# Scenario retrospective — Riverfront Steel, 2026-04-21

Executor: `qwen3.5:latest`   Reviewer: `qwen3: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 | 770 | ✓ 3 | 3 | 24.2 | 0 | 3 |
| 10:30 | recurring | Machine Operator × 2 | 997 | ✓ 2 | 2 | 11.5 | 0 | 3 |
| 12:15 | expansion | Forklift Operator × 5 | 1184 | ✓ 5 | 3 | 20.5 | 0 | 6 |
| 14:00 | emergency | Loader × 4 | 380 | ✓ 4 | 2 | 19.2 | 2 | 5 |
| 15:45 | misplacement | Warehouse Associate × 1 | 770 | ✓ 1 | 3 | 14.5 | 0 | 2 |

## Final roster

| Worker | Booked | Role | City, ST | Status |
|---|---|---|---|---|
| undefined Patrick Ross | 08:00 | Warehouse Associate | Toledo, OH | no_show |
| undefined Olivia Y. Howard | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
| undefined Deborah X. Sanchez | 08:00 | Warehouse Associate | Toledo, OH | confirmed |
| undefined Robert W. Gonzalez | 10:30 | Machine Operator | Toledo, OH | confirmed |
| undefined Melissa Gutierrez | 10:30 | Machine Operator | Toledo, OH | confirmed |
| undefined Matthew P. Garcia | 12:15 | Forklift Operator | Toledo, OH | confirmed |
| undefined Maria K. Cruz | 12:15 | Forklift Operator | Toledo, OH | confirmed |
| undefined Nancy W. Ward | 12:15 | Forklift Operator | Toledo, OH | confirmed |
| undefined Charles T. Walker | 12:15 | Forklift Operator | Toledo, OH | confirmed |
| undefined Jennifer K. Robinson | 12:15 | Forklift Operator | Toledo, OH | confirmed |
| undefined Raj Torres | 14:00 | Loader | Toledo, OH | confirmed |
| undefined Brian X. Price | 14:00 | Loader | Toledo, OH | confirmed |
| undefined Mary R. Richardson | 14:00 | Loader | Toledo, OH | confirmed |
| undefined George V. Stewart | 14:00 | Loader | Toledo, OH | confirmed |
| undefined Patrick Ross | 15:45 | Warehouse Associate | Toledo, OH | confirmed |

## Gap signals

### double_book
- **08:00** — undefined Olivia Y. Howard already booked for 08:00
- **08:00** — undefined Deborah X. Sanchez already booked for 08:00
- **10:30** — undefined Robert W. Gonzalez already booked for 08:00
- **10:30** — undefined Melissa Gutierrez already booked for 08:00
- **12:15** — undefined Matthew P. Garcia already booked for 08:00
- **12:15** — undefined Maria K. Cruz already booked for 08:00
- **12:15** — undefined Nancy W. Ward already booked for 08:00
- **12:15** — undefined Charles T. Walker already booked for 08:00
- **12:15** — undefined Jennifer K. Robinson already booked for 08:00
- **14:00** — undefined Raj Torres already booked for 08:00
- **14:00** — undefined Brian X. Price already booked for 08:00
- **14:00** — undefined Mary R. Richardson already booked for 08:00
- **14:00** — undefined George V. Stewart already booked for 08:00
- **15:45** — undefined Patrick Ross already booked for 08:00

### artifact
- **08:00** — undefined is not an object (evaluating 'f.reason.slice')
- **10:30** — undefined is not an object (evaluating 'f.reason.slice')
- **12:15** — undefined is not an object (evaluating 'f.reason.slice')
- **14:00** — undefined is not an object (evaluating 'f.reason.slice')
- **15:45** — undefined is not an object (evaluating 'f.reason.slice')

### fairness
- _cross-event_ — Patrick Ross (undefined) booked 14 times today

### write_through_audit
- _post-run_ — playbook_memory has 1482 entries (ran 5 events, expected ≥ 5 new entries from this run)

## Workers touched across the week

16 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-7079 | Patrick Ross | 08:00 baseline_fill | booked |
| W500K-48488 | Olivia Y. Howard | 08:00 baseline_fill | booked |
| W500K-39023 | Deborah X. Sanchez | 08:00 baseline_fill | booked |
| W500K-29298 | Robert W. Gonzalez | 10:30 recurring | booked |
| W500K-13699 | Melissa Gutierrez | 10:30 recurring | booked |
| W500K-22375 | Matthew P. Garcia | 12:15 expansion | booked |
| W500K-19588 | Maria K. Cruz | 12:15 expansion | booked |
| W500K-28024 | Nancy W. Ward | 12:15 expansion | booked |
| W500K-17543 | Charles T. Walker | 12:15 expansion | booked |
| W500K-37736 | Jennifer K. Robinson | 12:15 expansion | booked |
| W500K-12325 | Raj Torres | 14:00 emergency | booked |
| W500K-16975 | Brian X. Price | 14:00 emergency | booked |
| W500K-15305 | Mary R. Richardson | 14:00 emergency | booked |
| W500K-19495 | George V. Stewart | 14:00 emergency | booked |
| 7079 | Patrick Ross | 15:45 misplacement | booked |
| undefined | Patrick Ross | 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 (12 workers examined) · recurring certifications: OSHA-10 (67%) · recurring skills: mill (42%), overhead crane (42%) · archetype mostly: communicator · reliability median 0.96 (range 0.59–1.00)
- **10:30 recurring** (Machine Operator): Across 25 similar past playbooks (12 workers examined) · recurring certifications: OSHA-10 (67%) · recurring skills: mill (42%), overhead crane (42%) · archetype mostly: communicator · reliability median 0.96 (range 0.59–1.00)
- **12:15 expansion** (Forklift Operator): Across 25 similar past playbooks (13 workers examined) · recurring certifications: OSHA-10 (69%) · archetype mostly: communicator · reliability median 0.89 (range 0.59–1.00)
- **14:00 emergency** (Loader): Across 25 similar past playbooks (14 workers examined) · recurring certifications: OSHA-10 (64%) · archetype mostly: communicator · reliability median 0.89 (range 0.59–1.00)
- **15:45 misplacement** (Warehouse Associate): Across 25 similar past playbooks (13 workers examined) · recurring certifications: OSHA-10 (69%) · archetype mostly: communicator · reliability median 0.89 (range 0.59–1.00)

## Narrative

- 5/5 events reached consensus.
- Final roster: 15 bookings across 1 distinct workers.
- Workers touched (booked, failed, or otherwise decided): 16.
- Playbook citations across the day: 2 (proof the feedback loop fired across events).