In the dynamic landscape of cluster computing, the integration of Artificial Intelligence (AI) has emerged as a transformative force. This article explores the paradigm shift brought about by AI-powered cluster management, delving into the automation and optimization of resource allocation and performance. From the fundamental principles to real-world applications, we examine how AI is reshaping the efficiency and adaptability of cluster computing.