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Carlos Cotrini

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Book Open access Aug 2026

Steering AI Tutors Through System Prompts: A Crossover Study on Self-Regulated Learning and Cognitive Engagement Scaffolds in CS1

The results suggest that the pedagogical behavior of AI tutors may not be easily steered through system prompts alone: embedding established SRL and CE frameworks did not produce detectable improvements on any preregistered outcome in a large, ecologically valid deployment.

Maximilian Georg Barth, Sverrir Thorgeirsson, K. Etemadi et al. · 0 citations

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