Transparency appendices may be the next essential AI disclosure practice in higher education

For colleges and universities trying to move from anxiety about AI to durable policy and better pedagogy, the transparency appendix offers a practical middle path

As generative AI becomes a routine part of academic work, a familiar question keeps surfacing in classrooms and scholarly writing alike: What, exactly, should writers disclose?

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