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Great, so I'll just go ahead and learn a new language just to install software, that's totally reasonable.

You don't really need to do that though. You can also use nix-env to install software.

Self contained apps like app images and .tar.gz also work most of the time.

While Nix is great - don't forget the venerable portage :-)