Summation with Auren HoffmanAuren HoffmanAll episodes

Vlad Tenev and Tudor Achim on mathematical superintelligence, why math is harder than code for LLMs, and the end of buggy software

Hosted byAuren Hoffman

Vlad Tenev (Robinhood co-founder/CEO) and Tudor Achim (former helm.ai CTO) are the founders of Harmonic, an AI lab pioneering the path toward mathematical superintelligence. Together, they developed Aristotle, a model that eliminates hallucinations by reasoning in Lean code rather than natural language. By shifting from probabilistic guesses to formal logic, Aristotle produces 100% verified mathematical outputs. The model recently demonstrated its breakthrough capabilities by achieving gold-medal performance at the International Math Olympiad.
In this episode of Summation, Vlad, Tudor, and Auren discuss:

• Why AI models struggled at math for so long
• How Aristotle helped 10x the total corpus of formally verified Erdos problems in just a few months
• Why formal verification will make all software dramatically safer
• How the first Millennium Prize problem will be solved by 2027-2028

You can find Auren Hoffman on X at @auren, Vlad Tenev on X at @vladtenev, and Tudor Achim on X at @tachim