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

J. Paul Liu, Rachel Levy

Artificial intelligence (AI) literacy is increasingly recognized as a foundational competency for all university graduates. Yet students' engagement with AI tools often clusters at…