As the demand for intelligent devices continues to escalate, edge AI is emerging as a game-changer. By bringing computationintelligence closer to the data, edge AI enables devices to analyze data in real time, leading to immediate responses and optimized performance. This movement empowers a new generation of smartdevices capable of learninggrowing