The article emphasizes the critical need for continuous monitoring and operational review of agent governance to prevent stale or unmanaged environments.

It explains that agent governance is an ongoing process, not a one-time project, requiring regular checks on risky agents, unexpected access patterns, ownership gaps, and expiring access packages.

Key monitoring areas include identifying high-risk agents, validating Conditional Access policies, tracking audit logs, and ensuring custom security attributes remain accurate.The text outlines recommended actions for each risk, such as blocking access, disabling agents, or retiring unused accounts.It also highlights the importance of governance states (Approved, ReviewRequired, Rejected, etc.) to streamline operational responses.

The article stresses that governance must align with business needs, with periodic reviews to ensure policies remain effective and access remains time-bound.For AI agents, continuous validation of their classification and access is essential to maintain compliance and security.