One general concern from the ML community is that, at the Kubernetes orchestration layer, AMD has yet to implement sufficient automated CI testing for its first-party Pollara NIC. Kubernetes is the layer used by most inference deployments worldwide. This isn’t because engineering doesn’t want to add it; rather, the team is blocked by underinvestment in internal CI capacity planning. 4/4🧵