AI literacy in higher education — the competencies students and staff need to use AI critically — is mapped by ai-literacy-continuum-higher-education, five-stage-ai-literacy-continuum (merged), constructing-epistemic-ai-literacy-student-ai-co-programming, and ai-literacy-assessment-misalignment, which show literacy must be assessed through task-based performance, not self-report (assessment-validity).
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