Audit replayability forces deterministic inference, versioned weights and frozen data snapshots because reproducing an AI decision years later needs the model version, the exact data it saw and the decode path frozen together and bound into one signed, tamper-evident record.Originally published at https://mickai.co.uk/articles/ai-audit-replayability-deterministic-inference-versioned-weights. Mickai is a Sovereign Intelligence Operating System; the Open Audit Record signs every artificial intelligence action before it executes, post-quantum and offline-verifiable. 104 filed UK patent applications, Mickai LTD (Companies House 17166618).
Micky Irons (Sun,) studied this question.