Beyond Prompt Writing: What an AI-Fluent Graduate Must Actually Demonstrate

Higher ed AI fluency is the demonstrated ability of a university graduate to conceptualize underlying foundation model architectures, conduct rigorous disciplinary error auditing, and verify non-deter