The Johns Hopkins Applied Physics Laboratory developed 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 real-world hardware tests. The project provides a practical blueprint for managing multi-robot environments via agentic workflows.