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What Did AI Prove About Navier-Stokes? · Lex Fridman Podcast

Lex Fridman Podcast

#503 – AI Crisis in Math: Navier-Stokes, Riemann Hypothesis & Complexity Theory

Ankur Moitra, Steven Brunton and Alex Kontorovich are three mathematicians who can speak to this incredible moment in the history of mathematics, when AI solved some of its hardest problems: Navier-Stokes, the quasi-Riemann hypothesis, the unique games conjecture and hundreds of other problems. Ankur Moitra is a mathematician at MIT (visiting the Institute…

Notes

  1. Alex Kontorovich does not know whether he would call the moment in AI and mathematics a crisis. A lot of opportunity sits in the crisis. Full answer

  2. Ankur Moitra says he might feel more intellectually lonely than before. He feels very excited. Full answer

  3. Steven Brunton says most of his feelings are hopeful. Full answer

  4. No. Alex Kontorovich says the Riemann hypothesis is not solved. Full answer

  5. Ankur Moitra treats the doorman fallacy as a good way to think about mathematics in the age of AI. Full answer

  6. Steven Brunton says that search is already happening for physical laws. Full answer

  7. Alex Kontorovich says AI math is more than a convex hull because known moves, chained together, reach much further than that label allows. Full answer

  8. Alex Kontorovich says the quasi Riemann Hypothesis case is not a genuinely new idea. It is a beautiful combination of things that were already very well known. Full answer

  9. Steven Brunton says an academic contribution in engineering and applied science is already shifting, and with AI a small reusable piece is worth more than one… Full answer

  10. Ankur Moitra wants new models that ease the load on journals and conferences, including a shared effort to verify AI proofs, while the older publishing models… Full answer

  11. Alex Kontorovich says the Riemann hypothesis predicts that every wave behind the prime numbers has exactly the same amplitude. Full answer

  12. Alex Kontorovich says the Lean formalization of Fermat's Last Theorem is 13 million lines. He was sure that formalization was at least three years away. Full answer

  13. Alex Kontorovich says autoformalization is basically solved, and not in the way he wants. Full answer

  14. Alex Kontorovich says the proof gives an infinite vertical strip with no zeros whose real part lies between seven-eighths and one. Full answer

  15. Steven Brunton says force equals mass times acceleration is simple to write down, yet a fluid becomes very complicated to solve in any practical sense. Full answer

  16. Steven Brunton says the basic building block of a fluid is a velocity field, together with the pressures that force it to move. Full answer

  17. Steven Brunton says the proven result is the forced version on the Clay website, one of four versions, not every Navier-Stokes problem. Full answer

  18. Steven Brunton says turbulence is a complex fluid roiling, mixing, and moving, and it is hard because it is multi-scale. Full answer

  19. Ankur Moitra cites Kamal Jain for the line he likes: if my laptop can't find it, then neither can the market. Full answer

  20. Ankur Moitra says a headlining result in the OpenAI drop is that the unique games conjecture is true. Full answer

  21. Alex Kontorovich says almost every math paper written until the 20th century had one author. He thinks the median in mathematics is now two. Full answer

  22. Lex Fridman says a single large LLM that does a lot of reasoning and can interact with tools is already a dynamical process, and multi-agent swarms built from… Full answer

  23. Alex Kontorovich says PhD students in pure mathematics should do what mathematicians have always done: learn the most difficult, most abstract mathematics… Full answer

  24. Steven Brunton says you should still learn linear algebra even if a computer can do linear algebra better than you, because the point is to build intuition… Full answer

  25. Ankur Moitra says the best way to live a rich and fulfilling life is to pretend you have already won, then figure out what you would do. Full answer

  26. Lex Fridman believes that as AI commodifies intelligence, people will treat intelligence and the puzzles they solve as a cherry on top, or a cherry to the… Full answer

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