E Evidence Press

Essays · commentary · synthesis · research notes

Articles

Long-form writing with explicit sources, scope and correction history. Articles may explain or develop research, but they are not certificate-backed Evidence Press releases.

commentary · 20 October 2026 · 15 min

Are Neural Networks Already Clean?

Goodfire's October 2026 essay estimates that about 90% of Qwen3-32B neuron poles have one main job. A sourced account of the claim, the reaction and an Evidence Press audit of the released gallery: the labels are coherent by Goodfire's AI-reviewed rubric, but the gallery is not a whole-model sample and the developmental explanation is untested.

Contains bounded research claims · published

commentary · 10 October 2026 · 27 min

How did a language model prove a quasi-Riemann hypothesis?

OpenAI's claim that the Riemann zeta function has no zeros with real part above 7/8: the Lean verification and its caveats, the anatomy of the proof, a graded reconstruction of how it was found, and what another system would need.

Exposition; no new research claim · published

commentary · 12 September 2026 · 6 min

When polynomials cannot hide the difference

A popular explanation of the candidate polynomial-composition rigidity proof, its critical-value argument, and what it does and does not settle for seven Evidence Press releases.

Exposition; no new research claim · published

essay · 4 August 2026 · 65 min

The Case for Assurance Infrastructure

An evidence-backed essay on why verification capacity, provenance and accountable authorisation determine the useful scale of AI-assisted policy analysis.

Contains bounded research claims · published