Humanoid Robot Funding Tops $3B as Brian Potter Explains the VLA Models Driving Robots

scottleibrand · x · 2026-10-18

Brian Potter's Construction Physics essay explains how vision-language-action (VLA) models—the "policies" controlling robots—actually work. Context: NEURA Robotics raised $1.4B, Figure AI $1B, Apptronik $520M, Unitree went public raising $900M, and Agility Robotics plans a SPAC listing. Demos include Figure sorting packages and unloading dishwashers, Physical Intelligence making coffee and folding boxes, and Generalist AI's GEN-1.5 learning tasks from few examples. His core point: most robotics progress comes from AI models rather than hardware, and while robot AI capabilities remain limited today, they could accelerate rapidly as general AI improves.

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