AI cloud infrastructures concentrate highly sensitive data and models that cannot be fully protected by confidential computing alone, motivating the use of Trusted Security Governance Platforms (TSGP) as programmable trust anchors to incrementally enforce and mediate security‑critical operations across structured AI execution pipelines.