Heh, it's really not that complex.

http://www.tumblr.com/why-tumblr

I've also blogged about it before: http://charmian.dreamwidth.org/tag/tumblr

Somewhere in there is a guide I wrote to Tumblr, but it's kind of old and Tumblr has since added new features.