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The landscape of artificial intelligence has undergone a dramatic transformation, with Edge AI emerging as a powerful force. By integrating AI algorithms directly on edge devices, rather than relying on centralized cloud computing, Edge AI enables intelligence at the source. This autonomous approach unveils a wealth of opportunities, making AI more