Composed of Anybody Killa and Blaze Ya Dead Homie, Drive-By signed to Psychopathic Records in early 2005. They released their debut CD, the Ponydown EP, in October 2005. The group disbanded after ABK left Psychopathic in 2006. Drive-By re-released Ponydownthe (prelude) EP in July 2008, after ABK returned to the label. After Blaze left Psychopathic the future of Drive-By on Psychopathic seemed unsure. Drive-By is officially off Psychopathic as of Blaze's departure, and ABK is forming a new group on the label.