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A Novice-Friendly Answer Interface with Code Behavior Visualization and AI Assistant for a Python Programming Learning Assistant System

Zhida Fu, Nobuo Funabiki, Zihao Zhu, Yue Zhang, Wen-Chung Kao, Yi-Fang Lee, Pi-Kuang Tseng. A Novice-Friendly Answer Interface with Code Behavior Visualization and AI Assistant for a Python Programming Learning Assistant System. Information, 17(5):509, 2026. [doi]

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