Memory needs permissions, not vibes
Shared AI memory is useful only when it can preserve boundaries. Neuro Cumulus treats memory as governed infrastructure with explicit read/write permissions, provenance, audit trails, and retention policy.
Federated retrieval should keep sensitive memory inside the right namespace while allowing agents to request bounded context through trusted interfaces.