A person who is hopelessly obsessed with the rock band Aerosmith.

"I can't believe that Aerogeek named his firstborn child 'Cryincrazy Amazacrazy'."
by S. Michael Simms October 3, 2007
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Someone who likes planes/aviation/etc. to such an extent that they feud with their rivals (often violently, but more often it's just a see-who-can-mentally-warp-the-other thing) in their furious attempt to take over the world.
EX1: Ah, you're such an aerogeek!

EX2: MAYDAY! Mortal aerogeek combat!!!
by C/SA Erin Ansell, USAFCAP June 20, 2006
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