ENPIRE harness automates robotics research, hitting 99% success on dexterous tasks

chris_j_paxton · x · 2026-10-07

RoboPapers Episode 110 covers ENPIRE, a harness built by @wenlixiao, @jiaxiejason and @TongheZhang01 that captures physical feedback and enables automated robotics research driven by frontier LLMs. It minimizes human effort while training policies that achieve a 99% success rate on challenging dexterous tasks like organizing a pin box and fastening zip ties. Panelists including Chris Paxton discuss what role remains for human researchers when 'autoresearch in the physical world' becomes plausible.

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