@Sovereign Vault

Speculative Decoding is an optimization pattern where a smaller "draft" model predicts multiple tokens in parallel, which are then verified or corrected by a larger "oracle" model in a single forward …

"The Auditor," a new architectural layer for an AI forensic system called the Sovereign Vault, which uses Persona Injection to transform an LLM into a Senior Forensic Bibliographer for high-reasoning …