[Henrik] has been working on a program to design electronic circuits using evolutionary algorithms. It’s still very much a work in progress, but he’s gotten to the point of generating a decent BJT inverter after 78 generations (9 minutes of compute time), as shown in the .gif above.

To evolve these circuits, [Henrik] told a SPICE simulation to generate an inverter with a 5V power supply, 2N3904 and 2N3906 transistors, and whatever resistors were needed. The first dozen or so generations didn’t actually do anything, but after 2000 generations the algorithm produced a circuit nearly identical to the description of a CMOS inverter you’d find in a circuit textbook.

Using evolution to guide electronic design is nothing new; an evolutionary algorithm and a a few bits of Verilog can turn an FPGA into a chip that can tell the difference between a 1kHz and 10kHz tone with extremely minimal hardware requirements. There’s also some very, very strange stuff that happened in this experiment; the evolutionary algorithm utilized things that are impossible for a human to program and relies on magnetic flux and quantum weirdness inside the FPGA.

[Henrik] says his algorithm didn’t test for how much current goes through the transistors, so implementing this circuit outside of a simulation will destroy the transistors and emit a puff of blue smoke. If you’d like design your own circuits using evolution, [Henrik] put all the code in a git for your perusal. It’s damn cool as it stands now, and once [Henrik] includes checking current and voltage in each component his project may actually be useful.