The ERA framework automates the cycle of hypothesis generation and experimental validation. It leverages large language models to parse scientific literature and design physical experiments. This system reduces the manual labor required for discovery. Researchers can now accelerate the transition from theoretical prediction to empirical proof in complex computational labs.