The act of engaging in intense and excited conversation over a highly technical topic or otherwise geeky subject. The term alludes to the intimacy of a makeout session, wherein the participants relish in one another's expertise in the subject.
The two wanted to geekout when they realized they were both hugefans of battlestar galactica.