Independent reliability evidence

Research

What we publish before we look

Papers

Papers

Papers are what we publish before we look. Notes are what we say about what other people publish.

Notes

Notes

Note 1 · Response

The reviewed model is not the served model

A response to Demis Hassabis's 14 July framework for frontier AI oversight: a model reviewed once before release can still change after it ships, and the framework as written has no way to check that it hasn't.

Published 5 Aug 2026Responds to the 14 Jul 2026 framework essay

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Commitments

Commitments

Every instrument behind these papers had its fingerprint published and stamped to Bitcoin before it was used once. A day we publish can be checked against terms that were fixed before the run.

See the fingerprints