Dark-field X-ray microscopy (DFXM) was used heavily throughout this thesis and provide unprecedented information about the nature of transition in neuromorphic systems and their environments. As upgraded synchrotrons come online, the ability of DFXM to extend to other quantum systems that are weak scatters becomes more feasible. This will allow for the study of the mesoscale features that mark the transition point from quantum phenomena to bulk properties. This chapter presents the main takeaways from this thesis and discusses some possible avenues for continuing research using DFXM and further developing it.