Deploying open-weight AI models on Kubernetes has shifted from experimental to expected. This guide addresses the central question of what sits between model weights and the cluster—comparing vLLM as a high-performance inference engine, KubeAI as a Kubernetes-native model management layer, and how they work together on GKE.
