What's slowing down the AI buildout

(worksinprogress.news)

34 points | by droidjj 14 hours ago

15 comments

  • cdrnsf 8 minutes ago

    Apparently they're fast tracking gas fired power plant approvals, so we can expect production to increase and the climate crisis to worsen. https://www.motherjones.com/politics/2026/07/donald-trump-ep...

    • rconti 42 minutes ago

      Remember when we didn't have enough electricity for electric cars?

      • buckle8017 10 minutes ago

        Have you seen the price of electricity?

        That's with only about 5% of cars being electric.

        We've consumed nearly all of the slack in transmission capacity.

        I'm expecting transmission costs to balloon.

      • 9cb14c1ec0 11 hours ago

        Question for the experts: does the power crunch mean that AI hyperscalers will turn off previous generation GPU datacenters to free up power for their new Vera Rubin GPUs?

        • pitched 11 hours ago

          I think it’s more likely we’ll raise prices until demand lowers enough to match supply.

          • linkregister 11 hours ago

            Open models enforce a floor on prices, unless overall compute is so constrained that those prices rise also.

        • bob1029 10 hours ago

          Project Kilby is probably the most intelligent approach to this problem so far.

          https://www.chevron.com/newsroom/2026/q2/chevron-signs-20-ye...

          The idea is to bring the data centers, power generators and energy supply together in the ~same physical space so the only thing you have to transmit is data. Moving energy is way more expensive than moving information.

          • Bratmon 52 minutes ago

            > Moving energy is way more expensive than moving information

            But this project is still moving energy- it's just moving natural gas instead of electricity!

            • bob1029 4 minutes ago

              [delayed]

              • buckle8017 8 minutes ago

                Its west Texas, the natural gas is already nearby.

              • fragmede 10 hours ago

                The ocean tidal power data center idea was a neat one.

                • cactusplant7374 22 minutes ago

                  I agree. It has to be more viable than sending GPUs to space.

              • mawadev 7 minutes ago

                "The primary bottleneck to this growth is the availability of electricity."

                We put the cart before the horse, lets stop talking about growth and focus on making it useful first lmao

                • trescenzi 4 minutes ago

                  Totally agree. One thing the AI bros believe though is that growth == useful. If you strongly believe that the larger the model the smarter it is then you think through growth we get AGI which implicitly is useful because reasons.

                • onion2k 12 hours ago

                  The primary bottleneck to this growth is the availability of electricity.

                  The bottleneck for building some AI datacentres and switching them on is electricity, sure, but that's not what drives growth. There also needs to be demand for the additional capacity; people need to be waiting for capacity to catch up so they can do the useful work that grows [society|GDP|something] that they aren't doing right now.

                  There's also very likely to be diminishing returns from additional capacity if we're near or over the limit of productive use. And there's the opportunity cost of what could have been done with that [money|land|electricity].

                  This is a much more complicated system than "people say they need more AI -> build datacenter -> power datacenter -> magical growth!"

                  • pitched 11 hours ago

                    In the Innovation Adoption Curve, we are absolutely beyond the Early Adopters phase and possibly the Early Majority. The growth rates necessarily have to start trending down because there’s no one left to sell to.

                    • ahartmetz 52 minutes ago

                      I'm not sure if the classic adoption curve applies. Has there ever been a product that vendors were shoving down customer's throats as relentlessly as AI?

                      • officialchicken 18 minutes ago

                        "Internet" enabled devices, or "railroads" - for example.

                    • leonidasrup 9 hours ago

                      The most important sentences of the article are:

                      "Discussions about expanding electricity supply to power the future often become debates about which source is most suitable: gas, nuclear, solar, or something else. But these are a distraction. Far more fundamental is ensuring power can be efficiently delivered where needed."

                      This is the reason why data centers are not run only on cheap solar power.

                      • user43928 10 hours ago

                        I cannot currently access Fable class models, I am out of usage credits.

                        Anthropic is removing these larger models from personal plans at the end of the week to focus on selling it to enterprise users.

                        Putting these more intelligent new models into the hands of more people seems very worthwhile to me.

                        • onion2k 10 hours ago

                          I don't think Anthropic are doing that because they don't have enough compute capacity. If we had 100* more datacentres the message would still be the same - they're focusing on selling Fable access to enterprise users because that's what makes them more money.

                          • user43928 9 hours ago

                            Either the cost to serve this larger model is so high that they cannot offer any reasonable usage quota for it at subscription prices, or they really do not have the capacity.

                            I think that it might well be true. The Opus models had capacity issues on many occasions too. Can the larger model even be served on all of the hardware they have, or only a subset?

                            It would not surprise me if growing enterprise demand threatens capacity, making it impossible for Anthropic to offer the model in subscriptions at this time, even though they could do so at a profit.

                          • surgical_fire 9 hours ago

                            Do you pay API prices? Or are you on some of those plans that are deeply unprofitable?

                            I am not even sure if API prices are actually profitable, but they certainly aren't as unprofitable as the subscription plan users.

                            Either way, that's why you don't have access. It has nothing to do with capacity constraints.

                            • user43928 9 hours ago

                              We do not know whether subscription plans are unprofitable at all.

                              Some estimates suggest that this is the case only for the heaviest users.

                              Many seem to confuse API prices with the actual cost to serve the models, and thus reach the conclusion that subscriptions must be deeply unprofitable.

                              Anthropic is officially citing capacity constraints with the intent to bring the Fable model back to subscriptions plans as soon as capacity allows.

                              • surgical_fire 9 hours ago

                                > We do not know whether subscription plans are unprofitable at all.

                                That's pretty much certain. It's sort of cute when people like to pretend otherwise.

                                > Many seem to confuse API prices with the actual cost to serve the models, and thus reach the conclusion that subscriptions must be deeply unprofitable.

                                I don't make that mistake. I actually suspect that the actual costs may be higher than the API prices. I think those may still be subsidized.

                                > Anthropic is officially citing capacity constraints with the intent to bring the Fable model back to subscriptions plans as soon as capacity allows.

                                Yeah, I don't think they are being truthful at all.

                        • h4kunamata 10 hours ago

                          1. People fighting back due to never ending effects caused by these massive data centers

                          2. Companies realising that they are burning half million to get nowhere

                          3. Circular investment scaring investors

                          4. And more recently, companies hiring people back coz the AI aimed to replace humans, created more problems than solved them

                          5. Memory cartel falling apart, again, they did the same thing during 2000s

                          6. China is making good ML free, supply and demand, destroying the US tech token business model

                          7. Even META has too much computer power and no enough use for them.

                          Those are the main reasons why AI buildout is not just slowing down but falling apart faster than expected.

                          • pitched 11 hours ago

                            TFA isn’t about consumer usage, it is about training the next generation models. An interesting thought I heard recently is that a SOTA model has about the same parameters as the number of synapses in a Golden Retriever’s brain that are not dedicated to biological processes like breathing. Most of that should be wrapped in double quotes, don’t take it literally! But that number is about 100x lower than the same synapses in a human brain.

                            If the next order of magnitude costs 40B, I wonder if it’s even possible to get to the one after.

                            • convolvatron 49 minutes ago

                              just wait. the current gold rush has left any consideration of efficiency or price-performance at the side of the road. the entire enterprise is structured as a 'whoever can spend the most money wins the game for all time'. if we can get past that and invest more in theory and systems at a natural pace it'll just keep getting more affordable over time.

                            • beepbooptheory 46 minutes ago

                              I think at the very least, once the dust settles, a lot of these datacenters could become really really cool haunted houses, giant escape rooms, etc.

                              The real "AI" success story will be the person that makes an IRL backrooms theme park in the husk of a datacenter.

                              Or: laser tag park, the vests you wear are in part old tpu/gpu components.

                              • loosetypes 7 minutes ago

                                Or: filming location for the next Bond movie

                              • ullunaam 12 hours ago

                                Crusoe bypasses the grid completely by leveraging old batteries and wasted resources to power compute.

                                • neuroelectron 11 hours ago

                                  Maybe it's the same thing I heard it was six months ago when it was determined that more hardware was sold than twice the nation's supply of electric.

                                  • jqpabc123 12 hours ago

                                    ‘the abundance of [AI] will be limited by the abundance of energy’.

                                    And the reason current US policy opposes clean, renewable energy is --- purely political.

                                  • 0xbadcafebee 11 hours ago

                                    This is part of why the AI bubble will burst. The only way to make the profit numbers backing the loans to AI companies is to get increased capacity, and the capacity requires energy, and the energy won't arrive in time, only partly due to all the factors here, and partly because building transmission and generation is speculative and can fail for a number of reasons.

                                    US administration can try to pull a China and basically remove all regulatory barriers (following existing playbook of "do whatever we want and wait a year or two for the courts to catch up and stop us"). It'll create havoc that will make people very upset (more so than the people that already protest DCs in their backyards). But even then, it's construction on varied terrain and property over long distances; you can't predict exactly how that will go. Triple the estimated timeline and that is probably doable, but current AI investment likely can't wait that long, unless somebody can pull additional hundreds of billions out of a hat to extend lines of credit or a ponzi-scheme-esque paying-creditors-with-newly-lent-money. In that time the market will realize the hype was hype, the gains were modest, they'll start divesting, and then the house comes down.

                                    One way around that might be to deploy thousands more gas turbines and make rural air quality look like 2010 Beijing. It will probably happen if things get really tight, and we'll see how the current administrations's base responds; if they stick it out, the market gets a reprieve.

                                    • rayiner 11 hours ago

                                      We should have been building more nuclear. We’re not going to upgrade civilization with windmills and putting on sweaters. Think of how much power we’ll need for millions of robots?

                                      • linkregister 11 hours ago

                                        Unit economics for renewables coupled with storage are excellent. I agree we should reform nuclear regulation to allow new nuclear plants to pencil out. I disagree that we should discount the value of renewables.

                                        • vasco 10 hours ago

                                          Solar and wind take up a bunch of space and generate a bunch of waste after the panels are decommissioned, plus the wind generators are ruining every single landscape we have. With 5 nuclear stations per country you could cleanup so much of Europe.

                                          • leonidasrup 9 hours ago

                                            The environmental damage caused by "clean" power sources is done mostly in countries which are far from Europe, so it's not much discussed in Europe.

                                            Like:

                                            Copper. "As the world shifts to wind energy and electric cars, demand for the conductive metal has increased. But mining copper brings its own environmental hazards"

                                            https://www.theguardian.com/us-news/2021/nov/09/copper-minin...

                                            Impacts of lithium mining on water stressed regions in Chile

                                            https://www.theguardian.com/global-development/2026/jan/01/c...

                                            Impacts of rare earth refining in China.

                                            https://www.nytimes.com/2025/07/05/business/china-rare-earth...

                                            silicon tetrachloride from solar production

                                            https://www.azocleantech.com/article.aspx?ArticleID=831

                                            Europe should not outsource it's ecological impact to developing countries.

                                            • triceratops 14 minutes ago

                                              Is mining and refining uranium or oil free of environmental impacts? Does Europe currently have or do either?

                                              • dawnerd 9 hours ago

                                                And the person you replied to probably doesn’t realize spent nuclear fuel has really no where to go other than long term storage.

                                                • constantius 6 hours ago

                                                  They probably are aware of nuclear waste and of the modalities of dealing with it, and still believe that not investing into nuclear is shooting yourself in the foot.

                                                  FYI, a typical 1GW nuclear plant produces 30 tons, or 10m3, of high-level waste. Germany uses ~500TWh of electricity per year. So Germany could replace all their electricity generation with 60 nuclear plants and would need to find space for 1800 tons or 5km3 of waste per year.

                                                  For comparison, German landfills can accommodate 70M metric tons per year.

                                                  France, a country famous for its investment into nuclear, is not covered in nuclear waste, and does not seem to have any issue disposing of it safely.

                                                  Nuclear has its disadvantages, but painting the many people who advocate for it on HN as delusional or ignorant is not very respectful.

                                                  • dawnerd 2 hours ago

                                                    Solar doesn’t produce that much waste either and that was the point. Just because you don’t see the nuclear waste doesn’t mean it isn’t sitting there somewhere. The person was acting as if clean energy is dirty via its waste. For the record I’m all for nuclear - it’s insane we’ve regressed so much and not invested into more. But it’s also insane we’re not taking more advantage of green energy where we can.

                                                    • leonidasrup 56 minutes ago

                                                      Most of the solar panels are pretty non-dangerous waste (cadmium telluride (CdTe) solar panels are dangerous waste, but are currently only small part of installed solar panels).

                                                      Silicon tetrachloride used for silicon production is toxic and has to handled carefully.

                                                      The main point is that, if Europe wants to invest more in solar power, it should also do the manufacturing in Europe and waste disposal in Europe.

                                                      • qlte 19 minutes ago

                                                        Sure, I don't disagree with the ideal of onshoring more manufacturing for solar, but then the same standard should be applied to the entire supply chain of all forms of power generation. Frequently those negative externalities seem to be most often raised as a "gotcha" for solar specifically, in an attempt to rebut the clear environmental advantages.

                                                        For example, nuclear power is frequently sold as a plant that just sits there churning out zero-emissions power for 50 years from a few tons of super energy dense fuel (such as from the above commenter). Without acknowledging that fuel needs to be enriched from intensive and environmentally destructive mining of raw uranium ore. Which comes with risks to workers and possible contamination of groundwater to nearby communities, etc. Or the carbon impacts of the massive amounts of concrete/steel/etc that are required to build the plant, or the opportunity costs of spending tens of billions on a plant that will require continuing to burn natural gas and coal for another 10-20+ years until it comes online as a replacement, etc.

                                                        Otherwise it's just special pleading to apply a different standard that exaggerates the negative externalities of solar + batteries.

                                              • qlte 33 minutes ago

                                                  > plus the wind generators are ruining every single landscape we have.
                                                
                                                This feels, uh, wildly overstated.
                                            • OKRainbowKid 11 hours ago

                                              I don't see how expensive energy helps us "upgrade civilization".

                                              • rayiner 11 hours ago

                                                Its only expensive because its been regulated to death. In terms of potential energy output in a given area its tops.

                                                • nibbleyou 9 hours ago

                                                  Unregulated nuclear energy is only going to show us how unsafe it is.

                                                  • vrganj 11 hours ago

                                                    It's been regulated "to death" because it's responsible for some of the worst man-made catastrophes of all time and has made large swaths of land uninhabitable for ~forever.

                                                    Move fast and break things this is not.

                                                    • duped 12 minutes ago

                                                      It really hasn't though. Fossil fuels kill or disable more people every year than nuclear power has, ever.

                                                      Even in terms of radiation accidents, nuclear power generation pales in comparison to orphan sources from medical equipment. Yet you don't see people clamoring on about fewer x-ray or radiological machines.

                                                      > made large swaths of land uninhabitable for ~forever.

                                                      Are you talking about places besides the Chernobyl exclusion zone?

                                                      And why compare the small amount of area made dangerous by nuclear accidents to the entire planet being destroyed by fossil fuels?

                                                  • lionkor 11 hours ago

                                                    Unlimited energy for 200 years is a good step, no?

                                              • cobbzilla 11 hours ago

                                                Cheap ubiquitous distributed power systems will change the world in many weird ways. Watch small modular nuclear offer home installation for ~$reasonable and getting cheaper every year.

                                                Fast forward 20 years from the advent of essentially infinite energy results in WWIII and a new “Great Detente” but only after all the assholes have wreaked all the havoc they can.

                                                There are dark days ahead but ultimately a brighter future. Sucks to live through that transition phase though.

                                                • leonidasrup 9 hours ago

                                                  There were some crazy ideas for nuclear powered cars, but there are hard physical limits how small you can make a nuclear reactor.

                                                  1. Smaller the nuclear reactor is more neutron leakage you get. Each neutron which escapes a nuclear reactor is a neutron which can not be used to sustain the chain reactor. To compensate this you have to put more fissionable U-235 isotope into the reactor and as a result you need higher enriched nuclear fuel. A nuclear reactor in nuclear submarine can have the size of a dining table but it's running on nuclear fuel enriched to a weapon grade enrichment.

                                                  2. Even a small nuclear reactor with few kW thermal output needs a thick and heavy radiation shielding. This is not problem for power plant, or nuclear powered submarine, or nuclear powered ship. But the shielding requirement were problem for nuclear powered airplanes or trains.

                                                  https://en.wikipedia.org/wiki/Nuclear-powered_aircraft

                                                  In case of the mobile ML-1 experimental nuclear reactor, built as part of the US Army Nuclear Power Program, extensive shielding was omitted in favor of a personnel exclusion zone of 500 feet (150 m) while in operation.

                                                  https://en.wikipedia.org/wiki/ML-1

                                                  Chicago Pile-1 (CP-1), the first artificial nuclear reactor, didn't have shielding. But, to keep the dose of ionizing radiation for the staff within reasonable limits, it operated only for very short time periods and the total output of CP-1 was only few Watts.

                                                  https://en.wikipedia.org/wiki/Chicago_Pile-1

                                                  • walrus01 11 hours ago

                                                    I'd like to see a well reasoned plan to install small modular nuclear power at peoples houses that prevents the mentally ill, criminally reckless or terrorist minded people from cracking them open and obtaining access to the isotopes.

                                                    • pitched 11 hours ago

                                                      There isn’t much need to extract isotopes if you have an actual working reactor, is there? Just use that as-is to cause whatever damage.

                                                      • walrus01 10 hours ago

                                                        From a strictly red team threat analysis perspective, if you have an extremely safe working reactor that can't be made to melt down, no, the reactor can't be used to hurt much that is in the same location as the reactor. If you are able to get the isotopes out and start spreading them around or making a dirty bomb type thing (where the explosion just serves the purpose of throwing the isotopes around), that could be pretty catastrophic.

                                                      • cobbzilla 11 hours ago

                                                        have you never visited a rural neighborhood? or an affluent neighborhood?

                                                        there are still many neighborhoods where people leave their doors unlocked because it is actually that safe. not every location is rife with criminal activity, and many are well protected.

                                                        • walrus01 11 hours ago

                                                          Serious question, do you actually think that if you distribute millions of small nuclear reactors to homeowners geographically spread out around all of North America, 0.000% of them will be dangerously mentally ill, criminally reckless or inclined to terrorist like activity? Based on the frequency and number of mass shooter type incidents, (or like, David Koresh and the Branch Davidians) this would be a very naive view.

                                                          It doesn't require a criminally minded 3rd party coming onto someone's "safe" property to do something horrible with a sawzall and/or oxy-acetylene cutting torch.

                                                          • cobbzilla 11 hours ago

                                                            have you never heard of tamper-proof containers? mess with it, it’s useless and you go to jail for a long time?

                                                            Plus, they’re ubiquitous, you don’t know who has one, max damage is minimal even worst case — go fish!

                                                            • cobbzilla 10 hours ago

                                                              We have microwave ovens. They’re pretty safe. Imagine something as safe as that. We can do it.

                                                              But I can’t disagree that it’s more exciting to imagine terror dreams.

                                                              • myrmidon 9 minutes ago

                                                                First: microwaves are only safe if you don't mess with them, a bunch of people get killed by tinkering with their high-voltage transformers (at least 35 US deaths from one specific usecase alone in the last decade, see https://www.woodturner.org/Woodturner/Resources/Safety-Mater...).

                                                                A big potential concern with small reactors are highly toxic radionuclides; those can be much more dangerous (with LD50 far under 1mg/kg) than "ordinary toxins" like bleach or even nasty stuff like methyl isocyanate. That means expensive disposal and protection measures.

                                                                All of this is a non-concern though because there is no realistic path for nuclear reactors to compete with PV+batteries, ever. With cells already <$100/kWh and the panels being cheaper than glass windows, we will never be able to build, maintain and dispose of nuclear based reactors tech at a competitive price point, especially not with the insane current battery demand (automotive) driving technical optimisation and price competition.

                                                              • walrus01 11 hours ago

                                                                That's a very optimistic view of humanity that I can't say I share. If you give a sufficiently motivated person enough isolation and time, they can cut into just about anything. And possibly deal with cleaning up the results of any internal tamperproof countermeasures. In a world that contains people like the Las Vegas mass shooter or those who conducted the 2015 attacks in Paris, handing out isotopes to the ordinary person seems like a recipe for disaster.

                                                                We live in a world where multiple people are killed every year by tipping vending machines over onto themselves and you propose to make nuclear reactors a mass market consumer good that goes in everyone's garage?

                                                            • yehoshuapw 11 hours ago

                                                              While that is true, if there is something worthwhile enough in a far and safe location - it won't stay that way

                                                              • cobbzilla 11 hours ago

                                                                It’s everywhere. It’s in the shed in your backyard. Nobody knows it’s there. Lots of people have them. It’s an appliance.

                                                                The worst thing an evildoer can do is blow up your own house and the few around it. and no one does that because you go to jail forever.

                                                                The worst thing you can do is let it melt down, which means it quietly shuts itself down.

                                                                • walrus01 10 hours ago

                                                                  > The worst thing an evildoer can do is blow up your own house and the few around it.

                                                                  No, they can take the isotopes out and dump it into your local water supply. Or if they're suicidal and the isotopes have been encapsulated in some sort of tamperproof system, grid the whole thing down to granulated powder using less than $20,000 of power tools (disregarding their own health and the entire nearby area, of course) and then dump it into the local water supply.

                                                                  • fragmede 10 hours ago

                                                                    If someone evil has access to the water supply, is radioactive material the worst they could do? that'll, what, give some people cancer which is really bad but it'll take a while to get them. If people wanted to be shitheads, they could already dump arsenic or LSD into the water supply, or any number of others things. that are already available to them right now! Have you personally tested your taps chlorine or flouride or lead levels recently?

                                                                  • TheOtherHobbes 10 hours ago

                                                                    You're seriously proposing that a country with regular mass-shootings should give everyone a device that can cause a radioactive meltdown or a small explosion?

                                                                    • fragmede 10 hours ago

                                                                      We already let people have cars and those things are crazy dangerous! No one should be allowed anything, ever, until we bubble wrap everything in the world to be perfectly safe!

                                                                      • walrus01 10 hours ago

                                                                        Well, we already have strict background checks, licensing and regulations for a scenario such as if a person wants start a home based business manufacturing and storing C4, Semtex or similar at their rural property. If the idea is to start handing out nuclear reactors for peoples' houses, the possible damage that could be done is far greater. No matter how well packaged it is or designed to be consumer friendly.

                                                            • hdgvhicv 10 hours ago

                                                              Why would I need “home nuclear” when I’m already self sufficient in power in the winter with 15k of solar and battery, let alone the summer.