This narrative review examines how generative AI affects programming productivity, novice learning, code reliability, and software-engineering education. AI delivers the most value when students use it to unpack, test, and refine their thinking, rather than just taking generated code at face value.
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Hamd Bin Fayyaz Baig (2026) studied this question.
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