  In this note, we examine the forward-Euler discretization for simulating
Wasserstein gradient flows. We provide two counter-examples showcasing the
failure of this discretization even for a simple case where the energy
functional is defined as the KL divergence against some nicely structured
probability densities. A simple explanation of this failure is also discussed.
