ai security governance

Sensitive meeting audio in, speaker-attributed summary out, and a hard guarantee that the raw transcript never lands on disk. The strong answer keeps everything on-prem, processes transcripts in memory only, and proves non-retention with architecture and audit, not a policy promise.

Turn a constitution of rules into a model that follows them, with no human labels on harmful examples. The strong answer walks the two phases (self-critique SFT, then RL from AI feedback), then spends real time on the part papers gloss: adversarially validating the aligned model holds under attack.

A code model that occasionally produces ransomware, reverse shells, or exfiltration scripts. The strong answer builds an automated loop: adversarial prompt generation, static and behavioral output scanning, layered mitigations, and attack-success-rate per category to prove the mitigations worked.