Abstract We extend the spectral approach of S Gouëzel for vector-valued almost sure invariance principle (ASIP) to certain classes non-stationary sequences with a weaker control over behaviour covariance matrices, assuming only linear growth. Then we apply this extension obtain quenched ASIP random perturbations fixed Anosov diffeomorphism as well billiard map associated periodic Lorentz gas. a...