Debugging of my app is now suddenly broken. It has been fine up to now and I even reloaded a known good version of my entire code and it still fails to debug or even run.
On your Android device (or emulator) go to:
Applications - Settings - Applications - Manage applications - All
There you have to select your app and uninstall it.
Afterwards try to run your app from the IDE again. It should work now.