Someone who knows binary (figuratively) is a very intelligent person, compared to the people they associate with. A "binary person"/"binary girl"/"binary boy" is a person who "knows binary", often a nerd. Sometimes used in a derogatory fashion.
She was the only one in the class that passed the test. She probable knows binary, too.
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