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We describe the use of neural networks for optimization and inference associated with a variety of complex systems. We show how a string formalism can be used for parallel computer decomposition, message routing and sequential optimizing compilers. We extend these ideas to a general treatment of spatial assessment and distributed artificial intelligence.doi:10.1109/simsym.1989.748307 dblp:conf/anss/FoxFHKSW89 fatcat:rgvgxt2dsvd4bm2ztsvoeusyk4