Shake all the ingredients with ice and serve in a rocks glass over ice. Garnish with the orange slice and cherry.
I don't know who coined the name first, but it came from California. As a matter of fact, Stone Sours were also called California Sours. Stone Sour just indicates the addition of a little fresh orange juice.