Runway's Praxis-1 robot brain learns from ordinary videos, cutting demo data from thousands of hours to minutes

c_valenzuelab · x · 2026-10-03

Spotted at Runway's conference: the video-gen lab is applying its world model research to robotics' biggest bottleneck — training data. Praxis-1, a robot "brain," learns how the physical world works from ordinary videos of humans doing tasks, so robotics companies need only minutes of demos on their own robot instead of thousands of hours of teleoperated recordings. CEO Cristóbal Valenzuela adds that "the most consequential updates in the next 18 months are coming."

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