Julius A. Penn was a career officer in the United States Army. He attained the rank of brigadier general during World War I, and commanded 170th Infantry Brigade, 85th Division and 76th Infantry Brigade, 38th Division, in addition to serving as Chief of the Personnel Bureau for the American Expeditionary Forces.