The work described appears as if it would handle a complex set of multiple tools just fine, but you do train the controller on a specific tool set, so you would presumably need to train (or at least something like "fine tune") a controller for each toolset you wanted to use.
for sure, there's a way here where I think we ought to be able to learn multiple tool calls and prompts together with real world data. investigating that next.
