abstract: In this talk we describe theoretical results related to the Langevin SPDEs described in Part I (see the lecture by AM Stuart). We describe a Banach space valued theory which is sufficiently flexible to deal with nonlinear Neumann boundary conditions and the presence of Dirac mass terms in the interior of the domain; the former arise naturally from sampling conditioned diffusions with starting value in an equilibrium measure, the latter from discrete time observations. We also describe the ergodic properties of the SPDEs. In the case of what we term the preconditioned SPDE, it is necessary to use the theory of asymptotic strong Feller. Joint work with Martin Hairer and Andrew Stuart.