As the need for intelligent devices continues to climb, edge AI is emerging as a transformative technology. By bringing computationprocessing closer to the user, edge AI enables devices to analyze data in real time, leading to faster actions and improved performance. This trend empowers a new generation of smartobjects capable of learningadapting a