Wholestory

Last Updated: September 19, 2026

Infrastructure: The Physical Buildout

The price of AI compute: H100 cloud rental rate

$ / GPU-hour

Hyperscaler on-demand (AWS / GCP / Azure median)
Marketplace / spot floor
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The price of AI compute: H100-class cloud rental rates in $ per GPU-hour, hyperscaler on-demand against marketplace — what the buildout actually costs to rent.

Data centre absorption in North America reached a record 25 GW in the first half of 2026, twice the level a year earlier and five times that of two years before, with vacancy around 1 per cent. The figure that matters most is the third one: 77 per cent of capacity under construction is outside the industry’s traditional primary markets. The buildout has left the places built for it. Which is why the opposition now arrives ahead of the applications. More than a hundred people launched a ‘No Data Centers in Philly’ campaign on September 14 against two sites that have no formal construction proposal. Moratoria stand in Denver, Indianapolis, Asheville, Charlotte and Reno; New York has temporarily stopped issuing state permits for large projects. And the supply chain is consolidating around the constraint. In six weeks Vertiv agreed to buy UtilityInnovation Group for $1.45 billion, Flex agreed to buy EPC Power for $4.4 billion, and MasTec completed a $1.65 billion purchase — microgrids, on-site generation, power conversion, interconnection. What the buyers are buying is power.

The Whole Story

Artificial intelligence is a physical industry. It runs on land, water, electricity and silicon, and building the places it runs in has become one of the largest capital programmes in industrial history — the fourteen biggest operators alone are on course to spend roughly $750 billion in 2026. The buildout began in a shortage: through 2023 the accelerators to fill the buildings could not be had at any price, and the race to secure them pulled campuses out of farmland in Louisiana, Wisconsin, Texas and rural Georgia at a pace no other kind of construction matches. What is being built where, what it consumes, what it pays for and who pays for the rest are separate questions, and the discourse around them swings between alarm and dismissal — usually untethered from the permits, utility filings and market data that actually settle them.

Those documents keep adjudicating in both directions. On one side, the scale is real and it is arriving: concrete energised at Abilene and Mount Pleasant, a restarted reactor at Three Mile Island bought outright for one company's load, campuses that doubled in cost between announcement and groundbreaking, and two decades of flat American electricity demand ending. On the other, a great deal of what is announced never gets built — a gigawatt campus turns out to hold a fraction of that in signed leases, an expansion is scrapped, half of a year's planned capacity slips — and the benefits promised to host communities shrink under measurement. Causal study and company disclosure agree that the permanent workforce is a small fraction of the construction one, in ratios that keep landing near twelve or fifteen to one. The environmental record is equally two-sided: the most-quoted figures for the sector's power and water use often turn out not to be in the reports they are credited to, while the number the coverage omits is that water consumed at the power plants supplying data centres runs about twelve times their direct draw.

What changed is that the buildout stopped being something the system absorbed and became something the system regulates. Communities moved first — a statewide permit pause in New York, a snap 120-day stop in Oregon's densest data-centre city, a discharge permit withdrawn in Ohio after thousands of objections, and pre-emption laws in the other direction where states wanted the investment. Then the grid itself moved. A single line fault in Northern Virginia dropped more than three gigawatts of data-centre load in seconds, exposing that no reliability standard governed how loads that large should behave; federal regulators responded by ordering mandatory standards and a registry for them. And the largest American grid operator, after three capacity auctions that cleared at their price ceiling and still came up short, proposed to register every large site, buy the missing supply itself, and cut new data-centre load before the emergency measures that reach everyone else. Its own market monitor puts billions of the resulting charges directly on data-centre demand. And the federal government now sits on both sides of its own policy: an executive order directs agencies to open public land to data centres and accelerate their permits, while the Interior department's own appeals board has stopped one of the first for an environmental review that never examined the project it approved.

Three things remain unsettled, and they are the ones worth watching. The first is who pays: nothing in the federal architecture can assign retail costs to a particular customer, so whether the buildout's grid costs land on its operators or on ordinary bills is being decided state by state, with the default in at least one operator's own filings falling on everyone. The second is whether the measurement improves. The first requirement of its kind is now on the statute book: New Jersey obliges every data centre to file its energy and water consumption with a regulator twice a year — the kind of per-site figure no American operator has published and no regulator has held. But the reports are self-declared, no audit is written into the law, and access to them is partly carved out of the state's public-records act, so how much the new regime actually learns depends on rules still being drafted, in Trenton and in the federal registries alike. The third is politics, and it is hardening fastest. Opposition to a data centre in one’s own area is now the majority American position, having risen twelve points in four months while views of artificial intelligence itself did not move at all — the objection is to the building rather than the technology, it crosses both parties, it is strongest among the young, and it does not soften with familiarity. It is being written into local ordinance faster than any legislature is writing it out, which makes siting an electoral question before it is a technical one.

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The Grid and Who Pays for It

The Ratepayer Protection Act passed the House 417–3 on September 16, after clearing committee 52–0 in July. It is not law. It goes to the Senate, where analysts expect it to stall before the November midterms and where passage may need unanimous consent — which hands leverage to senators who want more. What it would do is narrower than the margin suggests. It sets federal standards that state regulators must **consider** adopting for customers drawing 100 MW or more: full incremental cost recovery for generation, transmission and distribution built to serve them; financial assurances before upgrades; guaranteed recovery if a large load leaves early. It mandates no rate structure, and states would have two years to decide. Critics divide — one that it singles out data centres rather than all large loads, another that it does not go far enough. In North Carolina the attorney general has petitioned the Utilities Commission for a separate rate class for Duke Energy’s data-centre customers. Duke projects 80 per cent of its new demand comes from them.

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Power Behind the Meter

BloombergNEF projects US data centres consuming about 18 billion cubic feet of natural gas a day by 2035, second only to LNG exports among drivers of American demand growth. The forecast is nearly double the firm’s own from nine months earlier, and it already discounts announced projects that will not be built. The split inside that number is what this page exists to track, and it cuts against the obvious reading. On-site generation that bypasses the grid — including plants announced by Meta, Microsoft, Google and Amazon — accounts for 2.9 to 3.4 billion cubic feet a day, roughly what every data centre in the country burns today. Grid-connected data centres account for a further 15 billion, five times the demand growth from every other grid-connected sector combined. Behind-the-meter power is the smaller number by a factor of five. Applying the IEA’s emissions factor, TechCrunch puts the additional demand at about a million tonnes of greenhouse gas a day, some 12 per cent of present US emissions — arithmetic on a forecast, not a measurement.

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Philadelphia Says No to Two Buildings Nobody Has Applied to Build

More than a hundred people launched a ‘No Data Centers in Philly’ campaign at City Hall on September 14, opposing two sites city officials have identified — one in Northeast Philadelphia, one in Grays Ferry. Neither has a formal construction proposal. Moratoria have been approved in Denver, Indianapolis, Asheville, Charlotte and Reno, and New York’s governor signed an order in July temporarily barring new state permits for large projects. The opposition is arriving before the applications do.

What the Buyers Are Buying Is Power

Six weeks of consolidation through the data centre supply chain: Vertiv agreed to buy UtilityInnovation Group for about $1.45 billion, reaching into microgrids and on-site generation; Flex agreed to buy EPC Power for $4.4 billion, adding power conversion for 800-volt architectures; MasTec completed a $1.65 billion purchase of The Superior Group; Limbach took CYMCOR for about $30 million; and T5 Services split, its construction arm becoming EverOn while Salute agreed to buy its operations business. Every figure is a party’s own announcement. Uptime Institute’s 2026 survey found more than half of operators struggling to hire.

A Record 25 Gigawatts Absorbed, and Three Quarters of It Outside the Old Hubs

North American data centre absorption hit a record 25 GW in the first half of 2026 — twice a year earlier, five times two years earlier — with vacancy around 1 per cent, on JLL’s count. The structural number is the third one: **77 per cent of capacity now under construction sits outside the industry’s traditional primary markets.** The buildout has left the places that were built for it, which is why it keeps arriving in towns that have never negotiated with a hyperscaler.

The buildout, project by project

ItemStatusFigureAs of
xAI ColossusxAI supercomputer — 100,000 NVIDIA H100 GPUs on a single network fabricEnergized100,000 GPUsSep 2, 2024
Three Mile Island Unit 1 restartConstellation Energy — shuttered reactor revived as the Crane Clean Energy Center to power MicrosoftPower agreement signed~835 MWSep 20, 2024
Meta HyperionMeta with Blue Owl Capital — the company's largest AI campus, served by new Entergy gas plantsExpanded5 GWJul 13, 2026
Entergy gas plants for HyperionEntergy — three new natural-gas plants built to serve Meta's Richland Parish campusAnnounced2,262 MWDec 4, 2024
StargateOpenAI, Oracle and SoftBank — a program of AI campuses announced at up to $500 billionScaled backMar 1, 2026
Microsoft FairwaterMicrosoft — 315-acre, three-building campus running a single cluster of NVIDIA GB200 GPUsEnergizedJun 23, 2026
Amazon Project RainierAmazon — 1,200-acre campus training Anthropic's Claude models on Trainium 2 chipsEnergized>2.2 GWOct 29, 2025
Stargate Port WashingtonOpenAI, Oracle and Vantage Data Centers — Stargate campus with water-positive closed-loop designUnder constructionDec 17, 2025
SB Energy Piketon campusSB Energy — campus on the former Portsmouth uranium-enrichment site, on federal land leased from the Department of EnergyUnder construction10 GWMar 20, 2026
OpenAI Project CamelliaOpenAI — campus near Savannah under a 25-year Georgia Power agreementPower agreement signed~3,200 MWJul 22, 2026
Google Columbia County campusGoogle — proposed 23-building, eight-million-square-foot campus northwest of AugustaAnnouncedJul 23, 2026
Meta El PasoMeta with BlackRock — gigawatt campus in the Chihuahuan Desert, Meta as sole tenantUnder construction1 GWJul 28, 2026
Amazon GW RanchAmazon's first major off-grid AI campus — powered by a dedicated on-site gas plant (developer Pacifico GW), disconnected from the ERCOT grid initiallyUnder constructionup to 7.65 GW (gas)Aug 8, 2026
PORTS-PikeSB Energy campus on the former Portsmouth gaseous-diffusion plant site; NVIDIA the exclusive compute provider, OpenAI the customer on a 20-year leaseAnnouncedup to 8 GW-ITAug 17, 2026
Townsite Data CenterTownsite Solar 2 LLC — a data center on federal land, on a right-of-way first granted for a solar plantHalted$3B / 167 MWSep 1, 2026
CoreWeave KenilworthCoreWeave — an AI campus on the former Merck pharmaceutical site, and the only award made under New Jersey's AI tax creditUnder construction$1.8B / 250 MWSep 2, 2026
Sep 2, 2026 · latest

Rewind Drag the slider to replay the buildout, announcement by announcement.

A Majority of Republicans Now Oppose a Data Center Nearby

Opposition has crossed into the coalition of the buildout's loudest supporter. An NBC News Decision Desk poll taken between 20 August and 1 September found 69 percent of respondents opposed to an AI data center in their local area, 45 percent strongly — and opposition holding in every partisan group: 81 percent of Democrats, 71 percent of independents, 57 percent of Republicans. That tracks the 71 percent Gallup measured in May, and settles what earlier surveys left open: this is not a partisan issue. In Buchanan County, Iowa, which voted 63-35 for the President, a Republican supervisor backed a moratorium.

A Federal Board Halts a Data Center on Public Land, Because Its Environmental Review Was Written for a Solar Plant

The Interior Board of Land Appeals stopped construction of the 167-megawatt Townsite Data Center on federal land near Boulder City, Nevada on 1 September. The Bureau of Land Management had approved it in June without a new environmental study, reusing the 2023 assessment written for a 19-megawatt solar plant that was never built on the site, reasoning that the two were "essentially like" each other. Boulder City, the Center for Biological Diversity and the Sierra Club appealed and are likely to win, the board found: "a 300,000-square foot data center is a different project from a 19-MW solar power generating facility." Folding the solar plant's twelve-month build and the data center's eighteen into one "12-18 months" range, it added, masked a possible 50 percent increase in construction impacts. BLM had invoked the 2025 executive order directing agencies to speed data centers onto public land. The record is due 21 September.

Data Centers Are the Only Building America Is Doing More Of

Census figures released on 1 September put data center construction at an annual rate of $75.2 billion in July, up 6.2 percent in a month and 57.2 percent on July 2025, while all private construction fell 5.5 percent. They are now most of the office category that contains them, $75.2 billion of $123.3 billion; strip them out and the rest of it fell 11.3 percent. The measure counts work actually put in place, so it records building rather than announcement. It counts only the shell: Cushman & Wakefield puts construction at roughly a fifth of a data center's all-in cost.

The only reason that communities throughout the U.S.A. should not want Data Centers is if they want to end up being backwards and poor. If they want to be successful and rich, with far lower taxes and jobs all over the place, let Data Reign.±

Context: Mixed. Construction pay is real — a union worker at an Ohio site told NBC News he can clear $5,000 in a week. Permanent jobs are not: a causal study found data centers create almost none, and New Jersey approved up to $250m of credits for a campus projecting 143 permanent posts. On taxes, states are withdrawing the breaks, not lowering bills.

New Jersey Makes Data Centers Report What They Use, and Takes Back the Money That Drew Them

New Jersey became the first state to make data centers tell a regulator what they consume. A law Governor Mikie Sherrill signed on 27 August requires every owner and operator to file semi-annual reports with the Board of Public Utilities covering total energy use, the electricity drawn by IT equipment and by cooling, peak daily water use, water sources, and on-site and backup power. The figures are self-reported, no audit is written into the statute, and a carve-out limits access to them under the state's public-records law. The same day she signed the End Data Center Tax Credits Act, blocking the unawarded $250 million of a $500 million incentive created in 2024. The one award already made stands: up to $250 million to CoreWeave for a $1.8 billion, 250-megawatt campus in Kenilworth projecting 143 permanent jobs. More than 50 New Jersey municipalities have already banned or paused the facilities.

Memory Is on Course to Be Most of What the Buildout Buys

The buildout's biggest line item is becoming the memory, not the accelerator. TrendForce reported on 25 August that server DRAM contract prices rose a cumulative 64 percent in the second half of 2025, and expects roughly another 270 percent across 2026. On its estimates DRAM and NAND flash together take 47 percent of the major cloud providers' capital spending this year and 68 percent next. Suppliers are steering scarce capacity to servers: high-bandwidth memory and server modules alone are put at 51 percent of DRAM bit supply. The 2027 shares are projections, not observed prices.

A Data-Center Moratorium Becomes a Governor's-Race Platform in Florida

Florida Democratic gubernatorial nominee David Jolly, who vows a one-year construction moratorium if elected, said '70, 80% of people across Florida are saying don't build data centers.' PolitiFact rated it Mostly True: five 2026 Florida polls range from 49% to 89% opposed depending on question wording — a nonpartisan University of North Florida poll Jolly cited found 68% opposed, a Change Research poll found 79%, and an industry-aligned AIF poll framed around tax relief and jobs found 64% in favor. It corroborates, at state and electoral scale, the national opposition this page recorded via Gallup in May. Separately, New Hampshire Governor Kelly Ayotte said on September 2 she will propose a multi-year statewide moratorium in her next budget, opposing a reported hyperscale project in Bow.

Amazon Backs Off a Virginia Water Permit After the State's Own Aquifer Warning

Amazon is withdrawing an application to renew a Potomac-aquifer groundwater permit (up to 6.4 million gallons a year, for non-cooling uses) at its planned Birchwood Drive campus in King George County, Virginia, after a Virginia DEQ report found groundwater east of Interstate-95 'declining [in] availability in the near future' and a state senator publicly urged DEQ to deny it. Amazon said it is 'looking at alternatives' and investing in reclaimed water. It is the first recorded instance of a hyperscaler retreating from a specific water permit because of a state agency's own primary finding rather than public pressure alone — the DEQ report separately prompted a bipartisan call for a special legislative session on the aquifer.

Atlanta Overtakes Northern Virginia in Data-Center Construction

CBRE's H1 2026 market report found primary-market data-center capacity under construction hit a record 7,481 MW nationally (up 24.8%), with vacancy at a record-low 1.4% — and for the first time, Atlanta overtook Northern Virginia as the top US market by construction volume: 2,882 MW under way (up 52.3% year over year) against Northern Virginia's 2,420 MW, whose growth CBRE attributes to land and permitting constraints. CBRE flagged local opposition and zoning delays as now as decisive to site selection as power availability — a real-estate-market confirmation, independent of any single developer's claims, of how far and how unevenly the buildout has actually progressed.

Two More States Claw Back the Tax Incentives That Lured the Buildout

Illinois paused new Data Center Investment Program tax-incentive agreements from July 1, with Governor JB Pritzker pressing for a broader framework assigning grid costs to developers, requiring energy and water reporting, and banning non-disclosure agreements. The same day, Arizona's 2026 tax legislation began a three-year moratorium, through June 2029, on new applications for the state's computer-data-center tax exemption, pending a policy reassessment. Both are a second-generation reversal of the sales- and property-tax abatements a first generation of state policy — Louisiana's among them — used to court projects.

Gas Capacity Planned for Data Centres Doubled in Six Months, to 189 Gigawatts

Global Energy Monitor's half-year update finds US gas-fired capacity in development up 50 percent since January, from 252 to 378 gigawatts — about a third of the world's total — of which 189 GW is planned specifically to power data centres, nearly double the 97 GW it counted at the end of 2025. Texas alone has 122 GW in development, more than any country on earth, and 77 GW of that is for data centres. Built in full, the US gas fleet would grow by roughly two-thirds at a capital cost GEM puts above $647 billion. Two words carry all the weight: in development, meaning announced, pre-construction and under construction together. GEM's own release supplies the reason to doubt the total — the three main turbine makers report rising backlogs and multi-year lead times.

Nvidia Buys Into a Developer That Promises to Turn Its Power Down

Lancium will deploy Nvidia's AI-factory technology across what the Texas developer says is 4 GW of leased capacity and more than 15 GW of powered land in development, using Nvidia's DSX designs and power-management systems — including equipment meant to adjust a facility's draw in response to grid conditions. Nvidia is also taking an undisclosed stake in Lancium, which Blackstone backs. The capacity figures are the developer's own and unaudited. The grid-responsive design is what to watch: a datacentre that throttles on a grid signal is a different object, for ratepayers and planners, from one that does not.

The Energy Department Puts a Number on the Grid the Buildout Needs

The Department of Energy's draft National Transmission Needs Study, out for comment until 7 September, says the country has moved from decades of flat demand to unprecedented load growth, and names hyperscale AI datacentres first among the causes. It finds a pressing need for new transmission; that most congestion is concentrated in five percent of the hours; and that MISO, SPP, PJM and ERCOT have each recently approved among their largest transmission portfolios ever, MISO's 2024 approval being the biggest in US history. At the Missouri feedback session on 24 August, the figures attached were roughly 4,000 miles of line needing replacement every year for decades, a network mostly built in the 1960s and 70s, and projected US electricity consumption up 16 to 25 percent by 2034. It is a draft in consultation, not a finding, and it says explicitly that it does not propose solutions.

Memory Prices Reach the Servers: Nvidia Systems Up More Than 15 Percent

The memory squeeze has arrived at the price of a rack. Bloomberg reported on 22 August that contract manufacturers building servers for Microsoft, Google and Oracle have told customers that Nvidia-based systems shipping early next year will cost more than 15 percent more, with the increase varying by chip generation and memory configuration and applying to Vera Rubin and Grace Blackwell machines. The cause is DRAM: an accelerator's usable performance depends on how much memory it is paired with, and Samsung, SK Hynix and Micron — between them most of world DRAM output — have unprecedented leverage over buyers who cannot substitute. This is a capital cost climbing into the buildout's capex rather than a demand signal, and it is not confined to AI: Apple and Qualcomm have both said chip shortages are forcing their prices up.

Data Centres Turn Up on the Ballot

Opposition to AI data centres has become an electoral position with less than three months to the US midterms. On the day of Florida's gubernatorial primaries — won comfortably by Representative Byron Donalds — data centres were a central issue; Donalds introduced a Protecting Ratepayers Act in July to put development costs on private developers rather than taxpayers, and was congratulated on his win by Leading the Future, the Marc Andreessen-backed AI political action committee that had financially backed him. Both facts stand together. The same day, Pennsylvania's governor Josh Shapiro signed an executive order imposing strict standards on data-centre development in his state.

A Public Utility Writes the Gas Into Its Plan

The Tennessee Valley Authority's board approved its 2026 Integrated Resource Plan on 20 August, alongside a budget carrying a $3.5 billion gas plant and roughly $13 billion of grid investment over three years. The Sierra Club, which opposed it and is an interested party, says the plan sets up an overbuild of gas to serve AI data-centre demand while shrinking the renewables programme; TVA's own IRP document has not been read here. The distinction worth holding: this is a utility building generation for grid-served load, not a data centre building generation for itself. It arrives in the same week TVA put data centres in a separate, higher rate class.

Opposition hardens into rules: a governor conditions every permit, a big metro bans the lot

The pushback recorded across the summer began converting into binding government action at two levels within two days. In Pennsylvania, Governor Josh Shapiro signed Executive Order 2026-05 directing the state environmental agency to review a data-centre permit only where the developer has made a legally binding commitment to a set of "Responsible Infrastructure Development" standards — on energy affordability, environmental protection, transparency and community engagement — and has already won local approval; the order pulls all AI data-centre projects out of the state's fast-track permitting program and forbids nondisclosure agreements on them. A day later, on 19 August, the Indianapolis Metropolitan Development Commission voted 6-0 to bar approval of any new data centre in Marion County, Indiana until at least 31 December 2027, effective immediately, and to convene a residents-and-experts panel on size, height, noise and environmental limits before zoning resumes. One is a statewide condition on permitting, the other a hard local pause in a metropolitan county of a million people; together they mark opposition moving from sentiment into instruments a developer must clear.

One of the largest campuses yet lands on an old atomic site in rural Ohio

OpenAI agreed to take about 8 gigawatts-IT at the PORTS-Pike Technology Campus in Pike County, Ohio, on the grounds of the decommissioned Portsmouth gaseous-diffusion plant. SB Energy will build, own and operate the site under a 20-year lease to OpenAI; NVIDIA will be the exclusive compute provider, guaranteeing land, power and shell for an initial 4.25 IT-gigawatts with an option on the remaining 3.75, and investing $1.5 billion in SB Energy. The parties put the buildout at six years, through 2032, with 35,000 construction jobs and 2,500 permanent ones, an $80 million community fund and $84 million in ChatGPT Codex credits for Ohio students. OpenAI says the campus will pay its own energy and grid-upgrade costs "not shifted to Ohio or other ratepayers," use closed-loop air cooling drawing water "comparable to an office building," and publicly report expected water use once designed — the same self-funding, low-water framing operators now attach to every large campus, and each of those claims is a filing the record will test rather than a fact yet established.

Opposition to a nearby data centre rises twelve points, and it is close to the only AI question that moved

The Annenberg Public Policy Center's survey of 1,320 American adults, fielded from 16 June to 19 July, found 61 percent opposed to the construction of new data centres in their area — 44 percent strongly — against 14 percent in support, compared with 49 percent opposed and 21 percent in support in the survey ending in March. The twelve-point move is the largest shift on any artificial-intelligence question the centre has measured in these surveys, and it is close to the only one: over the same four months Americans' expectations of AI's effect on the country were statistically unchanged, with 39 percent still expecting a negative decade, and the two-thirds who say government has done too little to regulate AI did not move either. What shifted was the building, not the technology. Opposition crosses party lines — 69 percent of Democrats, 54 percent of Republicans, 53 percent of independents — and is highest among adults under 30 at 70 percent, falling to 57 percent among those 65 and over, the reverse of the usual pattern for a new technology. It also survives familiarity: heavy AI users are far less negative about AI in the abstract than non-users, 29 percent against 54 percent, but data-centre opposition is flat across usage groups at 64, 60 and 60 percent. The absolute level is instrument-dependent and should be read with care — Gallup's telephone survey in March put local opposition at 71 percent where Annenberg's comparable spring reading was 49 — so it is the movement within one instrument, not the number, that is the finding. It is arriving in council chambers. On 17 August three North Carolina local governments took up pauses in a single day: Greensboro a 120-day moratorium on facilities drawing more than 10 megawatts, having rejected one 5-4 in July; Yadkin County a twelve-month moratorium covering data centres, cryptocurrency mining and associated uses its ordinance says are “not yet defined”; and Alamance County a hearing on the two-year pause requested by the North Carolina Environmental Justice Network and the Haw River Assembly, to allow a land-use study and confirmation that the water supply is adequate for the homes and farms already there. Two days earlier a developer withdrew an annexation request for a data centre in southeast Raleigh after opponents filled all thirty public-comment slots at the scheduled hearing. Surry County had approved 24 months in July, and an Elon University poll of 800 North Carolina adults at the end of July found 53 percent opposed against 20 percent in support, up from 44 percent opposed in March. How far this has gone is itself disputed: NC Newsline puts it at more than twenty North Carolina local governments with moratoriums, while a tally by Frank Muraca, a former state commerce department analyst, gives ten counties, seventeen cities and the Eastern Band of Cherokee Indians, with terms from one year to 32 months — the longest state law allows without legislative approval. Nationally, Jeremy Solomon of Learnewable, which sells analysis of county ordinances and so has an interest in the count, puts roughly one in seven of the 3,144 US counties under some form of restriction and says developers are shifting toward lower-population counties in the Upper Midwest, Colorado, Wyoming and Alaska.

A card maker's accounts show the memory squeeze arriving as margin

PC Partner, which makes the Zotac, Inno3D and Manli graphics cards, filed half-year accounts to 30 June that put numbers on what the AI buildout's demand for memory is doing downstream of it. Own-brand card revenue fell 9.2 percent to HK$4.46 billion on units down 18.4 percent, with a 10.7 percent higher average selling price making up part of the gap; the company reports a further supply constraint on both processors and graphics memories through the second quarter, and cut work in progress by 68.8 percent on reduced output. It shipped less and earned more: group revenue was near flat at HK$6.45 billion, up 1.5 percent, while gross margin rose from 10.5 to 16.5 percent and profit attributable to owners more than doubled, up 117.9 percent to HK$545.5 million, as raw materials fell from 87.1 to 81.7 percent of sales. One line looks like a price surge and is not — contract manufacturing revenue rose 73.9 percent on an average selling price up 181 percent, but units fell 38.4 percent and the filing attributes the change to being awarded more orders for high-end boards, which is a change of mix rather than of price. The company also blames long lead times and limited availability of processors and memory for declines in its other businesses, without quantifying any lead time. A second account of the same market disagrees with the first on volumes. Jon Peddie Research reports consumer add-in board sales up 28 percent year on year in the first quarter of 2026, from 9.25 to 11.82 million units, with point-of-sale dollars up 76 percent from $6.18 to $10.85 billion, and Jon Peddie suspects board makers are “taking advantage of all of the press reports on higher memory prices and shortages to raise AIB prices more than the delta in memory costs.” The two are not strictly contradictory — an industry-wide retail tracker against one manufacturer's own shipments — and neither side reconciles them. The harder evidence for Peddie's suspicion is in the filing rather than his tracker: margin expanded by six points on flat revenue and falling volume.

Graphics memory costs will rise further and substantially increase graphics card costs in the second half of the year, with entry-level cards facing more severe shortages and availability declining further.?

PC Partner's outlook to shareholders alongside its half-year accounts, from a manufacturer whose own margin has just expanded on the same conditions it forecasts — an interested party's view of its own market, recorded as such. Its wording on the entry-level segment: “Beyond the price increases, entry-level VGA Cards are expected to face even more severe shortages, which may further drive ASP upward in the second half of FY2026.”

Context: A forward call in the direction the company benefits from, running with the trackers: TrendForce puts server DRAM contract prices up 13 to 18 percent in the third quarter. The wording is transcribed by a trade outlet, not checked against the filing. Resolves on card prices at end-2026.

The industry answers the moratoriums with advertising that does not say who paid for it

A group called North Carolina Connects has spent about two months running television, radio and social-media advertising in favour of data centres without disclosing that it is backed by the Data Center Coalition, the Virginia trade association whose members include Amazon, Microsoft and Google. The coalition has formed comparable non-profit groups in Ohio, Virginia and Texas, whose websites resemble one another and carry no contact information beyond an online form, and its own revenue has grown from $304,000 at its launch in 2019 to $4.6 million in 2024 on federal tax records. Asked about the link to the North Carolina group, the coalition's executive vice-president for state policy, Dan Diorio, kept his camera off, declined to answer and directed the reporter to a written statement. A second market has formed alongside the first, in watching the opponents rather than persuading them. The American Prospect, which obtained the document, reports that RANE Network sent federal energy regulators a product solicitation in March 2025 offering an assessment of “rising anti-technology sector sentiment” and its implications for the agency; that Liferaft, an online surveillance firm owned by the security company Securitas, published a report on 31 July summarising months of monitoring of social-media and forum posts it characterises as threats to AI infrastructure and executives; and that Kroll has begun selling data-centre operators risk intelligence covering public controversy, labour tensions, executive visibility and activism. Nothing on the record says the regulator responded to or bought RANE's offering, and no operator is named as a client. What the campaigns are not doing is publishing numbers. In North Carolina a data centre need not disclose its employment even when it takes a tax break: Google signed an agreement with the city of Lenoir designating its job figures a trade secret, and Amazon has told Richmond County officials that 500 people will eventually work at its Hamlet campus, with no date and no mechanism to check it. Developers routinely require host governments to sign non-disclosure agreements. Amazon asked the state's Division of Air Quality to keep details of an air-permit application confidential and relented only when regulators questioned the reasoning; Microsoft said in the spring that it would stop requiring the agreements and terminated existing ones, including with Person County. The coalition acknowledges that operators keep some operational details confidential and says the industry is working out what to release.

The data-centre industry created one million direct jobs in the United States in 2024, plus 4.5 million indirect and induced positions.?

The Data Center Coalition's headline economic claim, from a PwC study it commissioned and which calculates the figures from federal labour data. The national numbers come with a North Carolina cut — 24,000 direct and 107,000 indirect and induced — and the indirect total is characterised as 56 percent service jobs and 10 percent in real estate, finance and insurance. The coalition says it paid for the study but did not dictate its method or results.

Context: Not checkable as published: the report is not linked by the coverage carrying it, and it counts part-time, self-employed and contract workers with no pay breakdown. A causal study of Texas data centres found the local employment effect indistinguishable from zero. Resolves if the method is published.

The subsidy consensus cracks: states start pulling back data-center tax breaks

The bargain host states have offered the buildout — tax exemptions in exchange for investment — began to unwind in the 2026 legislative sessions. At least 25 states introduced bills to repeal or restrict data-center tax subsidies and eight enacted them, according to the Center on Budget and Policy Priorities, with Maine the only state to fully repeal all available subsidies; its new law removes data centers that begin operating on or after 1 August 2026 from eligibility for the business-equipment tax exemption. Where legislation stalled, governors moved by executive action: Illinois's J.B. Pritzker paused new agreements under the Data Center Investment Program from 1 July, Ohio's Mike DeWine paused the state's sales-tax exemption for new projects, Massachusetts's Maura Healey halted applications and issued a protective framework, and Nebraska's Jim Pillen blocked data centers from the state's main business-incentive program. Washington eliminated its sales-and-use exemption for urban data centers qualifying through refurbishment, and North Carolina repealed its electricity sales-tax break while keeping equipment incentives. The context is fiscal: some 40 states offer data-center subsidies, ten of them losing over $100 million a year each and Texas and Virginia each over $1 billion, while at least 14 states do not disclose the cost; legislators filed more than 300 data-center bills across 41 states in 2026, roughly double the prior year. Arizona went furthest of the executive actions: Governor Katie Hobbs signed a three-year freeze on new applications and renewals under the state's 2013 data-center incentive as part of an $18.3 billion bipartisan budget, effective 1 July, which her office puts at $57 million in avoided cost. The programme it suspends exempts developers from tax on equipment purchases if they invest $50 million in a larger county or $25 million in a smaller one within five years, for ten years or twenty if the project qualifies as sustainable redevelopment — and the fortnight before the gate closed produced the clearest measure yet of what these exemptions are worth to the industry. The Arizona Commerce Authority received 113 applications between 15 and 30 June, all but matching the 123 it had taken in the previous thirteen years, since the programme opened in August 2013. Eighty-three of those earlier 123 were approved; the new batch was still inside the authority's 60-day window at the time of reporting, and the authority said many were for facilities at sites that already host data centers. The Data Center Coalition's Arizona lobbyist, Russell Smoldon, called the rush "a little bit of panic" and speculated most would not become real data centers — an industry reading of the industry's own filings, and unverified. In North Carolina the electricity exemption repealed in early July had been worth as much as $2.2 million a year to a project drawing 100 megawatts, on state Commerce Department figures; the equipment exemption that survived is worth more than $45 million a year that would otherwise reach state and local government. The trend is not universal — Kentucky expanded its sales-and-use exemption in 2024 and 2025, drawing what one tax attorney called 'dozens' of new projects — but the direction in most statehouses has turned from courtship toward re-opening the arithmetic.

Texas freezes new data-center grid connections pending a project-by-project audit

Texas Gov. Greg Abbott directed the Public Utility Commission of Texas and ERCOT to conduct a comprehensive verification and audit of every data center advancing through ERCOT's interconnection process, and barred any such project from proceeding until its audit is complete — with non-compliant projects to be denied a grid connection outright. It is a statewide freeze on new data-center interconnections in the largest US load region, and it lands against an interconnection queue that has swollen past accounting: ERCOT is weighing roughly 474 gigawatts of interconnection requests, about 90 percent of them data centers and more than five times the state's record peak demand. The audit must document, for each project, its tax incentives, whether it draws on on-site or grid power, its water sourcing and cooling, its community-impact mitigation, and its ownership. The order builds on Abbott's 10 June directive to "shield Texans from data-center infrastructure costs," but this is the harder instrument — the queue is the ground truth of the buildout in Texas, and the state has now stopped it moving until each entry proves itself real. The approval pause is a land-use and consent action even though its motive is grid strain; what a household's bill will do sits with the grid and its regulators, not here. On 14 August, at an emergency meeting of the utility commission — the first public discussion by the regulator and the grid operator since the pause was ordered — ERCOT put a size on the exercise: the audit will cover roughly 250 to 300 projects, most of them data centers, representing about 200 gigawatts of future demand, more than twice the record peak the Texas grid set in July. ERCOT has also asked to hold back the notifications it was due to send developers in the first tranche of its Batch Zero interconnection study, while still aiming to finish that study on its original April timetable, and says the audit will take several months. Both institutions played down the novelty of the order — general counsel Chad Seely said the letter "really" means "moving that verification process now to the front of the line before we begin the interconnection study process," and commission chair Thomas Gleeson said its goal "is to provide more certainty and confidence in the Batch Zero process" — which is a reordering of work already planned rather than a new test. The queue behind it is the reason the reordering matters: more than 1,800 individual projects, 90 percent of them data centers, and both ERCOT and data-center company representatives now say plainly that many will never be built for want of financing or a tenant who has agreed to lease server space. The queue has grown large enough that ERCOT has stopped issuing demand forecasts against it.

The squeeze moves from chips to memory, and the buildout is setting the price

The binding constraint on AI compute has shifted from accelerators to the memory beside them. C.K. Chang, chief executive of the Taiwanese module maker Apacer, told the company's half-year investor conference that supply of DRAM from the major manufacturers to independent module makers could fall to about 30 percent of this year's volumes in 2027, and that roughly 60 percent of DRAM capacity is now directed to server-related applications. Samsung, SK Hynix and Micron, who between them hold more than 90 percent of the market, are prioritising high-bandwidth memory and server parts bought directly by large AI and cloud customers, leaving conventional memory to compete for what is left. Chang expects contract prices to rise about 30 percent in the third quarter of 2026, with flash up more than 20 percent, and says his firm's greatest risk is no longer overpaying for chips but being allocated none at all — it raised inventory by about 48 percent in a quarter and is arranging a five-year syndicated loan to buy whatever the manufacturers release. Chinese suppliers have closed the price gap without adding enough capacity to change the balance. The effect reaches well past the industry: memory is now a rising input cost in consumer computers and in cars. Chang's figure is not the market's consensus, and the gap is worth stating: TrendForce, the specialist contract-price tracker, puts server DRAM at 13 to 18 percent quarter on quarter in the same quarter — roughly half his estimate — while agreeing on the direction and extending it, forecasting a server DRAM shortage in 2027 and quarterly increases from the second half of 2026 through the second half of 2027 at a gradually moderating pace. The pass-through to consumers is now visible in retail indices: Germany's DDR5 price index rose from 445 to 486 percent of its July 2025 level during August, leaving a typical kit close to five times its price a year earlier.

A closed-loop data centre put a metal-resistant bacterium into a city's reclaimed water

The Cheyenne Board of Public Utilities stopped accepting industrial wastewater from data-centre fill-and-flush and closed-loop cooling operations after tracing Cupriavidus gilardii, a metal-resistant bacterium, in the city's reclaimed water to Goat Systems LLC, the entity Meta uses to build its Cheyenne campus. The bacterium interfered with two water-reclamation plants and put the reuse system offline for months of cleanup; the board revoked the contractor's fill-and-flush discharge privileges on 24 March and the suspension now covers every data centre connected to city services. The finding matters beyond one city because of which cooling design produced it. Microsoft and Nvidia market sealed liquid loops as a near-zero-water alternative to evaporative cooling, filled once during construction and then recirculated — but the one-time fill is itself a discharge, because crews flush the piping to clear debris and that water leaves the site before the loop is sealed. Frank Strong, the board's engineering and water resource division manager, told the Wyoming Tribune Eagle that the fill water had been bought from the board itself, that the bacterium's origin remains unknown, and that laboratory staff caught it in February during routine sampling for a different organism: “This isn't something we normally test for.” Cupriavidus gilardii is not a regulated contaminant, yet the discharge disrupted treatment enough to trigger pass-through and interference findings under the Cheyenne city code and federal pretreatment rules, and the board's stated concern runs wider than one organism — closed loops can carry glycol and other chemicals municipal plants are not built to process, and Cheyenne sprays its reclaimed water on parks and golf courses, where an aerosol is a plausible exposure route. Meta says it is supporting its general contractor, Fortis, which stopped discharging and began hauling wastewater offsite, and that independent testing found no trace; testing at the Dry Creek and Crow Creek facilities cleared in late June and the reuse system is back online. A city councilman, Pete Laybourn, called the disclosure “a very, very unpleasant surprise.” The board has not said how the suspension affects the other Cheyenne data centres still under construction.

Even 2025 projects planned two to three years ago struggled to come online, so 2026 projects face even steeper challenges.?

Context: Still open, and this cycle's record runs its way. Hut 8's '1 GW' Beacon Point campus carries 1,000 MW of secured capacity against 704 MW of signed IT leases, and Southern Company reports a 75 GW pipeline of which 10 GW is contracted. In August ERCOT and data-center representatives said plainly that many of the 1,800-plus projects in the Texas queue will never be built for want of financing or a tenant. Resolves on how much of the 2026 pipeline energizes by year end.

One fault takes more than 3 GW of data centers off the grid in seconds

A transmission line fault in Ashburn, Virginia — “Data Center Alley”, the world’s densest concentration of data centers — caused hyperscale facilities to transfer automatically to backup power, removing more than 3 GW of demand from the PJM grid within seconds, about 3% of system demand at the time, and producing a measurable voltage and frequency disturbance across a grid reaching from the Mid-Atlantic into the Midwest. PJM reported no reliability impact; at the time it had published no event analysis and had not disclosed the fault’s cause, though its 6 August Operating Committee review later did (see below). Dominion Energy said the utility shed no load and disconnected nobody: “the data centers’ own control systems transferred them to backup power for a very short period of time.” That is consistent with the primary record. NERC’s January 2025 incident review of a comparable July 2024 event in the Eastern Interconnection found approximately 1,500 MW of loss, all of it disconnected on the customer side, all of it data-center-type load; about 1,260 MW did not return for hours. The mechanism NERC documents is not a simple voltage trip but a counter: a protection scheme tallies voltage disturbances, and typically three within a minute sends the facility to backup power until someone reconnects it manually. A three-attempt automatic reclosing sequence on the faulted line produced six faults in 82 seconds. NERC also notes its own glossary defines load loss in two ways that both explicitly exclude this kind of customer-initiated reduction — which is how a 3 GW disappearance and “no load was shed” can both be true — and states that there are currently no voltage ride-through Reliability Standards for large loads at all. Its March 2026 white paper found the existing standards inadequate for integrating loads of this kind; responses to a Level 3 Essential Action Alert are due 3 August 2026 and an initial standard is expected by year end. Three weeks earlier PJM had issued its first-ever backup-generator warning during a heat wave; no generators were dispatched. Against the 1,500 MW of July 2024, the July 2026 response is roughly double. PJM's 6 August Operating Committee review fixed the figures: about 3,800 MW disconnected in two waves — 2,970 MW, then a further 1,099 MW as the resulting high voltage propagated — the largest such event in PJM's history, with overall load falling from 99,984 to 96,205 MW and the balancing-area control error recovered within nine minutes against a 30-minute standard. Its operating-committee chair said the loads are simply too sensitive: “this was a normally cleared fault; they should not disconnect from the grid.” On 11 August PJM said it had begun writing ride-through and other interconnection requirements for computational loads — but the mandatory NERC computational-load standards FERC ordered, due in a first phase by 31 December 2026, will not include the minimum voltage and frequency ride-through envelope until 2027, after much of the load is connected.

Texas lawmakers put a $3.3 billion price tag on the data-center tax break

The Texas Senate Finance Committee held a hearing scrutinizing the state's data-center tax exemption, now projected to cost $3.3 billion in forgone revenue — a program written for a smaller industry, repriced by the AI buildout. The hearing is scrutiny rather than repeal, but it puts Texas on the same arc this record shows elsewhere: jurisdictions that courted data centers with decade-scale abatements are re-opening the arithmetic as the facilities' scale, and their claims on grid and water, land on public balance sheets.

Texas orders data centers to ride through grid disturbances

The Texas Public Utility Commission unanimously approved rules requiring large computational loads to ride through voltage and frequency excursions rather than disconnect — the regulatory answer to the failure mode that materialized thirteen days later, when a single fault dropped more than 3 GW of data centers off the ERCOT grid in seconds. Ride-through obligations have bound generators for decades; extending them to loads formalizes what the interconnection queue has made obvious, that gigawatt-scale consumers are now grid infrastructure with grid responsibilities.

Meta sells 80% of a gigawatt campus and keeps almost all the risk

Meta and BlackRock announced a venture to own the El Paso data centre campus, one of the few projects at the built rather than announced end of the spectrum: already under construction, more than 2,300 workers on site, one gigawatt of compute capacity, first capacity expected in 2028. Funds managed by BlackRock take 80 percent and Meta 20 percent of roughly $14 billion in development cost, with Meta contributing about $2.3 billion of land and construction in progress, BlackRock about $4.9 billion in cash, and a portion of BlackRock's side funded from a $12.5 billion debt financing — so the campus is predominantly borrowed against rather than owned outright. The ownership split describes less than it appears to. Meta leases the entire campus back as sole occupant, provides the construction and property management, and gives residual value guarantees with an aggregate threshold of about $13 billion — close to the whole development cost — decreasing over time. On what El Paso gets and gives, the release is one-sided: more than 4,000 construction jobs at peak against 300 permanent ones, a ratio of roughly thirteen to one, consistent with the twelve-to-one and fifteen-to-one splits disclosed elsewhere this month; a $500,000 grant to the city's public schools; and water addressed only as unquantified "restoration projects," with no consumption volume, aquifer or utility named for a gigawatt campus in the Chihuahuan Desert. No tax abatement, payment in lieu of taxes or utility rate arrangement is mentioned anywhere.

We're excited to partner with Mark and the Meta leadership team on the El Paso data center campus, which will create thousands of skilled jobs and help drive economic growth in the local community.±

Context: The thousands are real and temporary. The same release states that the campus supports more than 4,000 construction jobs at peak and 300 operational jobs once complete — so the permanent workforce is roughly one for every thirteen construction posts, and the figure that survives the build is in the hundreds, not the thousands. The claim is accurate about the construction phase and misleading about what the community is left with.

Electricity bills for American families will actually come down. They're going to have a lot of electricity left over, and they'll put that into the grid.?

President Trump, at the Ratepayer Protection Pledge event, on what the voluntary pledge will do to household power bills. He also told the assembled executives and governors that host communities “can’t fight it” and would become rich. The Associated Press disputed the premise in its own reporting, noting it is not clear that data centers generating their own electricity will offset the demand they add.

Context: Not yet checkable on a 2028 horizon, and the evidence runs the other way: ICF projects monthly bills up 15 to 40 percent by 2030, and PJM’s market monitor attributes $6.3bn of one auction’s $16.4bn in capacity charges to data centres. Resolves on EIA residential price data.

Georgia county names Google for an eight-million-square-foot campus, and publishes no numbers at all

Columbia County's development authority named Google as the sole end user and operator of the proposed Columbia County Data Center — 23 buildings across 1,900 acres northwest of Augusta, eight million square feet — and the county commission's chairman appeared onstage in Washington with President Trump to tout the deal. The announcement came from the county, not from Google, which is not quoted; a Trammell Crow Company subsidiary of CBRE filed the regional-impact application in April 2025. The project is at rezoning stage, with commissioners attaching conditions on noise limits, separation from existing homes and a landscaped berm. Neither the county's dedicated project website nor the trade account of the announcement gives a capacity in megawatts, an investment figure, a jobs number, a water or power consumption figure, or any tax abatement term; the site's frequently-asked-questions section is present and empty. Its benefits appear as unquantified headings — a school-district partnership, workforce programmes for veterans and military families — beside the commission chairman's argument that the campus will broaden the tax base so that schools, roads and public safety "rely less on residential property owners."

Federal regulators move data centres inside the mandatory reliability rules

The Federal Energy Regulatory Commission directed the North American Electric Reliability Corporation to write new or modified Reliability Standards for integrating "computational loads" into the bulk-power system, and to revise its rules of procedure — including registry criteria for "computational load entities" — by 31 December 2026, with a further filing due 1 March 2027 on the next phase. Reliability Standards, once approved, are mandatory and enforceable, so the order starts the process that would make a data centre's electrical behaviour a compliance obligation rather than a contractual matter. NERC's own April proposal would register an entity that contributes at least 20 megawatts of aggregate connected load at a single bulk-power-system interconnection at 60 kilovolts or above and hosts at least one megawatt of computational load — a threshold that reaches owners, tenants, colocation providers and hosts alike, and leaves open which of them carries the obligation. The Commission cited disturbances NERC has documented in which computational loads caused or contributed to grid instability.

The capacity auction hits its ceiling for a third time, and $6.3 billion of it is put on data centres

PJM, the grid operator for 67 million people from Illinois to Virginia, ran its capacity auction for the 2028-29 delivery year and cleared at $325 per megawatt-day — the maximum its price cap allows, and the third consecutive auction to finish at the ceiling. Even at the ceiling it fell about 6.8 gigawatts short of the supply needed to meet the standard of one loss-of-load event per decade, the second successive auction to clear short. Only 525 megawatts of new generation cleared, roughly half the amount that cleared six months earlier. PJM's own results report simulates that without the cap the auction would have cleared at $554.72 region-wide, and $776.69 in the Chicago-area ComEd zone. Monitoring Analytics, the independent monitor of PJM's markets, puts the auction's total capacity charges at $16.4 billion and about $6.3 billion of that directly attributable to data-centre demand — the hardest attribution figure yet produced for the buildout's cost to other electricity customers.

Americans oppose a data centre next door more than they oppose a nuclear plant

Gallup published the first national measurement of how the buildout is landing where it lands. Seventy-one percent of Americans said they would oppose the construction of an AI data centre in their own local area, 48 percent of them strongly; barely a quarter were in favour. The same survey asked the parallel question Gallup has put about nuclear plants since 2001, and found 53 percent opposed to one locally — so local resistance to a data centre now runs eight points above the highest local opposition to nuclear power ever recorded, 63 percent. Opposition was broadly flat across age, race, education, income and urban or rural residence, running from 63 percent in the West to 76 percent in the Midwest, and majorities of every party group opposed. The sharpest divide was environmental: 78 percent among those who worry about the quality of the environment against 52 percent among those who do not. Fieldwork was 2 to 18 March 2026, by telephone with a random sample of 1,000 adults, margin of error four points. In a separate web survey of the same panel in April, opponents most often named resource use — water and energy at 18 percent each — followed by quality-of-life effects and higher utility bills.

Oregon’s densest data-center city gives one day’s notice and pauses

The Hillsboro city council voted unanimously at a special meeting to adopt a 120-day moratorium on new land-use applications for data centers and battery energy storage sites — the first Oregon city to do so, in the city with 35 data centers, more than anywhere else in the state, and at least seven more under construction or in permitting. Mayor Beach Pace said the city gave only a day’s notice of the meeting to stop developers filing applications before the pause took effect; existing facilities and already-submitted applications are exempt, and state law caps the pause at 120 days with one possible extension. The Washington County Chamber of Commerce, the Westside Economic Alliance and three construction unions opposed it, the chamber arguing the council should wait for the governor’s data center advisory council to finish. Portland General Electric and Renewable Northwest asked that battery storage be excluded; councilors Cristian Salgado and Rob Harris included it anyway. Local opposition sharpened in spring 2026 when residents learned tech companies had secured decades of property-tax breaks, and the Oregon Legislature’s one-year pause on new Enterprise Zone data-center tax breaks earlier in the year did not stop new applications being filed.

A cabinet officer allocates 10 GW on a former uranium site, against a $3.5 billion disclosed guarantee book

The Wall Street Journal reported, citing people familiar with the matter, that OpenAI is in advanced talks to lease SB Energy’s 10 GW campus at Piketon, Ohio, and that Nvidia is discussing guaranteeing roughly $250 billion of the financing behind the lease, with about $350 billion more of chip financing separately under discussion. Nothing is signed; neither company responded to requests for comment, and the reporting reaches this page through two write-ups of a single anonymously sourced story. What is not in doubt is the campus. SB Energy broke ground on 20 March at the former Portsmouth Gaseous Diffusion Plant, which enriched uranium for the U.S. weapons programme from 1954 to 2001 and is still being decontaminated; the Department of Energy leases the federal land, and lists Portsmouth among 16 federal sites opened to data-center construction. Powering it takes 9.2 GW of new natural gas funded by $33.3 billion Japan committed under its trade agreement with the United States, plus $4.2 billion of 765 kV transmission and four substations with AEP Ohio that SB Energy has committed to pay for; the first phase of roughly 800 MW is expected in 2028, and DOE projects more than 10,000 construction jobs over four years against more than 2,000 permanent ones, with a $40 million community benefits agreement. Two things about the reported deal are checkable now. Commerce Secretary Howard Lutnick controls allocation of the site’s power — a cabinet officer, not a utility tariff or a market — and per the same report Anthropic, Microsoft and Google have all approached him about it in recent weeks. And the guarantee would be an order of magnitude outside anything Nvidia has disclosed: its Q1 FY2027 10-Q caps maximum gross exposure across all partner facility lease guarantees at $3.5 billion, with $712 million in escrow, and calls their fair value immaterial. $250 billion would be roughly seventy-one times that, more than a full year of Nvidia’s $215.9 billion FY2026 revenue, and about four times its $62.6 billion of cash and securities. Those filing figures reach this page through Tom’s Hardware’s reading of them rather than from the filings themselves. Nvidia’s stock fell 4.9% in midday trading on 27 July.

The ratepayer pledge widens, and the White House’s own example does not match the utility’s

President Trump announced an expansion of the voluntary Ratepayer Protection Pledge at an event at the Environmental Protection Agency, adding more than 200 utilities, developers, cooperatives and states. The White House says it is now signed by 23 governors and at least 187 companies — including 55 utilities and 27 data-center developers, among them NextEra, Duke Energy, American Electric Power, Southern Company and PG&E — and covers 80% of all power delivered to U.S. homes and businesses, a figure it does not show its working for. The pledge is nonbinding. Its Georgia example is worth reading against the underlying documents: the White House release says Southern Company is “freezing base rates through 2029” and delivering more than $1.7 billion in savings, over $100 a year for a typical residential customer. The Georgia Power release the White House links is titled as a freeze through 2028; Georgia Power’s own 22 July release describes a freeze through 2028 plus $102 in annual savings beginning in 2029; and Utility Dive reported in February that Georgia Power had quantified about $1.7 billion in benefits it <em>intends</em> to use to lower costs from 2029 to 2031. Matthew Freedman of the Utility Reform Network said the same companies signing the pledge are opposing California legislation that would force them to deliver on it. A recent ICF analysis projects monthly utility bills rising 15% to 40% by 2030 on demand growth.

Texas approves a state water plan that does not count data centers

The Texas Water Development Board approved the initial 2027 State Water Plan after denying a petition to add forecasts and historic figures for data centers’ water use; board staff recommended rejection on the ground that the state is late in its five-year planning cycle. The approved plan contains no specific data on large-scale digital infrastructure, so the statutory instrument Texas uses to plan its water supply will likely not account for the sector when it is finalized in 2027. Board attorney Breann Hunter said the agency is developing methodologies to separate data-center and crypto-miner demand for the following plan — which publishes in 2032. Board member Brady Franks defended the omission: “I just didn’t want folks to think that if it’s not in the water plan, someone’s not thinking about it or someone’s not considering it.” Texas ranks second among states for data-center-attributable emissions and second nationally for open and planned facilities. The board’s own record of the vote was not retrieved.

OpenAI contracts 3.2 GW in rural Georgia, and neither party gives a permanent-jobs number

OpenAI announced Project Camellia, a campus it is designing and developing in Effingham County, Georgia, about 45 minutes from Savannah, and contracted with Georgia Power for approximately 3,200 MW to be delivered in phases between 2028 and 2032 under a 25-year agreement. OpenAI agreed to provide up to 1,000 MW of flexible demand response, which Georgia Power calls among the largest single-facility demand-response commitments in the country — a superlative it does not benchmark. The large-load contract was still under review by Georgia Public Service Commission staff, and OpenAI describes the project as at the beginning of development with significant work remaining on infrastructure, phasing, design, financing and operating model: contracted for power, not permitted or built. The site sits inside the already industrially-zoned Savannah Gateway Industrial Hub; Data Center Frontier relays local reporting putting the initial investment at at least $20 billion across roughly 1,400 acres, a figure neither primary document states. OpenAI committed $80 million in community benefits over the life of the project, up to $71 million in Codex credits for Georgia students at $100 each — denominated in its own product at its own list price — and an annual independent audit, with no auditor named and no first-audit date. It expects to be the county’s largest taxpayer; neither document discloses any abatement, exemption or payment-in-lieu arrangement either way. On jobs, both parties give a single undifferentiated figure: OpenAI promises “thousands of construction and permanent on-site jobs” and Georgia Power “thousands of new jobs”. The absence is the finding. Where operators did split the two this month, the ratios ran 12 to 1 at Meta’s newly operating Temple, Texas site (about 1,200 peak construction workers, about 100 permanent) and 15 to 1 at a proposed New Zealand campus.

Electricity rates will not go up for residents because of this project. Georgia families will not subsidize this project.?

OpenAI’s own blog post announcing the Effingham County campus. The post continues that OpenAI “will pay the full cost of the infrastructure and electric-service costs required to serve it” and that under Georgia Public Service Commission rules those costs cannot be passed to existing ratepayers. Georgia Power restates the commitment as the customer’s — “As outlined in OpenAI’s announcement” — rather than certifying it, and the large-load contract was still under PSC staff review when both documents published.

Context: Not yet checkable: the power contract is unapproved and the first phase is not due until 2028. Georgia PSC large-load rules from January 2025 are meant to bar passing such costs to existing customers; whether they do is the test. Resolves on Georgia Power rate filings through 2032.

Ohio drops a permit whose own text called dirtier water necessary for development

Ohio EPA said it would not finalize draft NPDES general permit OHD000001, which would have set standard terms for data centers discharging waste- and stormwater into state waterways, and will instead review such permits individually. The draft, introduced in October 2025, stated in its own text that “a lowering of water quality of various waters of the state associated with granting coverage under this permit is necessary to accommodate important social and economic development in the state of Ohio.” More than 7,000 public comments were filed by mid-January, and opposition ran across party lines, including Senator Bernie Moreno and Amy Acton, the Democratic candidate for governor. Nathan Johnson of the Ohio Environmental Council said a one-size-fits-all permit “would have eliminated meaningful agency review of data center water pollution discharges and cut notice and comment opportunities for local communities.” The two accounts of the permit’s reach differ: Circle of Blue describes it as covering data centers statewide regardless of size, location or type, while the Columbus Dispatch scopes it to new facilities without access to sewerage that treats wastewater. Neither the draft’s discharge volumes, pollutant limits nor receiving waters are reported, and the draft permit document itself was not retrieved.

Observation

A widely repeated AI power figure is not in the report it is credited to

Coverage of a new Kansas Health Institute report put two numbers into circulation: that U.S. data centers consumed 183 terawatt-hours of electricity in 2024, and that this will reach 426 TWh by 2030. Utility Dive attributed them to “data from Lawrence Berkeley National Laboratory” and KHI’s executive summary footnotes them to its endnote 1, the 2024 LBNL report. Neither number appears in that report. LBNL’s figures are 176 TWh for 2023 — 4.4% of U.S. electricity — and a deliberately published 2028 scenario <em>range</em> of roughly 325 to 580 TWh; it gives no 2024 point estimate and no 2030 figure at all. KHI’s own body text footnotes the same sentence to a different source, Pew Research Center. Both documents are linked below and the comparison takes one click. The LBNL report also carries a number the coverage leaves out. The water consumed at the power plants supplying U.S. data centers — their indirect footprint — came to nearly 800 billion litres in 2023, about twelve times the 66 billion litres (roughly 17 billion gallons) of direct on-site water that dominates the argument. Yet their water intensity of 4.52 litres per kilowatt-hour runs only about 4% above the U.S. average of 4.35, and their emissions intensity of 0.34 kg/kWh sits slightly below the national 0.35: the footprint is a volume story, not a dirtier-supply one. LBNL separately flags that its own water model may run low, and that correcting one cooling assumption would raise modelled hyperscale water intensity by about a quarter. KHI’s report contains no original measurement — it reviews 45 sources and scans state and local policy — and states plainly that publicly available facility-level data does not exist, so researchers must model rather than measure.

New York becomes the first state to pause data centers — more narrowly than reported

Governor Kathy Hochul signed Executive Order No. 62, the first statewide pause on data-center development in the United States. Two legal readings of the Order’s text describe something considerably narrower than the wire coverage of it. The Order holds in abeyance the Department of Environmental Conservation’s <em>discretionary</em> permits for facilities consuming 50 megawatts or more; it expressly does not reach permits, approvals or licenses from local governments, so site plan approval, zoning relief and municipal building permits continue on their normal track; it exempts applications already deemed complete before 14 July; and it ends not on a calendar date but when the Department of Public Service submits a Generic Environmental Impact Statement, with the one-year figure a target rather than a term. The Associated Press described the same instrument as “an order banning construction of large server warehouses in New York for a year” and Al Jazeera as a “one-year moratorium on new data centre construction”. The Order displaced the Responsible Data Center Development Act, which both houses passed in June at a 20 MW threshold and which Hochul has not signed. Roughly 12 GW of data-center load sits in the NYISO interconnection queue, more than 8 GW of it added during 2025, on the governor’s office’s figures. Three dated checkpoints follow: Empire State Development opens a Community Investment Framework for comment by 13 August, DPS must stand up a Data Center Interconnection Working Group by 12 September, and DPS must report to the Public Service Commission on transmission owners’ large-load study practices by 12 October. The Order’s own text could not be retrieved — governor.ny.gov returns HTTP 403 and no archived copy exists — so every account of it here is second-hand.

Google will replenish more water than it consumes across its data-center sites by 2030, and U.S. data centers in aggregate use less than 1% of the nation’s water.±

Context: Google's replenishment pledge is a forward commitment (unresolved). The aggregate "less than 1%" framing is broadly consistent with national estimates but sits in tension with primary local records — e.g. Google's own quintupled draw at The Dalles reaching ~40% of that city's supply — where impacts concentrate. True in aggregate, misleading locally. This cycle adds a second problem with the aggregate framing rather than the local one: the standard operational metric, Water Usage Effectiveness, counts neither the potable-versus-reclaimed distinction nor the water consumed generating the electricity, and Lawrence Berkeley National Laboratory puts that indirect footprint at nearly 800 billion litres for 2023 against 66 billion litres of direct on-site water — roughly twelve times larger. LBNL separately states its own water model may run low, and that correcting one cooling assumption would lift modelled hyperscale water intensity by about a quarter. Verdict held at mixed.

Maine moves to become the first state to ban large data centers

The Maine Legislature passed a first-in-the-nation bill, LD 307, to ban development of large-scale (>20 MW) data centers for 18 months, awaiting the governor’s signature. It capped a wave of local resistance: by this point at least 11 states had introduced legislation to limit or ban data-center construction, and the Data Center Tracker counted at least 100 local moratoria nationwide. Governor Janet Mills subsequently vetoed the bill, citing its effect on a $550 million redevelopment project — which is why the first statewide pause to take effect was New York’s executive order three months later. The veto is recorded here from a single legal analysis; the Maine legislature’s own record has not yet been checked.

Meta’s Hyperion balloons to 5 GW and more than $50 billion

Meta announced it is expanding the Richland Parish “Hyperion” project to 5 gigawatts of compute at a cost of more than $50 billion — a five-fold price escalation from the $10 billion announced 19 months earlier. Meta projects over 7,500 peak construction workers and 1,000 operational jobs, and points to more than $1.6 billion in local contracts, over $1 billion in infrastructure, and up-to-$50,000 teacher bonuses. A company spokesperson said the site should reach 2 GW by 2030 and the full 5 GW by around 2032.

Meta pays the full costs of the energy, water and related infrastructure the data center uses, so consumers don’t bear the cost.±

Context: Meta cites an Entergy agreement projected to deliver >$2 billion in customer savings over 20 years. But the primary utility record shows Entergy building 2,262 MW of new gas capacity to serve the site, and Louisiana consumer advocates (Alliance for Affordable Energy) and a Public Service Commissioner have warned residential ratepayers could ultimately absorb costs. The “full costs” claim is contested by the filings it rests on.

Microsoft’s Fairwater comes fully online

Microsoft completed and brought its first Mount Pleasant, Wisconsin data center online (energized in April 2026, fully operational by late June), reporting nearly 550 on-site full-time staff — growing toward about 800 with a second facility — against roughly $4.7 billion in local spending planned for 2024-2028. The permanent-headcount figure, set beside thousands of construction jobs, again illustrated how few lasting jobs a hyperscale campus supports.

The industry’s water use stays a black box

Reporting found hyperscalers generally do not disclose per-site water consumption, often negotiating under shell companies and NDAs. Google’s infrastructure-sustainability lead argued that a facility’s peak water-permit capacity overstates its real annual draw, and the company published five water-stewardship commitments — including replenishing more water than it consumes at its sites by 2030. The dispute — aggregate reassurance versus local, per-site reality — is the unresolved core of the water question.

States split: West Virginia pre-empts local control as others resist

West Virginia’s HB 2014 (enacted April 2025, effective July 2025) bars counties and municipalities from restricting certified high-impact data centers and microgrids — a state pre-emption of local zoning framed in national-security terms. It marks the opposite pole from the moratorium wave: where some jurisdictions raced to block the buildout, others moved to strip localities of the power to slow it.

Records show Google quintupled water use at The Dalles

Documents released under a public-records settlement showed Google roughly quintupled its water consumption at The Dalles, Oregon between 2012 and 2025, to about 40% of that city’s entire supply — a concrete local figure that cut against the industry’s reassuring aggregate framing and underscored why per-site disclosure matters.

The build-out becomes one of history’s largest capital programs

BloombergNEF put 2026 capital spending by the 14 largest data-center operators near $750 billion (up from under $450 billion in 2025), with over 23 GW of capacity under construction globally across 831 sites at the end of September 2025 — about three-quarters in the U.S. Hyperscalers signed more than $100 billion of neocloud compute leases in six months. Dell’Oro separately projects global data-center capital spending to exceed $1 trillion in 2026.

The glut reverses: on-demand GPU capacity sells out again

Within a year of the price collapse, the compute market flipped back to shortage. On-demand rental capacity was effectively sold out across GPU types; H100 one-year contract pricing had rebounded to $2.35/GPU-hour (up ~40% from an October 2025 low of $1.70), and customers were paying up to $14/GPU-hour for AWS B200 spot instances. New Blackwell (GB200/GB300) deployments slipped into mid-year, with cloud capacity booked out through late 2026 — driven by surging inference and agentic workloads.

Seven hyperscalers sign a White House ratepayer-protection pledge

Google, Meta, Oracle, xAI and Amazon joined Microsoft and OpenAI in signing a White House pledge committing to protect ordinary utility customers from bearing data-center power costs — an implicit acknowledgment that the buildout’s cost-shifting onto ratepayers had become a political liability.

OpenAI and Oracle scrap the Abilene expansion

OpenAI and Oracle ended talks on a planned 600 MW expansion at the Abilene Stargate campus, cancelling the add-on while the existing site kept operating — a concrete instance of the announced-versus-built gap inside even the flagship program.

Half the pipeline may be vapor: 30-50% of 2026 data centers set to slip

Sightline Climate estimated that 30-50% of large data centers scheduled to come online in 2026 would be delayed by power constraints, equipment shortages and financing — and that of at least 16 GW planned globally for 2026 (nearly triple the prior year), only about 5 GW was actually under construction. Developer QTS had announced a ~5 GW pipeline since 2024 with only about a quarter still under construction. The gap between announced and built capacity had become the industry’s defining measurement problem.

PJM raises its long-term forecast but trims the near term

The largest U.S. grid operator, PJM, raised its 10-year summer-peak growth rate to 3.6% a year (to about 222 GW by 2036) — more than ten times its 2021 outlook — while simultaneously cutting its 2027 and 2028 peaks by roughly 4 GW on stricter vetting of speculative data-center requests. Its planning chief, Jason Connell, said data-center growth still exceeds anything seen in recent decades. The revision captures the core tension: enormous long-run demand, but a large share of near-term projects that never materialize on schedule.

U.S. electricity demand breaks two decades of flatness

The EIA’s data showed U.S. electricity demand grew about 1.7% a year from 2020 through 2025 — after growing just 0.1% a year from 2005 to 2019 — with data centers the primary driver. After a generation of flat load, the AI build-out had bent the national demand curve upward, the single clearest measured signal that the physical build-out is reshaping the grid.

The bill lands on households: rising rates and record utility debt

By the end of 2025 the average U.S. residential electricity price had risen to about 19 cents/kWh — roughly 27% above 2019 — and climbed 11.5% in 2025 alone, outpacing inflation. In high-concentration Virginia, some bills rose up to 267% over five years. U.S. utilities requested more than $29 billion in rate increases in the first half of 2025 (double a year earlier), and outstanding household utility-bill debt reached $25 billion. Analysts attribute the increases mainly to transmission and distribution build-out and high capacity-auction prices, with data-center load a growing pressure.

Ground breaks on the Wisconsin Stargate campus

OpenAI, Oracle and Vantage Data Centers broke ground on a Stargate campus in Port Washington, Wisconsin, which OpenAI said would create 4,000 construction jobs and be designed water-positive with closed-loop cooling and developer-funded power infrastructure. The site would later become a flashpoint over its roughly $450 million in tax benefits.

Five-year U.S. peak-demand forecasts jump six-fold

Grid Strategies’ National Load Growth Report put the U.S. five-year peak-demand forecast at 166 GW — more than six times the 24 GW forecast just three years earlier, with data centers driving the bulk. The same report cautioned that utility filings likely overstate 2030 data-center load by around 25 GW (~40%), and that the U.S. built only 888 miles of new high-voltage transmission last year against the ~5,000 miles a year the Department of Energy says is needed to connect it.

NVIDIA posts a record $57B quarter as Blackwell ramps

NVIDIA reported record quarterly revenue of $57 billion (up 62% year over year), with data-center revenue of $51.2 billion — nearly 90% of sales. CFO Colette Kress said the Blackwell Ultra platform had become the company’s leading architecture across all customer categories, and guided the next quarter to about $65 billion. The chip market’s glut in rentals coexisted with unprecedented demand for the newest silicon.

A causal study finds data centers create almost no permanent jobs

Ball State economist Michael J. Hicks, using a staggered difference-in-difference analysis of Texas data centers, found the net local employment effect of a new data center is statistically indistinguishable from zero — the only significant effect being roughly 195 temporary construction jobs. He concluded that tax incentives for data centers cannot be justified on job-creation grounds and recommended governments suspend them — a primary empirical rebuttal to the core promise host communities are sold.

Amazon opens Project Rainier — the largest non-NVIDIA AI cluster

Amazon unveiled Project Rainier, an $11 billion, 1,200-acre campus near New Carlisle, Indiana, dedicated to training Anthropic’s Claude models and running roughly 500,000 Amazon Trainium 2 chips — the largest known deployment not built on NVIDIA silicon, with a target of 1 million chips by year-end. Fully built out, the site is planned for 30 buildings and more than 2.2 gigawatts. At peak, over 4,000 construction workers a day were arriving in a town of about 1,900.

Meta’s Louisiana project doubles to $27 billion

Meta and Blue Owl Capital formed a joint venture to build and manage the Richland Parish facility, now valued at $27 billion and planned as a 2 GW data center — the second step in a cost escalation that would nearly double again within a year.

OpenAI names five more Stargate sites, claiming nearly 7 GW

OpenAI announced five additional U.S. Stargate locations — three Oracle-developed sites (Shackelford County TX; Doña Ana County NM; a Midwest site) and two SoftBank/SB Energy sites (Lordstown OH; Milam County TX) — saying that combined with Abilene and CoreWeave projects, Stargate now reached almost 7 gigawatts and over $400 billion. SoftBank had broken ground at Lordstown; the balance remained planned capacity drawn from a search over 300 proposals across 30-plus states.

Microsoft unveils Fairwater, its Wisconsin flagship

Microsoft detailed Fairwater, a 315-acre, three-building (1.2 million sq ft) AI data center in Mount Pleasant, Wisconsin running a single cluster of hundreds of thousands of NVIDIA GB200 GPUs. Microsoft said the facility uses closed-loop liquid cooling that is filled once and recirculated with near-zero evaporative loss — a design pitched directly against the water criticism dogging the industry.

The first official audit of AI’s water use finds the data barely exists

A UK Government report concluded there is no reliable industry data on data-center resource use — only about 40% of operators even track their water consumption. Its figures set the scale of what is unmeasured: a single 100 MW hyperscale facility can consume around 2.5 billion litres of water a year (the household use of ~80,000 people), with roughly 80% of evaporative-cooling water lost for good, plus up to 2.4 gallons per kWh embedded in the power it draws.

The first Stargate campus energizes in Abilene

The flagship Stargate site in Abilene, Texas came online on Oracle Cloud Infrastructure, with Oracle beginning delivery of the first NVIDIA GB200 racks. Against a landscape of announcements, Abilene was the proof point that at least part of the $500 billion pledge had become operating hardware.

The GPU glut arrives: rental prices begin to collapse

AWS sharply cut prices on its H100 (P5) instances in June 2025, triggering a broad hyperscaler reset. The Silicon Data H100 rental index had already fallen to $2.36 from $3.06 the prior September, and a low-cost marketplace tier had opened a 3-to-4x gap beneath hyperscaler on-demand rates. NVIDIA’s supply ramp, a wave of 300-plus new rental providers, and the shift from training to inference were turning scarce silicon into a commoditized rental good.

Washington cuts off NVIDIA’s China chip, forcing a $5.5B write-down

The U.S. government imposed indefinite export-licensing requirements on NVIDIA’s China-market H20 accelerator (and AMD’s MI308), effectively barring sales. NVIDIA took a $5.5 billion charge for unsellable inventory and commitments; China had been about $17 billion, or 13%, of its revenue. The Commerce Department said it was executing the president’s national-security directive — the first time compute access itself became an instrument of state power at this scale.

Harvard study: utilities are quietly socializing Big Tech’s power costs

A Harvard Electricity Law Initiative paper by Eliza Martin and Ari Peskoe, reviewing nearly 50 utility rate proceedings, found utilities using rate structures and secret contracts to shift the cost of new infrastructure built for data centers onto ordinary ratepayers. It provided the primary-record mechanism behind the rising bills — the cost-shift happens through regulatory proceedings, largely out of public view.

Stargate: a $500 billion bet on American compute

OpenAI, Oracle and SoftBank announced the Stargate Project at the White House — a stated commitment of up to $500 billion and 10 gigawatts of new U.S. AI data-center capacity. Announced as the single largest private compute build-out ever proposed, its headline figure was a commitment, not money spent; the rest of the year would test how much of it turned into energized concrete.

Meta picks rural Louisiana for its largest data center

Meta announced its then-largest AI data center in Richland Parish, Louisiana — priced at $10 billion across 4 million square feet, projecting 500 permanent jobs and 5,000 construction jobs. To serve it, the regulated utility Entergy planned three new natural-gas plants totaling 2,262 MW over a 15-year term — a fossil build-out attached to a single customer that would become the project’s central controversy.

Microsoft restarts Three Mile Island to power AI

Constellation Energy signed its largest-ever power-purchase agreement — a 20-year deal to sell 100% of a restarted Three Mile Island Unit 1 (renamed the Crane Clean Energy Center, ~835 MW) to Microsoft, targeting a 2028 return and a license extended to 2054. Constellation later put the restart cost at about $1.6 billion. A reactor shut in 2019 on economics was being revived specifically to feed data-center demand — the starkest sign yet that AI’s appetite was reshaping the power system.

xAI stands up Colossus — 100,000 GPUs in 122 days

Elon Musk's xAI, working with NVIDIA, Dell and Supermicro, brought its Colossus supercomputer online in Memphis, Tennessee: 100,000 NVIDIA Hopper (H100) GPUs wired on a single NVIDIA Spectrum-X Ethernet fabric, built in 122 days with 19 days from first rack to training. It was the era's proof that a frontier-scale cluster could be assembled in months, and xAI immediately began doubling it toward 200,000 GPUs.

Before the build-out, U.S. data centers already drew 4.4% of the grid

Lawrence Berkeley National Laboratory, in the analysis later cited by the Congressional Research Service, put U.S. data-center electricity use at roughly 176 terawatt-hours in 2023 — about 4.4% of all U.S. consumption. It is the pre-AI-build-out baseline against which every later load-growth forecast is measured.

The AI boom opens with an acute GPU famine

As demand for generative-AI training exploded, the market for NVIDIA's H100 accelerator seized up: Microsoft Azure and Google Cloud were effectively out of capacity for buyers wanting hundreds to thousands of chips, and delivery lead times peaked near 11 months. On-demand cloud rental for a single H100 routinely ran $7–$12 per GPU-hour, and an 8-GPU HGX H100 server sold for roughly $300,000–$380,000. Compute scarcity — not model design — was the binding constraint on the field.