# 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: **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 | 770 | ✓ 3 | 4 | 22.1 | 0 | 2 | | 10:30 | recurring | Machine Operator × 2 | 997 | ✓ 2 | 3 | 18.1 | 1 | 2 | | 12:15 | expansion | Forklift Operator × 5 | - | ✗ 0 | 0 | 42.0 | 0 | 1 | | 14:00 | emergency | Loader × 4 | 380 | ✓ 4 | 3 | 25.6 | 1 | 4 | | 15:45 | misplacement | Warehouse Associate × 1 | 770 | ✓ 1 | 3 | 14.5 | 0 | 1 | ## 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 Carmen Z. Rodriguez | 10:30 | Machine Operator | Toledo, OH | confirmed | | undefined Mary R. Richardson | 14:00 | Loader | Toledo, OH | confirmed | | undefined Brian X. Price | 14:00 | Loader | Toledo, OH | confirmed | | undefined Raj Torres | 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 Carmen Z. Rodriguez already booked for 08:00 - **14:00** — undefined Mary R. Richardson already booked for 08:00 - **14:00** — undefined Brian X. Price already booked for 08:00 - **14:00** — undefined Raj Torres 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 ### drift_or_tool - **12:15** — aborted — 3 consecutive drift flags ### fairness - _cross-event_ — Patrick Ross (undefined) booked 9 times today ### write_through_audit - _post-run_ — playbook_memory has 1351 entries (ran 5 events, expected ≥ 4 new entries from this run) ## Workers touched across the week 11 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-19759 | Carmen Z. Rodriguez | 10:30 recurring | booked | | 15305 | Mary R. Richardson | 14:00 emergency | booked | | 16975 | Brian X. Price | 14:00 emergency | booked | | 12325 | Raj Torres | 14:00 emergency | booked | | 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 (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): 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) - **12:15 expansion** (Forklift Operator): — - **14:00 emergency** (Loader): Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: 6S (50%), mill (50%) · archetype mostly: leader · reliability median 0.83 (range 0.75–0.96) - **15:45 misplacement** (Warehouse Associate): Across 25 similar past playbooks (11 workers examined) · recurring certifications: Forklift (64%), OSHA-10 (55%) · archetype mostly: communicator · reliability median 0.78 (range 0.53–0.96) ## Narrative - 4/5 events reached consensus. - Final roster: 10 bookings across 1 distinct workers. - Workers touched (booked, failed, or otherwise decided): 11. - Playbook citations across the day: 2 (proof the feedback loop fired across events). - Dropped events: 12:15 expansion.