You are putting the cart before the horse. Neural Networks is just one tool, that is particularly good for fitting a parameterized model to data. Nobody serious is saying that you just need a big neural network and a bunch of data to create a real general AI. On the other hand we can be optimistic about future technologies on the basis of "first principles" (like the existence of the human brain) without being certain how to build those technologies yet.