{"slug":"tangxiangru-the-reproduction-is-a-hypothesis","source_name":"tangxiangru/the-reproduction-is-a-hypothesis","name":"Tangxiangru/The Reproduction Is A Hypothesis","description":"Use at Stage 02 and Stage 03 whenever the task is to reproduce, re-implement or verify a published study and the hypotheses you are drafting are all about something else. Covers how to write the reproduction itself as a falsifiable frozen commitment, why a self-invented question crowds it out, and how to budget between the two.","version":1,"lift":{"pass_rate_delta_pts":45.45,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":14.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-09-25T12:14:32.281005+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":45.45,"with_pass_pct":95.5,"without_pass_pct":50,"tokens_delta_pct":14.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-09-25T12:14:32.281005+00:00","run_id":"efc427b3-ed8f-4e6a-92d3-b43d3de16e57","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":"f57dddecaf1d86ed8d39dc0e74a7f8c6c720c37976f05573394b6a9a829b3c39","raw_url":"https://app.decimal.ai/s/tangxiangru-the-reproduction-is-a-hypothesis/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/tangxiangru-the-reproduction-is-a-hypothesis"}