Comment from imgur:
Hardening the gears... pretty awesome. Oil cools the metal slightly slower than water so it helps avoid stress damage from the cooling process, but ends up a little bit less hard overall. The fire looks dramatic but it's actually safer than steam from a water quench. We don't have such good footage but the same technique was used for tanks in world war 2, which just looks bananas.
Never underestimate thermal strain. So if that's the reason, yeah.