{"slug":"dicklesworthstone-validating-ai-ethics-and-fairness","source_name":"dicklesworthstone/validating-ai-ethics-and-fairness","name":"Dicklesworthstone/Validating AI Ethics And Fairness","description":"Validate AI/ML models and datasets for bias, fairness, and ethical concerns.\nUse when auditing AI systems for ethical compliance, fairness assessment, or bias detection.\nTrigger with phrases like \"evaluate model fairness\", \"check for bias\", or \"validate AI ethics\".","version":1,"lift":{"pass_rate_delta_pts":21.74,"pass_rate_pct":78.3,"total_cases":23,"passed_cases":18,"tokens_delta_pct":19.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-09-08T13:44:09.974939+00:00"},"skill_score":0.7826,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":21.74,"with_pass_pct":78.3,"without_pass_pct":56.5,"tokens_delta_pct":19.9,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":true,"completed_at":"2026-09-08T13:44:09.974939+00:00","run_id":"d34f5b80-480e-4df6-94ef-d405ca666982","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":"7d58bd0e78fcbab94b5e5deaa0dc75ce0e9d9839da8eacb6e8ef8ecdcbe1cda4","raw_url":"https://app.decimal.ai/s/dicklesworthstone-validating-ai-ethics-and-fairness/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/dicklesworthstone-validating-ai-ethics-and-fairness"}