We develop first-principles thermodynamic and kinetic descriptions of Ni, Co and Ti based super alloys for aerospace applications and of Mg based light-weight alloys for automotive applications. We also study structural oxides for high temperature applications such as thermal barrier coatings on jet-turbine blades.