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AI Workloads on Kubernetes 2026: The Production Stack (Kueue, KServe, vLLM, KubeRay)

28 September 2026 · 1 min · Martin Jochum #Kubernetes#KI#DevOps#Kueue#KServe#vLLM#KubeRay#Cloud Native#GPU

Two years ago, the question of whether Kubernetes was the right place for AI workloads was still open. By 2026, it has been answered: the production stack for AI/ML on Kubernetes has consolidated, the CNCF has graduated key projects, and the tooling landscape has matured. GPU clusters on Kubernetes are now part of

🌐 Machine-translated from the German original, editorially reviewed. 🤖 Written with AI assistance.