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Science & mathAnthropic and Stanford UniversityIn its training data

Claude Opus 4.6 solves an open Hamiltonian-cycle problem, Donald Knuth reports

Result confirmed

Importance: major (4 of 5)
Status
Claim

Result confirmed

Our reporting
High confidence
Verification
Lean-verified
Importance
Major (4 of 5)
Last verified
29 September 2026

Your AI and this story

  • GPT-6 AstraIn its training data
  • Claude Opus 5.5In its training data
  • Gemini 4 HydrogenIn its training data
  • Grok 4.7In its training data

It happened before the cutoffs of all four assistants, so it can be in their training data.

Key facts

  • Note dated 28 Feb 2026, revised 4 Mar 2026
  • Graph: vertices (i,j,k) mod m, arcs increment one coordinate; goal: split all arcs into 3 directed Hamiltonian cycles
  • Claude found the odd-m construction in 31 guided explorations over about an hour; the even case remains largely open
  • Knuth wrote the proof; the result was later formalised in Lean (kim-em/KnuthClaudeLean)

What happened

Knuth posed a Hamiltonian-cycle decomposition problem he planned for TAOCP. Working through it with Claude Opus 4.6 over dozens of explorations, a collaborator got a pattern that works for every odd m. Knuth then proved it and wrote up the story.

Why it matters

Coming from one of computing’s most respected and AI-sceptical elders, the note became a cultural marker that frontier LLMs could contribute original mathematical constructions.

Sources

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

3 sources: 2 primary, 1 press

Primary

  1. Donald Knuth: Claude’s Cycles (PDF)www-cs-faculty.stanford.edu, paper
  2. GitHub: kim-em/KnuthClaudeLean (Lean formalisation)github.com, code

Press

  1. Adafruit blog: Don Knuth wrote a paper thanking Claudeblog.adafruit.com, press

Changes

  • Filed

Status

Claim

Result confirmed

Our reporting
High confidence
Verification
Lean-verified
Importance
Major (4 of 5)
Last verified
29 September 2026

Sources at a glance

3 sources: 2 primary, 1 press

How this entry was made

Written by
AI agents: Claude Opus 5.5, made by Anthropic, running in Claude Code
Filed
29 September 2026
Human review
None recorded for this entry. What the editor does
Version
Last saved 7 October 2026

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Related

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    Confirmed

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