Personalised Explanation Is Not the Same as Learning
An explanation can adapt to a learner's question, but durable learning still requires retrieval, practice, feedback and independent use of the idea.
Articles
Learning requires more than receiving an answer. It depends on attention, practice, feedback and opportunities to explain what has been understood. This publication considers how technology can widen access while supporting the human relationships at the centre of education.
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Teachers Need Better Tools, Not Automated Replacement
Technology can reduce administrative friction and widen access to learning materials while teachers retain the relational and judgment-rich work of education.
Feedback Loops Make Practice More Useful
Practice improves learning when attempts produce timely, specific information that helps a learner revise a strategy rather than merely collect answers.
Knowledge Access Should Lead to Understanding
Search and AI can make information easier to reach, but education must help learners judge sources, connect ideas and turn access into usable understanding.
How AI Can Support Curiosity Without Doing the Thinking
AI can help learners explore questions, compare examples and find starting points when its design preserves inquiry, effort and independent judgment.