A professional I know in the field (who repudiates drugs for CBT, and so is probably biassed, but still...) says that the lack of clarity over how an antagonist and a suppressant can both be claimed to operate on the same underlying problem and have adherents, points to bad understanding of what actually causes the problem.
I basically agree with your friend, but I'm pro-drugs for pepole who find them helpful. I very strongly suspect that the underlying "problem", like with cancer, is actually an enormous variety of problems that cluster into vaguely similar symptom groups. I am absolutely not an expert here, this is a layperson's opinion, but it's really hard to imagine that there's just one specific cause that we're treating. I think…
The recent news about why ketamine works is a very specific aha moment, they showed a focussed impact on a brain functional element which seems to re-stim negative ideation and so blocking it relieves a cycle and then permits some kind of reset. Layman's analogies.