Artificial Intelligence (AI) has created a profound impact on various sectors, radically transforming the way we live and work. However, even with its extensive applications and advancements, AI still possesses inherent limitations. Here, we delve into a comprehensive investigation of the challenges and constraints that hamper AI technology from reaching its full potential.