This is kind of hard to explain in a few words, but it’s basically a visual representation of a harmonic sequence that generates its own music. The author has a somewhat more detailed explanation, but I find that it works best just sit there and watch and listen to it run.
Just from comparing the primes to the non-primes - you see hear why primes are that much cooler.