Explore how to leverage multiple agents to build scalable generative AI applications in this conference talk from AWS Summit Hamburg 2025. Discover architectural patterns and best practices for implementing multi-agent systems that can handle complex AI workloads at scale. Learn about the design principles, coordination mechanisms, and AWS services that enable effective agent orchestration in generative AI environments. Understand how to distribute tasks across multiple AI agents to improve performance, reliability, and scalability of your applications. Gain insights into real-world implementation strategies, common challenges, and solutions for managing multi-agent AI systems in production environments using AWS cloud infrastructure.