As urban development stands on the brink of a new epoch, the imperative exploration of artificial intelligence, logic programming, and entropy demands visionary planning, ethical conduct, and a deep appreciation of their far-reaching impact when synergized within smart city frameworks. This study delves into the complex relationship between artificial intelligence, logic programming, and entropy, highlighting their pivotal role in advancing smart cities towards operational excellence and evolutionary success. By harnessing artificial intelligence’s understanding of human emotions and sentiments, urban centers are redefining city living. Employing cutting-edge technologies not only empowers healthcare innovation but also improves city planning, public safety, transit systems, and environmental management, significantly enhancing the quality of life for citizens. The key finding of this study underscores the importance of addressing challenges inherent in such integration, particularly in healthcare, leading to a high degree of citizens’ wellbeing.