Compilation··3:29·Mathematical physics

Spacetime Penrose Inequality, Strong Cosmic Censorship Near Kerr and 8 More

Compilation · 3:29 · 15 October 2026Watch on YouTube →

Watch on YouTubeAbout the problem →

About this video

10 results from OpenAI's public mathematics catalogue, one per chapter. Each chapter names the problem, shows the real objects, and states what OpenAI claims; none of it is peer reviewed yet.

Chapters:
0:00 Spacetime Penrose Inequality
0:22 Lieb–Thirring Inequality in 1D
0:43 The Ionization Conjecture
1:04 Strong Cosmic Censorship Near Kerr
1:25 2D Area Law from a Spectral Gap
1:47 Bose–Einstein Condensation
2:08 The Spin-One Haldane Gap
2:29 BFSS Matrix Model
2:49 The Entropy Photon-Number Inequality
3:09 QMA-Hardness of Coulomb Energy

Spacetime Penrose Inequality: How big can a black hole get? In 1973 Roger Penrose argued that a black hole's horizon can never outgrow its mass: with area A and mass m, sqrt(A / 16 pi) is at most m (in units where G = c = 1).
Explained: gradientdamage.com/p/260
Paper: github.com/openai/math/blob/main/preprints/Spacetime-Penrose-…

Lieb–Thirring Inequality in 1D: A potential well traps a quantum particle in a few negative energy levels, and the Lieb–Thirring inequality caps the sum of those energies by the size of the well.
Explained: gradientdamage.com/p/262
Paper: github.com/openai/math/blob/main/preprints/Equality-cases-in-…

The Ionization Conjecture: A carbon nucleus has charge +6.
Explained: gradientdamage.com/p/263
Paper: github.com/openai/math/blob/main/preprints/Uniform-excess-cha…

Strong Cosmic Censorship Near Kerr: A spinning (Kerr) black hole has two horizons.
Explained: gradientdamage.com/p/264
Paper: github.com/openai/math/blob/main/preprints/Generic-Future-Ine…

2D Area Law from a Spectral Gap: Cut a region out of a quantum ground state and ask how entangled it is with the rest.
Explained: gradientdamage.com/p/265
Paper: github.com/openai/math/blob/main/preprints/A-two-dimensional-…

Bose–Einstein Condensation: Cool a gas of bosons far enough and a large share of its atoms pile into a single quantum state: Bose–Einstein condensation.
Explained: gradientdamage.com/p/267
Paper: github.com/openai/math/blob/main/preprints/Bose-Einstein-cond…

The Spin-One Haldane Gap: Put quantum magnets in a ring, each one wanting to point opposite to its neighbours (the antiferromagnetic Heisenberg chain).
Explained: gradientdamage.com/p/268
Paper: github.com/openai/math/blob/main/preprints/The-periodic-spin-…

BFSS Matrix Model: The BFSS matrix model, proposed in 1996 as a definition of M-theory, is quantum mechanics of N×N matrices.
Explained: gradientdamage.com/p/270
Paper: github.com/openai/math/blob/main/preprints/The-unique-thresho…

The Entropy Photon-Number Inequality: Mix two independent beams of light on a beam splitter that transmits a fraction η.
Explained: gradientdamage.com/p/273
Paper: github.com/openai/math/blob/main/preprints/The-entropy-photon…

QMA-Hardness of Coulomb Energy: Where do electrons settle around a set of nuclei? For one electron it is easy: start anywhere and slide downhill in energy until the cloud stops changing.
Explained: gradientdamage.com/p/275
Paper: github.com/openai/math/blob/main/preprints/QMA-hardness-of-co…

The animations illustrate the results; they are not proofs.

Gradient Damage: mathematics you can see, equations you can hear.
youtube.com/@gradientdamage

Chapters

One problem per chapter. Each name links to the result's own page, each time to that moment on YouTube.

  1. Spacetime Penrose Inequality Mathematical physics
  2. Lieb–Thirring Inequality in 1D Mathematical physics
  3. The Ionization Conjecture Mathematical physics
  4. Strong Cosmic Censorship Near Kerr Mathematical physics
  5. 2D Area Law from a Spectral Gap Mathematical physics
  6. Bose–Einstein Condensation Mathematical physics
  7. The Spin-One Haldane Gap Mathematical physics
  8. BFSS Matrix Model Mathematical physics
  9. The Entropy Photon-Number Inequality Mathematical physics
  10. QMA-Hardness of Coulomb Energy Mathematical physics

Chapter 1: about the problem

Mathematical physics·OpenAI Math·Result 260

Spacetime Penrose inequalities: enclosing area, charge, rotation, and anti-de Sitter extensions

Proves the sharp enclosing-area spacetime Penrose inequality for smooth one-ended asymptotically flat initial data in every spatial dimension n ≥ 3, under dominant energy, weak future trapping, positive enclosing area, and the stated decay assumptions. It bounds invariant ADM mass below using minimum enclosing area, with equality rigidity under additional horizon hypotheses. Charged upper-area bounds treat dyonic three-dimensional data; the higher-dimensional purely electric extension uses the matched neutral theorem. (Lean)

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

The papers and the claim →

Chapter 2: about the problem

Mathematical physics·OpenAI Math·Result 262·from 0:22

Sharp finite-matrix Lieb–Thirring inequalities and all equality cases

Proves the sharp one-dimensional Lieb–Thirring inequality for 1/2 < γ < 3/2 and arbitrary finite-matrix potentials W ≥ 0 with ∫tr (Wγ+1/2) < ∞: the optimal constant is the scalar one-bound-state value, independent of matrix size. All equality cases are direct sums, in one constant unitary basis, of scalar sech2 solitons with independent scales and centers, and zero channels. (Lean)

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

The papers and the claim →

Chapter 3: about the problem

Mathematical physics·OpenAI Math·Result 263·from 0:43

The ionization and generalized ionization conjectures

For the full nonrelativistic Coulomb model with two electron spin states, proves that a molecule with M fixed nuclei of charges at least one and total charge Z strictly binds at most Z+CM electrons. Neutral-atom first ionization energies and radii containing all but an expected half-electron have universal positive upper and lower bounds. The energy cost of removing m electrons has Thomas–Fermi asymptotics as m → ∞ and Z/m → ∞; neutral-atom outer radii have the corresponding iterated-limit asymptotics, taking Z → ∞ first. (Lean)

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

The papers and the claim →

Chapter 4: about the problem

Mathematical physics·OpenAI Math·Result 264·from 1:04

Strong cosmic censorship near two-ended Kerr data

Proves local strong cosmic censorship near each fixed rotating subextremal Kerr bridge. A dense Gδ subset of a weighted smooth neighborhood of smooth complete two-ended asymptotically flat vacuum data has full maximal globally hyperbolic developments with no future continuous nondegenerate extension whose weak connection is locally square-integrable. No symmetry is imposed; extensions need not satisfy the vacuum equations.

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

The papers and the claim →

Chapter 5: about the problem

Mathematical physics·OpenAI Math·Result 265·from 1:25

Area laws and tensor networks for two-dimensional gapped systems

Proves an entropy area law for unique ground states of finite-range Hamiltonians on arbitrary finite induced square-lattice domains, using only a uniform full-system spectral gap and bounds on the local interactions. On open L× L squares, uniformly gapped nearest-neighbor ground states also admit projected entangled-pair state approximations with polynomial bond dimension and global vector error at most L−1.

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

The papers and the claim →

Chapter 6: about the problem

Mathematical physics·OpenAI Math·Result 267·from 1:47

Positive-temperature Bose–Einstein condensation and exact quantum depletion

Proves Bose–Einstein condensation for the exact canonical Gibbs state of the three-dimensional hard-sphere gas: each fixed exclusion distance and sufficiently small fixed density admit a strictly positive temperature, independent of volume, with positive condensate fraction in the thermodynamic limit. At zero temperature, proves the Bogoliubov leading quantum-depletion law for hard spheres and fixed bounded nonnegative radial finite-range potentials of positive scattering length, taking the thermodynamic limit before the dilute limit. (Lean)

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

The papers and the claim →

Chapter 7: about the problem

Mathematical physics·OpenAI Math·Result 268·from 2:08

The spin-one Haldane gap

Proves the spin-one Haldane gap conjecture for the pure antiferromagnetic Heisenberg chain on even periodic rings: the spectral gap stays uniformly positive as the chain grows. A companion establishes a gap for odd open chains with endpoint field h=3/5 and gives boundary-selected infinite-volume states with topological index −1.

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

The papers and the claim →

Chapter 8: about the problem

Mathematical physics·OpenAI Math·Result 270·from 2:29

Threshold and positive-energy bound states of the BFSS matrix model

Proves that the undeformed relative SU(N) BFSS model has exactly one normalizable zero-energy state for every finite N ≥ 2, resolving the threshold-bound-state conjecture. For SU(2), a companion proves infinitely many normalizable positive-energy eigenstates with unbounded energies, contradicting the original BFSS paper's exclusion of additional bound states at N = 2.

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

The papers and the claim →

Chapter 9: about the problem

Mathematical physics·OpenAI Math·Result 273·from 2:49

The entropy photon-number inequality

Proves the entropy photon-number inequality for beam-splitter mixing of two independent finite-energy bosonic inputs in any finite number of modes: the output's entropy photon number is at least the transmissivity-weighted average of the inputs'. Arbitrary entanglement within each input is allowed, and product thermal inputs attain equality even when their entropies differ. (Lean)

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

The papers and the claim →

Chapter 10: about the problem

Mathematical physics·OpenAI Math·Result 275·from 3:09

QMA-hardness of continuum Coulomb energy

Proves QMA-hardness of approximating the electronic Coulomb energy infimum in three dimensions, minimizing over the full spinful fermionic continuum space. Deterministic polynomial-time reductions work even with only unit-charge nuclei at distinct rational positions, polynomially many electrons and an energy-threshold separation of at least one. (Lean)

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

The papers and the claim →

Topics

Penrose inequalityLieb-Thirring inequalityionization conjecturestrong cosmic censorshiparea lawBose-Einstein condensationHaldane gapBFSS matrix modelentropy photon-number inequalityQMAMathematical physicsOpenAI mathAI proofAI mathematicsmathsGradient Damage