November 10, 2026
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AI Coaching And Assessment: What To Automate And What To Keep Human
The same LLM can coach a learner, flag skill gaps, or help decide who passes. This article offers a three-level framework for AI in learning, the validity, fairness, and accountability checks each level demands, and five questions to ask before automating another learning decision.
by Ruslan Makarsky