Where is Physical RSI capability from? An Observational Scaling Law of LLM-as-policy

What this work does

PhysRSI-eval measures how agents improve physical manipulation through persistent code, tools, and notes while model weights remain fixed. It separates starting ability, improvement timing, attained performance, physical budget savings, and recovery from failure.