{"slug":"wanshuiyin-research-implement-feature","source_name":"wanshuiyin/research-implement-feature","name":"Wanshuiyin/Research Implement Feature","description":"Build a working artifact from a plain \"implement X for me\" request: a running end-to-end spine first, then one feature per rung, with every under-determined decision written to an assumption ledger BEFORE the code that depends on it and a cross-model sweep for the ones that slipped through undeclared. Use when user says \"给我实现\", \"implement X\", \"帮我做一个能跑的\", \"先搭个原型再加功能\", \"build this feature\", \"prototype then extend\", or hands over a capability description rather than an experiment plan.","version":6,"lift":{"pass_rate_delta_pts":61.11,"pass_rate_pct":77.3,"total_cases":22,"passed_cases":17,"tokens_delta_pct":228.2,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-10-10T23:47:45.427202+00:00"},"skill_score":0.9444,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":61.11,"with_pass_pct":94.4,"without_pass_pct":33.3,"tokens_delta_pct":228.2,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":18,"verdict":"mixed","never_hurt":true,"completed_at":"2026-10-10T23:47:45.427202+00:00","run_id":"2e8733b9-2ab2-410b-9548-ece32c7334d5","latest_attempt":{"id":"2e8733b9-2ab2-410b-9548-ece32c7334d5","runner_model":"gemini-3.6-flash","overall_verdict":"mixed","completed_at":"2026-10-10T23:47:45.427202+00:00","gate":null},"version_number":4,"is_latest_version":false,"gate":null},{"model":"gemini-3.8-flash","headline":false,"delta_pts":null,"with_pass_pct":null,"without_pass_pct":null,"tokens_delta_pct":487,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-11-01T23:04:58.007328+00:00","run_id":"d295da40-4441-4252-965b-d105b9961c3f","latest_attempt":{"id":"d295da40-4441-4252-965b-d105b9961c3f","runner_model":"gemini-3.8-flash","overall_verdict":"mixed","completed_at":"2026-11-01T23:04:58.007328+00:00","gate":"not_comparable"},"version_number":6,"is_latest_version":true,"gate":"not_comparable"}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"total_uses":0,"total_users":0,"manifest_hash":"9c1c5a336d6c527c8348954c3daeeb00be9127d1a82023dfea81ee9a425c2393","install_name":"wanshuiyin-research-implement-feature","version_id":"7c8355cc-d883-4b58-9eec-5392a6a3182a","body_sha256":"9c1c5a336d6c527c8348954c3daeeb00be9127d1a82023dfea81ee9a425c2393","render_hash":"82d497ac45508fcebc1e15b88221eb9f3b06dff1059f0de485139c82d9db339f","raw_url":"https://app.decimal.ai/s/wanshuiyin-research-implement-feature/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/wanshuiyin-research-implement-feature"}