{"slug":"ax-llm-ax-refine","source_name":"ax-llm/ax-refine","name":"Ax LLM/Ax Refine","description":"Use this skill when writing or reviewing Ax bestOfN/refine code, reward functions, thresholds, native sample selection, serial attempts, generated advice, and attempt diagnostics.","version":1,"lift":{"pass_rate_delta_pts":63.64,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":-16.6,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-10T08:25:30.902273+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":63.64,"with_pass_pct":100,"without_pass_pct":36.4,"tokens_delta_pct":-16.6,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-10T08:25:30.902273+00:00","run_id":"497dae89-f74e-4b77-981b-bcaaa6f75499","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":"Apache-2.0","install_count":0,"manifest_hash":"80c6ea584bd6971d845791e5b208d3dbc4c9e99181a18a956f50cb4c1bf8a9e1","raw_url":"https://app.decimal.ai/s/ax-llm-ax-refine/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/ax-llm-ax-refine"}