PSI says research system found proof of quantum computing conjecture
PSI says an internally developed research system, running a non-public Anthropic model on PSI’s infrastructure, found the proof for the Aaronson-Ambainis conjecture. PSI says the system produced a complete proof on its third day of operation.

Key takeaways · 4
- 01
PSI attributes the proof to its own research system running a non-public Anthropic model on PSI infrastructure.
- 02
PSI says Lean accepted the final version after the system improved the result twice.
- 03
The paper, Lean proofs and code are publicly available.
- 04
The result is not a general limit on total computing time.
What the conjecture concerns
Proposed by Scott Aaronson and Andris Ambainis, the conjecture concerns when quantum computers can achieve exponential speedups over classical computers.[1] PSI says its proof replaces a conjectured inequality with a new inequality proved in the manuscript.[1] The practical scope matters: the result concerns a specific question about quantum speedups, and does not establish a general limit on total computing time.[1][2] PSI also states that, for fixed error and fraction, the number of looks an ordinary computer needs grows at most as a fixed power of T.[1]
The formal result and its limits
The quoted formal result gives a lower bound for influence: Inf_i[p] ≥ (8√15 / (125π⁴))·ε^(5/2)/d⁶ ≥ (ε/d)⁷.[3] The repository defines a variable’s influence as the expected squared change in the polynomial when that variable is flipped.[3] That mathematical statement should not be read as a general bound on total computing time; the Quantum Insider says the theorem establishes no such limit.[2] The bound and definitions give readers specific material to examine in the published formalization, but do not broaden the theorem beyond its stated scope.[3]
What was checked and published
PSI says the system improved the result twice and Lean accepted the final version, and its paper, Lean proofs and code are publicly available.[1] The repository says PSI’s four theorems were proved without placeholders or added axioms, and that two independent implementations of the Lean kernel re-checked the formal proof.[3] PSI says AI models produced the proof, paper and formalization.[3] The company says David Turturean developed and ran the system, scoped the problem, reviewed the draft and is responsible for the paper’s correctness; Jim Halverson audited the proof, and Phiala Shanahan commented on the Lean formalization.[1]
Remaining questions for readers
Formal verification does not by itself settle whether the formal statement matches the printed conjecture: Unite.AI says readers still need to confirm that correspondence.[4] Unite.AI also reports that the human-readable paper itself was not machine-checked.[4] PSI says Guy Blanc, Jordan Docter, Carmen Strassle and Li-Yang Tan read the full proof, sent comments and are preparing a shorter expert exposition.[1] The researchers described the result as a major resolution with implications for which problems admit quantum speedups.[1] For readers assessing the claim, the published proof, the match between its formal statement and the conjecture, and the forthcoming exposition are distinct things to consider.[1][4]
For teams assessing AI-assisted mathematical research, the announcement offers a case to examine alongside the public proof materials and the stated review process. The key professional distinction is between a formally checked result and the broader claim a reader might infer from it.
Why it matters
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For teamsHow this developed
7 November 2026
PSI says research system found proof of quantum computing conjecture
Sources
- A proof of the Aaronson-Ambainis conjecture · PSIpsi.inc
- AI-Assisted Proof Settles Longstanding Question About Quantum Speedupsthequantuminsider.com
- GitHub - physical-superintelligence/aaronson-ambainis: A proof of the Aaronson-Ambainis conjecture · GitHubgithub.com
- PSI Reports Machine-Checked Proof of Aaronson-Ambainis Conjecture – Unite.AIunite.ai