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Logic-driven AI could slash energy use by 100x while outperforming today’s most powerful systems
(www.sciencedaily.com)
this post was submitted on 06 Apr 2026
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i am kind of pessimistic because i feel like the profit motive will impede the mass implementation of local models. it feel like all good web / tech things stay too niche to make a difference.
That's just the Silicon Valley model though. Look at China for contrast. Companies there treat models as foundational infrastructure, and they're not trying to monetize them directly. Hence why we see so much open source work coming out of there right now. It's a similar situation we see with Linux incidentally. A lot of companies contribute to its development, but they monetize things like AWS that are built on top of it. However, even without company engagement, people will continue to work on open source as they always have. It doesn't really matter if it goes mainstream or not.
It does matter for it to be environmentally sustainable
What's happening currently is a bubble that's not in any way sustainable. And energy prices going through the roof thanks to the war could even be the catalyst that pops it. But as I noted earlier, we've gone through this cycle many times in tech world. New tech often requires a ton of resources to run which creates the mainframe era, then it gets optimized overtime, and moves to edge devices. I don't see anything special about LLMs here. We're just in very early stages of new technology.
There's a competitive advantage to squeezing more compute out of the same GPU cluster with software optimizations that indirectly favors local models. It just depends on whether the optimization work can proceed fast enough to make the DC expansion approach obsolete (or at have a less profitable ROI).