Optimal decisions robust to future uncertainties are considered. Both continuous and discrete sets of scenarios are discussed with algorithms for solving both cases. In the case of the former a quasi-Newton algorithm is discussed and in the case of the latter, a fast and easily implementable approach is introduced. Optimal portfolio results are used to illustrate the robustness properties of the strategy. A macroeconomic example is also considered.