I don't pretend to be a statistician, but I don't think the distribution is nearly as mysterious as the article is trying to make it sound. At least it's not any more mysterious than the normal distribution that we're all familiar with. When you have similar assumptions and inputs (even if those inputs are random) in a statistical model, you'll usually get similar distributions.