Generate staging layer should be a GUI with realtime feedback as you transform the AST

[z3z1ma]

With this, perhaps it can be generalized to any model.
So generate staging layer creates SQL files which just select all columns from underlying table
Subsequent command enters a GUI where functions can be applied and output visually inspected, GPT annotator output can be cached for duration of process unless re-requested since it applies to the root column