Artificial Minds (MIT Press)

An encyclopedic but nonetheless compellingly readable overview of the history of Artificial Intelligence. It doesn't require a computer background in artificial intelligence, but it doesn't insult your natural intelligence either. There may be better books on the subject, but I found this to be just the right mixture of history, theory, cognitive psychology, evolutionary epistemology, and computer science.