Autonomic Computing, a groundbreaking initiative spearheaded by IBM, marked the dawn of a new era in the design and operation of computer systems. The idea was simple yet profound: create systems that could manage themselves with minimal human intervention. Inspired by the human autonomic nervous system, which functions independently to regulate essential body functions, IBM's Autonomic Computing Initiative (ACI) aimed to develop computer systems capable of self-management—systems that could autonomously configure, optimize, protect, and heal themselves. This vision has laid the foundation for what is now recognized as autonomic computing, a vital concept in the modern landscape of artificial intelligence (AI) and machine learning (ML). The Genesis of Autonomic Computing: From Inspiration to Implementation The concept of autonomic computing was deeply inspired by the human nervous system's ability to perform complex tasks independently. Just as the autonomic nervous system regu