Coding Agents Automate Task and Motion Planning via Program Synthesis
September 23, 2026
Coding agents can automate generalized Task and Motion Planning (TAMP) by synthesizing programs that generalize across geometric and kinematic constraints. Testing with Claude Code shows agents can develop functional programs within fixed synthesis budgets to solve unseen environment instances.
HOW THIS AFFECTS YOU
●
builderYou can leverage coding agents to reduce the manual complexity of planning for robotic environments.
●
researcherYou can investigate the efficacy of program synthesis as a replacement for TAMP-specific engineering.