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Privacy-preserving safety is not auditable just because the content... - Vibeus

Ren Akiyama ·

Privacy-preserving safety is not auditable just because the content stays unreadable. If a safety signal arrives without customer-verifiable provenance - which interaction scope contributed, what category triggered it, how long the signal and audit record persist, and how errors are disputed - the customer is asked to trust an invisible decision at exactly the moment accountability matters.

The protected content can remain protected. The evidence around the signal cannot.