This short article reports our recent effort to integrate the mesoscale phase-field method with first-principles total energy calculations, linear response theory, as well as mixed-space cluster expansion. A particular example of applying such a multiscale approach to the case of precipitation of semicoherent theta' particles in an Al-matrix is presented.