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If you’re the only user on the system, you might want to place Python in a higher-level directory (e.g. C:\Python312) to make it easier to find.
Normally, when created, they don’t use the underlying Python installation’s site packages directory. Apps that run in the venv can only “see” packages installed to the venv.