The Johns Hopkins Applied Physics Laboratory developed a scalable architecture to coordinate heterogeneous robotic teams using LLM-based agents. This system manages autonomy and adaptability across different hardware types. Researchers demonstrated the approach in physical environments to identify coordination bottlenecks. The results provide a practical blueprint for deploying agentic workflows in multi-robot hardware systems.