From LQWiki
An alpha geek is the most technically accomplished or skillful person in some implied context. “Ask Larry, he's the alpha geek here.” The term comes from the animal ethologist's term "alpha male".
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This article is based, in whole or in part, on entry or entries in the Jargon File.

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