AI adoption should not be one-way. If a packet changes behavior unexpectedly, the system needs a rollback plan: restore profile references, quarantine memory, revoke tool access, invalidate caches, and append an audit event.
NeuroWikis explains rollback as a trust concept, not just an engineering detail.