As the requirement for intelligent devices continues to escalate, edge AI is emerging as a game-changer. By bringing computationpower closer to the source, edge AI enables devices to process data in real time, leading to immediate actions and optimized performance. This trend empowers a new generation of smartobjects capable of learninggrowing and