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Blue Gene/L represents a new way to build supercomputers, using a large number of low power processors, together with multiple integrated interconnection networks. Whether real applications can scale to tens of thousands of processors (on a machine like Blue Gene/L) has been an open question. In this paper, we describe early experience with several physics and material science applications on a 32,768 node Blue Gene/L system, which was installed recently at the Lawrence Livermore Nationaldoi:10.1145/1088149.1088182 dblp:conf/ics/AlmasiBGGSWBCSGGGKLSSWYAMR05 fatcat:q4ho3aaszjbjnpfy672e7njdzm