The Empirical Research Assistance (ERA) framework automates the cycle of hypothesis generation and experimental validation. It integrates large language models with physical lab tools to accelerate computational discovery. This system reduces manual intervention in scientific workflows. Researchers can now iterate on complex chemical or biological experiments with significantly higher throughput and precision.