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Qiu-Xia Zhu

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Review Open access Sep 2026

Is hands-on learning still necessary in the age of AI? A thematic review

Introduction Generative artificial intelligence (AI) is increasingly entering design education and influencing how students engage in the design process. Existing studies have widely explored the potential of AI for creative production and improving design efficiency. Less attention has been paid to whether hands-on le...

Jie Yu, Li Liu, Qiu-Xia Zhu · 0 citations

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