{"slug":"tangxiangru-life-benchmark-against-the-incumbent","source_name":"tangxiangru/life-benchmark-against-the-incumbent","name":"Tangxiangru/Life Benchmark Against The Incumbent","description":"Use at study design when a life-science method result is about to be reported on its own numbers. Covers the head-to-head against the incumbent tool, the cost table that goes with it, and finding an orthogonal truth set the method was not fitted to.","version":1,"lift":{"pass_rate_delta_pts":45.45,"pass_rate_pct":72.7,"total_cases":22,"passed_cases":16,"tokens_delta_pct":28.3,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-09-25T21:21:39.727784+00:00"},"skill_score":0.7273,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":45.45,"with_pass_pct":72.7,"without_pass_pct":27.3,"tokens_delta_pct":28.3,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":20,"verdict":"mixed","never_hurt":false,"completed_at":"2026-09-25T21:21:39.727784+00:00","run_id":"9844ad6d-8a5d-4e10-b5c7-2f10de330e46","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":"ce6d4aafc15f8ec797b48c484bafc8416a7f5469f7e5d2acf76c2c1172f17d42","raw_url":"https://app.decimal.ai/s/tangxiangru-life-benchmark-against-the-incumbent/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/tangxiangru-life-benchmark-against-the-incumbent"}