This masterclass addresses the current challenges in the design and operation of agent systems: from the orchestration of thousands of agents to efficient context and memory management, and the traceability of decisions. We’ll also look ahead—to AI-native applications, hyper-personalized user interfaces, and scalable agent architectures—and explore what steps need to be taken today and how we can work together to create a sustainable ecosystem for them.