We recall the reasons for the exponential failure of the DMRG algorithm in more than one-dimension and link this with the disconnected nature of the theory. A connected version of the RG is described which allows the efficient and accurate treatment of higher dimensional systems. In addition, a new renormalisation group algorithm, based on a numerical generalisation of the separation of variables, is introduced.