The Empirical Research Assistance (ERA) framework automates the cycle of hypothesis generation and experimental validation. It integrates large language models with physical lab data to accelerate computational discovery. This system reduces manual trial-and-error for scientists. Researchers can now iterate on complex chemical or biological experiments with significantly higher precision and speed.