In this issue of Developmental Cell , Yu et al. ¹ reconstruct human embryonic gene co-expression networks (GCNs) that guide pancreatic endocrine lineage specification. Benchmarking stem cell-derived islet (SC-islet) differentiation protocols against fetal human pancreatic cells reveals early regulatory divergences, thereby enabling the design of a protocol with improved β-like cell production.