The ERA framework automates the cycle of hypothesis generation and experimental validation. By integrating LLMs with specialized tools, it accelerates the discovery of new materials and chemical properties. This system reduces manual trial-and-error for scientists. Researchers can now scale computational discovery using a structured, agentic approach to scientific inquiry.