Intellectual Merit ------------------ Very sound proposal which has good ideas which are well worth investigating in fashion proposed. They might note work of Fox in ref. 4 on physics analogies for load balancing -- their proposal goes beyond these ideas and further there is no existing available software package implementing ideas such as those proposed here. Broader Impact -------------- Multidisciplinary implications a) Interesting science enabled through development of better load balancing algorithms b) Interesting load balancing ideas which are in many ways new (renormalization group) and have not (as far as I know) been applied to "real science" and have not been developed as a generally useable package. Summary Statement ----------------- These ideas are not revolutionary but they have novel features and I believe they proposers have a good team. There is a beautiful synergy between physics and computer science. The proposal is well written. I strongly recommend support.