AI
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When an AI interpretation becomes authoritative
How does an AI interpretation gain influence, become a record and shape what happens next? Five…
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When does an AI answer become someone’s understanding?
A fluent explanation can open a route into learning. Understanding depends on what people can question,…
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When an AI output becomes part of the next decision
An AI output becomes consequential through interpretation, records and decisions. A published response to Tække examines…
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Using generative AI in scholarly practice through Autopoietic Ecology
A working paper on Steven Watson’s AI-assisted reviewing and writing, examining evidence, judgement, correction and the…
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Model Collapse, Recursive AI and the Ecology of Variety
A critical review of model collapse through Autopoietic Ecology: recursion, operative media, and the redistribution of…
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How agentic AI works and how it has developed since 2022
How agentic AI works, how it has developed since ChatGPT launched in 2022, and the opportunities…
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Delegating work to AI: what happens to the learner’s agency?
Delegating a task can create room to think. It can also remove an opportunity to learn.…
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What a student’s AI prompt can—and cannot—tell us
A prompt is a visible part of a learning activity. It is tempting to treat its…
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Machine learning has agency—but what kind?
Jaton and Lenglet offer a careful account of machine-learning agency as restricted experience, consistency and intelligence.…
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AI can help students fit in. Who decides what they must fit into?
New research by Steven Watson, Christian Morgner and Erik Brezovec explores how generative AI reshapes participation,…