{"slug":"naodeng-quality-productivity-metrics","source_name":"naodeng/quality-productivity-metrics","name":"Naodeng/Quality Productivity Metrics","description":"Use this skill when you need evidence-bounded quality and delivery metrics, denominators, attribution limits, gaming risk, and the Human-use boundary; triggers include 质量生产力 and quality productivity.","version":6,"lift":{"pass_rate_delta_pts":31.82,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":112.3,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.8-flash","grading_method":"judged","completed_at":"2026-11-06T14:02:16.600395+00:00"},"skill_score":0.692645238095238,"benchmark_models":[{"model":"gemini-3.8-flash","headline":true,"delta_pts":31.82,"with_pass_pct":90.9,"without_pass_pct":59.1,"tokens_delta_pct":112.3,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-11-06T14:02:16.600395+00:00","run_id":"780a287d-a34f-45e2-ac28-2a04167f0257","latest_attempt":{"id":"780a287d-a34f-45e2-ac28-2a04167f0257","runner_model":"gemini-3.8-flash","overall_verdict":"mixed","completed_at":"2026-11-06T14:02:16.600395+00:00","gate":null},"version_number":6,"is_latest_version":true,"gate":null},{"model":"gemini-3.6-flash","headline":false,"delta_pts":null,"with_pass_pct":null,"without_pass_pct":null,"tokens_delta_pct":65.8,"turns_delta_pct":0,"total_cases":25,"cases_aggregated":25,"verdict":"mixed","never_hurt":false,"completed_at":"2026-10-15T06:19:14.743621+00:00","run_id":"c63afa70-c14f-47e0-9efa-99f5d4d772c4","latest_attempt":{"id":"c63afa70-c14f-47e0-9efa-99f5d4d772c4","runner_model":"gemini-3.6-flash","overall_verdict":"mixed","completed_at":"2026-10-15T06:19:14.743621+00:00","gate":"not_comparable"},"version_number":4,"is_latest_version":false,"gate":"not_comparable"}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"PolyForm-Noncommercial-1.0.0","install_count":0,"total_uses":21,"total_users":1,"manifest_hash":"0e589bf8cd0cca45702c8fd05603890b4c839e341503dec1f4ef380ccba4b0e9","install_name":"naodeng-quality-productivity-metrics","version_id":"cb658486-a75b-4820-970d-709b72eaefd3","body_sha256":"0e589bf8cd0cca45702c8fd05603890b4c839e341503dec1f4ef380ccba4b0e9","render_hash":"668aaa35362a24e297a08cb2d64940bc652c898e217814ce675f9e35e7054d5e","raw_url":"https://app.decimal.ai/s/naodeng-quality-productivity-metrics/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/naodeng-quality-productivity-metrics"}