The Empirical Research Assistance (ERA) system automates the cycle of hypothesis generation and experimental design. It integrates LLMs with scientific tools to accelerate computational discovery. This framework reduces manual iteration for researchers. By streamlining the path from theory to data, Google aims to shorten the discovery loop for complex scientific problems.