Friday, January 9, 2026

Can We Achieve Hallucination-Free AI Code?

Unlocking AI’s Potential in Mathematics and Code Validation

In July 2024, I had the privilege of addressing the brightest young mathematicians at the 65th International Mathematical Olympiad (IMO). My talk explored the fascinating intersection of mathematics and AI-generated proofs—highlighting how DeepMind’s models like AlphaProof and Gemini are transforming traditional approaches to complex problems.

Key Takeaways:

  • Historical Achievements:

    • AlphaProof and AlphaGeometry solved significant IMO problems, marking a milestone for AI.
    • In 2025, Gemini achieved gold-medal standard performances under exam conditions.
  • Challenges of AI in Coding:

    • Transitioning from mathematical logic to producing ‘hallucination-free’ code demands clarity on what constitutes ‘correct’ code.
    • Essential checks range from ensuring code runs error-free to more sophisticated structural validations.
  • Real-World Impact:

    • AI’s rigor can streamline code reliability, yet ensuring effective model assumptions remains a top priority.

Together, we can hone our understanding and applications of AI in code and mathematics. Let’s discuss how these advancements could reshape our futures! Join the conversation and share your thoughts!

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