Hi AgitatedDove14 , thanks for the response!

I'm a bit confused between the distinction / how to use these appropriately -- Task.init does not have repo / branch args to set what code the task should be running. Ideally, when I run the pipeline I run the current branch of whoever is launching the pipeline which I can do with Task.create . It also seems like Task.init will still make new tasks if artifacts are recorded?

My ideal is that I do exactly what Task.create does, but the task only goes into the pipeline section rather than making a new one in the experiments section.

As for the callback, that will work for setting the new parameter! As for accessing an existing parameter, it seems the node only have the overridden parameters set, not any of the previously existing parameters. (I am not overriding any parameters, and it is an empty dictionary)