The rapid evolution of artificial intelligence is shaping a intricate environment for businesses and users alike. Recently, we've observed a significant attention on generative AI models, such as large language models, driving innovations in content generation. Moreover, the emergence of on-device AI is allowing immediate computation and minimizing