As the requirement for intelligent devices continues to soar, 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 faster actions and enhanced performance. This trend empowers a new generation of smartapplications capable of learningevolving a