Problem
AI agents now take real, irreversible actions inside core enterprise systems — payments, KYC, CRM, data export — at machine speed. There is no independent control point deciding whether those actions should proceed.
Today's guardrails live inside the model or inside the application. That places the referee on one of the teams: the vendor whose agent takes the action also grades whether it was allowed. And asking a language model to police itself is probabilistic, not reproducible, not version-controlled, and unprovable to an auditor.
A wrong sentence is embarrassing. A wrong action is money moved, data leaked, or a regulation breached — and the enterprise, not the model vendor, carries that.
