Yes, you need the WP Super Cache plugin for your self-hosted WordPress site.
JayRobinson.org went from about 10 visits per day to over 5,000 per day for six straight days. WP Super Cache helped me survive my first Fireball-ing:
If you’d like to discuss this article with your friends, I suggest using the Short URL: http://jwr.cc/x/2c.