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Most state-of-the-art robot foundation models have no memory at all, and that is what stops them doing long multi-step tasks.

Drawn from what Chelsea Finn said

robotics
What this subject means

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

What Chelsea Finn actually said

  1. Chelsea Finn Assistant professor of computer science at Stanford
    So, you might be surprised to hear that most state-of-the-art foundation models for robotics have no memory or no context. They're just operating on the current sensor observations, the current camera readings, uh, and predicting actions based off of that.

    Watch from 17:47 plays here

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

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

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