The Falcons signed veteran running back Aaron Stecker on Tuesday. Stecker, 33, carried the ball a career-high 114 times for the Saints in 2007. Atlanta is apparently concerned about injuries to running back Jerious Norwood and fullback Ovie Mughelli.