[{"data":1,"prerenderedAt":24},["ShallowReactive",2],{"blog-tag-en-resource-management":3},[4,15],{"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",{"path":16,"title":17,"description":18,"date":19,"tags":20},"\u002Fblog\u002Fen\u002Fai-manifest-generation-kubernetes-architecture-bottleneck","AI Can Write a YAML File in One Second, But Your Cluster Won't Get Any Faster. Why the Real Bottleneck in Kubernetes Operations Is Architecture, Not Code","Generating Kubernetes manifests at AI speed doesn't make production Kubernetes operations faster. This article breaks down three real bottlenecks — CPU throttling, the HPA\u002FVPA conflict, and database connection starvation — and how to split the work between AI and humans.","2026-07-18",[11,10,12,21,22,23],"autoscaling","ai-ops","devops",1786354668151]