Título: Planning under Risk and Knightian Uncertainty Palestrante: Leliane Nunes de Barros Resumo: Two noteworthymodels of planning in AI are probabilistic planning (based on MDPs and its generalizations) and nondeterministic planning (mainly based on model checking). In this paper we: (1) show that probabilistic and nondeterministic planning are extremes of a rich continuum of problems that deal simultaneously with risk and (Knightian) uncertainty; (2) obtain a unifying model for these problems using imprecise MDPs; and (3) derive a simplified BellmanÇs principle of optimality for our mode.