Agentic AI Governance: Bounded Autonomy, Policy Gates, and the Human in the Loop

When an AI agent stops answering and starts acting, a wrong answer becomes an executed money transfer. Here is the engineering pattern for bounding agent autonomy.

When an AI system stops generating text and starts taking actions, the failure mode changes entirely. A hallucination stops being a bad reply and becomes an executed money transfer. An injection from an ingested email stops being a formatting glitch and becomes a privilege escalation. The agent's power and visibility become the attack surface. Per the 2026 Saviynt report, only 5% of security leaders are confident they could contain a compromised agent. The industry is building systems that act on the world before building the guardrails that bound those actions.

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