Southern Chess Bars courtesy: Country Kitchen This is another one of those “easy as falling off a log” kind of recipes. The resulting baked good is very decadent and absolutely delicious. No one seems to know just exactly how “chess bars” or “chess pies” got their names. I spent a bit of time trying to find out by doing research on the internet.