Washington's AI Bargain: All the Permission, None of the Money

Loudoun County, Virginia, is the heart of what the industry calls Data Center Alley, and the industry pays $1.2 billion a year there in taxes, roughly 40 percent of the county budget. This month the board of supervisors voted to pause new data center applications for a year, after residents near a Vantage facility in Sterling reported respiratory trouble and noise from its gas turbines ^[1]. The strange part is that the money kept coming. Data-center taxes lifted education spending per resident in Loudoun and neighboring Prince William County by 77 to 82 percent over fifteen years ^[2]. The counties cashed the checks and hit pause anyway. And while the industry's host county went quiet, Washington spent those same twelve months working a different question — how much of the AI buildout should the public carry? — and answered it the same way every time: the permission, never the bill. In September 2025, the EPA reinterpreted the Clean Air Act's New Source Review — the permit required before building anything that adds air pollution — so companies can pour cement and start site work before the permit arrives. Administrator Lee Zeldin called the old process broken, an obstacle to growth ^[3]. Two months later, the Energy Department named four federal sites for AI data hubs: Idaho National Laboratory, Oak Ridge, Savannah River, and the old gaseous-diffusion plant at Paducah, Kentucky. The leases come "as is, where is," and the phrase is the policy. The government contributes the land and the geography; the developer pays for construction, operation, decommissioning, even the federal permits and the grid hookup ^[4]. In May the Pentagon followed, soliciting private developers for AI data centers on unused military land, 207 acres at Fort Hood among the sites — a solicitation that flows from a January memo in which Defense Secretary Pete Hegseth ordered the services toward an AI-first warfighting force, built around drone swarms and hypersonic defense ^[5]. This week the frame went institutional. The president announced an AI Force, modeled on the Space Force, plus an AI czar to coordinate it — and in the same stretch of days called AI safety fears a hoax and declared that slowing the buildout would be "unilateral disarmament" ^[6][7]. No charter makes the new branch a permitting agency. But the instruments that actually speed construction, the base acreage and the pre-permit rule, are already in place ^[5][3]. The AI Force gives that machinery a uniform and a storyline; the fine print was finished months ago. Where money changes hands, the answer is easier to find, because it never changes. Last November, OpenAI's finance chief, Sarah Friar, suggested the government provide backstops or loan guarantees for the company's $1.4 trillion expansion ^[8]. White House AI adviser David Sacks closed that door in public.

The U.S. has at least 5 major frontier model companies. If one fails, others will take its place. — David Sacks

His reasoning was almost cheerful: the country has at least five frontier labs, the companies building the most advanced models, so if one fails, the others will take its place ^[8]. OpenAI's own lobbying had asked for the non-cash version of everything — a manufacturing tax credit extended from chip plants to data centers, faster permitting, a strategic reserve of raw materials — while its Stargate pitch sold a reindustrialization that comes once a century and warned of an "electron gap" with China, national-security language for building power, not for buying it ^[8][9]. The industry had already built its plans around a Washington that opens doors and keeps its wallet shut. The administration made it doctrine. Electrons move on the same terms. To keep the buildout off strained public grids, the administration requires AI firms to supply their own power, which has meant at least 82 proposed or active gas plants so far, including a 20-year Chevron-Microsoft deal for 2.67 gigawatts in Texas, while FERC, the federal power regulator, has issued orders to make sure residential customers do not subsidize any of it ^[10]. The firms will own the buildings, the turbines, and the power itself. The government supplies the land under some of it, and the right to build all of it. Both halves of the posture were spoken in one room in March, at a White House roundtable for the Ratepayer Protection Pledge, an event built on the promise that homeowners will not fund the AI buildout through their utility bills. There the president recast the whole undertaking as an arms race ^[11].

We're leading China. We're leading everybody by a lot. — Donald Trump

Protect the household, win the arms race. The two commitments fit together only if the federal role ends at permission. The bill has not gone away. It has found its level. US tech firms have borrowed more than $600 billion for AI capital spending, and by one account the issuance has scrambled bond risk so thoroughly that Meta now trades at a higher yield than TSMC, the Taiwanese chipmaker that fabricates the industry's AI chips, with the gap between US tech debt and emerging-market corporate debt narrowed to a few basis points, hundredths of a percentage point ^[12]. At the Federal Reserve, Chicago Fed President Austan Goolsbee has begun warning that data-center construction is pushing up building and cooling costs in a way that could spread from one sector into economy-wide overheating ^[13]. The local resistance all of this runs past is not imaginary. In a Politico/Public First poll, the share of Americans who oppose a data center within three miles of their homes rose from 28 to 41 percent in the first half of this year ^[2]; New York has enacted the first statewide construction moratorium. The president's answer has been to warn that communities which turn the centers away will end up "backwards and poor" ^[7]. The security frame is spreading anyway, with variations: Kentucky's agriculture commissioner, Jonathan Shell, argues the state should want American-owned data centers — American data, he says, owned by American citizens — even as he proposes mandates of his own, from ownership disclosure to farmland protection ^[14]. For all of that, the federal escape hatch is still mostly paper. The Fort Hood solicitation is collecting non-binding responses, and at Savannah River the government's nuclear-security arm has picked the contractor Amentum to negotiate a one-gigawatt lease at Amentum's own expense; no lease on any federal site has been signed ^[5][15]. The constraints that actually bind are physical, and they answer to no classification: only 802 of 3,969 announced data centers are under construction, with shortages of specialized labor, building materials, and TSMC-fabricated AI chips ^[10], and by Eaton's count, the backlog of electrical equipment stands at 307 gigawatts, fifteen years of work at 2025's pace ^[16]. A defense designation does not manufacture transformers, memory chips, or electricians. The bet inside the policy, then, is that a defense frame can stand in for the two things Washington will not supply: local consent and public capital. No document states it; the year's moves simply point there. The tests are plain. Federal guarantees, backstops, or subsidized power would mean the bargain had broken; groundbreakings on the base-land sites at the pace of private projects would mean it had held. For now, the pattern's newest flagship sits where the fine print left it. Paducah was announced in August as a $100 billion-plus campus, with Brookfield and NextEra as partners, on the old gaseous-diffusion site offered "as is, where is." No final agreement exists. It is a federal site, a press release, and an approval pending in Frankfort, where the Kentucky Public Service Commission still has to sign off ^[15].