RayJob is a Kubernetes Custom Resource Definition that combines both the Ray Job (A packaged ray application) and the submitter (something that sends a Ray Job to a RayCluster).
In this video Kent and Ali covers the different ways of running a RayJob on Kubernetes using Persistent or Ephemeral clusters.