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