The Empirical Research Assistance (ERA) framework automates the cycle of hypothesis generation and experimental validation. It leverages large language models to synthesize scientific literature and propose testable theories. This system reduces manual data synthesis for researchers. It accelerates the pace of computational discovery by bridging the gap between raw data and actionable insights.