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While they’re getting more accurate all the time, they still rely on data from traditional models — and possibly always will.
The National Oceanic and Atmospheric Administration has had a bruising few weeks. Deep staffing cuts at the hands of Elon Musk’s efficiency crusaders have led to concerns regarding the potential closure of facilities critical to data-gathering and weather-forecasting operations. Meteorologists have warned that this could put lives at risk, while industries that rely on trustworthy, publicly available weather data — from insurance to fishing, shipping, and agriculture — are bracing for impact. While reliable numbers are difficult to come by, the agency appears to have lost on the order of 7% to 10% of its workforce, or more than 1,000 employees. NOAA’s former deputy director, Andrew Rosenberg, wrote that Musk plans to lay off 50% of the agency, while slashing its budget by 30%.
Will that actually happen? Who the heck knows. But what we can look at are the small cracks that are already emerging, and who could step in to fill that void.
One thing that’s certain is that the National Weather Service, a division of NOAA, announced last week that it is suspending operations at a weather balloon launch site in Alaska, due to staffing shortages. The data gathered at this remote outpost helped inform the agency’s weather forecasts, which are relied upon by hundreds of millions of people, as well as many of the world’s largest companies and public agencies.
Perhaps to Musk’s department, this looks like a prime opportunity for the private sector to step up and demonstrate some nimble data gathering prowess — and indeed a startup that I’ve covered before, WindBorne, has already offered its services. The company, which makes advanced weather balloons, has offered to provide NOAA with data from its own Alaska launches for six months, at no cost. WindBorne is also one of a number of private companies creating AI-based weather models that have outperformed NOAA’s traditional, physics-based models on key metrics such as temperature, wind speed and direction, precipitation, humidity, and pressure.
All this raises the question, though, of what kind of role the private sector could and should play in the weather forecasting space overall. If the architects of Project 2025 have their way, NOAA would be “broken up and downsized,” and its National Weather Service division would “fully commercialize its forecasting operations.” If the Trump administration achieves these goals, “the Weather Service would cease to function in a way that it could meet its mandate to protect American life and property,” Daniel Swain, a climate scientist at University of California Agriculture and Natural Resources, told me.
But given that heavyweights like Google, Huawei, and Nvidia are already in the AI-based weather prediction game, along with startups such as WindBorne and Brightband, which is making weather predictions tailored to the needs of specific industries such as insurance, agriculture, or transportation, it wasn’t clear to me whether, if NOAA were to crumble, the accuracy of weather forecasts necessarily would, too. I thought that perhaps Musk, the White House’s most notorious AI enthusiast, might be thinking the same thing. So I asked around.
“There’s actually a very good argument that I think would be very uncontroversial to expand the role of the private sector, even to offload certain parts of the workflow to the private sector,” Swain told me, with regards to NOAA and its adoption — or lack thereof — of AI-based weather forecasting. But what nobody wanted was to get rid of free, publicly available government forecasts completely.
“I don’t want to have to figure out what company to trust. I just want to be able to go and open the National Weather Service and know what’s going on,” John Dean, the CEO and co-founder of WindBorne, told me.
Julian Green, the CEO and co-founder of Brightband, agreed. “The government doesn’t just forecast the weather, but it gives people alerts. And there’s regulation around whether [it tells you that] you should evacuate, or shut your factory down, or so on.” It’s not hard to imagine the ethical quandaries that could arise from a private company with a profit motive deciding who can access potentially life-saving forecasts, and for how much.
WindBorne’s and Brightband’s AI models, as well as those from tech giants such as Google, are significantly less computationally intensive to operate than those from NOAA or the other leading weather forecasting agency, the European Center for Medium-Range Weather Forecasts. These traditional models rely on supercomputers crunching complicated atmospheric equations based on the laws of physics to make their predictions.
But this doesn’t mean the physics-based models are getting replaced by AI now, or potentially ever. Government data and traditional forecasts still make up the backbone of advanced AIs, which are trained on decades of data largely gathered by NOAA satellites, weather balloons, and radar systems, and then interpreted through the lens of standard physics-based models. After training is complete, the AI models can predict what weather patterns will develop, much like ChatGPT predicts the next word in a sequence, but only after being fed a snapshot of initial weather conditions — also pulled from traditional physics-based models.
Essentially, these AI forecasts are built on the backs of the giants, and while their outcomes are hugely promising, they could not exist without that solid foundation. While one day, it might be possible to operate AI forecasting models without relying on traditional models, Dean and Green told me that physics-based models might always be critical for training the AI. So while their companies’ respective models have yielded impressive results, both Dean and Green nixed the idea that their companies could wholly replace the predictions made by the National Weather Service.
All of this is in flux of course, but as Green put it to me in an email, “a good mechanic doesn't throw away good older tools just because you get new tools.” Plus, as Dean explained, there are still conditions under which physics-based models tend to outperform AI, such as “really small-scale and high-res phenomena — let’s say convective events, let’s say severe thunderstorms in the Plains, or tornado formation.”
Even Project 2025’s authors point out that private industry forecasters rely on publicly available NOAA data, though it doesn’t make any reference to AI models or physics models. The document simply says that the agency “should focus on its data-gathering services” and the “efficient delivery of accurate, timely, and unbiased data to the public and to the private sector.”
There are also questions around whether AI models, trained on data from the past, will be able to predict the types of unusual and extreme weather events that are becoming more and more common in a warming world, Swain told me. “Does it fully capture those?” he asked. “There’s a lot of evidence that the answer is no.”
Lastly, NOAA’s weather model, the Global Forecast System, is simply measuring much more than the AI models do today. “It predicts so many different phenomena, like different types of snow, hail, mixing ratios, turbulence,” Dean said. “We’re building up over time to add more and more variables. But for both WindBorne and other models, it’s not the same currently as what GFS does.”
So while the Heritage Foundation might want to delegate all forecasting responsibilities to private companies, the vision I heard from the startups I talked to looked more like a mutually beneficial arrangement than the full commercialization of weather prediction, or even a clean division of labor. “It’s not privatized weather, it’s a public-private partnership,” Dean said of his ideal future, “where you get freely available forecasts from a public institution like NOAA, but they work with our industry to iterate faster and to drive more innovation.”
What everyone seems to want is simply for the government to forecast better, and today that means moving quickly to build AI-based models. NOAA has taken some steps forward, prototyping some models, bolstering its computing capabilities, and even recently partnering with Brightband to optimize its observational data to train AI models. But it remains behind other agencies in this regard. “The Chinese government and the European Center for Medium Range Weather Forecasts have done a far better job at adopting AI-based weather forecasts than NOAA has,” Dean told me. “So something does need to change at NOAA to get them to move faster.”
Indiscriminately laying off hundreds of the agency’s employees may not be the best place to start. But if there’s anything we know Musk loves, it’s AI and private sector ingenuity. So maybe, just maybe, this administration will be able to forge the kind of partnerships that can supercharge federal forecasting, while keeping NOAA’s weather predictions free and open for all. Or maybe we’ll all just be paying the big bucks to figure out when a hurricane is going to hit.
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How the perpetually almost-there technology could get shut out of the Inflation Reduction Act’s surviving nuclear tax credits.
The House offered a last minute olive branch to the increasingly bipartisan nuclear industry when it passed its version of the budget reconciliation bill now working its way through the Senate, opting to preserve tax credit eligibility for so-called “advanced nuclear facilities” that start construction by 2029. That deadline will be difficult for many nuclear companies to meet, regardless of their technological approach or reactor size. But one much anticipated, potentially world-changing technology won’t even have a shot: nuclear fusion.
That’s not because fusion is so futuristic that the 2029 deadline would be categorically unworkable. As I keep hearing, the tech is finally, possibly, actually on the verge of commercialization, and some industry leaders such as Commonwealth Fusion Systems could probably break ground on a commercial reactor by then.
Fusion won’t have a shot simply because, as defined by Congress and the IRS, it does not fall within the category of an “advanced nuclear facility.” Instead, it’s defined and regulated as a separate class of zero-emission technology, thus excluding it from the nuclear carveout in the budget bill. That distinction was made clear in January, when the IRS released its final regulations for the Inflation Reduction Act, Julien Barber, an investor in multiple fusion technologies at Emerson Collective, told me. That separation happened because “we wanted to regulate them differently,” he said.
Fusion reactors can’t melt down and don’t produce the kind of highly radioactive nuclear waste that fission does, meaning that many of the safety constraints on conventional nuclear don’t apply to fusion. In 2023, the Nuclear Regulatory Commission decided to regulate fusion reactors more like particle accelerators, which are typically licensed at the state level, have fewer siting constraints, less stringent security requirements, and are often exempt from full environmental review. Last year, a bipartisan group of senators worked together to pass the Fusion Energy Act, which confirmed the NRC’s decision to separate the regulatory processes.
If the Senate approves the House’s version of the clean energy investment and production tax credits, fusion energy will be subject to the same tight restrictions as other clean energy solutions. The timeline for credit eligibility requires energy projects to begin construction a mere 60 days after the bill’s passage, and be placed in service by 2029. That, Barber said, is “essentially impossible for any of the fusion companies out there.” Brian Berzin, CEO of the fusion startup Thea Energy, agreed. “Most private fusion companies will be left unable to benefit from these financial incentives,” he wrote in an emailed statement.
There’s confusion, however, around whether this fusion exclusion was a deliberate decision from the House or simply an oversight. Barber is betting on the latter.
“This was happening quickly,” Barber told me. “There was some push by some of the companies in the [Fusion Industry Association] to review the language, but they just didn’t have time to review the language in time to write comments, and it just kind of got pushed through as is.”
The bill’s final language also took the CEO of the Fusion Industry Association, Andrew Holland, by surprise. “We had heard that fusion would be part of the carve out too, but then it wasn’t,” Holland told me.
A more pessimistic interpretation is also possible, Barber conceded. “There’s the idea that people don’t think fusion is ever going to be the case,” he told me. Certainly for some both in and out of government, fusion represents a dream perpetually deferred.
What Barber thinks many people fail to realize, though, is that some fusion industry leaders are operating on timelines similar to fission companies building small modular reactors. “If you talk to CFS, they’re going to say, We’re going to be putting our first power plant on the grid by the early 2030s, which is the same timeline as [small modular reactor company] X-energy, right?”
Until this moment, the distinction that top governing bodies such as the Nuclear Regulatory Commission have made between fusion and fission has been nothing but a positive for fusion companies and advocates alike. When the Fusion Energy Act passed, one of the bill’s co-sponsors, Republican John Cornyn of Texas, said that “fusion energy is a promising clean and safe power source that could help address America’s growing energy demands.” Another co-sponser, Republican Todd Young of Indiana, said that fusion “has the potential to usher in a new era of energy production in America.”
But whether generalized Republican support for fusion will extend beyond easing regulations to actively include subsidies for the technology remains to be seen. And for now, most of the companies themselves are staying quiet. As of publication time, CFS, Zap Energy, Type One Energy, and Xcimer Energy all either said they could not comment or else did not respond to my request for comment.
Editor’s note: This story has been updated to include comments from the Fusion Industry Association.
Regardless of who’s eligible for what and when, strict “foreign entity of concern” provisions could make clean energy incentives impossible to take advantage of.
The word of the moment in renewable energy is “unworkable.” That’s how the chief executives of two major renewables developers — John Ketchum of NextEra and Jim Murphy of Invenergy — described new requirements inserted into clean energy tax credits by congressional Republicans in recent weeks.
“The way they’re drafted, they’re unworkable,” Ketchum said of the requirements at a Politico summit held earlier this week. He was referring specifically to a new set of provisions in the House budget reconciliation bill which say that to qualify for the credits, companies must divest their supply chains from “foreign entities of concern,” a group of countries comprising Russia, Iran, North Korea, and China. But really, the rules are about China.
Around 80% of the global solar panel supply chain runs through China, according to the International Energy Agency. The batteries used in many stationary storage systems are almost entirely made in China, to name just a couple isolated examples. Starting in 2026, the bill mandates that developers seeking to claim the clean energy production or investment tax credits may not receive “material assistance” from China. That refers to any component or subcomponent (including critical minerals) that was “extracted, processed, recycled, manufactured, or assembled” by a “prohibited foreign entity,” defined as a company with at least 25% Chinese ownership or 10% Chinese debt holdings, according to a memo by the law firm Norton Rose Fulbright. The rules become even more strict in 2028. Similar strictures were also added to the 45X advanced manufacturing tax credit.
A small modular reactor has at least 10,000 component parts, Ketchum told the Politico audience. “We come to find out that one of the screws in the bolts, used by one of the suppliers five layers down … was actually sourcing the bolt and the screw from China. Guess what happens? You’re disqualified, all your tax credits for that small modular reactor go away,” Ketchum said.
“How in the world are you going to trace five layers down to a subcontractor who’s buying a bolt and a screw?”
Murphy, the Invenergy CEO, put it more succinctly at an industry conference last week. “The supply chain can not support that, and won’t be able to support that for several years. It’s just an unworkable provision.”
While these may sound like the exaggerations of executives eager to avoid paperwork or costly new investments, analysts who have looked at the bill’s language have similarly concluded that the language is both so vague and so broad that determining whether a company has complied would be almost impossible.
Analysts at the investment bank Evercore wrote in a note to clients last week that while the new FEOC framework “ostensibly aims to keep China out of U.S. energy supply chains, it would likely bury companies and their suppliers in such onerous paperwork and diligence that the remaining tax credits are rendered largely unusable.”
Foreign entity of concern rules are not new — versions of them appear in the CHIPS and Science Act and the Inflation Reduction Act’s electric vehicle tax credits. The FEOC rules in the One Big, Beautiful Bill are far more extensive, however.
The Senate may look to loosen the rules, according to Axios, andseveral House Republicans have signed (yet another) letter, this one referring to the restrictions as “highly restrictive and onerous” and “overly prescriptive and risk undermining U.S. competitiveness.”
Should the FEOC provisions become law, their exact implementation will be up to the IRS. In the case of EVs, the tax agency came out with proposed guidelines in the months after the Inflation Reduction Act was enacted, but didn’t finalize them until 2024. Even complying with those required a “Herculean” effort from the EV and battery industry, Albert Gore, head of the Zero Emission Transportation Association, told me.
Gore also questioned whether the rules would be “workable” as written. To determine whether compliance would be worth it, Gore said, you have to evaluate how close an industry is to complying in the present, and the value of complying in the future, and the cost to get there.
Given that the clean energy and manufacturing credits sunset after 2031 (except for wind components, which sunset earlier), that calculation may very well come out negative. And then there’s the deadline to even qualify for the clean energy tax credits in the first place, starting construction two months after the bill passes, according to the House language.
The EV rules did ultimately support U.S. manufacturing, Gore told me. “It was a pretty efficient investment in American manufacturing, kind of disguised as a consumer EV credit,” he said. “But it was a very, very stringent credit.”
Xan Fishman, senior managing director of the energy program at the Bipartisan Policy Center, was skeptical that the FEOC provisions in the budget reconciliation bill would do anything to bolster U.S. manufacturing. “Intricate and complicated doesn’t make it more effective,” he told me.
“You would have a disallowance of credit if you are a foreign entity of concern, or you are a foreign influenced entity of concern, which might mean that one of your suppliers is a foreign entity of concern, or one of your supplier’s board members is from China or they have a family member that’s from China that runs a foreign entity of concern, or that family member has some business transaction involving debt with a foreign entity of concern, and their suppliers actually might have board members who have family members who have some debt arrangement with the foreign entity of concern,” Fishman elaborated.
This is where workability really comes in.
“If the result of this is we have less U.S. manufacturing, we won’t have achieved the goal” of raising America’s global competitiveness. “Nor will we have been tough on China,” Fishman said.
The ironies of the legislation abound. “There's sort of that double whammy in there with the start of construction deadline, which to some extent, makes the FEOC moot,” Murphy, the Invenergy CEO, said at the conference. “If you don't start construction by the deadline, who cares about it?”
Ironically, if the Senate put in a more relaxed deadline to qualify for the credits, “then we have to really address those foreign entity of concern provisions,” Murphy added.
On Trump’s ‘windmill’ ban, FEMA turnover, and PNW power
Current conditions: Physical activity is “discouraged” at the Grand Canyon today as temperatures climb toward 110 degrees Fahrenheit • Tropical Storm Wutip could dump 7 inches of rain in six hours over parts of Vietnam • Investigators are looking into whether this week’s triple-digit heat in Ahmedabad, India, was a factor in Thursday’s deadly plane crash.
Noah Buscher/Unsplash
President Trump said Thursday that his administration is “not going to approve windmills unless something happens that’s an emergency.” The comments — made during the White House East Room signing of legislation overturning California’s authority to set its own car pollution standards — were Trump’s clearest confirmation yet of my colleague Jael Holzman’s reporting, which this week found that “the wind industry’s worst fears are indeed coming to pass.” As Jael went on in The Fight, the Fish and Wildlife Service and the U.S. Army Corps of Engineers have “simply stopped processing wind project permit applications after Trump’s orders — and the freeze appears immovable, unless something changes.”
Trump justified the pause by adding that “we’re not going to let windmills get built because we’re not going to destroy our country any further than it’s already been destroyed,” repeating his long-held grievance that “you go and look at these beautiful plains and valleys, and they’re loaded up with this garbage that gets worse and worse looking with time.” Trump’s aesthetic objections have already blocked at least three wind projects in New York alone — a move that has impacts beyond future energy generation, Jael further notes. According to the Alliance for Clean Energy New York, the policy has impacted “more than $2 billion in capital investments, just in the land-based wind project pipeline, and there’s significant reason to believe other states are also experiencing similar risks.” Read Jael’s full report here.
Turnover at the Federal Emergency Management Agency continued this week after the head of the National Response Coordination Center — responsible for overseeing the federal response to major storms — submitted his resignation, CBS News reported Thursday. Jeremy Greenberg, who’s worked various roles at FEMA for nearly a decade, will stay on for another two weeks but ultimately depart less than a month into hurricane season. “He’s irreplaceable,” one current FEMA official told CBS News, adding that “the brain drain continues and the public will pay for it.” Greenberg’s resignation follows comments President Trump made to the press earlier this week about the need to “wean off of FEMA” after hurricane season is over in November. “A governor should be able to handle” disaster response, the president told reporters on Tuesday, “and frankly, if they can’t handle it, the aftermath, then maybe they shouldn’t be governor.”
Also on Thursday, President Trump issued a presidential memorandum revoking a $1 billion Biden-era agreement to restore salmon and invest in tribally sponsored clean energy infrastructure in the Columbia River Basin, The Seattle Times reports. Biden’s agreement had “placed concerns about climate change above the nation’s interests in reliable energy sources,” the White House claimed.
The 2023 agreement resulted from three decades of opposition to the dams on the Lower Snake River by local tribes and environmental groups. While the Biden administration hadn’t committed to a dam removal, it did present a potential pathway to do so, since Washington State politicians have said that hydropower would need to be replaced by another power source before they’d consider a dam removal plan. The government’s billion-dollar investment would have aided in the construction of up to 3 gigawatts of alternative renewable energy in the region. Kurt Miller, the CEO of the Northwest Public Power Association, celebrated Trump’s action, saying, “In an era of skyrocketing electricity demand, these dams are essential to maintaining grid reliability and keeping energy bills affordable.” But Washington Senator Patty Murray, a Democrat, vowed to fight the “grievously wrong” decision, arguing, “Donald Trump doesn’t know the first thing about the Northwest and our way of life — so of course, he is abruptly and unilaterally upending a historic agreement.”
Two years after we wrote the eulogy for the Chevrolet Bolt EV — “the cheap little EV we need” — General Motors has announced that it will launch the second generation of the car for the 2027 model year. Though “no other details were provided about this next iteration of the Bolt,” Car and Driver wrote that “we expect it to continue as a tall subcompact hatchback, although it could be positioned as a subcompact SUV like the previous generation's EUV model.” A reveal could be coming in the next several months ahead of a likely on-sale date in mid-2026.
Energy developer Scale Microgrids announced Thursday that its latest round of financing, which closed at $275 million, has brought its total to date to over $1 billion. KeyBanc Capital Markets, Cadence Bank, and New York Green Bank led the round, with Greg Berman, the managing director in KeyBanc Capital Markets Utilities, saying in a statement, “We value our relationship with Scale and congratulate their team as they execute on their strategy to deliver high-quality distributed energy assets to the market.” Scale Microgrids said the financing will “support 140 megawatts of distributed generation projects, including microgrids, community-scale solar and storage, and battery storage installations,” many of which are already under construction in the Northeast and California.
“Our best chance is to get a group of critical mass of Republican senators to go to [Senate Majority Leader John] Thune and [Senate Finance Committee Chair Mike] Crapo and say, You’ve got to change this. We can’t vote for it the way it is.” —Democratic Majority Leader Chuck Schumer in conversation with Heatmap’s Robinson Meyer about the Senate math and strategy behind saving the Inflation Reduction Act.