Le'Veon Moss attended Istrouma High School in Baton Rouge, Lousiana. During his high school career he had 1,754 rushing yards with 23 touchdowns. Moss was selected to play in the 2022 Under Armour Al-American when he originally committed to play football at the University of Alabama before switching to Texas A&M University.
In his true freshman year at Texas A&M in 2022, Moss played seven games and had 27 carries for 114 yards and a touchdown. As a sophomore, Moss played in nine games with one start and rushed for 484 yards on 96 carries and five touchdowns. Moss entered the 2024 season as a junior running back and starter on the depth chart.