Impact
Intelligent motion planning with acceptable contact
A motion planner for robots working in clutter. Instead of treating every object as something to route around, it decides what is safe to touch. A vision-language model assigns each object a semantic cost, those costs feed an anisotropic cost map encoding how safe a push is from a given direction, and a contact-aware A* search plans over motion primitives to find trajectories that permit the contact worth making.