The Empirical Research Assistance (ERA) framework automates the cycle of hypothesis generation and experimental validation. By integrating LLMs with physical laboratory data, it accelerates the discovery of new materials. This system reduces manual trial-and-error for scientists. Google aims to scale this computational discovery process across diverse scientific domains.