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The landscape of artificial intelligence has dramatically evolve, with a growing emphasis on deploying models directly at the edge. This paradigm shift enables immediate decision making and processing, unlocking groundbreaking capabilities in diverse fields such as autonomous systems. Edge intelligence empowers systems to analyze data locally, mini