The Physics Gap Keeping Humanoid Robots From Everyday Dexterity

Despite big advances in deep learning, actuation, and multimodal AI, humanoid robots still struggle with basic tasks like stairs and doors because they haven’t mastered physics and force control; experts say progress will come from a tighter integration of hardware (tactile sensing and compliant hands) and learning-based control, rather than purely more data or bigger models.