Four Google Research teams integrated agentic assistants to automate data mining and modeling tasks. These tools handle repetitive literature reviews and technical documentation. The internal deployment proves that specialized agents reduce manual overhead for scientists. This incremental shift suggests a move toward autonomous research pipelines for large-scale lab environments.