WHEN AI GOVERNS AI: VALIDATION, OVERSIGHT AND THE “CHECK THE CHECKER” PROBLEM – PANEL

Ensuring automation strengthens third-party risk oversight without creating blind trust.

• How can firms ensure automation strengthens oversight without creating blind trust in algorithmic outputs?
• Validating AI-generated risk outputs before they inform business or regulatory decisions
• Governing vendors that rely on AI-driven tools and autonomous decisioning
• Testing, tuning and challenging AI-driven monitoring to avoid model distortion and signal noise
• Managing false positives and automation dependency
• Designing meaningful human-in-the-loop oversight as AI scales