Operating AI/ML Workloads on Kubernetes: A Headlamp Plugin for Kubeflow

Kubernetes has become the default platform for AI and machine learning workloads. A new Headlamp plugin for Kubeflow surfaces Kubeflow's custom resources directly inside a Kubernetes UI, helping cluster operators troubleshoot issues. This plugin is a worked example of a pattern any CRD-heavy platform can follow. It helps answer questions like why a notebook is stuck or which Run resources failed recently. The plugin reads directly from the Kubernetes API server, showing Pod conditions and resources across namespaces.