In this short article, we extend Kelly, Malamud, and Pedersen (2023)’s new asset pricing framework to allow incorporating multiple predictive signals into optimal principal portfolios. Empirically, we find that the multi-signal theory is valuable for combining signals and improving a naive combination of single-signal principal portfolios.