OpenAI groups related papers into a “family”. OpenAI’s catalogue describes this one:
Proves that the irrationality exponent of π is exactly 2: for every ε > 0 and all sufficiently large denominators q, every rational \(p/q\) satisfies \(|\pi-p/q|\ge q^{-2-\varepsilon}\). This also proves convergence of the Flint–Hills series \(\sum_{n\ge1}1/(n^3\sin^2 n)\), with angles in radians. (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 two independent assessments disagree on how much of the result described above is expressed by the Lean statements.Read the assessments
Possible match to OpenAI’s description, selected because it shares the most wording. No review confirming the selection is recorded.
The classical Flint–Hills series converges.
No Lean statement in the release is paired with this theorem.
The release does not say which paper theorem its catalogue describes. Both statements above are shown whole: the paper’s main theorem first, then the statement that shares the most wording with the description. The atlas has not reviewed either choice.
Reported proof verification
One Lean statement in the release; two independent groups report that Comparator accepted runs for this file at the version shown here.
We prove the conjecture that the irrationality exponent of π is 2. As a consequence, the classical Flint–Hills series \(\sum_{n\ge1}1/(n^3\sin^2 n)\) converges, with angles in radians.
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.
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?
MathVet and cert-machine disagree on how much of the advertised result the Lean statements express. MathVet finds that the Lean statements express or imply the whole advertised result (their term: “full”); cert-machine finds that the Lean statements express a narrower statement than the advertised result (their term: “NARROWER — DECLARED”).
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:Headline (irrationality exponent of pi = 2, both forms) stated with Mathlib objects; the Flint-Hills series convergence corollary is not stated.
“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.
The formalization proves that the irrationality exponent of $\pi$ is exactly two. For every $\nu>2$, all sufficiently large positive denominators $q$ satisfy $|\pi-p/q|\ge q^{-\nu}$ for every integer numerator $p$. It also states the exact supremum characterization using infinitely many rational approximations.
The paper’s convergence consequence for the Flint–Hills series is outside this selected statement.
AI-drafted comparisons, with no recorded human review
The irrationality exponent of $\pi$ equals twoPiExponent
Unreviewed AI draft: states a paper’s theorem as the paper does. States the main theorem that the irrationality exponent of π is 2. The paper’s corollary on convergence of the Flint–Hills series is outside the statement.
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.
The irrationality exponent of $\pi$ equals twoPiExponent
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.
aidilamrym-ops, aidilamrym-ops/the-asymmetric-wager-msaf-family017: audit vault for the irrationality exponent of pi, 10 October 2026. Source
869 of 869 modules in the PiExponent subtree build with standard axioms only, per the repository’s own report.
Robert Joseph George, Do the Lean statements in openai/math match their papers?, 7 October 2026. Source
The review reports that Comparator accepted OpenAI’s solution for this challenge, run end to end on Lean 4.34.1 with the default kernel and only the three standard axioms.
Other proofs and exact calculations
These reports examine claims in the papers using HOL Light, a different proof assistant, independently of the release’s Lean proofs. Read each report for the exact claim it covers.
2.664·10⁻⁷ < 355/113 − π < 2.669·10⁻⁷ and 24.5 < 1/(355³ sin² 355) < 24.7, so the Flint–Hills partial sum through n = 355 exceeds 24
HOL Light card 017
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.
Explanations of this family written elsewhere, by the people named. Each is their own reading of the mathematics.
mo271, Wikipedia/FlintCooksonHills: flint_hills_series_converges is true (issue 6909), 7 October 2026. Source
With the release’s mu(pi) = 2 (Lean proof of the exponent statement in PiExponent.lean) and Alekseyev’s implication from mu(pi) < 5/2, the Flint Hills series converges.
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.
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.
Follow-up work by others
Kenta Kitamura, Add a conjecture: the irrationality exponent of log 2 is 2 (issue 6899; PR 6923), 7 October 2026. Source
Claimed proof that the irrationality exponent of log 2 equals 2, with Lean formalisation (PR 6923).
Ryan Matthew Casper, Mattie/math: irrationality exponent preprints with Lean, extending the release’s method for pi, 7 October 2026. Source
Irrationality exponent 2 for positive rational logarithms, via Formal Conjectures issue 6924 and PR 6925.
Ryan Matthew Casper, Mattie/math: irrationality exponent preprints with Lean, extending the release’s method for pi, 7 October 2026. Source
Ryan Matthew Casper, Mattie/math: irrationality exponent preprints with Lean, extending the release’s method for pi, 7 October 2026. Source
Exponent 2 for arctan(sqrt 2)/sqrt 2 (issue 6929) and log(3+2 sqrt 2)/sqrt 2 (issue 6941).
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 proof and rates its significance, if it holds up, as “Landmark of the century”. The page says that nothing on it is verified.
eigendash, eigendash/openai-math-visualised: numerical probes of seven result families, 8 October 2026. Source
Over the first 40 continued-fraction convergents of pi, q^2 |pi - p/q| stays below 0.94 and the empirical exponent settles at 2.0, consistent with irrationality exponent 2.
Questions awaiting review
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
Identify the theorem the catalogue describes
Family 017The 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
Compare the proposed paper and Lean matches
Family 017Atlas 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 1.1
In The irrationality exponent of pi is 2, 24 September 2026
How it was found
Its words were compared with the words of OpenAI’s catalogue description.
Words they share
exponent, irrationality
Review
Atlas records no review confirming that this is the theorem OpenAI’s description refers to.
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. 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.