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 diverse hardware. Researchers demonstrated the approach in physical environments to identify coordination bottlenecks. The work provides a practical blueprint for deploying agentic workflows in multi-robot systems.