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The environment of Artificial Intelligence continues to evolving, with a particular focus on edge computing. This paradigm allows computation and data processing closer to the point of data generation, enabling real-time insights. Edge AI solves challenges associated with latency, bandwidth constraints, and security. By utilizing AI models directly