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Francois Chollet, Mike Knoop - LLMs won’t lead to AGI - $1,000,000 Prize to find true solution

Dwarkesh Podcast

INSIGHT

Deep Learning-Guided Program Search

  • The future of AI lies in combining discrete program search with deep learning.
  • Deep learning guides the search by providing intuition and pattern matching in program space, overcoming the combinatorial explosion problem.
  • Multiple deep learning models can be used: one for suggesting the next steps, another for feedback on the current progress, and yet another for accessing common sense and knowledge.
  • This approach allows for an on-the-fly synthesis engine that adapts to new situations by fetching and assembling relevant modules from a bank of patterns.
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