This answer is deprecated. For Android 3.1 Studio, go to this answer
One thing you can do is disable the external assembly. To do this, click the "compiler settings icon" in the "Messages" panel, which appears when an error occurs. You can also open the compiler settings by selecting "File" → "Settings" → "Compiler". (Thanx to @maxgalbu for this tip).

Uncheck "Use external assembly"

And you will see errors in the console
EDIT: after returning to the “internal assembly” again, you may receive some errors, you can solve them as follows: Android Studio: disable the “external assembly” to display the error output create duplicate class errors
Jorge Fuentes González Jun 01 '13 at 20:32 2013-06-01 20:32
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