We think this development is a great perspective in the field of computational studies of disordered and amorphous framework materials. Previously, the choice of approaches required us to choose between the chemical accuracy of the description of intermolecular interactions, and the time and length scales achievable. On the one hand, first-principle methods were accurate but very expensive, and therefore limited by the lack of sampling of the phase space explored, as well as restricted to relatively short dynamics. On the other hand, reactive force field-based approaches were often inaccurate in their depiction of the chemistry at play. The use of MLPs based on ab initio data offer us a new way to approach the problem, and accelerate our quest of understanding the physical and chemical properties of these systems, and their relationship to local structure.