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