We have proposed a long-term study of the behavior of the human brain as a paradigm for distributed computing. The crucial elements in the brain appear to be inaccurate, massively parallel, asyncronous (unclocked) hierarchically organized computing elements, which rely on nonlinear input/output response and adaptive feedback, often using incorrect data. Thus our studies include neural networks, fuzzy systems, genetic and other optimization methods.