Google AI Research developed Empirical Research Assistance (ERA) to automate the cycle of scientific hypothesis and experimentation. The system integrates LLMs with laboratory hardware to accelerate computational discovery. This framework reduces manual intervention in the research loop. It allows scientists to iterate on complex experiments faster than traditional manual methods.