The military reforms of Augustus were pivotal in transforming the Roman military from a temporary levy system into a professional standing army, which helped solidify the power of the Roman Empire. These reforms included the establishment of a regular salary, fixed terms of service, and the creation of the Praetorian Guard, ensuring loyalty to the emperor and stability within the empire.