"once people realize the LLMs are not going to replace actual thinking persons, anywhere where the outcomes matter"
Come on, with that UID you are old enough to know better. Remember when people started calling distributed systems 'clusters', then calling internet connected clusters 'cloud', then because everyone was desperately trying to attach some sort of meaning to this buzzword is slowly started to mean internet connected clustered systems WITH AN API.
Remember how everyone who went through this evolution knew that these were still insecure, third party, leveraged, internet connected systems with mixed client data and were highly insecure on top of costing WAY more than any enterprise scale deployment and definitely more than whiteboxing prosumer gear yourself? Did the masses wake up and realize this or did they just lay off the more experienced people who kept pointing out what they were doing was a terrible idea and gloss over all the major disruptions and massive breach after breach?
What about when all the 'automation' and 'infrastructure as code' frameworks were being pushed and experienced admins pointed out that enterprises let software back for 5yrs or more so it doesn't disrupt the underlying business and avoid homegrown code and scripting as much as possible? Yeah, they laid off those more experienced people and now pretty much every fortune 500 is running shitty code written this morning and gets breached all over the place, has enterprise wide and network wide disruptions, etc... Hell some of the early adopters don't even remember what stable systems looked like so they aren't mad about it.
No Ox, 'people' aren't going to wake up and realize the tech is shit and doesn't really work for anything but datamining with a high degree of skepticism and human review of the results. They are going to deploy it anyway and the same people telling them it is a horrible idea are going to have to make it work somehow and build all the guardrails in the world around it while people try to make it more functional, then as soon as those people thread the needle and document it they'll be laid off and replaced by H1Bs.