The Johns Hopkins Applied Physics Laboratory built a scalable architecture to coordinate heterogeneous robotic teams using LLM-based agents. This system enables autonomous coordination and adaptability across different hardware types. Researchers demonstrated the approach in physical environments to identify practical failure points. The work provides a blueprint for deploying agentic workflows in multi-robot hardware systems.