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