[{"data":1,"prerenderedAt":15},["ShallowReactive",2],{"blog-tag-en-capacity-planning":3},[4],{"path":5,"title":6,"description":7,"date":8,"tags":9},"\u002Fblog\u002Fen\u002Fai-generated-kubernetes-manifest-resource-overprovisioning","Kubernetes Resource Design Can't Be Left to AI: Why 'Working' YAML Is Wasting 69% of Your Cloud Bill","AI-generated Kubernetes manifests pass kubectl apply and 'work' — but getting Kubernetes resource design wrong drives massive overprovisioning. Here's why AI struggles with production-grade requests\u002Flimits and what to check before you ship.","2026-08-04",[10,11,12,13,14],"k3s","kubernetes","resource-management","capacity-planning","managed-kubernetes",1787649525208]