
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 49.7 | 0 | 1 |
|
||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 26.6 | 0 | 1 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
|
||||
## Gap signals
|
||||
|
||||
### drift_or_tool
|
||||
- **08:00** — aborted — 3 consecutive drift flags
|
||||
- **10:30** — invalid JSON from executor: JSON Parse error: Expected ']' | raw: {"kind":"plan", "steps":["TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND playbook_citations > 0'})", "TOOL_CALL sql({'query':'SELECT worker_id, name, role, city, state FRO
|
||||
- **12:15** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"hybrid_search",
|
||||
"args":{"index_name":"workers_500k_v1","sql_filter":"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.75 AND CAST(reliability AS DOUBLE) > 0.9",
|
||||
"question":"top 5 reliable forklift operators Toledo with h
|
||||
- **14:00** — no consensus after 14 turns
|
||||
- **15:45** — invalid JSON from executor: JSON Parse error: Expected '}' | raw: {"kind":"tool_call","tool":"hybrid_search",
|
||||
"args":{"index_name":"workers_500k_v1","sql_filter":"CAST(availability AS DOUBLE) > 0.5 AND role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND worker_id NOT IN (49164,40928,34704,5749,22587,4091,23160,5114,15482,11915,36011,17171,11061,4
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 1164 entries (ran 5 events, expected ≥ 0 new entries from this run)
|
||||
|
||||
## Workers touched across the week
|
||||
|
||||
0 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 |
|
||||
|---|---|---|---|
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **08:00 baseline_fill** (Warehouse Associate): —
|
||||
- **10:30 recurring** (Machine Operator): —
|
||||
- **12:15 expansion** (Forklift Operator): —
|
||||
- **14:00 emergency** (Loader): —
|
||||
- **15:45 misplacement** (Warehouse Associate): —
|
||||
|
||||
## Narrative
|
||||
|
||||
- 0/5 events reached consensus.
|
||||
- Final roster: 0 bookings across 0 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 0.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
||||
- Dropped events: 08:00 baseline_fill, 10:30 recurring, 12:15 expansion, 14:00 emergency, 15:45 misplacement.
|
||||
@@ -0,0 +1,104 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 99.133,
|
||||
"error": "aborted — 3 consecutive drift flags",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: aborted — 3 consecutive drift flags"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 114.512,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\", \"steps\":[\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND playbook_citations > 0'})\", \"TOOL_CALL sql({'query':'SELECT worker_id, name, role, city, state FRO",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\", \"steps\":[\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND playbook_citations > 0'})\", \"TOOL_CALL sql({'query':'SELECT worker_id, name, role, city, state FRO"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 14.525,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.75 AND CAST(reliability AS DOUBLE) > 0.9\",\n\"question\":\"top 5 reliable forklift operators Toledo with h",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.75 AND CAST(reliability AS DOUBLE) > 0.9\",\n\"question\":\"top 5 reliable forklift operators Toledo with h"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 49.725,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00"
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 26.607,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"CAST(availability AS DOUBLE) > 0.5 AND role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND worker_id NOT IN (49164,40928,34704,5749,22587,4091,23160,5114,15482,11915,36011,17171,11061,4",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected '}' | raw: {\"kind\":\"tool_call\",\"tool\":\"hybrid_search\",\n\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"CAST(availability AS DOUBLE) > 0.5 AND role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND worker_id NOT IN (49164,40928,34704,5749,22587,4091,23160,5114,15482,11915,36011,17171,11061,4"
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1 @@
|
||||
[]
|
||||
@@ -0,0 +1 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,2 @@
|
||||
{"after_event":"12:15","event_kind":"expansion","ok":false,"model":"gpt-oss:20b","duration_secs":14.287,"hint":"(T3 unavailable)","risk":"generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\","}
|
||||
{"after_event":"15:45","event_kind":"misplacement","ok":true,"model":"gpt-oss:20b","duration_secs":14.587,"risk":"Forklift Operator skill gap","hint":"Verify forklift operator certification and tool compatibility for Toledo shift."}
|
||||
@@ -0,0 +1 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,6 @@
|
||||
# Cross-day lesson — Riverfront Steel, 2026-04-21
|
||||
|
||||
_Generated by `gpt-oss:20b` in 6.0s. Based on 5 events + 2 mid-day checkpoints._
|
||||
|
||||
**
|
||||
Before any event, pre‑fetch the full pool roster and skill certification data for Toledo, OH; the missing pool data caused every shift to fail. Verify forklift operator certifications and tool compatibility ahead of time, as the misplacement risk highlighted a skill gap. Ensure the risk‑generation model (gpt‑oss:20b) is online or have a manual fallback; the empty response after the expansion shows a T3 unavailability that halted risk assessment. Apply these checks for baseline, recurring, expansion, emergency, and misplacement events to avoid the single‑gap failure pattern.
|
||||
@@ -0,0 +1,28 @@
|
||||
[
|
||||
{
|
||||
"date": "2026-04-21",
|
||||
"client": "Riverfront Steel",
|
||||
"cities": "Toledo",
|
||||
"states": "OH",
|
||||
"events_total": 5,
|
||||
"events_ok": 1,
|
||||
"checkpoint_count": 2,
|
||||
"model": "gpt-oss:20b",
|
||||
"cloud": false,
|
||||
"lesson": "** \nBefore any baseline, recurring, or emergency fill, query the pool size and turn count; missing data causes the job to fail. Replicate the expansion logic that pulls pool and turns for all event types. If the GPT‑OSS model is unavailable, switch to a local fallback or log a warning instead of returning empty risk text. Validate that gaps are accounted for before committing the fill to avoid single‑gap failures.",
|
||||
"checkpoints": [
|
||||
{
|
||||
"after": "12:15",
|
||||
"risk": "generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\",",
|
||||
"hint": "(T3 unavailable)"
|
||||
},
|
||||
{
|
||||
"after": "15:45",
|
||||
"risk": "generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\",",
|
||||
"hint": "(T3 unavailable)"
|
||||
}
|
||||
],
|
||||
"created_at": "2026-04-21T00:34:20.521Z",
|
||||
"file": "2026-04-21_Riverfront_Steel_1776731660521.json"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,60 @@
|
||||
# Scenario retrospective — Riverfront Steel, 2026-04-21
|
||||
|
||||
Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest` Overview(T3): `gpt-oss:20b`
|
||||
Prior lessons loaded into executor context: **1** (from 2026-04-21)
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 08:00 | baseline_fill | Warehouse Associate × 3 | - | ✗ 0 | 0 | 13.9 | 0 | 1 |
|
||||
| 10:30 | recurring | Machine Operator × 2 | - | ✗ 0 | 0 | 13.3 | 0 | 1 |
|
||||
| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 30.7 | 0 | 1 |
|
||||
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 23.1 | 0 | 1 |
|
||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 51.1 | 0 | 1 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
|
||||
## Gap signals
|
||||
|
||||
### drift_or_tool
|
||||
- **08:00** — invalid JSON from executor: JSON Parse error: Expected ']' | raw: {"kind":"plan","steps":["TOOL_CALL","hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5','question':'reliable warehouse associate Toledo'})","TOOL_CALL","sql({'query':'SELECT worker_id,
|
||||
- **10:30** — invalid JSON from executor: JSON Parse error: Expected ']' | raw: {"kind":"plan","steps":["TOOL_CALL","tool":"hybrid_search","args":{"index_name":"workers_500k_v1","sql_filter":"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND playbook_citations > 0"},"rationale":"Narrow the search to recurring Machine Opera
|
||||
- **12:15** — invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {
|
||||
"kind": "plan",
|
||||
"steps": [
|
||||
"TOOL_CALL hybrid_search({'index_name': 'workers_500k_v1', 'sql_filter': 'role = \'Forklift Operator\' AND city = \'Toledo\' AND state = \'OH\' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75', 'k': 10})",
|
||||
"TOOL_CALL sql({'query'
|
||||
- **14:00** — aborted — 3 consecutive drift flags
|
||||
- **15:45** — no consensus after 14 turns
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 1164 entries (ran 5 events, expected ≥ 0 new entries from this run)
|
||||
|
||||
## Workers touched across the week
|
||||
|
||||
0 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 |
|
||||
|---|---|---|---|
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **08:00 baseline_fill** (Warehouse Associate): —
|
||||
- **10:30 recurring** (Machine Operator): —
|
||||
- **12:15 expansion** (Forklift Operator): —
|
||||
- **14:00 emergency** (Loader): —
|
||||
- **15:45 misplacement** (Warehouse Associate): —
|
||||
|
||||
## Narrative
|
||||
|
||||
- 0/5 events reached consensus.
|
||||
- Final roster: 0 bookings across 0 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 0.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
||||
- Dropped events: 08:00 baseline_fill, 10:30 recurring, 12:15 expansion, 14:00 emergency, 15:45 misplacement.
|
||||
@@ -0,0 +1,104 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 13.874,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL\",\"hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5','question':'reliable warehouse associate Toledo'})\",\"TOOL_CALL\",\"sql({'query':'SELECT worker_id, ",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL\",\"hybrid_search({'index_name':'workers_500k_v1','sql_filter':'role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5','question':'reliable warehouse associate Toledo'})\",\"TOOL_CALL\",\"sql({'query':'SELECT worker_id, "
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 13.257,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL\",\"tool\":\"hybrid_search\",\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND playbook_citations > 0\"},\"rationale\":\"Narrow the search to recurring Machine Opera",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL\",\"tool\":\"hybrid_search\",\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5 AND playbook_citations > 0\"},\"rationale\":\"Narrow the search to recurring Machine Opera"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 30.707,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {\n \"kind\": \"plan\",\n \"steps\": [\n \"TOOL_CALL hybrid_search({'index_name': 'workers_500k_v1', 'sql_filter': 'role = \\'Forklift Operator\\' AND city = \\'Toledo\\' AND state = \\'OH\\' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75', 'k': 10})\",\n \"TOOL_CALL sql({'query'",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {\n \"kind\": \"plan\",\n \"steps\": [\n \"TOOL_CALL hybrid_search({'index_name': 'workers_500k_v1', 'sql_filter': 'role = \\'Forklift Operator\\' AND city = \\'Toledo\\' AND state = \\'OH\\' AND CAST(availability AS DOUBLE) > 0.5 AND CAST(reliability AS DOUBLE) > 0.75', 'k': 10})\",\n \"TOOL_CALL sql({'query'"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 23.148,
|
||||
"error": "aborted — 3 consecutive drift flags",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: aborted — 3 consecutive drift flags"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00"
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 51.075,
|
||||
"error": "no consensus after 14 turns",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: no consensus after 14 turns"
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1 @@
|
||||
[]
|
||||
@@ -0,0 +1 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,2 @@
|
||||
{"after_event":"12:15","event_kind":"expansion","ok":true,"model":"gpt-oss:20b","duration_secs":12.189,"risk":"JSON syntax error in tool calls","hint":"For the next Forklift Operator expansion, escape single quotes in SQL query or use a parameterized query; validate JSON with a linter before execution."}
|
||||
{"after_event":"15:45","event_kind":"misplacement","ok":true,"model":"gpt-oss:20b","duration_secs":15.773,"risk":"Warehouse Associate JSON error","hint":"Escape quotes in SQL query; close JSON braces before sending to executor."}
|
||||
@@ -0,0 +1 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,6 @@
|
||||
# Cross-day lesson — Riverfront Steel, 2026-04-21
|
||||
|
||||
_Generated by `gpt-oss:20b` in 4.3s. Based on 5 events + 2 mid-day checkpoints._
|
||||
|
||||
**
|
||||
Before any tool call, run the JSON payload through a linter and escape all single quotes or use parameterized queries to avoid syntax errors. Validate the entire JSON structure—especially braces and commas—before sending it to the executor. Pre‑fetch the required pool data for each role so that the `pool` field is populated, preventing the “pool=?” placeholder that caused the failures. This will eliminate the repeated JSON syntax failures seen in the Forklift Operator expansion and Warehouse Associate misplacement.
|
||||
@@ -0,0 +1,54 @@
|
||||
[
|
||||
{
|
||||
"date": "2026-04-21",
|
||||
"client": "Riverfront Steel",
|
||||
"cities": "Toledo",
|
||||
"states": "OH",
|
||||
"events_total": 5,
|
||||
"events_ok": 1,
|
||||
"checkpoint_count": 2,
|
||||
"model": "gpt-oss:20b",
|
||||
"cloud": false,
|
||||
"lesson": "** \nBefore any baseline, recurring, or emergency fill, query the pool size and turn count; missing data causes the job to fail. Replicate the expansion logic that pulls pool and turns for all event types. If the GPT‑OSS model is unavailable, switch to a local fallback or log a warning instead of returning empty risk text. Validate that gaps are accounted for before committing the fill to avoid single‑gap failures.",
|
||||
"checkpoints": [
|
||||
{
|
||||
"after": "12:15",
|
||||
"risk": "generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\",",
|
||||
"hint": "(T3 unavailable)"
|
||||
},
|
||||
{
|
||||
"after": "15:45",
|
||||
"risk": "generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\",",
|
||||
"hint": "(T3 unavailable)"
|
||||
}
|
||||
],
|
||||
"created_at": "2026-04-21T00:34:20.521Z",
|
||||
"file": "2026-04-21_Riverfront_Steel_1776731660521.json"
|
||||
},
|
||||
{
|
||||
"date": "2026-04-21",
|
||||
"client": "Riverfront Steel",
|
||||
"cities": "Toledo",
|
||||
"states": "OH",
|
||||
"events_total": 5,
|
||||
"events_ok": 0,
|
||||
"checkpoint_count": 2,
|
||||
"model": "gpt-oss:20b",
|
||||
"cloud": false,
|
||||
"lesson": "** \nBefore any event, pre‑fetch the full pool roster and skill certification data for Toledo, OH; the missing pool data caused every shift to fail. Verify forklift operator certifications and tool compatibility ahead of time, as the misplacement risk highlighted a skill gap. Ensure the risk‑generation model (gpt‑oss:20b) is online or have a manual fallback; the empty response after the expansion shows a T3 unavailability that halted risk assessment. Apply these checks for baseline, recurring, expansion, emergency, and misplacement events to avoid the single‑gap failure pattern.",
|
||||
"checkpoints": [
|
||||
{
|
||||
"after": "12:15",
|
||||
"risk": "generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\",",
|
||||
"hint": "(T3 unavailable)"
|
||||
},
|
||||
{
|
||||
"after": "15:45",
|
||||
"risk": "Forklift Operator skill gap",
|
||||
"hint": "Verify forklift operator certification and tool compatibility for Toledo shift."
|
||||
}
|
||||
],
|
||||
"created_at": "2026-04-21T00:39:54.327Z",
|
||||
"file": "2026-04-21_Riverfront_Steel_1776731994327.json"
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1,60 @@
|
||||
# Scenario retrospective — Riverfront Steel, 2026-04-21
|
||||
|
||||
Executor: `mistral:latest` Reviewer: `qwen2.5:latest` Draft: `qwen2.5:latest` Overview(T3): `gpt-oss:20b`
|
||||
Prior lessons loaded into executor context: **2** (from 2026-04-21, 2026-04-21)
|
||||
|
||||
## Events
|
||||
|
||||
| At | Kind | Role / Count | Pool | Fills | Turns | Dur(s) | Cites | Gaps |
|
||||
|---|---|---|---|---|---|---|---|---|
|
||||
| 08:00 | baseline_fill | Warehouse Associate × 3 | - | ✗ 0 | 0 | 43.8 | 0 | 1 |
|
||||
| 10:30 | recurring | Machine Operator × 2 | - | ✗ 0 | 0 | 22.7 | 0 | 1 |
|
||||
| 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 34.8 | 0 | 1 |
|
||||
| 14:00 | emergency | Loader × 4 | - | ✗ 0 | 0 | 54.0 | 0 | 1 |
|
||||
| 15:45 | misplacement | Warehouse Associate × 1 | - | ✗ 0 | 0 | 39.7 | 0 | 1 |
|
||||
|
||||
## Final roster
|
||||
|
||||
| Worker | Booked | Role | City, ST | Status |
|
||||
|---|---|---|---|---|
|
||||
|
||||
## Gap signals
|
||||
|
||||
### drift_or_tool
|
||||
- **08:00** — invalid JSON from executor: JSON Parse error: Unterminated string | raw: {"kind":"plan",
|
||||
"steps":["TOOL_CALL{\"tool\":\"sql\",\"args\":{\"query\":\"SELECT COUNT(*) FROM workers_500k WHERE role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH'\",\"rationale\":\"Check the number of forklift operators in Toledo, OH\"}}",
|
||||
"TOOL_CALL{\"tool\":\"sql\",\"args\":{\"quer
|
||||
- **10:30** — invalid JSON from executor: JSON Parse error: Expected ']' | raw: {"kind":"plan","steps":["TOOL_CALL{\"tool\":\"hybrid_search\",\"args\":{\"index_name\":\"workers_500k_v1\",\"sql_filter\":\"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5\"}}",
|
||||
"TOOL_CALL{\"tool\":\"sql\",\"args\":{\"query\":\"SELECT COUNT(*) FR
|
||||
- **12:15** — invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {"kind":"plan","steps":["TOOL_CALL sql({'query':'SELECT COUNT(*) FROM workers_500k WHERE city = \'Toledo\' AND state = \'OH\' AND role = \'Forklift Operator\'})","TOOL_RESULT sql: Verify the total number of Forklift Operators in Toledo, OH.","TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','
|
||||
- **14:00** — aborted — 3 consecutive drift flags
|
||||
- **15:45** — invalid JSON from executor: JSON Parse error: Unterminated string | raw: {"kind":"plan", "steps":["TOOL_CALL{\"tool\":\"sql\", \"args\":{\"query\":\"SELECT COUNT(*) FROM workers_500k WHERE role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH'\", \"rationale\":\"Check the pool size for Warehouse Associates in Toledo, OH\"}}",
|
||||
"TOOL_CALL{\"tool\":\"sql\", \"arg
|
||||
|
||||
### write_through_audit
|
||||
- _post-run_ — playbook_memory has 1164 entries (ran 5 events, expected ≥ 0 new entries from this run)
|
||||
|
||||
## Workers touched across the week
|
||||
|
||||
0 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 |
|
||||
|---|---|---|---|
|
||||
|
||||
## Discovered patterns (meta-index)
|
||||
|
||||
What the system identified across semantically-similar past fills as each event ran:
|
||||
|
||||
- **08:00 baseline_fill** (Warehouse Associate): —
|
||||
- **10:30 recurring** (Machine Operator): —
|
||||
- **12:15 expansion** (Forklift Operator): —
|
||||
- **14:00 emergency** (Loader): —
|
||||
- **15:45 misplacement** (Warehouse Associate): —
|
||||
|
||||
## Narrative
|
||||
|
||||
- 0/5 events reached consensus.
|
||||
- Final roster: 0 bookings across 0 distinct workers.
|
||||
- Workers touched (booked, failed, or otherwise decided): 0.
|
||||
- Playbook citations across the day: 0 (proof the feedback loop fired across events).
|
||||
- Dropped events: 08:00 baseline_fill, 10:30 recurring, 12:15 expansion, 14:00 emergency, 15:45 misplacement.
|
||||
@@ -0,0 +1,104 @@
|
||||
[
|
||||
{
|
||||
"event": {
|
||||
"kind": "baseline_fill",
|
||||
"at": "08:00",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 3,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "08:00 AM",
|
||||
"scenario_note": "Regular Monday morning shift, 8-hour."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 43.792,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Unterminated string | raw: {\"kind\":\"plan\",\n\"steps\":[\"TOOL_CALL{\\\"tool\\\":\\\"sql\\\",\\\"args\\\":{\\\"query\\\":\\\"SELECT COUNT(*) FROM workers_500k WHERE role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH'\\\",\\\"rationale\\\":\\\"Check the number of forklift operators in Toledo, OH\\\"}}\",\n\"TOOL_CALL{\\\"tool\\\":\\\"sql\\\",\\\"args\\\":{\\\"quer",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Unterminated string | raw: {\"kind\":\"plan\",\n\"steps\":[\"TOOL_CALL{\\\"tool\\\":\\\"sql\\\",\\\"args\\\":{\\\"query\\\":\\\"SELECT COUNT(*) FROM workers_500k WHERE role = 'Forklift Operator' AND city = 'Toledo' AND state = 'OH'\\\",\\\"rationale\\\":\\\"Check the number of forklift operators in Toledo, OH\\\"}}\",\n\"TOOL_CALL{\\\"tool\\\":\\\"sql\\\",\\\"args\\\":{\\\"quer"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "recurring",
|
||||
"at": "10:30",
|
||||
"role": "Machine Operator",
|
||||
"count": 2,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "11:00 AM",
|
||||
"scenario_note": "Recurring Tuesday/Thursday slot — prior workers may still be available."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 22.683,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL{\\\"tool\\\":\\\"hybrid_search\\\",\\\"args\\\":{\\\"index_name\\\":\\\"workers_500k_v1\\\",\\\"sql_filter\\\":\\\"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5\\\"}}\",\n\"TOOL_CALL{\\\"tool\\\":\\\"sql\\\",\\\"args\\\":{\\\"query\\\":\\\"SELECT COUNT(*) FR",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Expected ']' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL{\\\"tool\\\":\\\"hybrid_search\\\",\\\"args\\\":{\\\"index_name\\\":\\\"workers_500k_v1\\\",\\\"sql_filter\\\":\\\"role = 'Machine Operator' AND city = 'Toledo' AND state = 'OH' AND CAST(availability AS DOUBLE) > 0.5\\\"}}\",\n\"TOOL_CALL{\\\"tool\\\":\\\"sql\\\",\\\"args\\\":{\\\"query\\\":\\\"SELECT COUNT(*) FR"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "expansion",
|
||||
"at": "12:15",
|
||||
"role": "Forklift Operator",
|
||||
"count": 5,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "01:00 PM",
|
||||
"scenario_note": "New warehouse location opening, five-worker team needed."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 34.756,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL sql({'query':'SELECT COUNT(*) FROM workers_500k WHERE city = \\'Toledo\\' AND state = \\'OH\\' AND role = \\'Forklift Operator\\'})\",\"TOOL_RESULT sql: Verify the total number of Forklift Operators in Toledo, OH.\",\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Invalid escape character ' | raw: {\"kind\":\"plan\",\"steps\":[\"TOOL_CALL sql({'query':'SELECT COUNT(*) FROM workers_500k WHERE city = \\'Toledo\\' AND state = \\'OH\\' AND role = \\'Forklift Operator\\'})\",\"TOOL_RESULT sql: Verify the total number of Forklift Operators in Toledo, OH.\",\"TOOL_CALL hybrid_search({'index_name':'workers_500k_v1','"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "emergency",
|
||||
"at": "14:00",
|
||||
"role": "Loader",
|
||||
"count": 4,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "04:00 PM same day",
|
||||
"deadline": "16:00",
|
||||
"scenario_note": "Walkoff incident — replacement crew needed by 16:00 sharp."
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 53.976,
|
||||
"error": "aborted — 3 consecutive drift flags",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: aborted — 3 consecutive drift flags"
|
||||
]
|
||||
},
|
||||
{
|
||||
"event": {
|
||||
"kind": "misplacement",
|
||||
"at": "15:45",
|
||||
"role": "Warehouse Associate",
|
||||
"count": 1,
|
||||
"city": "Toledo",
|
||||
"state": "OH",
|
||||
"shift_start": "remainder of 08:00 shift",
|
||||
"scenario_note": "One worker from the 08:00 fill didn't show; rebuild the gap.",
|
||||
"replaces_event": "08:00"
|
||||
},
|
||||
"ok": false,
|
||||
"fills": [],
|
||||
"turns": 0,
|
||||
"duration_secs": 39.717,
|
||||
"error": "invalid JSON from executor: JSON Parse error: Unterminated string | raw: {\"kind\":\"plan\", \"steps\":[\"TOOL_CALL{\\\"tool\\\":\\\"sql\\\", \\\"args\\\":{\\\"query\\\":\\\"SELECT COUNT(*) FROM workers_500k WHERE role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH'\\\", \\\"rationale\\\":\\\"Check the pool size for Warehouse Associates in Toledo, OH\\\"}}\",\n\"TOOL_CALL{\\\"tool\\\":\\\"sql\\\", \\\"arg",
|
||||
"gap_signals": [
|
||||
"drift_or_tool: invalid JSON from executor: JSON Parse error: Unterminated string | raw: {\"kind\":\"plan\", \"steps\":[\"TOOL_CALL{\\\"tool\\\":\\\"sql\\\", \\\"args\\\":{\\\"query\\\":\\\"SELECT COUNT(*) FROM workers_500k WHERE role = 'Warehouse Associate' AND city = 'Toledo' AND state = 'OH'\\\", \\\"rationale\\\":\\\"Check the pool size for Warehouse Associates in Toledo, OH\\\"}}\",\n\"TOOL_CALL{\\\"tool\\\":\\\"sql\\\", \\\"arg"
|
||||
]
|
||||
}
|
||||
]
|
||||
@@ -0,0 +1 @@
|
||||
[]
|
||||
@@ -0,0 +1 @@
|
||||
# SMS drafts — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,2 @@
|
||||
{"after_event":"12:15","event_kind":"expansion","ok":true,"model":"gpt-oss:120b","duration_secs":4.854,"risk":"JSON formatting error in tool calls","hint":"Validate JSON syntax of plan before execution; ensure brackets closed and quotes escaped for role, city, state fields."}
|
||||
{"after_event":"15:45","event_kind":"misplacement","ok":true,"model":"gpt-oss:120b","duration_secs":4.347,"risk":"JSON format errors halting workflow","hint":"Validate JSON schema and include a Toledo, OH Warehouse Associate candidate before next tool call."}
|
||||
@@ -0,0 +1 @@
|
||||
# Client emails — Riverfront Steel, 2026-04-21
|
||||
@@ -0,0 +1,5 @@
|
||||
# Cross-day lesson — Riverfront Steel, 2026-04-21
|
||||
|
||||
_Generated by `gpt-oss:120b` in 7.7s. Based on 5 events + 2 mid-day checkpoints._
|
||||
|
||||
Before each batch, generate the JSON payload for every role‑city‑state request, run it through a JSON linter, and verify that all brackets are closed and the role, city, and state values are properly quoted. Keep a pre‑cached list of at least one qualified candidate for each common position (Warehouse Associate, Machine Operator, Forklift Operator, Loader) in Toledo, OH, and insert that candidate into the payload before calling the tool. After building the plan, re‑validate the entire JSON schema; if any formatting error is detected, correct it immediately rather than proceeding to the next event. This ensures the pool isn’t empty and prevents JSON‑format failures that halt the workflow.
|
||||
@@ -0,0 +1,80 @@
|
||||
[
|
||||
{
|
||||
"date": "2026-04-21",
|
||||
"client": "Riverfront Steel",
|
||||
"cities": "Toledo",
|
||||
"states": "OH",
|
||||
"events_total": 5,
|
||||
"events_ok": 0,
|
||||
"checkpoint_count": 2,
|
||||
"model": "gpt-oss:20b",
|
||||
"cloud": false,
|
||||
"lesson": "** \nBefore any tool call, run the JSON payload through a linter and escape all single quotes or use parameterized queries to avoid syntax errors. Validate the entire JSON structure—especially braces and commas—before sending it to the executor. Pre‑fetch the required pool data for each role so that the `pool` field is populated, preventing the “pool=?” placeholder that caused the failures. This will eliminate the repeated JSON syntax failures seen in the Forklift Operator expansion and Warehouse Associate misplacement.",
|
||||
"checkpoints": [
|
||||
{
|
||||
"after": "12:15",
|
||||
"risk": "JSON syntax error in tool calls",
|
||||
"hint": "For the next Forklift Operator expansion, escape single quotes in SQL query or use a parameterized query; validate JSON with a linter before execution."
|
||||
},
|
||||
{
|
||||
"after": "15:45",
|
||||
"risk": "Warehouse Associate JSON error",
|
||||
"hint": "Escape quotes in SQL query; close JSON braces before sending to executor."
|
||||
}
|
||||
],
|
||||
"created_at": "2026-04-21T00:43:44.018Z",
|
||||
"file": "2026-04-21_Riverfront_Steel_1776732224018.json"
|
||||
},
|
||||
{
|
||||
"date": "2026-04-21",
|
||||
"client": "Riverfront Steel",
|
||||
"cities": "Toledo",
|
||||
"states": "OH",
|
||||
"events_total": 5,
|
||||
"events_ok": 1,
|
||||
"checkpoint_count": 2,
|
||||
"model": "gpt-oss:20b",
|
||||
"cloud": false,
|
||||
"lesson": "** \nBefore any baseline, recurring, or emergency fill, query the pool size and turn count; missing data causes the job to fail. Replicate the expansion logic that pulls pool and turns for all event types. If the GPT‑OSS model is unavailable, switch to a local fallback or log a warning instead of returning empty risk text. Validate that gaps are accounted for before committing the fill to avoid single‑gap failures.",
|
||||
"checkpoints": [
|
||||
{
|
||||
"after": "12:15",
|
||||
"risk": "generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\",",
|
||||
"hint": "(T3 unavailable)"
|
||||
},
|
||||
{
|
||||
"after": "15:45",
|
||||
"risk": "generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\",",
|
||||
"hint": "(T3 unavailable)"
|
||||
}
|
||||
],
|
||||
"created_at": "2026-04-21T00:34:20.521Z",
|
||||
"file": "2026-04-21_Riverfront_Steel_1776731660521.json"
|
||||
},
|
||||
{
|
||||
"date": "2026-04-21",
|
||||
"client": "Riverfront Steel",
|
||||
"cities": "Toledo",
|
||||
"states": "OH",
|
||||
"events_total": 5,
|
||||
"events_ok": 0,
|
||||
"checkpoint_count": 2,
|
||||
"model": "gpt-oss:20b",
|
||||
"cloud": false,
|
||||
"lesson": "** \nBefore any event, pre‑fetch the full pool roster and skill certification data for Toledo, OH; the missing pool data caused every shift to fail. Verify forklift operator certifications and tool compatibility ahead of time, as the misplacement risk highlighted a skill gap. Ensure the risk‑generation model (gpt‑oss:20b) is online or have a manual fallback; the empty response after the expansion shows a T3 unavailability that halted risk assessment. Apply these checks for baseline, recurring, expansion, emergency, and misplacement events to avoid the single‑gap failure pattern.",
|
||||
"checkpoints": [
|
||||
{
|
||||
"after": "12:15",
|
||||
"risk": "generate returned empty text from gpt-oss:20b: {\"text\":\"\",\"model\":\"gpt-oss:20b\",",
|
||||
"hint": "(T3 unavailable)"
|
||||
},
|
||||
{
|
||||
"after": "15:45",
|
||||
"risk": "Forklift Operator skill gap",
|
||||
"hint": "Verify forklift operator certification and tool compatibility for Toledo shift."
|
||||
}
|
||||
],
|
||||
"created_at": "2026-04-21T00:39:54.327Z",
|
||||
"file": "2026-04-21_Riverfront_Steel_1776731994327.json"
|
||||
}
|
||||
]
|
||||
Some files were not shown because too many files have changed in this diff Show More
Reference in New Issue
Block a user