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What Does the Credential Still Certify? Cognitive Stewardship for AI-Mediated Education
Generative AI is changing a basic premise of educational assessment: that submitted work can reliably evidence the human capacities a credential claims to certify. The challenge is not simply whether students use AI, but what remains inferable about learning when some cognitive work has been delegat
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