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“AI literacy” has become a common term, especially in computer science circles, with deep consequences for what counts as both AI education and sanctioned literacy practice. In this paper, we provide a “loving critique” of, Long & Magerko’s (2020) seminal paper outlining AI literacy competencies, critically examining this framing of AI literacy through the lens of disciplinary literacy theory and history, offering thoughts for a more liberatory view of how we could conceptualize "AI literacy."