Identity
Know which person, service or agent requested an action.
Keep responsibility clear as AI participates in more work.
Know which person, service or agent requested an action.
Separate what is allowed, what requires approval and what is denied.
Preserve decisions, outcomes and recovery information without collecting unnecessary sensitive content.
Expansion follows observed results and human review, not an assumption of unlimited autonomy.
Named owners should review permissions, approvals, logs and exceptions instead of treating controls as one-time setup.
Models and automation can still fail. Systems need clear paths for human takeover, stopping and recovery.
Bring the problem, current systems and desired result. We will help identify a sensible first step.