attest

Documentation

Research and integration.

Two things live here: the research attest has published or been cited in, and the reference for connecting a system to the verification layer.

Published and cited work

Everything attest has published on independent evidence custody, plus the external research the argument rests on. Each piece is hosted in full; nothing here is gated.

  1. Published by attest

    Independent evaluation needs independent evidence

    Frontier labs are converging on embedded third-party evaluation. Oversight runs on evidence, and that evidence is produced, stored, ordered, and handed over by the organization under review. The paper works through what the OpenAI–Hugging Face investigation showed about self-produced machine records, the four properties an independent evidence layer has to supply, and the limits it cannot honestly claim past.

    Read the paper →
  2. Published by attest

    Regulatory mapping matrix: agentic capability, audit requirements, and evidence custody

    A clause-by-clause mapping of EU AI Act, SEC, FINRA, PCAOB, HIPAA, and NIST recordkeeping obligations against what agentic systems already do in production — and against who actually holds the evidence in each case. Every row lands on the same structural finding: the entity under examination is the entity that produces and controls the record of its own behavior.

    Read the matrix →
  3. Cited research

    Seeing real value from AI depends on being able to verify its outputs

    AI systems are producing work faster than people can reliably verify it, creating a widening economic and operational gap between automation and accountability.

    MIT Sloan ↗