Sam Altman:
A lot of people want local inference, and somehow they assume that the problem is solved now because we have open-source models, we’re going to be able to run them on our computers, and so we’re not going to need all the stuff in the data center.
But from a global allocation perspective, actually it’s quite terrible to have everybody, like, have a bunch of the world’s limited supply of DRAM sitting in their own computer and being used five percent of the time.
Like you want maximum utilisation in the cloud if you’re trying to deal with this very supply-constrained environment,
And somehow many people’s intuition is the opposite of that
TL;DR Guy selling product: “Here’s why owning your own product instead of renting it from me is a terrible idea”



We don’t need them even without local inference. There was already more than enough total global compute for the most valuable use cases of LLMs (research, development, admin). The datacenter build-up is almost entirely fueled by utterly unrealistic expectations of future capabilities. Before and now the case for local inference is a matter of access, not capacity.
Utilitarianism like this is a disease. By the same logic, it’s inefficient that we allow other species of animals to exist and consume usable energy. Hell, why stop at other species? It’s inefficient to allow humans to exist - let’s kill all humans!
Now, I know that’s not what he said, the point was to show that when someone uses utilitarianism as a serious argument, they are no longer worth listening to.
The supply is only constrained because you keep hoarding more than you need. Maybe it’s time for some communization? So communities where data centers are built get most if not all of the profits from it?
That’s already where his mind is at: https://www.theregister.com/software/2026/02/23/altman-you-think-ai-is-wasted-energy-try-raising-a-human/4181781
Well the less humans that are kept happy by having enough ram to do stuff the more unhappy humans looking for someone to blame there are… But yeah what’s the point in anything if there’s nobody there?
At this point - especially with this commentary - the datacenter build-up seems like market manipulation. Like how hyper-scaling keeps competition scarce.