How do I govern model outputs from AI agents in a media and publishing environment?

Route model outputs through Kastra. The Kastra proxy or SDK intercepts each response before it executes, evaluates ABAC policy against the request attributes, environment, principal identity, and risk signals, and returns an allow, deny, redact, or human-approval decision. Media and publishing customers map controls directly to GDPR, CCPA, copyright controls.