What Chelsea Finn thinks about scaling laws

@chelsea-finn · 22 positions · On ppll ↗

Assistant professor of computer science at Stanford, and co-founder of the robot foundation-model company Physical Intelligence.

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Only Chelsea Finn on scaling laws. See everyone on scaling laws

1 dated position, 2026, in their own words. Our reading of what Chelsea Finn has said — not written or endorsed by them.

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1. 12 Aug 2026

   Our readingOne pre-trained robot model now matches or beats the specialists that were fine-tuned with reinforcement learning for the very tasks they were built for.

   roboticsreinforcement learning

   Their wordswe see that the across the board the single PIO like pre-trained PIO7 model matches or outperforms the fine-tuned specialists that were developed with reinforcement learning post-training for those downstream tasks.

   ↗Chelsea Finn: This is the State of the Art in Roboticsyoutube.com 11th of 22 in this recording