Stanford's HomeBody lets a VLM-brained Unitree G1 clean an unseen kitchen

alex_verem · x · 2026-09-28

Stanford and Caltech's HomeBody system pairs a frontier VLM (GPT Astra) with an untrained Unitree G1 humanoid. In an unseen kitchen, the robot explores, builds spatial memory of the room, tidies up, and retrieves objects from underspecified requests — with no environment-specific training or new policy learning. The key bet: a System 2 VLM calling a composable skill library can replace the usual VLM→VLA→controller pipeline.

Related event: Stanford Gives Unitree G1 a VLM Brain to Master Unfamiliar Kitchens Without Training(2 posts)→

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