AI workloads challenge the cattle model

AI workloads break the “cattle” 1 approach to infrastructure management that made Kubernetes an effective IaaS platform. Kubernetes stays agnostic of the workloads, treats resources as fungible, and the entire stack underneath plays along: nodes on top of undifferentiated VMs on undifferentiated cloud infrastructure. It’s cattle all the way down. But AI infrastructure punishes mental models…