The key to storage manageability is adaptation. In traditional storage systems, adaptation is performed by a human administrator, who must assess problems, and then manually adjust various knobs and levers to bring the behavior of the system back to an acceptable level. Future storage systems must themselves adapt, and in doing so, reduce the need for manual intervention. In this paper, we desc...