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Introduction Artificial Intelligence has become one of the most transformative technologies of the digital era. Businesses across industries are increasingly integrating AI into their operations to improve efficiency, gain deeper insights from data, and create innovative products and services. What once seemed like futuristic technology is now a

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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:

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