As the need for intelligent devices continues to climb, edge AI is emerging as a game-changer. By bringing computationpower closer to the source, edge AI enables devices to analyze data in real time, leading to faster responses and improved performance. This shift empowers a new generation of smartobjects capable of learningadapting and interacting