@techniahqrobot: Humanoid robotics now includes radically different body designs, even when the goal is the same: put AI into a machine that can move and work in the physical world. This video shows several approaches side by side: a human-like android, compact humanoids with exposed joints and actuators, and a quadruped platform nearby. Those hardware choices affect every learned behavior. Limb length changes reach. Motor torque changes acceleration. Camera position changes perception. Hand geometry changes grasping. Weight distribution changes balance and recovery after contact. For Physical AI researchers, this creates a hard problem. A policy trained on one robot may perform poorly when the body, sensors or joint limits change. Can future robot models transfer walking and manipulation skills across completely different machines without training each body from zero? Keywords: humanoid robot, Physical AI, Embodied AI, robot learning, morphology, locomotion, manipulation, actuators, sensors, generalist robot policy. #HumanoidRobots #PhysicalAI #EmbodiedAI #Robotics #RobotLearning

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2026-09-12 22:59:05

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