Software is transitioning towards genuine autonomy through agentic AI, which utilizes Large Language Models for proactive, goal-driven operations. Kubernetes offers a robust platform engineering foundation to meet the unique demands of agentic workloads, addressing challenges such as dynamic compute, persistent state management, and complex orchestration, while emphasizing the need for a platform-centric approach in deploying agentic AI at scale.