What is an ontology and why we need it
This article was a good read for me because, while I have plenty of background with object-oriented programming, I needed a quick read to understand the subtle terminology and technical differences in the AI world. It's probably an even better read if you have no experience with designing object-oriented programming and want some simple guidelines.
(via kottke.org)