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The isoperimetric profile of the cubic three-torus

OpenAI groups related papers into a “family”. OpenAI’s catalogue describes this one:

Determines the isoperimetric profile of the unit cubic flat three-torus and classifies every finite-perimeter minimizer: balls, circular tubes around shortest closed geodesics, coordinate slabs, and their complements. The transition volumes are \(4\pi/81\) and \(1/\pi\), with exactly the adjacent two types minimizing at each transition. (OpenAI’s Lean note)

Lean is a language for mathematical statements and proofs that a computer can verify. The assessments below ask whether those statements express the result OpenAI describes here.

Both independent assessments find that the Lean statements express or imply the whole result described above. Read the assessments

The paper states

Theorem 1.1

In The Isoperimetric Conjecture for the Cubic Flat Three-Torus, 24 September 2026

Possible match to OpenAI’s description, selected from the papers’ main statements because it shares the most wording. No review confirming the selection is recorded.

For V\in(0,1), put v=\min(V,1-V). Among finite-perimeter subsets of \mathbb R^3/\mathbb Z^3 of volume V, the minimum perimeter is

I_{\rm unit}(V)= \min\left\{(36\pi)^{1/3}v^{2/3},\ 2\sqrt{\pi v},\ 2\right\}.

For 0<V\le1/2, every minimizing region is, up to an ambient isometry and a null set, one of the following:

\begin{array}{c|c} \text{volume range}&\text{region}\\ \hline 0<V\le 4\pi/81 & \text{a ball of radius }(3V/(4\pi))^{1/3}\\[2pt] 4\pi/81\le V\le1/\pi &\text{a solid circular tube of radius }\sqrt{V/\pi}\\ &\text{about a shortest closed geodesic}\\[2pt] 1/\pi\le V\le1/2 &\text{a slab of width }V\text{ between coordinate tori}. \end{array}

Both listed types occur at each common endpoint of adjacent ranges, and there are no further equality cases. For V>1/2, the minimizing regions are the complements of those at volume 1-V. At zero or full volume the conclusion is trivial.

Reported proof verification
One Lean statement in the release; one independent group reports that Comparator accepted a run for this file at the version shown here.

Papers

Each paper opens as a reading page in the browser, with the PDF beside it. The statements each paper opens with are on its reading page.

The Isoperimetric Conjecture for the Cubic Flat Three-Torus

24 September 2026, current edition.

Read it herePDF

We prove the isoperimetric conjecture for the cubic flat three-torus and classify all minimizers, including the equality cases at the transition volumes \(4\pi/81\) and \(1/\pi\). The minimizing regions are balls, circular tubes about shortest closed geodesics, coordinate slabs, and their complements.

One Lean statement in this family

Lean is a language for mathematical statements and proofs that a computer can verify. The Lean statement below is shown beside its possible paper counterpart, with the reason they were linked.

For a configured theorem, the Comparator program tests whether OpenAI’s separate proof proves the exact Lean statement using only the allowed axioms. Some statement files instead configure definitions for comparison by name and type. Acceptance does not establish that a formal statement means the same thing as the paper’s theorem.

CubicTorus

The paper states

Theorem 1.1

In The Isoperimetric Conjecture for the Cubic Flat Three-Torus, 24 September 2026

For V\in(0,1), put v=\min(V,1-V). Among finite-perimeter subsets of \mathbb R^3/\mathbb Z^3 of volume V, the minimum perimeter is

I_{\rm unit}(V)= \min\left\{(36\pi)^{1/3}v^{2/3},\ 2\sqrt{\pi v},\ 2\right\}.

For 0<V\le1/2, every minimizing region is, up to an ambient isometry and a null set, one of the following:

\begin{array}{c|c} \text{volume range}&\text{region}\\ \hline 0<V\le 4\pi/81 & \text{a ball of radius }(3V/(4\pi))^{1/3}\\[2pt] 4\pi/81\le V\le1/\pi &\text{a solid circular tube of radius }\sqrt{V/\pi}\\ &\text{about a shortest closed geodesic}\\[2pt] 1/\pi\le V\le1/2 &\text{a slab of width }V\text{ between coordinate tori}. \end{array}

Both listed types occur at each common endpoint of adjacent ranges, and there are no further equality cases. For V>1/2, the minimizing regions are the complements of those at volume 1-V. At zero or full volume the conclusion is trivial.

The words they share: 1/3, 2/3, 1/2, radius, real, shortest, unit, geodesic, slab, range, perimeter, types, finite, ambient, ball, complements, integer, null, cases, adjacent, tori, isometry, tube, width, listed, equality, sqrt, coordinate, min, closed, one, volume, region, pi, cubic, torus, flat, isoperimetric, circular.

Possible Lean counterpart

Selected from shared wording. No review of whether the statements mean the same thing is recorded.

Isoperimetric profile and all minimizers in the cubic flat three-torus

CubicTorus.lean, the release lists it as a supporting statement.

theorem unit_cubic_isoperimetric (V : ℝ) (hV : V ∈ Ioo 0 1) :    (∃ E : Set Torus, IsMinimizerAt V E) ∧    (∀ E : Set Torus, IsMinimizerAt V E →      perimeter E = ENNReal.ofReal (candidateProfile V)) ∧    (∀ E : Set Torus, IsMinimizerAt V E ↔ StandardRegionAt V E) := by  sorry

This file states the theorem with sorry, a placeholder, in place of its proof. OpenAI supplies a separate proof file. Comparator tests whether that proof proves the statement here.

One independent group reports that Comparator accepted a run for this Lean statement file: cert-machine. Who ran the proof-verification program

  • cert-machine records it as “CERTIFIED”.

Read the complete Lean statement

Other mathematical statements in OpenAI’s Lean library

Atlas found these propositions by scanning the text of the project’s Model.lean file. Each name links to its definition, with any associated statement file beside it. This list does not record running Lean to interpret or verify those definitions.

Independent comparisons and proof-verification reports

Does the Lean express the advertised result?

MathVet and cert-machine agree on how much of the advertised result the Lean statements express.

MathVet and Carlos Toledo’s cert-machine independently assessed whether this family’s Lean statements express the whole result OpenAI describes in its catalogue. These are assessments of the family as a whole, not of each paper theorem separately.

MathVet finds that the Lean statements express or imply the whole advertised result (their term: “full”).

Their note: unit_cubic_isoperimetric for every V ∈ (0,1): a minimizer exists; every minimizer has perimeter candidateProfile V = min((36π)^(1/3)v^(2/3), 2√(πv), 2) with v = min(V,1-V); and minimizers are exactly (up to isometry and null sets, with complements for V > 1/2) balls, tubes about a shortest geodesic, or slabs on the ranges V ≤ 4π/81, 4π/81 ≤ V ≤ 1/π, V ≥ 1/π, with both adjacent types allowed at the transition volumes.

Definitions the group asks readers to compare with the paper: perimeter E := ⨆ F admissible periodic C^∞ field with ‖F‖ ≤ 1, ofReal ∫_{cube ∩ E} div F (De Giorgi perimeter by hand on the cover) and torusVolume := map quotientMap (volume.restrict fundamentalCube): standard

“full”, in their words: The challenge statements imply the headline claim after unpacking definitions or one routine step.

Their method: An independent, model-assisted, pre-referee reading of each family’s challenge statements against its headline claim under a published rubric (PROTOCOL.md), with its own Comparator runs per challenge.

cert-machine finds that the Lean statements express or imply the whole advertised result (their term: “MATCHES”).

“MATCHES”, in their words: The challenge statements state the headline as OpenAI wrote it.

Their method: Every Comparator challenge re-run on Linux with nanoda switched on, decided by a preregistered rule.

OpenAI’s own note on what its Lean covers

The formalization determines the isoperimetric profile and all minimizers in the unit cubic flat three-torus. At every volume $0<V<1$, a minimizer exists, and the minimizers, up to null-set changes, are exactly balls, circular tubes about shortest closed geodesics, coordinate slabs, and their complements in the appropriate volume ranges.

The classification includes all equality cases at the transition volumes $4\pi/81$ and $1/\pi$, and every minimizer has the stated candidate-profile perimeter.

AI-drafted comparisons, with no recorded human review

  • Isoperimetric profile and all minimizers in the cubic flat three-torus CubicTorus

    Unreviewed AI draft: states a paper’s theorem as the paper does. States the main theorem: the isoperimetric profile of the unit cubic flat three-torus with all minimisers (balls, tubes, slabs and complements) and the equality cases.

Who ran the proof-verification program?

These groups report running Comparator with the release’s Lean statement files. For a configured theorem, it verifies OpenAI’s separate proof against the exact statement; some files instead configure definitions for comparison by name and type. Each row is the named group’s report. Atlas has not repeated the runs.

These reports do not list the software versions, proof-verification programs, axioms, time or memory in separate fields. Any such details in a report’s prose are reproduced below.

Isoperimetric profile and all minimizers in the cubic flat three-torus CubicTorus

One report, at the release’s recorded version.

Reported byTheir wordTheir accountDateOriginal report
cert-machine“CERTIFIED”Re-run through Comparator with the independent nanoda kernel switched on: Lean’s kernel and nanoda both accept OpenAI’s solution.10 October 2026Original report

Other proofs and exact calculations

These reports examine claims in the papers using HOL Light, a different proof assistant and exact calculations for finite claims, independently of the release’s Lean proofs. Read each report for the exact claim it covers.

  • Switch volumes 4·PI/81 and 1/PI and the radii there, for any positive constant PI

    HOL Light card 354-light

    Reported by
    Ben Knill, openai-math-hol-cards
    Method
    Proof of a selected step in HOL Light
    Their verdict
    “PASS” The report records a proof of a supporting fact.
    What it covers
    Cross-check of a Lean-covered result; on-screen value
    Original report
    Their report
  • The same with HOL’s real π: ties at 4π/81 (radii 1/3, 2/9) and at 1/π (area 2); the ball loses at 1/π

    HOL Light card 354-pi

    Reported by
    Ben Knill, openai-math-hol-cards
    Method
    Proof of a selected step in HOL Light
    Their verdict
    “PASS” The report records a proof of a supporting fact.
    What it covers
    Cross-check; minimality is Lean’s
    Original report
    Their report
  • Proposition B.1 of The Isoperimetric Conjecture for the Cubic Flat Three-Torus, 24 September 2026

    Reported by
    cert-machine
    Method
    Exact computation
    Their verdict
    “CERTIFIED” Exact code written independently from the paper confirms that the published object has the claimed property.
    What it covers
    “a finite component: Proposition num:scalar-positive (B > 0 on [.64,1.02] u [1.62,2.25], B + S > 0 on [1.02,1.62]), decided independently, and the paper’s knot and gap tables; NOT the geometric reduction to these inequalities”
    Original report
    Their report

What these papers cite in the release, and what cites them

These links come from the papers’ bibliographies. A citation records that one paper cites another; how each cited result is used has not been examined here.

Papers elsewhere in the release that this family’s papers cite

This family’s papers cite no paper elsewhere in the release.

Papers elsewhere in the release that cite this family’s papers

No paper elsewhere in the release cites this family’s papers.

References outside the release

Each paper’s outside references are listed with it on its reading page, where each citation is placed. Every outside work cited in the release: References outside the release

Explain a result, compare statements or propose a correction

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What people have said

Commentary on this family by others, dated and credited. It is commentary, not a finding.

  • An unsigned public tier list, the OpenAI Math Tier List, classes it as a proof and rates its significance, if it holds up, as “Solid publication, could lead to tenure”. The page says that nothing on it is verified.

    Author not stated. Source

Questions awaiting review

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Read the Lean statement against the paper

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Identify the theorem the catalogue describes

  • Family 354 The theorem shown was selected from shared wording with OpenAI’s description. Atlas records no review confirming that it is the theorem the description means. Open the form

Address a question raised in an independent assessment

Compare the proposed paper and Lean matches

  • Family 354 Atlas records no review of whether each linked Lean statement and paper theorem mean the same thing. Open the form