Yep, the app doesn't have a local database. It will reload every time you kill it. Don't kill it.

Amethyst doesn't show all notifications. It only shows the notifications you were either directly cited in the text or that you are the author of one of the posts it cites.

That's because too many people just spam you by adding your key to any event out there.