As the demand 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 interpret data in real time, leading to quicker actions and improved performance. This shift empowers a new generation of smartobjects capable of learningadapting and interact