You can usually come up with an explanation for why you did something. You don't have to "get to the bottom" of your own thought processes to do this: you just need to be able to reconstruct the symbolic manipulation part. This seems like a good thing for an AI to be able to do -- especially a truly "hard" AI that you'd trust to run things at a high level.