On Intelligence by Jeff Hawkins changed the way I see myself and the world in a big way. I don't necessarily see his approach as a pathway to AI (though I don't dismiss it), but I thought it had some easily understandable insight into how our minds work.

The Lean Startup by Eric Ries got me thinking about applying the scientific method to things I never thought of before.