Autonomic computing is all about making the technology work smarter. This will free the IT professionals from a lot of burden. There are many diverse scenarios that an autonomic computing model handles. An autonomic computing model manages itself by controlling the system and applications without any input from users. As a result, there are many challenges faced by such a computing model. Providing a secure environment, returning to normalcy from unpredictable failures, fine tuning themselves, managing complexity are some of the noteworthy features of an autonomic computing model. This paper highlights these challenges and the future vision. Furthermore, this paper tries to explore the new aspects of achieving autonomic features in systems.