Yep, afterwards you seem right about the birds.
The not-really random aspect is caused by the fact, that there's a steady sequence going on, but not all notes are 'on' all the time, plus a second vco is synced by it, but is varying, so is not always producing the same harmonic.
(with not yet complete I mean, there's also part five, but it's too long imo)