this post was submitted on 20 Jun 2026
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[–] Jiral@lemmy.world 1 points 1 day ago* (last edited 23 hours ago) (1 children)

Both rail and communication infrastructure lead to some useless connections but much of it was no useless, in both cases. GPUs are not bolted to the ground but they do become obsolete no matter if you deny it or not. The issue is that the real costs is in using GPUs is very different from these previous bubbles. Those obsolete GPUs will cause much higher operating costs than newer generations, to the point where they won't be interesting to use even if you gave them away for free. To make matters worse, other infrastructure is much more flexible in its use, one can transport all sorts of things on railways, one can send all sorts of data on communication infrastructure. Those specialised GPUs aren't very useful for anything other than a fairly narrow use case.

I think you do not fully appreciate the crazy amounts of GPUs we are talking about here. China has no massive real shortage of GPUs. They managed to get black market GPUs more or less directly from Nvidia just fine. Nor are European universities IT wastelands without compute capabilities. But even if they'd go crazy on expandig compute infrastructure with outdated power hungry GPUs, that would be barely more than a drop in the ocean. Nvidia does have to resort to circular financing to keep the boom cycle accelerating, with GPUs going just to some storage facility if they exist at all. That is not how healthy demand looks like.

[–] hansolo@lemmy.today 1 points 21 hours ago (1 children)

In a $10 Trillion bubble, what percentage, exactly, are the GPUs you're taking about?

Is it 10%? Are there a Trillion dollars worth of GPUs you're worried about? Or less?

[–] Jiral@lemmy.world 1 points 17 hours ago* (last edited 17 hours ago) (1 children)

If you are talking about GPUs being only a small share of the overall total sum, bad news that the supporting infrastructure is also to a large extend tailor made for that very narrow use case. No one else will need such huge data center facilities designed specifically for GPUs, that includes also the non GPU components. And the infrastructure is the only thing of substance of this bubble. The models aren't it. Open weight models are on the heels of the closed models. As soon as they are good enough for common applications, the business case for charging billions is slowly evaporating.

You are also mistaken, I am not worried about GPUs. I am merely stating that they and their server infrastructure (which is tailor made for them) are rapidly getting obsolete equipment by their nature and while the clock is ticking they are largely not even being used. This is fundamentally different from the dotcom and railway bubble.

[–] hansolo@lemmy.today 1 points 5 hours ago

If you are talking about GPUs being only a small share

My friend. I asked for a number.

You dodged and wrote a bunch of opinion.

No facts, no actual evidence presented. What good is this in convincing anyone of anything other than you're too deep in an emotional argument to ever see daylight again?

Shit, even someone else managed to copy and paste links to Boomer-targeted panic-y "news" articles. It's at least a tiny bit of effort to support their own opinions.

Hey, you want to see some real evidence that your concern is both overblown and potentially not even a thing at all? A pretty decent discussion on Hacker News about Dark GPUs, the term you should have been using, has plenty of industry-specific thoughts on the matter. The short version is that if Dark GPUs exist, it's Nvidia hoarding them, not companies waiting to use what they've bought. So even of the discussion about Dark GPUs, the custom aspect you're so fixated on doesn't seem to be real, either.

https://news.ycombinator.com/item?id=48446428

Not to mention your naive take that you think this is all actually about some very honest and straightforward hustle to stick GPUs in buildings.

Cute, but hey, let's get crazy, here.

Other factors to consider: This is a real estate investment scam to the core (see the article in the HN link). GPUs might hit EOL, but if used at a lower voltage, might be perfect for enterprise and free tier usage because those models are dogshit anyway. As access to compute returns to normal levels for Tier 1 users, if Dark GPUs don't end up used, they're a tax write-off; a massive, enormous, tax write-off for a company that's growing at stupid rates.

Hell, have you even considered that they don't even exist in the first place, and are one more slight of hand intended to push up GPU "scarcity" and inflate manufacturing and investment numbers? Nvidia's selling GPUs for 10 times above manufacturing costs. Sometimes 20x. Data center revenue is up 176% so far in 2026 because Nvidia is nearly a monopoly. And this administration won't touch them.

And now, to answer my own question, because you seem unable or unwilling: Most likely, zero percent. None, because Dark GPUs aren't even proven to exist. Let alone hyper-specific ones that you seem to have invented. Because demand for compute is so high that GPUs getting burned out with nothing to replace them is an actual problem constraining compute right now.

So until you have real evidence to back up your claims, I suggest you re-evaluate what you keep spouting off to people about, because it's not real. It's a hallucination, just like an AI would do.