Categorizing concepts through binary thinking lies under the belly of the deeply rooted institutions within the field of computer science and technology. And unfortunately, the this-or-that distinction established by the binary code could easily be translated to us-or-them. This has translated to widespread discrimination across the STEM fields, but the gendered tropes underpinning the conversation around computing may be causing even the most forward-thinking minds to miss the forest for the trees.