“Action Prover learns to prove things, and it kind of self-improved in a way where all the things that it proved got fed back into it, into a kind of a skill library.”
quote is from the automated transcript, cleaned for reading:
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More from Corinna Hong
AssertionNot checkable as stated
AxiomProver is the first AI to solve research conjectures end-to-end
“It's probably the first AI to solve a research conjecture completely end-to-end and self-verifies. That means the output are fully verified, a hundred percent correct.”
Corinna HongFeb 26, 2026▶ 4:56AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong
AssertionSupported
AxiomProver achieved a perfect score on the 2025 Putnam math exam
“Eight within the time limit, and then 12 out of 12.”
Corinna HongFeb 26, 2026▶ 4:02AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong
PredictionNot checkable as stated
Today's AI can solve math problems that take human researchers months
“I think that we are at a threshold of mathematical renaissance, which is to realize that there are so many unsolved problems that will currently take, say, researchers months to crack, or even technical lemmas in those really longstanding conjectures that we b…”
Corinna HongFeb 26, 2026▶ 6:14AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong
Insight
True AI reasoning engines require verifiable rewards for intermediate proof steps
“If you want to have a reasoning engine that really truly masters at logic and mathematical reasoning, then you need to somehow get verifiable reward for the proof steps.”
Corinna HongFeb 26, 2026▶ 19:52AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong
AssertionOpen · timeframe Feb 2029
Axiom's proof verifier is 100 times faster than open-source alternatives
“So a lot of the sort of like verify, verify proof is actually, you know, one of our prover tools that's about to be released, and that's actually a hundred times faster than The other counterparts that are the open source, like effort, cloud comparator.”
Corinna HongFeb 26, 2026▶ 37:32AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong
AssertionNot checkable as stated
AxiomProver autonomously proves theorems publishable in major mathematical journals
“Currently the batch of papers, Axiom Prover has autonomously proven and mathematicians have written You can probably get into Journal of Number Theory, Journal of Algebra, like that level.”
Corinna HongFeb 26, 2026▶ 43:12AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong
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