they set up a 10x10 set of cells in an FPGA with a genetic algorithm, set to optimize for a given target behavior. the results were......... bizarre and amazing
citeseerx.ist.psu.edu/viewdoc/downlo…
the resulting circuit:
a) worked, albeit after many many generations
b) was highly analog and highly temperature sensitive, and only accurate in the range it evolved in
d) had a logic gate NOT CONNECTED TO ANYTHING AT ALL that was ESSENTIAL TO THE OPERATION OF THE CIRCUIT