Why agent interfaces aren't chatbot skins — the accountability layer

The central thesis of the module. Most agent interfaces fail because teams treat the
agent as a black box, showing inputs and outputs without revealing reasoning or
offering intervention. Successful teams treat the interface as the accountability
layer between user intent and autonomous action — not an afterthought applied once
the model works. Students learn to design the supervision surface as a first-class
concern.