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Talents leave AI companies: "They are putting profits over sanity and safety"
(www.computerworld.com)
This is a most excellent place for technology news and articles.
Which is pouring money into the manufacturers of those things. If you're convinced the AI companies are going to collapse then just wait a little and you'll get all those things way cheaper than they were before.
At the moment, most of that "money" is just stock in the other company. And the type of RAM and "GPU"'s being manufactured are not ones that normal consumers will use. They're very specialized for AI en masse.
Another thing around that is that the major manufacturers being leveraged for that gear have stated that they are not increasing production in the near future because of this. It seems they're mostly in a "wait and see, it might just be a bubble" mode as scale up takes a lot of time and only pays off with continued demand over a long period of time.
I'd love if it was going to be flooding the market with cheaper tech, but thats not been shown to be the case. And it's really not worth the environmental impact in either case.