Instead of going with a microcontroller he built the circuit around a 555 timer. What he really needed in this case is a flip-flop but lacking a chip for that he went with the 555 because it has ...

The synth relies on two 555 timer ICs as the oscillators and an LM741 ... It’s a build that’s simple enough for the electronics beginner, and would make a great tactile, analog addition ...