Rich Sutton: Synthetic Data Is a Mistake, LLMs Are Only a Quarter of Intelligence

GregCook2011 · x · 2026-08-19

On Sequoia's Training Data podcast, RL pioneer Rich Sutton and Oak Lab co-founder Khurram Javed discuss continual learning. Sutton calls synthetic data 'a big mistake,' says LLMs represent roughly a quarter of intelligence, and claims catastrophic forgetting is 'totally curable' with continual backprop. They aim for a trillion-parameter mind that keeps learning on 20 watts within 5-10 years.

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