The radio traffic did say there was a tanker for the F15's in the area. I don't know how quickly those burn through fuel, but seemed kind of odd that a 4 minute flight would cause them to need to do an aerial refuel
Beebo was also a talking robotic doll on the show Legends of Tomorrow.
Another clue that the plane was RC?