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Pilot application within the PedagoReLearn framework, implementing Reflexive Reciprocity Theory (RRT) through a reinforcement learning–enhanced micro-tutoring system for German vocabulary acquisition (CEFR A1). Learner interaction data feeds upstream to the parent PedagoReLearn repository for instructional policy analysis.