The first sections of this chapter are devoted to a brief introduction to our basic model of controlled mean-field interacting particle systems, its principal features in the framework of pressure and resistance, and to the fundamental paradigm of the scaling limit (dynamic law of large numbers), allowing one to reduce the analysis of these Markov chains with exponentially large state spaces to a low-dimensional dynamic system expressed in terms of simple ordinary differential equations (ODEs), so called kinetic equations.