Aerospace engineering and advanced manufacturing have been running change simulations for decades. Before modifying a jet engine component or altering the geometry of a wind turbine blade, engineers build a digital twin — a structured model of the product that can be subjected to simulated conditions before a single physical change is made. Constraints and failure modes surface in the model, where they are inexpensive to address, rather than in production, where they are not.