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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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On GM eating the tariffs, California’s utility bills, and open-sourcing climate models
Current conditions: U.S. government forecasters are projecting hurricane season to ramp up in the coming weeks, with as many as nine tropical storms forming in the Caribbean by November • Southern Arizona is facing temperatures of up to 114 degrees Fahrenheit • Northeast India is experiencing extremely heavy rainfall of more than 8 inches in 24 hours.
Secretary of Energy Chris Wright said his agency is preparing to rewrite previously published National Climate Assessments, which have already been removed from government websites. In an interview with CNN’s Kaitlan Collins, Wright said the analyses “weren’t fair in broad-based assessments of climate change.” He added: “We’re reviewing them, and we will come out with updated reports on those and with comments on those reports.”
The former chief executive of the fracking company Liberty Energy, Wright once eschewed the outright rejection of climate science that other Trump administration officials espouse. But as the Environmental Protection Agency works to withdraw the legal finding that gave the federal government the right to regulate planet-heating emissions under the Clean Air Act, Wright has ratcheted up his rhetoric. Earlier this week, he claimed that “ceaseless repeating from the media, politicians and activists claiming that climate change is making weather more dangerous and severe is just nonsense.” In response, my colleague Robinson Meyer noted on X: “This is a new and big turn from Secretary Wright. I’ve been pretty careful to never call him a climate change denier because while his claims about the science have been incredibly opinionated, I could see the ‘true’ thing he was trying to say. But this is just brazenly wrong.”
Days after the Department of the Interior revoked a designation opening millions of acres off the United States’ shores to offshore wind, the agency on Thursday launched “a full review of offshore wind energy regulations to ensure alignment” with “America’s energy priorities under President Donald J. Trump.” The review aims to examine “financial assurance requirements and decommissioning cost estimates for offshore wind projects, to ensure federal regulations do not provide preferential treatment to unreliable, foreign-controlled energy sources over dependable, American-made energy,” according to the press release announcing the move.
This is just the latest in a series of actions the administration has taken targeting renewables, particularly wind. For more on Trump’s all-out war against America's biggest source of non-emitting energy, here’s my colleague Jael Holzman.
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The Chevrolet Bolt.Bill Pugliano/Getty Images
General Motors is preparing to import batteries from Chinese giant CATL despite steep tariffs imposed by Trump. The automaker is buying the batteries to power the second-generation Chevrolet Bolt electric vehicle, in what The Wall Street Journal described as “a supply-chain Band-Aid for a company that touts extensive investments in U.S. battery manufacturing.”
The imports are meant to hold GM over for two years until the Detroit giant and its Korean partner LG Energy Solution can complete work on U.S. manufacturing sites to provide a domestic source of lower-cost batteries, according to Journal reporter Christopher Otts. GM’s EV sales surged in July following the introduction of the electric version of the popular Chevrolet Equinox SUV, in one of the brightest spots for the American EV market this summer.
California lawmakers are proposing a radical solution to curb rising electricity rates. Bills moving through the state’s legislature would use money raised from state bonds to help pay for the hugely expensive process of expanding the power grid and upgrading its equipment to better withstand wildfires, Canary Media’s Jeff St. John reported. The legislation would force the state’s big three utilities to accept public financing for a portion of the tens of billions of dollars they plan to spend on the power lines. The proposals come as steep rate hikes across the country become a political hot button ahead of next year’s midterm elections. As Robinson put it, “when you look across the power system, virtually every trend is setting us up for electricity price spikes.”
The sustainability data company Watershed announced a new partnership this morning with the Stanford Sustainable Solutions Lab to preserve the EPA’s model for carbon accounting. Dubbed “Cornerstone,” the project “will be a hub for open access” to software designed to assess Scope 3 emissions, the planet-heating pollution that comes from indirect downstream activities in a supply chain. “By combining the most trusted environmental data models and keeping them open to the world, we hope to help companies and organizations build and maintain momentum on sustainability,” Watershed’s co-founder Christian Anderson said in a statement. Wesley Ingwersen, the former EPA lead and architect behind the federal model, will serve as the initiative’s technical director.
The British government’s decision in May to hand back sovereignty over the Chagos Island to Mauritius more than two centuries after seizing the Indian Ocean archipelago and forcing out its residents to make way for a military base created a political uproar in the United Kingdom earlier this year. But British rule over the island chain yielded at least one major benefit beyond military defense. A new study found that the supersized Marine Protected Area the U.K. established in 2010 protected large ocean animals throughout much of their lifecycle. Scientists tracked sea turtles, manta rays and seabirds in the nearly 250,000-square-mile sanctuary. In total, 95% of tracking locations showed the area “is large enough to protect these wandering animals” which travel far to forage, breed and migrate. By contrast, the study from Exeter and Heriot-Watt universities found that seabirds in marine areas with smaller than 40,000 square miles “would be less well protected.”
Congressional Democrats will have to trust the administration to allow renewables projects through. That may be too big an ask.
How do you do a bipartisan permitting deal if the Republicans running the government don’t want to permit anything Democrats like?
The typical model for a run at permitting reform is that a handful of Republicans and Democrats come together and draw up a plan that would benefit renewable developers, transmission developers, and the fossil fuel industry by placing some kind of limit on the scope and extent of federally-mandated environmental reviews. Last year’s Energy Permitting Reform Act, for instance, co-sponsored by Republican John Barrasso and Independent Joe Manchin, included time limits on environmental reviews, mandatory oil and gas lease sales, siting authority for interstate transmission, and legal clarity for mining projects. That passed through the Senate Energy and Natural Resources Committee but got no further.
During a House hearing in July, California Representative Scott Peters, a Democrat, bragged that a bill he’d introduced with Republican Dusty Johnson to help digitize permitting had won support from both the Natural Resources Defense Council and the American Petroleum Institute — two advocacy groups not typically speaking in harmony. (He’s not the only one taking a crack at permitting reform, though: Another bipartisan House effort sponsored by House Natural Resources Committee chairman Bruce Westerman and moderate Maine Democrat Jared Golden would limit when National Environmental Policy Act-mandated reviews happen, install time limits for making claims, and restrict judicial oversight of the NEPA process.)
But unless Democrats trust the Trump administration to actually allow renewables projects to go forward, his proposal could be dead on arrival. Since the signing of the One Big Beautiful Bill Act on July 4, the executive branch has been on the warpath against renewables, especially wind. With the Trump administration’s blessing, OBBBA restricted tax credits for renewable projects, both by accelerating the phaseout timeline for the credits (projects have until July of next year to start construction, or until the end of 2027 to be placed in service) and by imposing harsh new restrictions on developers’ business relationships with China or Chinese companies. Mere days after he signed the final bill into law, Trump directed the Internal Revenue Service to write tougher guidance governing what it means to start construction, potentially narrowing the window to qualify still further.
“I think all of this fuzz coming out of the Trump administration makes trust among Democrats a lot harder to achieve,” Peters told me this week.
In recent weeks, Trump’s Department of the Interior has issued memos calling for political reviews of effectively all new renewables permits and instituting strict new land use requirements that will be all but impossible for wind developments to meet. His Department of Transportation, meanwhile, insinuated that the department under the previous administration had ignored safety concerns related to radio frequencies while instituting onerous new setback requirements for renewables development near roadways.
Peters acknowledged that bipartisan permitting reform may be a heavy lift for his fellow Democrats — “a lot of Democrats didn’t come to Congress to make permitting oil and gas easier,” he told me — but that considering the high proportion of planned projects that are non-emitting, it would still be worth it to make all projects move faster.
That said, he conceded that his argument “loses a lot of force” if none of those planned non-emitting projects that happen to be solar or wind can get their federal permits approved. “How can I even make a deal on energy unless I get some assurance that will be honored by the President?” Peters told me.
Other energy and climate experts broadly supportive of investment-led approaches to combatting climate change still think that Democrats should push on with a permitting deal.
“All of this raises the importance of a bipartisan Congressional permitting reform bill that contains executive branch discretion to deny routine permits for American energy resources,” Princeton professor and Heatmap contributor Jesse Jenkins posted on X. “Seems like there's a lot of reasons for both sides to ensure America's approach to siting energy resources doesn't keep ping-ponging back and forth every four years.”
But permitting reform supporters are aware of the awkward situation the president’s unilateral actions against renewables puts the whole enterprise in.
“The administration’s recent measures are suboptimal policy and no doubt worsen the odds of enacting a technology-neutral permitting reform deal,” Pavan Venkatakrishnan, an infrastructure fellow at the Institute for Progress, told me.
At the same time, he argued that Democrats should still try to seek a deal, pointing to the high demand for electrons of any type. Not even the Trump administration can entirely choke off demand for renewables, so permitting reform could still be worth doing to ensure that as much as can evade the administration’s booby traps can eventually get built.
“Projects remain at the mercy of a burdensome regulatory regime,” Venkatakrishnan said. “Democrats should remain committed to an ambitious permitting deal — the best way to reduce deployment timelines and costs for all technologies, including solar-and-storage.”
Venkatakrishnan also suggested that Democrats could, in a bipartisan deal, seek to roll back some of the executive branch actions, including the Interior memo subjecting wind and solar to heightened review or the executive order on the definition of “begin construction.” There would be a precedent for such an action — the 2024 Manchin-Barrasso permitting reform bill attempted to scrap the pause on liquified natural gas approvals that the Biden administration had implemented. But then of course, that didn’t ever become law. (Manchin and congressional Republicans were able to clear the way to permitting a specific project, the Mountain Valley Pipeline in a larger bipartisan deal.)
What could unlock a deal, Yogin Kothari, a former congressional staffer and the chief strategy officer of the SEMA Coalition, a domestic solar manufacturing group, told me, would be the Trump administration getting actively involved. “The administration is probably going to have to lead,” Kothari said. “It’s going to be up to folks in the administration to go to the Hill and say, We do need this, and this is what it’s going to mean, and we’re going to implement this in good faith.”
This would require a delicate balancing act — the Trump administration would have to think there’s enough in a deal for their favored energy and infrastructure projects to make it worth perhaps rolling back some of their anti-renewables campaign.
“The administration is going to have to convince Democrats that it’s not permitting reform just for a subset of industries,” i.e. oil, gas, and coal, “but it is really technology neutral permanent reform,” Kothari said. “On the Senate side, it comes down to whether seven Senate Democrats feel like they can trust the admin to actually implement things in a way that is helpful across the board for energy dominance.”
One reason the administration itself may have to make commitments is because Congressional Democrats may not trust Republicans to stand behind legislation they support and vote for, Peters told me.
“Obviously we’d have to get some face-to-face understanding that if we make a deal, they’re going to live by the deal,” he said.
Peters pointed to the handful of Republicans who successfully negotiated for a longer runway for renewable tax credits, only to see Trump move almost immediately to tighten up eligibility for those tax credits as reason enough for skepticism. He also cited the cuts to previously agreed-upon spending that the Trump administration pushed through Congress on a party line vote as evidence that existing law and deals aren’t necessarily stable in Trump’s Washington.
“If we do a deal — Republicans and Democrats in Congress, the House and Senate, get together and make an agreement — we have to have assurance that the President will back us,” Peters told me.
No bipartisan deal is ever easy to come by, but then historically, “everybody lives by it,” he said. “I think that may be changing under this administration, and I think it makes everything tougher.”
And more of the week’s most important conflicts around renewable energy.
1. Sussex County, Delaware – The Trump administration has confirmed it will revisit permitting decisions for the MarWin offshore wind project off the coast of Maryland, potentially putting the proposal in jeopardy unless blue states and the courts intervene.
2. Northwest Iowa – Locals fighting a wind project spanning multiple counties in northern Iowa are opposing legislation that purports to make renewable development easier in the state.
3. Pima County, Arizona – Down goes another solar-powered data center, this time in Arizona.
4. San Diego County, California – A battery storage developer has withdrawn plans to build in the southern California city of La Mesa amidst a broadening post-Moss Landing backlash over fire concerns.
5. Logan and McIntosh Counties, North Dakota – These days, it’s worth noting when a wind project even gets approved.
6. Hamilton County, Indiana – This county is now denying an Aypa battery storage facility north of Indianapolis despite growing power concerns in the region.