Before adoption, the receiving AI profile and selected packet pass through review. The system checks schema, source, permissions, compatibility, memory exposure, and risk. A simulation or preview shows likely impact.
Only after those checks does a supervised adoption path become available. Even then, rollback planning and audit records remain part of the workflow.