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Evidence Passport

KLS conjecture resolved with human-directed AI

Top story 1 in the issue of 22 October 2026, in 30 AI Research & Innovation.

Original source

KLS conjecture resolved with human-directed AI

Researchers say AI explored possible proofs while mathematicians pruned and steered the search; independent experts reviewed the result and it was machine-verified.

Evidence

Evidence: Independent validation (evidence step 6 of 6)

Confirmed by a separate team or an external test: the strongest step.

Bottleneck: Proving efficiency limits of high-dimensional sampling Solved

The story in three lines

Key finding
The 1995 KLS conjecture on high-dimensional sampling was proved with AI help, independently checked and formally verified.
Significance
Technical: a long-open problem in algorithms settled by human-directed AI, with formal verification.
Takeaway
Strong evidence of AI as a research partner in maths; the people still chose and judged the route.

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