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You can put the following command in your $HOME/.profile file.

sage -notebook

This file is executed every time you login.

If you are having multiple simultaneous logins, then you can put some checks whether sage is already running, e.g. using script like

if ps aux | grep 'sage'

then

echo "Sage already Running";

else

 sage -notebook

fi