Software Updater has no details for update but wants my superuser password

Its a bug - please take a screenshot. File a bug report on launchpad

ubuntu-bug update-manager

You can upgrade via the command line - that will also say that it has packages to install - but importantly will list them. That should assure you all is well.

sudo apt update && sudo apt upgrade