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As education systems increasingly adopt digital tools, the conversation has shifted from experimentation to effectiveness. Artificial intelligence is no longer viewed as a novelty but as an operational layer that can meaningfully improve teaching quality and learning outcomes. However, the success of AI in education depends on one critical factor: