Field noteOct 26, 20262 min read1 source

Working with academic communities to build scientific understanding

In one minute

OpenAI said on October 26, 2026 that it is working with external academic communities around three model-produced results in harmonic analysis, computational complexity, and quantum field theory.

What changed: OpenAI describes three new discoveries in math, computer science and physics, plus distinct academic-collaboration and release strategies; the priors concern academic access to GPT-Rosalind.

It describes the manuscripts as raw research data and says external experts will help organize understanding and review.

For its mathematics claim, OpenAI has released a natural-language writeup and a Lean formalization in its public GitHub repository. The company says the work proves the local smoothing conjecture in every dimension, with consequences for the Kakeya and Stein restriction conjectures. It says the model output was obtained on October 18 and formalized in Lean the following day.

For a claimed refutation of the Exponential Time Hypothesis, OpenAI says an external group led by Russell Impagliazzo, Ramamohan Paturi, and Ryan Williams will examine and explain the result; the natural-language proof and Lean formalization are public. For the physics result, the collaborating group has chosen not to release AI-produced artifacts yet and will prepare its own writeup.

OpenAI says participation is voluntary, unpaid, independent, and not subject to NDAs. The announcement does not establish that the claimed mathematical, complexity-theory, or physics results are correct, nor does it provide completed external validation or a timetable for the withheld physics materials.

Evidence / sources

  1. 1openai.com/index/building-scientific-understanding-with-academic-communities
All Field Notes

Next reads

Read next

Open the graph
  1. 01topicEvalsExplore the evals topic hub.
  2. 02archiveField NotesOpen the latest editorial analysis.
  3. 03source ledgerSource LedgerInspect the public source evidence graph.
Who read this page?Machine requests, hidden until opened

Loading the privacy-safe route aggregate...

Open the JSON contract