Assertion Contradicted AI assessment confidence: 95% certainty 4/5 debate potential 2/5

The open-source Lean dataset contains only tens of millions of tokens

Corinna Hong · AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong · Feb 26, 2026 · at 28:35

Corinna Hong, founder and CEO of Axiom Math, discusses the scarcity of formal verification training data in Lean compared to general software code.

0:00 / 0:04exact quote · 4.2s
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“It's only two-digit million number of tokens out there in the open, open world.”

quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →

More from Corinna Hong

Assertion Not 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 Hong Feb 26, 2026 ▶ 4:56 AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong
Assertion Supported
AxiomProver achieved a perfect score on the 2025 Putnam math exam
“Eight within the time limit, and then 12 out of 12.”
Corinna Hong Feb 26, 2026 ▶ 4:02 AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong
Prediction Not 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 Hong Feb 26, 2026 ▶ 6:14 AI 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 Hong Feb 26, 2026 ▶ 19:52 AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong
Assertion Open · 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 Hong Feb 26, 2026 ▶ 37:32 AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong
Assertion Not 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 Hong Feb 26, 2026 ▶ 43:12 AI That Can Prove It’s Right: Verification as the Missing Layer in AI — Carina Hong
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