The "Kubernetes Tax" on Modern Machine Learning If you’ve ever tried setting up Kubeflow on Kubernetes, you know the drill: 30+ Custom Resource Definitions (CRDs) Istio Service Mesh + Knative + Cert-Manager + Dex 16 GB to 32 GB of RAM consumed before you even write a single line of Python Days spent debugging webhook admission controllers and Kustomize overlays. Kubernetes is great at hyper-scale, but for 95% of engineering teams, researchers, and startups, Kubernetes for ML...