Short··0:22·Number theory

Prime Factors of p−1: OpenAI Claims the Poisson–Dirichlet Law

Short · 0:22 · 12 October 2026Watch on YouTube →

Watch on YouTubeAbout the problem →

About this video

Take a random prime p, factor p−1, and measure each prime factor q by log q / log(p−1): the pieces always add up to 1. Ford, Konyagin and Luca conjectured that these pieces follow the Poisson–Dirichlet law PD(1), the same random stick-breaking that describes the prime factors of a typical integer; OpenAI claims a proof, plus Erdős's conjecture that infinitely many n have more than n^(1−ε) totient preimages and infinitely many primes with μ(p−1) = 1. These are OpenAI's preprints, not yet peer reviewed. Every column and every bar in the animation is computed from the real primes up to 10 million.

Papers (OpenAI, catalogue result 011):
- The Poisson-Dirichlet law for prime predecessors: github.com/openai/math/blob/main/preprints/The-Poisson-Dirich…
- Weighted dilation graphs, smooth shifted primes and totient fibers: github.com/openai/math/blob/main/preprints/Weighted-Dilation-…
- Prime Predecessors with an Even Number of Prime Factors: github.com/openai/math/blob/main/preprints/Prime-Predecessors…

The animation illustrates the result; it is not a proof.

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Every result explained: gradientdamage.com/p/011

About the problem

Number theory·OpenAI Math·Result 011

Prime-factor statistics of p-1

Proves that the normalized ordered logarithms of the prime factors of p-1, counted with multiplicity, converge jointly to the Poisson–Dirichlet law PD(1) as p ranges uniformly over primes up to x and x → ∞. This resolves the Ford–Konyagin–Luca conjecture. It also proves that infinitely many integers n have more than n1-ε totient preimages, for every ε > 0.

OpenAI, in its public catalogue of maths results · preprint, not peer reviewed

The papers and the claim →

Topics

prime factors of p-1shifted primesPoisson-Dirichlet distributionPoisson–Dirichlet lawFord Konyagin Luca conjectureDickman functionsmooth numberslargest prime factorEuler totient functiontotient preimagesErdős totient conjectureMöbius functionanalytic number theoryprime numbersnumber theoryOpenAIOpenAI mathAI mathematicsAI proofmathsmathematicsmath shortsPoisson-Dirichlet lawErdos totient conjectureMobius function