The Empirical Research Assistance (ERA) system automates the loop between hypothesis generation and experimental validation. It integrates LLMs with robotic lab hardware to accelerate computational discovery. This framework reduces manual intervention in scientific workflows. Researchers can now scale complex experiments by delegating iterative testing to autonomous AI agents.