Anthropic · 2026-08-10 · seismic
Claude raises a Riemann zeta bound to 67.2% — Anthropic ships the Lean proof
An unreleased research version of Claude raised the proven lower bound for Riemann zeta zeros on the critical line from 41.6% to 67.2%. Anthropic published the paper plus a Lean proof that passes the comparator tool.

A research version of Claude moved a classical number-theory bound and left behind a machine-checkable Lean proof.
Key specs
| New lower bound | 67.2% |
|---|---|
| Output tokens used | 31 million |
Quick facts
| Maker | Anthropic |
|---|---|
| Model | Unreleased research version of Claude |
| Result | Lower bound raised from 41.6% to 67.2% |
| Setup | Two Claude Code sessions, ~60 subagents |
| Compute | 31M output tokens, 2,400 shell commands |
| Verification | Lean proof passing the comparator tool |
| Code | github.com/anthropics/zeta-23-lean, Apache-2.0 |
Benchmarks
| Claude (Anthropic, 2026) | 67.2% | |
|---|---|---|
| Previous published bound | 41.6% |
What is it?
Anthropic asked an unreleased research version of Claude to attack the Riemann hypothesis. Claude did not solve it, but it raised the proven lower bound for the fraction of nontrivial zeros of the Riemann zeta function lying on the critical line from 41.6% to 67.2%. Anthropic published the paper, an informal note, the transcripts, and the Lean formalization.
How does it work?
The search ran inside Claude Code over two sessions and 31 million output tokens. About 60 subagents coordinated the work, issuing 2,400 shell commands and writing hundreds of Python scripts, including thousands of numerical checks against known zeta zeros. Claude then wrote the argument up as a formally verifiable Lean proof, which passes comparator, the standard validation tool.
Why does it matter?
Bounds like this normally move by small amounts over decades of human work, so a jump from 41.6% to 67.2% is a concrete data point on what frontier models can now do in research mathematics. The Lean artifact matters as much as the number: it lets any mathematician machine-check the claim instead of arguing about whether a model hallucinated a step.
Who is it for?
mathematicians and AI researchers
Frequently asked questions
- Did Claude prove the Riemann hypothesis?
- No. Claude improved a lower bound on how many nontrivial zeros of the Riemann zeta function sit on the critical line, moving it from 41.6% to 67.2%. A full proof of the Riemann hypothesis needs 100%. Anthropic states plainly that it does not expect the techniques Claude used here to lead to proving the hypothesis itself.
- Can I read and check Claude's proof myself?
- Yes. Anthropic published Claude's full paper as a PDF, an informal note explaining the result, the working transcripts, and the Lean formalization in the public repo github.com/anthropics/zeta-23-lean under Apache-2.0. The Lean version passes comparator, the standard validation tool, so the proof can be machine-checked rather than taken on trust.
- Which Claude model did this, and can I use it?
- Anthropic credits an unreleased research version of Claude, so the exact model is not available in the API or in Claude apps. What is public is the method and the output: the work ran inside Claude Code across two sessions, and every artifact Claude produced has been released for anyone to inspect.
- How much compute did the Riemann zeta result take?
- Claude used 31 million output tokens in total across two Claude Code sessions. Roughly 60 Claude subagents coordinated the search, running 2,400 shell commands and writing hundreds of Python scripts, including numerical checks against known zeta zeros before the final argument was written up.
- Who verified the result besides Anthropic?
- Two mathematicians at Anthropic, Levent Alpöge and Ralph Furman, examined the work. Anthropic also credits Brian Conrey and Dan Goldston, two experts in this area, who reviewed the paper on short notice. The Lean formalization gives an independent machine check on top of that human review.
Try it
git clone https://github.com/anthropics/zeta-23-lean