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This lecture explores the concept of mixing time changes in any nilflow, focusing on settings with nilpotent steps greater than 2 and compact nilmanifolds. The presentation delves into the Toral factor, irrationality, and the generation of nilflows. Various examples and schemes are discussed to illustrate the delicate nature of mixing and its dependence on singularities.