In this session, I explored how Model Context Protocol (MCP) enables seamless orchestration of AI agents within Kubernetes and demonstrated how Kubernetes can be integrated with LLMs through live, end-to-end demos. The session also covered hands-on prompt execution and agent workflows in a cloud-native environment, followed by a practical architecture walkthrough showcasing how intelligent AI workflows can be designed, deployed, and scaled for production.