As the demand for intelligent devices continues to climb, edge AI is emerging as a revolutionary force. By bringing computationprocessing closer to the user, edge AI enables devices to interpret data in real time, leading to quicker actions and optimized performance. This trend empowers a new generation of smartdevices capable of learningadapting a