Thoroughly rinse the olives in cool water. Place all ingredients in the bowl of a food processor. Process to combine, stopping to scrape down the sides of the bowl, until the mixture becomes a coarse paste, approximately 1 to 2 minutes total. Transfer to a bowl and serve.
Recipe courtesy of Alton Brown, 2005