Here, we introduce a new construction algorithm that reduces construction time by 10–20×, halves the disk and RAM footprint, and improves load time by more than 20× relative to v1. GRG construction is now so fast that building a GRG directly from .vcf.gz can be faster than .vcf.gz to PGEN (PLINK2).