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