Police know eachother. In a typical precinct, there aren't "that many" officers. Especially at the same shift. You know everyone that you work with. As a result, if anyone "unknown" appears, they would all know about it almost instantly. Especially if it's 2 guys unknown. You have to train with a veteran. The movie is 100% unbelievable, but it might still be entertaining to watch.