{"slug":"yogsoth-ai-knowledge-acquisition-saturation-detection","source_name":"yogsoth-ai/knowledge-acquisition-saturation-detection","name":"Yogsoth AI/Knowledge Acquisition Saturation Detection","description":"Determine when additional searching yields diminishing returns. Analyzes the latest expansion batch against existing corpus to judge continue/near-saturation/saturated. Used by snowball and systematic-survey.","version":1,"lift":{"pass_rate_delta_pts":4.55,"pass_rate_pct":18.2,"total_cases":22,"passed_cases":4,"tokens_delta_pct":74.6,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-09-07T21:56:43.788644+00:00"},"skill_score":0.1818,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":4.55,"with_pass_pct":18.2,"without_pass_pct":13.6,"tokens_delta_pct":74.6,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-09-07T21:56:43.788644+00:00","run_id":"3d373b2d-3891-4470-b389-169c8a397006","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":"a49eb95326ba8914797a06593c6e4862d99f79aca90d9bce4510ec55fa9ee6fb","raw_url":"https://app.decimal.ai/s/yogsoth-ai-knowledge-acquisition-saturation-detection/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/yogsoth-ai-knowledge-acquisition-saturation-detection"}