Learn how AI agents can reason about and manage Kubernetes infrastructure through practical patterns and real-world examples. This session explores the vCluster MCP server implementation, demonstrating how Model Context Protocol enables AI agents to safely interact with complex systems. We'll examine successful agent collaboration patterns, common antipatterns to avoid, and the critical role of human oversight. Through live demos, you'll see how multiple agents can work together on infrastructure tasks while maintaining security boundaries. Ideal for AI engineers and platform teams exploring practical AI applications beyond chatbots.