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The link you sent explains how to compile SageMath from its source code. This is more or less what is described in the manual at https://doc.sagemath.org/html/en/installation/source.html.

Most likely, sage is installed as as a python virtual environment. You can still run Python in this environment and then use from sage.all import *.