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Failure independence is an important assumption for many fault tolerance techniques. Unfortunately, real systems exhibit correlated failures. In this paper, we present a framework for online discovery of groups of server nodes that are maximally independent in their failure characteristics. We discuss the framework in detail and provide a preliminary evaluation.