{"slug":"bilal140202-lookdev-auto","source_name":"bilal140202/lookdev-auto","name":"Bilal140202/Lookdev Auto","description":"Tune a visual/animation/render parameter by eye using a VISION or VIDEO model as the judge — render several labeled variants into ONE artifact, ask the model to rate them and suggest better values, render the suggestions, ask it to pick the best, repeat until good. Use whenever \"looks/feels right\" is the success criterion and there's no cheap numeric metric — animation easing/timing, zoom/camera feel, color grade, layout/spacing, design params, render/encoder settings, prompt params. The model i","version":1,"lift":{"pass_rate_delta_pts":54.55,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":1.5,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-09T18:08:06.230615+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":54.55,"with_pass_pct":100,"without_pass_pct":45.5,"tokens_delta_pct":1.5,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-09T18:08:06.230615+00:00","run_id":"cc406586-1a31-4e58-9d70-412fc584399a","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":"MIT","install_count":0,"manifest_hash":"fc46e47a0388d867ded39bb4e46987c105b52248a291457a20f98c46c6d7e49c","raw_url":"https://app.decimal.ai/s/bilal140202-lookdev-auto/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/bilal140202-lookdev-auto"}