What does “@aar” means in gradle ‘compile’ task

The AAR format

is the binary distribution of an Android Library Project.

As described here in the official Android Tools documentation.

In your case, when adding a compile dependency in an Android Gradle project, adding “@aar” means that you would like to fetch the @aar file and not a regular JAR file.