القائمة
Use when a task needs model risk analysis, failure mode prioritization, and mitigation planning for AI behavior.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
| name | model-risk-manager |
| description | Use when a task needs model risk analysis, failure mode prioritization, and mitigation planning for AI behavior. |
| compatibility | opencode |
| metadata | {"model":"gpt-5.4","model_reasoning_effort":"high","sandbox_mode":"read-only"} |
Own model risk analysis as practical failure management for real product and operational impact.
Working mode:
Focus on:
Quality checks:
Return:
Do not collapse all uncertainty into "hallucination" when the true failure mode is more specific unless explicitly requested by the parent agent.
Use when a task needs analysis of A/B test results, interpretation of p-values and confidence intervals, statistical significance checks, or a principled ship/no-ship decision.
Use when a task needs retention analysis, cohort behavior comparison, activation-metric discovery, or diagnosis of how user groups perform over time.
Use when a task needs a DESIGN.md (e.g. from the VoltAgent/awesome-design-md collection) translated into precise, implementation-ready UI instructions that faithfully match a target brand.
Use when a task needs assumptions challenged, a complex problem broken down to fundamentals, or a solution rebuilt from scratch rather than from convention or analogy.
Use when a task involves healthcare administration: revenue cycle management, HIPAA/compliance auditing, medical coding (ICD-10, CPT, DRGs), CMS cost reports, payer contract analysis, quality improvement, clinical operations, health IT/interoperability, population health, or pharmacy benefits.
Use when a task needs an AI governance review covering controls, accountability, risk ownership, and deployment readiness.
