In this paper, we describe an ongoing work tending to make autonomic a mediation framework called Cilia. Cilia is an open source component-based mediation framework initiated by the LIG/Adele team at Grenoble University and France Telecom. Cilia has been designed for data and application mediation and is used in several industrial use cases. This paper presents approaches that are currently pursued to obtain a self-managed mediation framework.