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Coherence of the Human–AI Learning Dyad in Adaptive Learning: the Zone of Proximal Development as an Interior Optimum of the Control Parameter — Overview

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ODTOE applied to AI-assisted learning: the learner and AI tutor as one coherent dyad converging to a competence fixed point. Difficulty has an interior optimum

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ODTOE applied to AI-assisted learning: the learner and AI tutor as one coherent dyad converging to a competence fixed point. Difficulty has an interior optimum — the overlap of the zone of proximal development and flow. Coherence B = F·E·(1−σ)·Λ (weak-link); a convincing appearance of mastery is the 'ideal error', where confidence rises while factual mastery lags.

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