@lore @ringo well something fun is anything that has a derivative in calculus can be tuned with the same stuff we make AIs with.

so like i said you can have a script generate hours of audio at random settings from a synth and like.. have it compare the aliased to 16X oversampled waveforms, and crunch a biquad filter to get as close to the output as desired. or you can add/remove terms to the biquad filter and see if thats better.