OpenAI publishes 722 manuscripts of AI-generated mathematics results
OpenAI released 722 manuscripts covering 372 result families, which an advisory group says include solutions to hundreds of open mathematics questions.

Key facts
- OpenAI released 722 manuscripts covering 372 result families, according to The Verge on 6 October 2026.
- AGMAI, an independent advisory group of mathematicians, said the release includes solutions to "hundreds" of open questions.
- In September 2026, OpenAI said its model had "resolved more than 100 long-standing open problems across most areas of mathematics."
- OpenAI claims the "average result" used the equivalent of three hours of ChatGPT Pro thinking.
- OpenAI said the results were published in a GitHub repository with protocols for paper revisions and citations.
OpenAI has released a batch of 722 manuscripts covering 372 result families, meaning groups of related papers, according to The Verge on 6 October 2026. The manuscripts contain solutions to long-standing mathematics problems produced by an unreleased frontier model, a leading-edge AI system. AGMAI, the Advisory Group on Mathematics and Artificial Intelligence, said the release includes solutions to "hundreds" of open questions. AGMAI is an independent group of mathematicians formed to help communicate the results responsibly.
In September 2026, OpenAI said its model had "resolved more than 100 long-standing open problems across most areas of mathematics," according to The Verge. Until the release, the company had not said which problems the model solved or when they would be published. OpenAI claims the "average result" used the equivalent of three hours of ChatGPT Pro thinking. The release also includes some summaries of the model's reasoning, estimates of the computing power used, and statistics on the number of problems attempted.
OpenAI said it published the results in a GitHub repository, with protocols for paper revisions and citations. The company said it is continuing to explore other community-hosted alternatives that meet the committee's guidelines. For future releases, OpenAI said it is committed to improving the papers' citations, mathematical exposition, and presentation.
AGMAI published its first recommendations in late September 2026. The group urged AI labs to release mathematical results promptly and through established academic channels where possible, and to disclose the model name, prompts, and computing costs. AGMAI also said AI companies should "refrain from treating the release of mathematical results as marketing vehicles to promote their models," a practice it said inflicts significant harm on the mathematical community.
The results add to a growing body of mathematical output from OpenAI and rival labs such as Anthropic that the field is still processing, according to The Verge. That output includes results concerning a Millennium Prize problem, one of the most famous open questions in mathematics. The Verge reported that the speed at which AI labs have entered the discipline this year, particularly their handling of announcements, has provoked debate over research practices, ethics, and how companies credit the human mathematicians whose work their systems build upon.
Context
AGMAI, the Advisory Group on Mathematics and Artificial Intelligence, is an independent group of mathematicians formed to work on communicating AI-produced mathematics results responsibly. It published its first recommendations in late September 2026, including that AI labs disclose model names, prompts, and computing costs.
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