Schematic overview of the model pipeline. Halo merger trees are encoded by a shared GNN backbone, conditioned on the SAM parameter vector for the catalog and evaluated with separate prediction heads for each redshift. In the current architecture, M_⋆, L_z ,and J are modeled with heteroscedastic regression heads, while sSFR and M_Z,gas are modeled with mixture-of-experts heads.