PhysClaw-0: A Symbiotic Agentic System for Robot Autonomy via Language Corrections

Autonomous data collection governs the volume and quality of real-world trajectories for manipulation policy learning. Existing pipelines reduce human effort via self-resetting, VLM verification, or language-guided correction, yet episode-scoped fixes must be reissued whenever the same failure recur...