OpenAI Models Verify 30-Year Math Conjecture Across All Dimensions
The company announced that its AI systems also disproved a core complexity theory assumption and provided rigorous proof for quantum chromodynamics.
By Carlos Rousseau ·

The intersection of artificial intelligence and theoretical science has produced three verified breakthroughs, according to an announcement from OpenAI on Monday. The San Francisco based company stated that its models made discoveries in harmonic analysis, complexity theory, and quantum field theory. These results mark a shift from AI assisting research to AI generating new mathematical truths.
The central finding involves the local smoothing conjecture, a long standing proposition in harmonic analysis. OpenAI reported that its models proved the conjecture in every spatial dimension for the first time. Previously, researchers had only been able to verify the theory in three dimensions. Harmonic analysis examines how complex signals and functions decompose into elementary waves, making this expansion a fundamental step for the field.
Alex Iosevich, a mathematics professor at the University of Rochester, described the development as a historic moment for the discipline. Iosevich noted that the conjecture was formulated by his PhD adviser, Chris Sogge, which made the news particularly personal. He stated that the initial reaction was shock, followed by joy and optimism regarding the future of scientific enterprise. He expressed belief that the field of theoretical mathematics would change drastically as a result of the AI revolution.
Iosevich also acknowledged a twinge of sadness among theoretical mathematicians facing this shift. He argued that many problems in pure mathematics originated from concrete physical considerations, and these connections can now be explored rapidly and decisively. He suggested that the initial emotional responses would soon give way to the realization of how much more the field can accomplish.
Beyond mathematics, OpenAI claimed its models disproved the Exponential Time Hypothesis. This hypothesis relates to the computational time required to solve complex problems. The company also provided mathematically rigorous proof of the existence of quantum chromodynamics, the theory describing the interaction of quarks and gluons. These findings address core assumptions in computer science and physics that have resisted resolution for years.
OpenAI stated it has contacted scientists outside the company to convert raw research data into scientific understanding. The company consulted three expert groups to determine how to release the findings. The groups handling mathematics and computer science chose to make the data public immediately. The physics group decided to defer the release to write up their own interpretation of the results. OpenAI noted that these approaches involve tradeoffs between empowering experts and managing information asymmetry.
This announcement follows a similar claim by Anthropic last month, which reported the discovery of a new enzyme resembling CRISPR. The AI industry has faced mixed reactions to these breakthroughs, with some researchers praising the progress and others questioning the extent of the discoveries. OpenAI, valued at $852 billion, continues to position its models as active participants in scientific discovery.





