As the requirement 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 faster decisions and enhanced performance. This trend empowers a new generation of smartobjects capable of learninggrowi