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The transition from predictive AI to agentic systems marks a fundamental shift in our digital world. Previously, AI primarily generated content. Now, Agentic AI acts as an engine of execution. These systems possess the autonomy to use tools and access databases. They make decisions across external environments independently. However, this leap in capability necessitates a robust AI governance framework. Such a framework moves beyond simple filtering. It creates a sophisticated architecture of systemic containment and behavioral oversight. How Does the Shift from Generative to Agentic AI Change Risk? The action loop differentiates generative AI from agentic AI. Generative AI typically