When the bus stops for the traffic jam when it shows the line of cars in front of the bus you can see what looks like Rosco the Jeep (Stiles's Jeep).
Jeremiah Sutheim (Jared) won the role in an online contest.
The words that Stiles quizzes Scott about at the beginning are clues to the episode.