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The landscape of artificial intelligence continues to evolve, with a growing emphasis on deploying models directly at the edge. This paradigm shift enables real-time decision making and processing, unlocking novel capabilities in diverse fields such as healthcare. Edge intelligence empowers platforms to process data locally, minimizing latency and