Human manipulation is a dance of contact - carefully choreographed by physics, geometry, perception, and control. Despite extensive theories of contact physics and our advanced learning methods, achieving generalizable robot dexterity in the open world remains elusive. The challenge lies in the “hybrid” nature of contact: interactions are non-smooth and ...