What is it about?
The unit distance problem was introduced by Paul Erdős in 1946. It asks how to arrange a given number of points in the plane to maximize the number of pairs separated by a fixed distance. Erdős conjectured a limit on how quickly the maximum number of such pairs can grow as the number of points increases. In May 2026, OpenAI announced that an internal AI model autonomously disproved the conjecture. Here we present a simple autonomous agent built on GPT-5.5 Pro, a model publicly released before OpenAI’s announcement. It runs a three-round conversation: brainstorm strategies for disproving the conjecture, execute a strategy, and critically review the resulting argument. We ran eight independent trials with tools and web search disabled. In each trial, the agent produced a correct or essentially correct disproof of the conjecture. All eight disproofs were independently verified by the author. The resulting disproofs are diverse and do not merely reproduce earlier AI-generated ones.
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Why is it important?
Earlier autonomous disproofs relied on models or agents that are not publicly available, and the amount of computation used remains undisclosed. We release our code and all model outputs, providing the first publicly accessible AI agent to resolve this conjecture autonomously. We also report reasoning-token usage. These disclosures support independent reproduction and analysis by the community. GPT-5.5 Pro was released nearly a month before OpenAI published its disproof, so no public proof refuting the conjecture could have been included in its training data.
Perspectives
In hindsight, autonomously disproving the Erdős unit distance conjecture was already well within the capabilities of models publicly released before OpenAI’s announcement. The reasoning instructions—brainstorming, execution, and review—are not specific to the unit distance problem. This simple pipeline can therefore be adapted to other research problems.
Yichen Huang
Read the Original
This page is a summary of: Autonomous disproofs of the Erdős unit distance conjecture with GPT-5.5 Pro, Proceedings of the National Academy of Sciences, October 2026, Proceedings of the National Academy of Sciences,
DOI: 10.1073/pnas.2621541123.
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