Can you please elaborate on the latter point? My jupyterhub’s fully containerized and allows users to select their own containers (from a list i built) at launch, and launch multiple containers at the same time, not sure I follow how toes are stepped on. (edited)

Definitely a great start, usually it breaks on memory / GPU-mem where too many containers on the same machine are eating each others GPU ram (that cannot be virtualized)