Human approval is useful only when it binds a specific actor, target, action, limit, and state. Classify tool risk and prevent vague consent from becoming broad authority.
A reference flow for keeping user identity, tenant, audience, and allowed actions attached to every AI tool call without trusting the model to enforce permissions.