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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Kwan-Hui Lim

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Book Open access Nov 2026

SAGE: A Guardrailed LLM Tutoring System with Scaffolded Self-Regulated Learning for Adult Education

We present SAGE (Scaffolded, Audited, Guided Education), a deployable guardrailed LLM tutoring system for adult learners. Left unrestricted, chat assistants often hand over the answer, which can improve in-the-moment performance but may erode the self-regulation that supports durable learning. SAGE wraps a commercial L...

Kwan-Hui Lim, Jing Ren, Yi-Miao Zhang et al. · 0 citations

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