A multiscale model is developed for predicting residual stresses in MMCs during multi-thermo-mechanical processes. The multiscale model is capable of handling initial stresses and integrates temperature history dependent constitutive model. Integrating both multiscale modeling and neutron diffraction, the stress evolution mechanism in MMCs is captured. The multiscale model provides promising predictions of residual stresses in MMCs during complex processes.