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The landscape of artificial intelligence is experiencing a paradigm shift, 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 distributed approach liberates a wealth of benefits, making AI more tangible