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Proof of the Aaronson-Ambainis conjecture

Physical Superintelligence (PSI) says its AI system, running a non-public Anthropic model, proved the Aaronson-Ambainis conjecture, a quantum complexity question open since 2008.

PSI announced on X and its site that the conjecture is now a theorem. The conjecture, from Scott Aaronson and Andris Ambainis, bears on how much speedup quantum algorithms can have over classical ones. PSI says its internal research system had a complete proof on the third day of a run on its own infrastructure, and that the Lean proof assistant accepted it. The system then improved the result twice, and Lean accepted the final version. PSI published a paper along with the proofs and code. The proof builds on ideas of Shachar Lovett and Jiapeng Zhang, David Reimer and others.

Date
Friday 6 November 2026
Lab
PSI
Kind
paper
Access
paper only

This is a company claim. PSI's page says Lean checked the proof, but no independent peer review is reported yet.

Sources

  1. techmeme.com/261106/p20#a261106p20

This record was checked and corrected against its sources on 6 November 2026. How we check

Read the daily brief for 6 November 2026