It seems like almost no matter what the AI folks come up with, there will be some potential way of interpreting neural phenomena as loosely mapping onto it.
f(x; W, W', ...) = ...max(0, W''max(0, W'max(0, Wx)))
When your opening gambit is that ridiculous, you really can't expect them to improve. We're not dealing with people interested in science in the ordinary sense.