AI
How AI participates in learning, inquiry and social life.
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Research posts: AI
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When a research paper becomes a tool, who remains responsible?
Topics: AI · Autopoietic Ecology · Ethics and governance · Knowledge and research · Meaning Mediation · ReviewsNature’s Paper2Agent study makes research methods easier to reuse through AI agents. An AE review distinguishes successful execution from scientific judgement and accountable control.
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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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Can AI produce better research ideas? What happens after the brainstorm matters
AI can suggest novel research ideas. An EdgeLab review asks what happens when those ideas meet criticism, implementation and evidence.
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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 