I wonder if evolvable hardware [0] is the next step.
In 1996, they optimized an FPGA using a genetic algorithm. It evolved gates disconnected from the circuit, but were required.
The circuit exploited the minuscule magnetic fields from the disconnected gates rather than the logical connections.
And nothing came of that. 30 years later and programming FPGAs is still a pain.