We are grateful to Jack Dongarra and Bernard Tourancheau for inviting us to the Cluster Workshop at Blackberry Farm. Comments from the anonymous reviewer of the initial version of this paper helped us immensely in improving the paper. Finally, this work greatly benefitted from useful and substantive discussions with our colleagues on the AppLeS team as well as Frederica Darema, George Kremenek, and Roy Williams.