SayCan

A framework by Google that grounds large language model (LLM) reasoning in a robot's physical capabilities. The LLM proposes candidate actions based on a language instruction, and value functions (trained via RL) score how likely the robot is to succeed at each action. SayCan combines LLM task planning with physical grounding to enable long-horizon task execution.