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Adaptation of complex service-based systems is one of the most challenging research problems for the Future Internet. A considerable effort has been dedicated in recent years to address this problem. However, there are still several important issues that call for concrete solutions. In this paper, we present a set of research challenges for muti-layer and mixed-initiative adaptation and monitoring that may guide the research in this area for the next 5-10 years.