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Large Language ModelsAI Safety & AlignmentFortune AIPublished: Oct 8, 2026, 19:01 JST

Forget AI bans: classes préparatoires-style oral exams, scaled by AI

Forget AI bans: classes préparatoires-style oral exams, scaled by AI

3 Key Points

  1. What happened

    A Fortune commentary argues colleges should stop policing AI and instead require students to explain and defend their reasoning, citing Cambridge and Oxford weekly tutorials and French classes préparatoires colles as models.

  2. Why it matters

    If that shift happens, a degree would signal a tested ability to reason and explain, not output that AI can produce faster and cheaper than any human.

WHO IT HITSUniversity administrators and faculty designing assessment and AI policies would face pressure to shift from output-based grading to oral or conversational reasoning checks. Students entering underprepared would see the most direct change in how they are evaluated.

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Context & Analysis

The commentary ties the AI disruption to a financial crisis already underway. College enrollments are down and tuition revenue has dropped, plunging many universities into the red despite raising prices. Students bear the cost as meal plans, library hours and academic advising are squeezed.

Underneath sits a weaker academic baseline. The OECD's Programme for International Student Assessment found 15-year-olds in OECD countries at the lowest average levels ever observed in science, reading and mathematics. Those students now arrive using Generative AI, which the commentary says is already disturbing foundational elements of education, from student confidence to how progress is assessed.

The proposed fix borrows from tradition. In the UK, Cambridge and Oxford humanities undergraduates write a weekly essay and discuss it with a tutor whose main job is to ask why. In France, students in classes préparatoires sit weekly colles, intensive oral sessions designed to test quick problem-solving and reveal knowledge depth. The commentary argues these methods are too slow and expensive to scale as they are, but an AI could hold a ten-minute reasoning conversation with every student each week and flag the ones a human should talk to.

FAQ
What does the commentary say AI is doing to student performance?
It cites research that AI adoption raises homework scores by 18% but lowers monthly exam scores by 20% within six months. Regular LLM usage has been found to reduce neural, linguistic and behavioral performance levels.
What do employers actually want from graduates?
One study found just under half of hiring managers looked for AI and related tech skills. Nearly three quarters (73%) prized critical thinking/problem-solving, and 65% looked for adaptability/learning agility.
Where are universities already testing AI in teaching?
At the University of Wollongong in Australia, an AI agent provides guidance for first-year students using only educator-approved materials. Elsewhere, student teachers practice handling disgruntled parents with an AI-powered robot.

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