conda works really well for local hacking. Whatever it does, it sidesteps almost all the other footguns I have encountered with local pythons.

on the other hand, I've found Go to be meaningfully superior for many things, and Rust to be meaningfully superior for many other things, and Scala excellent for the JVM and I simply can't actually recommend other languages for professional greenfield work outside of exceptionally niche cases.