OpenAI has published three new scientific results in mathematics, computer science, and physics following a previous wave of manuscript releases. The company states these findings address long-standing problems, including local smoothing for the Euclidean wave equation. Unlike the earlier batch, this announcement introduces a specific workflow change involving external experts. OpenAI describes these academics as “shepherds” who guided the process for computer science and physics outputs. For the mathematical proof, the team allowed researchers to construct their own explanations rather than providing a direct AI-generated solution.
This shift marks a departure from the initial strategy of releasing raw model outputs without immediate expert oversight. The involvement of human specialists aims to increase confidence in the validity of the claims before they enter the public domain. It also signals a move toward a more collaborative verification model where AI generates hypotheses but humans refine the final arguments.
* External experts guided the computer science and physics results.
* Researchers must create their own explanations for the math proof.
* Findings are available via a GitHub repository.
