People who think that high-level reasoning is easy compared to sensorimotor skills have successfully implemented neither and lack both.
-- Benjamin Franklin
Neural networks can be used to balance robots. They can't be used to generate Agda proofs of non-trivial theorems, or C programs that do something useful, etc.
Thank you I was trying to remember who said that quote ;-) ...
But seriously I'm not sure that just because checkers and various logical puzzles lend themselves to simple algorithms equates to "high-level reasoning requires very little computation"
I mean unless I've managed to miss all the AI bots sitting n the web asking me to talk. I think this might be a paradox that only existed until people thought more carefully about high level reasoning.
This is a decent motivation for "manual automation". Figuring out what is a face in a picture is hard for a computer but easy for a person. Comparing that face with thousands of existing faces to eliminate 99% that aren't anywhere close to a match is easier for a computer than it is a person. Deciding if it is a true match is easier for a person than a computer.
There are a lot of situations that would benefit from such a workflow.
-- Benjamin Franklin
Neural networks can be used to balance robots. They can't be used to generate Agda proofs of non-trivial theorems, or C programs that do something useful, etc.