{"slug":"yogsoth-ai-circular-validation-audit","source_name":"yogsoth-ai/circular-validation-audit","name":"Yogsoth AI/Circular Validation Audit","description":"Strategy: Run BEFORE building any validator (sandbox/simulation/benchmark). Builds a non-circularity matrix of theory-claim × validator-assumption to detect when a validator would 'confirm' a theory only because it was built on the theory's own premises. A circular validator's PASS carries zero evidential weight. Methods: Cartwright nomological machines, Winsberg sanctioning-of-simulations, tautology detection.","version":1,"lift":{"pass_rate_delta_pts":48,"pass_rate_pct":76,"total_cases":25,"passed_cases":19,"tokens_delta_pct":48.5,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-22T07:07:17.097183+00:00"},"skill_score":0.76,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":48,"with_pass_pct":76,"without_pass_pct":28,"tokens_delta_pct":48.5,"turns_delta_pct":0,"total_cases":25,"cases_aggregated":23,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-22T07:07:17.097183+00:00","run_id":"e929591e-f21c-4de2-8a40-ff254e7b7810","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":"bac46d39d308b5da89c10d13389f64cbce7072a37974cc7531e11b82b0e6d2b8","raw_url":"https://app.decimal.ai/s/yogsoth-ai-circular-validation-audit/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/yogsoth-ai-circular-validation-audit"}