Ok, still could be useful, as indeed the one kernel per session design of alternatives like AppMode or Voilà is a bit limiting.
While you're here: how do I best display a pandas dataframe with Mercury?
The alternative might be to use rich package (https://github.com/Textualize/rich) but I don't have a tutorial yet.