Optimized affine shift of concave utility

Let $\mathcal{X}$ be a vector space of random variables and supposehas an optimizer for every $y$. If $U$ is increasing and concave, then $F$ is increasing and concave. For concavity, combine optimizers at two values using the same convex coefficient as the values themselves.