It’s a bit of Python code that outputs a circuit ... as code would make arranging the little sub-circuits modular and flexible, like functions in code. At the very least, it’s an interesting ...

These are then in turn passed along the scipy library “optimize.root” function ... power of a Python backend! OpenSPICE may well be a good starting point for learning about circuit simulations ...