As the need for intelligent devices continues to escalate, edge AI is emerging as a revolutionary force. By bringing computationintelligence closer to the data, 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 learningevolving