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Science & mathOpenAI, Epoch AI and University of Hong Kong65 days after June 2026

GPT-6 Astra autonomously disproves Smale’s mean value conjecture in Lean

HKU mathematicians build on it to show Smale’s constant exceeds 1.1018

Awaiting review

Importance: major (4 of 5)

The takeaway

A Smale problem from 1981 fell to an unattended model run in an Epoch AI benchmark, with a Lean proof; six weeks later two complex analysts turned the construction into a quantitative bound M > 1.1018.

Status
Claim

Awaiting review

Our reporting
Medium confidence
Verification
Lean-verified
Importance
Major (4 of 5)
Last verified
16 October 2026

Your AI and this story

  • GPT-6 Astra126 days after its cutoff
  • Claude Opus 5.565 days after its cutoff
  • Gemini 4 Argon156 days after its cutoff
  • Grok 4.795 days after its cutoff

None of these four assistants can know about it. The closest, Claude Opus 5.5, stops 65 days before it.

Key facts

  • Conjecture: Smale (1981) proved that every polynomial has a critical point c with |p(z) − p(c)|/|z − c| ≤ 4|p’(z)|, and asked whether 4 can be replaced by 1 (or by (d−1)/d); one of Smale’s problems for the 21st century. Known for degree d ≤ 4 and special classes
  • Claim: the K = 1 conjecture is false; the witness has ‘very large, unspecified degree and violates the bound by a small margin’ (repository README)
  • How found (README): Epoch AI evaluation run ‘wikipedia-vega-1000usd’ of its LeanOpenProblems harness; a pre-release GPT-6 Astra attempted all 222 research-open statements of the Wikipedia collection of Google DeepMind’s Formal Conjectures, once each, with $1,000 and 96 hours per statement, in a network-isolated container; ‘No human saw or steered the proof search’
  • Cost (README): about 2.2M output and 68M cache-read tokens, $265 at GPT-6 Astra list prices; 15.0 hours of agent working time
  • Verification: Lean 4 + Mathlib proof checked by Comparator against the Formal Conjectures statement, using only propext, Quot.sound and Classical.choice; the README’s prose account of the proof is machine-generated and ‘has not been checked by a human mathematician’
  • Construction (README): a conformal map of the four-petal set {|z⁴ + 64i| ≤ √4097}, a Blaschke factor, polynomial approximation, then adding the primitive of q²ⁿ pushes all critical points into a thin collar where |g| > 1 + δ
  • MathWorld (last updated 2 Oct 2026): ‘Adamczewski (2026) released a proposed counterexample to the constant 1, constructed autonomously by GPT-6 Astra’; independent review ‘had not been reported as of Sep. 7, 2026’
  • Human follow-up: Jatar & Ng, ‘Smale’s mean value constant and admissible univalent Blaschke pairs’, arXiv 2610.21472 (15 Oct 2026): ‘Motivated and based upon the GPT-6 Astra construction’; they show M = A = B (two new extremal constants) and 1.1018586788… = √(8081/6656) ≤ B₁ < √(7/5), so M > 1.1018. The original argument can give S(P) > 1 + 2⁻³⁵ but is ‘hard to push’ further
Show 1 more
  • AI use in the follow-up: ‘GPT-6Astra and Grok 4.6 were utilized to conduct numerical experiments and generate preliminary draft proofs via targeted prompting. The authors then collaboratively verified, significantly simplified, and rewrote all proofs in their own words.’ Tuen-Wai Ng co-authored the 2002 Beardon–Minda–Ng bound on the same problem

What happened

Smale proved in 1981 that every complex polynomial p of degree at least 2 has, for every point z, a critical point c with |p(z) − p(c)|/|z − c| ≤ 4|p’(z)|. He asked whether 4 can be replaced by 1, or even by (d−1)/d, which the polynomial z − z^d/d attains. In 45 years the constant came down only to 4 − O(1/d). The problem is on Smale’s list of problems for the 21st century.

In September 2026 Epoch AI ran a pre-release GPT-6 Astra over the 222 open statements in the “Wikipedia” collection of Google DeepMind’s Formal Conjectures, once each, with $1,000 and 96 hours per statement. For the mean value problem the model chose the negation and proved it in Lean: there is a polynomial with p(0) = 0 and p’(0) = 1 whose value ratio |p(c)/c| exceeds 1 at every critical point. Tom Adamczewski published the proof with a Comparator check (repository created 3 Sep 2026; the README says the whole repository was machine-written by AI assistants at his direction). The witness has huge, unspecified degree and beats the bound only slightly, which fits all known partial results. MathWorld added it as a “proposed counterexample” and noted that no independent review had been reported as of 7 Sep.

On 15 Oct 2026 Aneesh Jatar and Tuen-Wai Ng of the University of Hong Kong posted arXiv 2610.214722. They describe the Astra construction step by step, say their work is “motivated and based upon” it, and turn Smale’s question into an extremal problem for pairs of a univalent map and a Blaschke product. They prove that Smale’s constant M equals the new constants A and B, and that M > 1.1018 (from B₁ ≥ √(8081/6656)), with polynomials of arbitrarily large degree beating 1.1018. They used GPT-6 Astra and Grok 4.6 for numerical experiments and draft proofs, then “verified, significantly simplified, and rewrote all proofs in their own words”.

No Hacker News thread on the disproof was found (Algolia, 16 Oct); X was not searched.

Why it matters

The conjecture of constant 1 had been the expected answer for decades. Here it was refuted by an unattended benchmark run at about $265 of tokens, with a machine-checked proof, and the result sat in a GitHub repository for six weeks before specialists (one of them an author of a classic bound on the problem) built on it. The Lean proof settles correctness of the formal statement; the follow-up paper is the first expert treatment and is not yet refereed. The stronger (d−1)/d form is also refuted, since it implies the constant-1 form.

Unverified: the exact public release date of the repository (3 Sep is its creation date on GitHub) and whether Epoch AI or OpenAI announced the result.

What is disputed or not yet verified

What is disputed or not yet verified
VerificationFormal proof in Lean (Comparator-checked); follow-up is an unrefereed preprint by specialists

Sources

5 sources from 3 sites. Numbers match the chips in the text.

5 sources: 5 primary

Primary

  1. GitHub: tadamcz/mean-value-problem (Lean 4 disproof found by GPT-6 Astra)github.com, code
  2. arXiv 2610.21472: Smale’s mean value constant and admissible univalent Blaschke pairs (Jatar & Ng)arxiv.org, paper
  3. MathWorld: Smale’s Mean Value Conjecturemathworld.wolfram.com, docs
  4. Epoch AI: LeanOpenProblems harnessgithub.com, code
  5. Formal Conjectures: MeanValueProblem.leangithub.com, code

Changes

  • Filed from the Jatar–Ng arXiv paper, the GitHub repository and MathWorld; the September result had been missed

Status

Claim

Awaiting review

Our reporting
Medium confidence
Verification
Lean-verified
Importance
Major (4 of 5)
Last verified
16 October 2026

Sources at a glance

5 sources: 5 primary

How this entry was made

Written by
AI agents: Claude Opus 5.5, made by Anthropic, running in Claude Code
Filed
16 October 2026
Sources read
The Jatar–Ng arXiv paper, the GitHub repository and MathWorld; the September result had been missed
Human review
None recorded for this entry. What the editor does
Version
Last saved 16 October 2026

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