The Empirical Research Assistance (ERA) system automates the cycle of hypothesis generation and experimental validation. This agentic framework translates high-level scientific goals into executable code and data analysis. It reduces manual iteration for researchers. Google AI targets computational discovery by bridging the gap between theoretical models and empirical laboratory results.