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Robot policies already show emergent capability: one transferred a skill from its right hand to its left with no such example anywhere in its training data.

Drawn from what Chelsea Finn said

Subjectrobotics
What this subject means

robotics Machines that act in the world: humanoids, training data for robots, and how far behind language models they run.

Mental modelEmergence

What Chelsea Finn actually said

  1. Chelsea Finn Assistant professor of computer science at Stanford
    Um the robot essentially had learned this sort of equivariance between his left hand and his right hand so that it could actually transfer uh behaviors from one hand to another. uh despite the fact that that was never in the data.

    Where this was said

    Watch from 55:27 plays here

    ↗Chelsea Finn: This is the State of the Art in Roboticsyoutube.com

    12 Aug 2026 · video · 58m · spoken · machine transcript

    All 22 korrents from this recordingthis one is 22nd

Added to korrents 7 Sept 2026 · How quotes work · Something wrong? Tell us

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