The Empirical Research Assistance (ERA) framework automates the cycle of hypothesis generation and experimental validation. By integrating LLMs with physical lab data, it accelerates the discovery of new materials and chemical properties. This system reduces manual trial-and-error for scientists. Researchers can now iterate on complex computational experiments with significantly higher precision and speed.