{"slug":"dy-2026-paranoia-ai-system-evolver","source_name":"dy-2026/paranoia-ai-system-evolver","name":"Dy 2026/Paranoia AI System Evolver","description":"用于升级 AI 系统、agent workflow、Codex skill、prompt、memory、RAG、tool routing、schema、eval set 或 feedback loop；也用于把 AI 工作单从指令单升级为意图单，并对研究、检索、测试和 AI 对话做 VOI 决策门审计。需要 Intent Work Order、WOOP 任务准入、决策对象、VOI/EVPI/EVSI、UL（Uncertainty Ladder，不确定性阶梯）、OODA、eval、Human Gate、versioning 与 rollback 的受控演化时使用。Use when controlled AI system evolution or a decision-oriented information audit is needed.","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":77.3,"total_cases":22,"passed_cases":17,"tokens_delta_pct":152.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-21T21:00:31.986016+00:00"},"skill_score":0.7727,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":77.3,"without_pass_pct":40.9,"tokens_delta_pct":152.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-21T21:00:31.986016+00:00","run_id":"69c58d49-5ab9-4743-82ac-9cf4d67cc470","latest_attempt":{"id":"69c58d49-5ab9-4743-82ac-9cf4d67cc470","runner_model":"gemini-3.6-flash","overall_verdict":"mixed","completed_at":"2026-08-21T21:00:31.986016+00:00","gate":null},"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,"total_uses":0,"total_users":0,"manifest_hash":"b836faf7d96a9b6194ffc1d8e7c85afbecfd7f18111b7861a473d900b3e82a5c","install_name":"dy-2026-paranoia-ai-system-evolver","version_id":"99e328f0-6fcf-4411-ad11-42f67f24c72d","body_sha256":"b836faf7d96a9b6194ffc1d8e7c85afbecfd7f18111b7861a473d900b3e82a5c","render_hash":"020b672e11c61590934e98571356078c102c797554056a118b15a3cf383c4b9b","raw_url":"https://app.decimal.ai/s/dy-2026-paranoia-ai-system-evolver/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/dy-2026-paranoia-ai-system-evolver"}