It's a virtual certainty that the bombs look exactly like the dummy bombs the bomb disposal unit trains with. That's why the cops who "discovered" them didn't go into panic mode.
Thomas Massie asked them why they stopped looking when they found the second bomb. How did they know there were no more bombs to find?
He said it was the most awkward moment of silence he has ever experienced with the FBI.