Approved interaction events support quality review, abuse investigation, unresolved-intent analysis, and maintenance within documented retention and access rules. Logs are not assumed to be complete or safe for unrestricted storage. Owners retain governance over sources, permissions, tools, escalation, and updates, while model and provider limitations remain visible. Regular audits review rather than guarantee what the AI can say and do.