Rules are authored in plain language or YAML — 'redact PII in all prompts,' 'block source code to unsanctioned tools,' 'require approval for destructive agent actions' — and enforce inline at sub-38ms across every surface. From written rule to production control typically takes minutes.
Policies are versioned, reviewed, and staged. Observe-mode shows what a rule would do against live traffic before it enforces anything — so legal and security sign off on evidence, and rollback is one action, not an incident bridge.
Exception requests route through approval workflows with owners, justifications, and expiry dates. What used to be a DM thread becomes a record: who approved what, why, and until when — retrievable the day an auditor asks.
Role-based: authors draft, reviewers approve, admins publish. The same separation of duties your change process already expects.
Yes — observe mode evaluates rules against live traffic and reports what would have happened, without touching a single interaction.
Deterministic precedence — most-specific scope wins, explicit ordering breaks ties, and the evaluation trace shows exactly which rule fired.
Yes — enforcement events auto-map to controls across the 8 supported frameworks, so a policy decision doubles as compliance evidence.