data/_modal_candidate_lessons.jsonl

{"job_id": "modal-saviour-detach-b6bc015e", "material": "PLA", "geometry_type": "adhesion", "env_temp": 22.0, "env_humidity": 45.0, "outcome": "failed_sag", "lesson": "Print detachment detected when layer-to-layer NRMSE score > 1.0 AND 5-layer deviance > 1.0. Large structural changes across consecutive layers indicate the part has separated from the bed. Check bed adhesion: clean surface, raise bed temp, use brim or raft.", "source": "ingested", "timestamp": "2026-06-12T18:29:36.460621+00:00"}
{"job_id": "modal-saviour-clog-81f35c76", "material": "PLA", "geometry_type": "stringing", "env_temp": 22.0, "env_humidity": 45.0, "outcome": "failed_stringing", "lesson": "Filament runout or nozzle clog detected when NRMSE score < 0.2 AND deviance < 0.2. Near-zero structural change means no material is being deposited. Check filament spool, extruder tension, and nozzle for clogs.", "source": "ingested", "timestamp": "2026-06-12T18:29:36.460621+00:00"}
{"job_id": "modal-saviour-break-1cbfb724", "material": "PLA", "geometry_type": "overhang", "env_temp": 22.0, "env_humidity": 45.0, "outcome": "failed_sag", "lesson": "Partial breakage detected when frame-to-frame score delta > 0.2 AND deviance delta > 0.2. Sudden structural changes mid-print indicate layer delamination or part fracture. Reduce cooling fan, increase nozzle temp, check for drafts.", "source": "ingested", "timestamp": "2026-06-12T18:29:36.460621+00:00"}