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 real-world hardware tests. The project provides a practical blueprint for practitioners building multi-robot systems with agentic workflows.