Researchers build Pixel: a co-designed full-stack system for mobile manipulation

kevin_zakka · x · 2026-11-04

Researcher tonytao shares two projects born from frustration that late-2025 robots were too expensive or underperforming for mobile manipulation: Pixel, a co-designed full-stack system for learning mobile manipulation, and Pixel-UMI, enabling environment-aware whole-body manipulation without robot data. More details to follow in a thread with JasonJZLiu.

Related event: CMU Open-Sources Pixel, a Low-Cost Full-Stack Mobile Manipulation Robot(2 posts)→

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