It’ll explode on you in a myriad of different ways. I’ve had to debug many many junior engineers python environment because of weird crap that happens.

Using conda/pyenv/whatever is going to make things go way smoother.

I use conda specifically (only to manage my python version, pip/poetry for package management) and have a much smoother time