The Empirical Research Assistance (ERA) framework automates the iterative cycle of scientific hypothesis and experimentation. It integrates LLMs with laboratory hardware to execute physical trials without human intervention. This system accelerates the discovery of new materials. Researchers can now compress months of manual lab work into days of autonomous computation.