Weekly Update — March 16, 2026

This episode commemorates the 10-year anniversary of Google DeepMind's AlphaGo defeating Go world champion Lee Sedol, a pivotal moment for AI. Guests Thore Graepel and Pushmeet Kohli explore how AlphaGo's novel approach, combining intuition and calculation, laid the groundwork for modern AI breakthroughs like AlphaZero and AlphaFold, pushing the boundaries of human knowledge in complex scientific domains.

✨ Key Takeaways

• 1
  AlphaGo's 2016 Victory

  A landmark showing AI could combine intuition and calculation, not just brute force, in the ancient game of Go.

• 2
  Move 37

  AlphaGo baffled human professionals with a move no one would have chosen, proving AI could generate novel insights and expand human understanding of strategy.

• 3
  AlphaZero Surpassed Human Knowledge

  Trained without human data, AlphaZero not only rediscovered human Go knowledge but surpassed it, finding "alien" yet superior strategies.

• 4
  From Games to Science

  AlphaGo's core techniques inspired projects like AlphaFold (protein folding) and AlphaTensor (matrix multiplication), tackling scientific grand challenges.

• 5
  Beyond Human Knowledge

  The discussion highlights AI's potential to go beyond human knowledge and the critical role of verifiers in scientific discovery.

💬 Notable Quotes

• "Not a single human player would have chosen move 37."

  — Professional commentators

• "If we can do this, then what else could we do?"

  — Thore Graepel

• "AlphaGo was that transition point where it became very, very clear that the moment of transition where we go beyond human level intelligence in particular areas is not a science fiction or many decades later it is happening now."

  — Pushmeet Kohli