In the case of an existing Brewfile, make sure to execute "brew bundle dump --force" to overwrite the Brewfile with updated list of formulae, kegs etc.
Ah ha! I had searched the article to see if there was a way to do that. Because while it would be awesome to have a file like this, creating it sounded like a pain.