[ { "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" } ]