Back in engineering school, a million years ago, my partner and I used simulated annealing to “design” a digital circuit implementation in CMOS (a 32 bit CRC), minimizing various parameters like wire length to optimize its function. It worked shockingly well when simulated.

I am a huge fan of using randomized starting states and then allowing the computer to discover the best architecture. It produces, if nothing else, surprising results.