The Empirical Research Assistance (ERA) system automates the cycle of hypothesis generation and experimental validation. By integrating LLMs with laboratory robotics, it accelerates the discovery of new materials and chemical compounds. This framework reduces manual trial-and-error for scientists. Practitioners can now deploy autonomous loops to handle complex, iterative computational discovery tasks with minimal human oversight.