Criterio · Essay · March 5, 2026 · 7 min read

Guardrails & Policies Are Not Governance. They're Cosmetics

Real AI governance is a chain of four architectural layers — normalization, contextual knowledge, decision traceability, visibility — applied to the foundations of the system, not added as containment after deployment.