OpenAI groups related papers into a “family”. OpenAI’s catalogue describes this one:
Constructs an entangled state on \(\mathbb C^{10}\otimes\mathbb C^{10}\) with zero distillable secret key for the specified local-instrument protocols that complete almost surely. These allow joint local processing and authenticated two-way public communication, with no other shared private resource and an eavesdropper holding the input purification and public record. A trace-preserving PPT channel on \(M_{21}(\mathbb C)\) whose square is not entanglement breaking disproves Christandl’s PPT-square conjecture. (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.
The independent assessments find that the Lean statements express only part of the result described above, or a narrower statement.Read the assessments
Possible match to OpenAI’s description, selected from shared wording. No review confirming the selection is recorded.
There is an explicitly specified entangled density operator \rho on \C^{10}\otimes\C^{10} whose range contains no nonzero product vector and for which K_D(\rho)=0. More precisely, let n\geq1 and let \tau_{K_AK_BE'} be the normalized output of any admitted completed bit-output protocol of Definition 4.1 on \rho^{\otimes n}, where E' retains an initial purification and the complete public transcript. For every state \sigma_{E'},
Thus the corresponding trace distance, with its conventional factor 1/2, is at least 1/10.
No Lean statement in the release is paired with this theorem.
The release does not say which paper theorem its catalogue describes. The statements above share the most wording with the description; the atlas has not reviewed that choice. Identifying it is listed under Questions awaiting review.
One more possible match
Theorem 1.2in Entanglement with zero distillable secret key in local dimension ten, 27 September 2026.
Reported proof verification
Two Lean statements in the release; independent groups report that Comparator accepted runs for all these files at the version shown here.
We construct an entangled state on \(\mathbb C^{10}\otimes\mathbb C^{10}\) with zero distillable secret key for the local-instrument protocols specified here. They allow joint processing of all copies and unlimited two-way public communication, with the input as the only shared private resource and an eavesdropper holding a purification and the complete public record. The construction also disproves the unrestricted two-map PPT-composition conjecture. A separate trace-preserving PPT channel on \(M_{21}(\mathbb C)\) has a square that is not entanglement breaking.
Two Lean statements in this family
Choose one to see it beside the paper theorem it is paired with.
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.
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.
There are explicitly specified PPT maps \Phi_1,\Phi_2:\Mat{10}\to\Mat{10} for which
Z=J(\Phi_2\circ\Phi_1)
is nonzero and its range contains no nonzero product vector in \C^{10}\otimes\C^{10}. In particular, the composition \Phi_2\circ\Phi_1 is not entanglement breaking.
The words they share: breaking, composition, entanglement, explicitly, maps, nonzero, product, range, specified, vector.
Possible Lean counterpart
Selected from shared wording. No review of whether the statements mean the same thing is recorded.
DimensionTenPair.lean, the release lists it as a supporting statement.
theoremmain_pair : ∃ Φ₁ Φ₂ : Mat 10 → Mat 10, Φ₁ = phiOne ∧ Φ₂ = phiTwo ∧ PPT Φ₁ ∧ PPT Φ₂ ∧ (let Z := choi (Φ₂ ∘ Φ₁) Z ≠ 0 ∧ (∀ u v : Fin 10 → ℂ, ∀ w : Fin 10 × Fin 10 → ℂ, Z *ᵥ w = productVector u v → u = 0 ∨ v = 0) ∧ ¬ EntanglementBreaking (Φ₂ ∘ Φ₁)) := bysorry
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.
Independent comparisons and proof-verification reports
Does the Lean express the advertised result?
Neither group finds that the Lean statements express or imply the whole advertised result. They describe what the statements express in different terms.
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 part of the advertised result (their term: “partial”).
Their note:PRIMARY CLAIM NOT STATED (only a secondary result is formalized). Stated: DimensionTenChannel.exists_channel_fin21 : ∃ Θ : Map (Fin 21) (Fin 21), PPT Θ ∧ TracePreserving Θ ∧ ¬ EntanglementBreaking (Θ.comp Θ) (the PPT-square counterexample with PPT F := CP F ∧ CP (T ∘ F) and EntanglementBreaking via separability of every amplification) and DimensionTenPair.main_pair (two explicit PPT maps on 10x10 matrices whose composition is not entanglement breaking and whose Choi matrix has no nonzero product vector in its range). Not stated: the summary’s first claim, an entangled state on ℂ¹⁰⊗ℂ¹⁰ with zero distillable secret key under the specified local-instrument/authenticated-communication protocols (docs: ‘outside these two selected Comparator statements’).
“partial”, in their words: Only a special case is stated, or a co-equal headline claim has no challenge statement.
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.
The paper’s entanglement construction yields counterexamples to PPT-composition claims. The linked formalization covers these consequences: two explicitly specified PPT maps on $10\times10$ complex matrices have a composition that is not entanglement breaking, and the nonzero Choi matrix of that composition has no nonzero product vector in its range. A separate trace-preserving PPT channel on $21\times21$ matrices has a square that is not entanglement breaking.
The paper’s zero-distillable-secret-key statement is outside these two selected Comparator statements.
AI-drafted comparisons, with no recorded human review
PPT channel on dimension 21 whose square is not entanglement breakingDimensionTenChannel
Unreviewed AI draft: states a paper’s theorem as the paper does. States the paper’s channel theorem: a trace-preserving PPT channel on 21 × 21 matrices whose square is not entanglement breaking. The note presents it as a consequence of the paper’s construction; the zero-distillable-key theorem is outside it.
Dimension-ten PPT pair with non-entanglement-breaking compositionDimensionTenPair
Unreviewed AI draft: states a paper’s theorem as the paper does. States the paper’s pair theorem: two explicit PPT maps on 10 × 10 matrices whose composition has a nonzero Choi matrix with no product vector in its range, so it is not entanglement breaking.
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.
PPT channel on dimension 21 whose square is not entanglement breakingDimensionTenChannel
Two reports, all at the release’s recorded version.
Reported by
Their word
Their account
Date
Original 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.
Other people’s accounts of running proof-verification software, with links to their reports.
Pico, openai-math-counterexamples: do the counterexamples in openai/math hold when someone else computes them?, 9 October 2026. Source
The explicit 4x4 PPT pencil checks exactly and no quadric passes through ten of the 184,756 point subsets.
Other proofs and exact calculations
These reports examine claims in the papers using exact calculations for finite claims, independently of the release’s Lean proofs. Read each report for the exact claim it covers.
“CERTIFIED” Exact code written independently from the paper confirms that the published object has the claimed property.
What it covers
“a finite component: the integer pencil and L (PPT), the twenty singular directions with every modular datum the paper prints, Phi_1 and Phi_2 PPT, Z PSD/PPT and nonzero with all twenty xhat x xhat in ker Z, rho = Z/tr Z in the class C, and Theta on M_21 CP, PPT, trace preserving with the corner c1 c2 Z of J(Theta^2). NOT the Galois/Dedekind step to “every ten span” (its finite inputs only), and NOT the secret-key bound K_D(rho) = 0 (analytic).”
Explanations of this family written elsewhere, by the people named. Each is their own reading of the mathematics.
seaworld008, seaworld008/openai-math-top30: thirty selected families explained in Chinese, 7 October 2026. Source
Chinese-language explainer for general readers, with a beginner’s section, a specialist section, background on why the problem was hard and a diagram; it ends by saying it paraphrases OpenAI’s summary and does not represent consensus.
Yixin Ma, OpenAI mathematical physics, 25 families: a Chinese guided reading, 7 October 2026. Source
Chinese guided reading of this family that compares the manuscripts’ main theorems with their abstracts and flags boundary conditions and limit orders that change the physical reading; drafted with Codex and not a re-proof.
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
Atlas has no contributed explanation for this family yet. You can offer one with a GitHub account. You receive named credit and disclose any AI assistance.
Each button opens a GitHub form with this page and its source version filled in. Opening the form does not reserve the work.
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 counterexample and rates its significance, if it holds up, as “Solid publication, could lead to tenure”. The page says that nothing on it is verified.
Each item identifies a statement, definition or report that needs further review. Its link opens a GitHub form with the source version already recorded.
Read the Lean statement against the paper
An AI agent drafted an assessment of which part of the paper this Lean statement expresses. No named human review is recorded.Open the form
An AI agent drafted an assessment of which part of the paper this Lean statement expresses. No named human review is recorded.Open the form
Identify the theorem the catalogue describes
Family 272No single paper statement clearly matches OpenAI’s description by wording, and no review identifying the intended theorem is recorded.Open the form
Compare the proposed paper and Lean matches
Family 272Atlas records no review of whether each linked Lean statement and paper theorem mean the same thing.Open the form
Why this passage is shown
Theorem 1.3
In Entanglement with zero distillable secret key in local dimension ten, 27 September 2026
How it was found
Its words were compared with the words of OpenAI’s catalogue description.
Atlas records no review confirming that this is the theorem OpenAI’s description refers to.
The record’s reason
No unique candidate with at least three shared catalogue terms.
Why this passage is shown
Theorem 1.2
In Entanglement with zero distillable secret key in local dimension ten, 27 September 2026
How it was found
Its words were compared with the words of OpenAI’s catalogue description.
Words they share
breaking, entanglement, specified
Review
Atlas records no review confirming that this is the theorem OpenAI’s description refers to.
The record’s reason
No unique candidate with at least three shared catalogue terms.
Independent assessment
MathVet
Their term
“partial”
What their term means
Only a special case is stated, or a co-equal headline claim has no challenge statement.
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. Its protocol describes a planned error-rate study; this import does not establish that the study has been completed.
The challenge statements state less than the headline, and OpenAI’s Lean note says so.
Their method
Every Comparator challenge re-run on Linux with nanoda switched on, decided by a preregistered rule; every family’s challenge statements read against OpenAI’s headline, clause by clause. Decider: Comparator (leanprover/comparator d03acab1 = tag v4.34.0, built with the release’s toolchain v4.34.1), lean4export 076e8e57, landrun 811cfff5, nanoda_lib 3a240721 — on GitHub’s Linux runners…
Re-run through Comparator in a sandboxed virtual machine: accepted.
Date
8 October 2026
Version
at the release’s recorded version
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.
Re-run through Comparator in a sandboxed virtual machine: accepted.
Date
8 October 2026
Version
at the release’s recorded version
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.
Exact calculations for finite claims, cert-machine
Their verdict
“CERTIFIED”
Claim tested or proved
Exact code written independently from the paper confirms that the published object has the claimed property.
What it covers
“a finite component: the integer pencil and L (PPT), the twenty singular directions with every modular datum the paper prints, Phi_1 and Phi_2 PPT, Z PSD/PPT and nonzero with all twenty xhat x xhat in ker Z, rho = Z/tr Z in the class C, and Theta on M_21 CP, PPT, trace preserving with the corner c1 c2 Z of J(Theta^2). NOT the Galois/Dedekind step to “every ten span” (its finite inputs only), and NOT the secret-key bound K_D(rho) = 0 (analytic).”