{"slug":"sickn33-lookdev-auto","source_name":"sickn33/lookdev-auto","name":"Sickn33/Lookdev Auto","description":"Automated visual tuning: a vision or video model rates rendered variants in a loop. 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 — the model is the eye, you run the loop.","version":1,"lift":{"pass_rate_delta_pts":31.82,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":12.5,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-09T19:29:45.977658+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":31.82,"with_pass_pct":95.5,"without_pass_pct":63.6,"tokens_delta_pct":12.5,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-09T19:29:45.977658+00:00","run_id":"c3f4f278-b2d0-43da-8af7-ae07181440e2","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":"50b808b79194adb80e04da39eb18fa0609c827a933aaea0e97e1fbc13dbb8cb9","raw_url":"https://app.decimal.ai/s/sickn33-lookdev-auto/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/sickn33-lookdev-auto"}