One of the major benefits of ephemeral tokens is that they become less attractive to put into the code, and more attractive to put in a config file/vault that's easier to update and keep secret. This in itself is useful because it makes it less likely that it will be in some source file someone shows, or pushed to some remote repo that at some point has permissions allowed so people can see it.