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This paper presents HeuristicEdu, a pipeline to align Qwen2.5-7B as a Socratic tutor using supervised warm-up and GRPO with heuristic rewards, evaluated on a new dataset SocraticEdu, showing improved scaffolding effectiveness and reduced keyword leakage.