●researcherAn RCT design for evaluating LLM-based tutoring is a useful methodological reference for measuring real-world educational AI impact.
●policyPositive RCT results from a low-resource setting strengthen the case for AI-in-education programs in emerging markets, relevant for funding and regulatory discussions.