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AIGL Newsletter #18: AI Governance Theater

AIGL Newsletter #18: AI Governance Theater

This issue highlights the newest and best in AI governance — the ideas shaping oversight, risk, and policy today. Future editions will explore new lenses: practical tools, policy guides, and training resources. Each one will bring a fresh perspective — and your voice is welcome.

Model Risk Management in the Age of AI

Model Risk Management in the Age of AI

Model Risk Management (MRM) must evolve from periodic validation to continuous governance as Generative and Agentic AI systems introduce opacity, stochasticity, and autonomy that break traditional supervisory assumptions.

Introductory Guidance to AI Controls Matrix (AICM)

Introductory Guidance to AI Controls Matrix (AICM)

The AICM provides a foundational security and governance framework… establishing a clear and actionable set of controls… tailored to the unique risks and responsibilities inherent in AI development, deployment, and consumption.

International AI Safety Report 2026

International AI Safety Report 2026

This Report assesses what general-purpose AI systems can do, what risks they pose, and how those risks can be managed… focusing on emerging risks at the frontier of AI capabilities.

Insuring Emerging Risks from AI

Insuring Emerging Risks from AI

Insurance can help ensure that AI-related harms are mitigated, and that AI’s risks and benefits are fairly shared… by offering risk-based premiums tied to safety standards.

FRIA Model – Guide and Use Cases

FRIA Model – Guide and Use Cases

A Fundamental Rights Impact Assessment (FRIA) supports identifying, assessing and mitigating risks AI systems may pose to individuals’ rights, ensuring compliance with the EU AI Act and broader human rights standards.

AI Security Audit Checklist

AI Security Audit Checklist

This checklist is designed to be a definitive, testable reference for IT auditors and AI security professionals… structured into ten key domains, with each control mapped to mandatory global standards and frameworks.

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