New renormalization-group algorithms are developed with adaptive representations of the renormalized system which automatically express only signi cant interactions. As the amount of statistics grows, more interactions enter, thereby systematically reducing the truncation error. This allows statistically optimal calculation of thermodynamic limits, in the sense that it achieves accuracy " in ju...