VibeMathedMath problems solved with AI

Bose-Einstein condensation of the dilute hard-sphere Bose gas in the thermodynamic limit, at zero and small positive temperature

Consider NN bosons on the torus ΛL=(R/LZ)3\Lambda_L=(\mathbb{R}/L\mathbb{Z})^3 interacting through a repulsive short-range potential, for instance hard spheres of diameter aa. Condensation in the sense of Penrose and Onsager means that the constant orbital carries a macroscopic fraction of the particles: lim inf⁡N−1⟨u0,γ(1)u0⟩>0\liminf N^{-1}\langle u_0,\gamma^{(1)}u_0\rangle>0 as L→∞L\to\infty with N/L3→ρN/L^3\to\rho fixed, for the ground state or the Gibbs state at a fixed temperature. This had been proved only in scaling limits where the box stays comparable to the healing length (Gross-Pitaevskii) or the interaction vanishes, and for a lattice hard-core gas at half filling. Does the dilute three-dimensional interacting Bose gas exhibit Bose-Einstein condensation in the thermodynamic limit at fixed density, in its ground state and at positive temperature?

Result
Proved(see note)
Status
Partial result
AI contribution
AI-discovered
Method
Argument
Field
Quantum many-body theory; dilute Bose gases
Posed by
Long-standing, after Penrose and Onsager's 1956 definition of condensation; Solovej's 2025 survey calls condensation in the thermodynamic limit a major open problem
Year posed
—
Years open
—
Solved
2026-10-05
Model
Unreleased internal OpenAI model
Vendor
OpenAI
Collaborators
—
Verification
Unreviewed
Publication
Announced
Collection
OpenAI math release (October 2026), version adc7f12
Significance
58 / 100
Disclosed cost
—
Wikipedia
No dedicated article

What was actually shown

Positive temperature (October 5): for every a>0a>0 there is ρ∗(a)>0\rho_*(a)>0 such that for each fixed 0<ρ<ρ∗0<\rho<\rho_* some fixed T(a,ρ)>0T(a,\rho)>0 gives lim inf⁡N−1⟨u0,L,γN,L,T(1)u0,L⟩>0\liminf N^{-1}\langle u_{0,L},\gamma^{(1)}_{N,L,T}u_{0,L}\rangle>0 for the exact canonical hard-sphere Gibbs state as L→∞L\to\infty, N/L3→ρN/L^3\to\rho. Ground state (September 24 companion): absolute ε0,c0>0\varepsilon_0,c_0>0 with condensate fraction at least c0c_0 in every ground state when ρa3<ε0\rho a^3<\varepsilon_0. A further companion gives a density-uniform bound for bounded nonnegative finite-range potentials at temperatures up to ρ2\rho^2. Not shown: the transition temperature, condensation at moderate density, two dimensions, or potentials with attractive parts.

What the AI did

The release README says the results were produced by an unreleased internal OpenAI model with a fixed procedure, on average about three hours of ChatGPT Pro thinking compute per result, and that some outputs build on earlier model results. This result is not among the README's exceptions (the Hodge conjecture for CM abelian varieties and the Re(s) > 11/12 zero-free region). The manuscript is authored 'OpenAI' and names no human author. The family has five manuscripts (September 24 to October 5, 2026). The positive-temperature paper says it builds on, and reproduces the needed arguments of, two earlier manuscripts in the same family, so later results rest on earlier model output.

Verification

No independent mathematician has checked this yet. Checked here: Theorem 1.1 of the October 5 positive-temperature manuscript and Theorem 1.1 of the September 24 ground-state companion were read against the problem as stated in the companion and in Solovej's survey section 5. The proofs were not refereed. The headline positive-temperature theorem has no Lean formalization. The ground-state companion does: lean/ComparatorChallenges/HardSphere.json exists with solution module OAI.Analysis.HardSphere.Main present at the pinned commit (not in the formalization catalogue). Its statement OAI.HardSphere.condensation_with_mixed was read: absolute eps0, c0 > 0 such that for rho a^3 < eps0 the constant-orbital occupation has liminf at least c0 along every thermodynamic sequence, for all ground vectors and ground-supported density operators. Not rebuilt. The temperature obtained is small and not tied to the transition.

Sources

Changelog1 change

Discussion