The landscape of artificial intelligence continues to evolve, with a growing emphasis on executing models directly at the edge. This paradigm shift facilitates immediate decision making and processing, unlocking novel capabilities in diverse fields such as manufacturing. Edge intelligence empowers systems to analyze data locally, minimizing latency