01
Identity before permission
A useful control plane begins by knowing which actor, model, or workload is operating and which chain of authority made that action possible.
This shifts security from a static gate to a continuous explanation.
02
Evidence in the workflow
The winning product should help teams answer what happened, why it was allowed, what changed, and whether the outcome remained inside policy.