That really depends on your desktop. For my daily life, I use Firefox (iceweasel), Google Chrome, a terminal, some ruby or python.

All of these have a channel for installing the latest version of their software without having to dist-upgrade.

XFCE hasn't had a notable UI change in years (at least not discernable to me). KDE and GNOME have only mucked things up over the last decade.