Multi-engine aircraft have a known minimal control speed, below the speed you cannot maintain directional control in case of an engine failure with full power from the other engine.
The theory is that you can only be below that during the takeoff roll and in case of a problem you have to abort the takeoff (close both throttles) to maintain control.
I've never flown military jets, but I expect they have this same concept. Then going full afterburner while below minimum control speed is what put him in an uncontrollable roll.