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This paper presents the design and evaluation of a system sensitive partitioning and load balancing framework for distributed adaptive grid hierarchies that underlie parallel adaptive mesh-refinement (AMR) techniques for the solution of partial-differential equations. The framework uses system capabilities and current system state to select and tune appropriate distribution parameters (e.g. partitioning granularity, load per processor) to maximize overall application performance.