The pydoc.browse() method starts a servrer and tell your webbrowser to load a page that contains all the info, with hyperlinks to locations in that page. The addresses in these hyperlinks however are absolute and lead to the server that pydoc.browse() started. If you save the document and reload it later, that server usually no longer exists.

You would need to change the links into jump links.