# Cross-day lesson — Riverfront Steel, 2026-04-21

_Generated by `gpt-oss:20b` in 6.0s. Based on 5 events + 2 mid-day checkpoints._

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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.