About the blog you linked and not your comment:
Doesn't symbolic AI have a lot of philosophical problems? Think back to Quine's two dogmas - you can't just say, "Let's understand the true meanings of these words and understand the proper mappings". There is no such thing as fixed meaning. I don't see how you get around that.
Deep learning is admittedly an ugly solution, but it works better than symbolic AI at least.
> There is no such thing as fixed meaning.
Meaning is more fixed than it is not.
Yes! But it's still valuable. How am I understanding your argument at all?
I think my friend Jonathan Rees put it best:
More on that: https://dustycloud.org/blog/identity-is-a-katamari/This reverse engineering effort is important between you and me, in this exchange right here. It is a battle that can never be won, but the fight of it is how we make progress in most things.