{"slug":"brycewang-stanford-python-reproducibility-guide","source_name":"brycewang-stanford/python-reproducibility-guide","name":"Brycewang Stanford/Python Reproducibility Guide","description":"Reproducible Python environments, notebooks, and literate programming","version":1,"lift":{"pass_rate_delta_pts":15.38,"pass_rate_pct":80.8,"total_cases":26,"passed_cases":21,"tokens_delta_pct":114.5,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-29T11:02:23.120389+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":15.38,"with_pass_pct":80.8,"without_pass_pct":65.4,"tokens_delta_pct":114.5,"turns_delta_pct":0,"total_cases":26,"cases_aggregated":25,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-29T11:02:23.120389+00:00","run_id":"78f2fdd5-11c4-43cd-a1dd-4dd6987f71b8","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":"NOASSERTION","install_count":0,"manifest_hash":"d6e6d57d2555e0cd1bf4449de90d74d4efbbab79e1b992cff5adfb0959d82173","raw_url":"https://app.decimal.ai/s/brycewang-stanford-python-reproducibility-guide/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-python-reproducibility-guide"}