The authors specifically state that they do not think that GenAI is snake oil. You can’t legitimately argue that it is.
On the other hand, I’m not sure that you can legitimately argue that it is not over-hyped. The only way that it isn’t is if we achieve “singularity” imminently - because that it is what a sizable number of people, including possibly some people at OpenAI, are actually expecting.