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Beyond Tool Adoption: A Practical Five-Stage Developmental Continuum for AI Literacy in Higher Education

J. Paul Liu, Rachel Levy
Jun 5, 2026 at 04:00
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arXiv:2606.00038v3 Announce Type: replace-cross Abstract: Artificial intelligence (AI) literacy is increasingly recognized as a foundational competency for all university graduates. Yet students' engagement with AI tools often clusters at two extremes: avoidance driven by fear, mistrust, ethical concern, or lack of access, and uncritical reliance...

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