Education and learning
Teaching, understanding, inclusion and the conditions that support learning.
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Choose a topic to see the research posts that interest you. Articles can appear under more than one topic.
Research posts: Education and learning
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Who has to do the work of making research greener?
Topics: education · Autopoietic Ecology · Reviews · Knowledge and research · Organisations and changeA peer-reviewed workshop paper offers sustainability advocates practical training. An AE reading asks what changes when skills meet institutional authority—and who carries the work.
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When AI helps with the answer, who gets the practice?
A new experiment asks whether feedback about AI use can protect opportunities to practise. An EdgeLab review considers its promising immediate results, statistical uncertainty and implications for learning.
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What makes AI ethical? Reading Larry Medsker’s AI and Ethics Handbook
Topics: AI · Autopoietic Ecology · education · Ethics and governance · Organisations and change · ReviewsA preliminary review of Larry Medsker’s AI and Ethics Handbook, exploring critical AI literacy, governance and social justice through an autopoietic ecology perspective.
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Beyond Correct Answers: AI, Classroom Interaction, and Inclusion in Mathematics
A correct AI answer is only part of learning. This post explores how students understand and use AI explanations in mathematics, and whose needs may be missed.
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Reading UNESCO’s AI Futures Through Autopoietic Ecology
Archive: a September 2025 reflection on UNESCO’s AI futures work through an earlier version of AE. Read the current AE overview for the latest framework.
Cambridge EdgeLab 