{"slug":"romainsimon-learning-from-outcomes","source_name":"romainsimon/learning-from-outcomes","name":"Romainsimon/Learning From Outcomes","description":"Turns past decisions into calibrated judgment - scoring old predictions against what happened, assigning credit for delayed results, and separating a bad decision from a good decision that lost. Use during a retrospective, postmortem, quarterly or monthly review, when reviewing decisions taken 30+ days ago, when attributing a result to a cause, or when someone claims to have called something.","version":1,"lift":{"pass_rate_delta_pts":54.55,"pass_rate_pct":86.4,"total_cases":22,"passed_cases":19,"tokens_delta_pct":54.1,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-06T13:48:35.125486+00:00"},"skill_score":0.8636,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":54.55,"with_pass_pct":86.4,"without_pass_pct":31.8,"tokens_delta_pct":54.1,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-06T13:48:35.125486+00:00","run_id":"3c3db264-b509-471f-a8c9-62554b61adb0","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"9abd35e2a87d916d5c826d1bd1c5087614d9411a77f4509010bdce312f7dad13","raw_url":"https://app.decimal.ai/s/romainsimon-learning-from-outcomes/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/romainsimon-learning-from-outcomes"}