The recent co-state coordination algorithm for the two-level optimization of nonlinear discrete dynamical systems with separable quadratic cost functions is specialized to ensure the satisfaction of both necessary and local sufficiency conditions. For an important subclass of the problems, global sufficiency can be guaranteed. This is demonstrated on a simple example where previous methods have yielded worse local optima.