There are a few recent publications that describe "best practices" for alchemical free energy methods and discuss some of the issues mentioned above. However, the major shortcoming of such articles is that their proposed guidelines are not based on statistically robust analysis of free energy predictions. For our part, we are interested in rendering such simulations actionable; this requires predictions to be accompanied with full uncertainty quantification.