Althought I still leave it marked as "beta", it should be already quite stable. Look at: Release notes / new users may want to look at "getting started" / AppImage should run on all recent linux distributions - see FAQ.
For Ubuntu users its recommended to install native package from NixNote PPA (although the AppImage version will also work).
More recent AppImage build may be available on Dropbox.