Are You Forcing MySQL to Do Twice as Many JOINs as Necessary?

The insight of the article is that indexes and tables are the same thing underneath. Using an non covering index costs like a join. I'm a tokutek fan, but this article is the clearest report of the pros of tokudb so far.