Reconstruct, Practice, Go Real: Guided Self-Improvement for Embodied Agents
The RPG framework develops reusable robot skills through autonomous practice without retraining model weights. It uses specialized agents to diagnose failures during simulation, leading to iterative refinement of symbolic skills and system prompts. This process transforms implicit assumptions into explicit procedural checks, enabling robots to improve performance across diverse tasks for physical deployment.