Kubernetes gets a second act as AI agents turn one prompt into thousands of inference calls

The Cloud Native Computing Foundation highlights Kubernetes' renewed importance as AI agents generate thousands of inference calls per prompt, driving demand for scalable, secure infrastructure. Projects like llm-d and Agent Substrate aim to optimize hardware use and manage agent security amid rising inference workloads.