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AI Source Trust Checklist

A free When Notes Fly checklist and rubric for educators, students, and knowledge workers who need to evaluate AI-generated answers before relying on them. It gives 10 checks for source presence, source reachability…

AI Source Trust Checklist logo

A free When Notes Fly checklist and rubric for educators, students, and knowledge workers who need to evaluate AI-generated answers before relying on them. It gives 10 checks for source presence, source reachability, claim type, citation agreement, independent cross-checking, fabrication signals, evidence level, uncertainty, and risk-based review. Includes scoring guidance, worked examples, and a classroom claim-audit activity.

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article: Perfect homework, blank stares: Why colleges are turning to oral exams to combat AI

Students are turning in flawless essays and problem sets, yet many can’t explain their work, a troubling sign that generative AI is replacing actual learning in higher education. Facing a crisis in critical thinking skills, some are reviving oral exams, forcing students to defend their assignments to instructors in real time.