Historian tracing the AI technological revolution post-fluency.

The Model State Attestation Framework

Evidence-Based Governance for Foundation Models

Three-tier architecture composing hardware-rooted trust, signed continuous internal invariant monitoring, and periodic deep verification anchors. Survey of 200+ papers (2022–2026) confirms no existing system composes these into a unified attestation artifact.

Mapped to EU AI Act, FDA SaMD, SR 11-7, US Federal Procurement, and AI Insurance. Theoretical ceilings documented honestly: Rice’s theorem, the Impossibility Sandwich, and TEE side-channel limits.

Files

File Description
paper.pdf Full framework

Citation

DOI: 10.6084/m9.figshare.31288495

License

CC BY-NC-ND 4.0