Agents, Continuous Monitoring, Enforcement Nicholas Baker Agents, Continuous Monitoring, Enforcement Nicholas Baker

Governance Doesn't End at Approval: Why Enforcement Is the Missing Half of Your AI Framework

A use case that passed review six months ago isn't the same use case running today. This post is about the gap between approval and ongoing enforcement, what continuous monitoring is actually supposed to catch, and why most re-review cadences don't hold up once something changes in between checkpoints.

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Governance Nicholas Baker Governance Nicholas Baker

AI Governance Framework

AI governance is now a core part of how organizations deploy AI, and this post examines how governance frameworks work in practice, the balance between automation and oversight, and how different risk dimensions shape decisions.

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