Kubernetes gives you a ton of extra tools that allow us to manage the lifecycle of our sandboxes, deployed models, asynchronous training jobs, etc. Internally,

Kubernetes gives you a ton of extra tools that allow us to manage the lifecycle of our sandboxes, deployed models, asynchronous training jobs, etc. Internally, each pod is just running a docker image. You could probably throw something together with docker/the docker API - but in our case we needed a bit more control.