Category: EdTech
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Correct Is Not the Same as Learned
AI tutors can help students reach the right answer faster, but correctness alone does not prove durable understanding. As AI becomes more embedded in education, we need to ask whether learners are truly building mastery, or simply performing well with assistance. The future of educational AI should not just optimise for immediate success, but for…
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Modern Alchemy: The Mythologies of AI in Education
In our rapid pursuit of educational innovation, we frequently fall victim to a new kind of mythology. When a learner interacts with a monolithic Large Language Model, the process is heavily shrouded in an illusion of magic—a frictionless exchange that conceals the critical, underlying cognitive mechanics. We are tempted to treat these black-box systems as…
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LearnAdapt PedOS Plugins: From Prompt to Production in a Safe Educational AI Ecosystem
The LearnAdapt PedOS Plugin Lifecycle shows how educational AI plugins can move safely from prompt to production through artefact generation, human review, automated security checks, sandboxed previews, telemetry gating, and versioned publishing. It is a step towards a trusted Pedagogical Operating System where educators, researchers, and developers can co-create AI-powered learning tools without compromising safety,…
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Beyond the Monolith: Why the Future of AI Tutors Requires Specialized Ensembles (And a Pedagogical OS)
The era of the single, monolithic AI tutor is failing. Discover how Ensembles of Specialized LLMs (ES-LLMs) and the newly evolved LearnAdapt platform are creating the safe, governed ecosystems required for the next wave of machine pedagogical intelligence.