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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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From Kansas to Brooklyn, the fire is turning battery skeptics into outright opponents.
The symbol of the American battery backlash can be found in the tiny town of Halstead, Kansas.
Angry residents protesting a large storage project proposed by Boston developer Concurrent LLC have begun brandishing flashy yard signs picturing the Moss Landing battery plant blaze, all while freaking out local officials with their intensity. The modern storage project bears little if any resemblance to the Moss Landing facility, which uses older technology,, but that hasn’t calmed down anxious locals or stopped news stations from replaying footage of the blaze in their coverage of the conflict.
The city of Halstead, under pressure from these locals, is now developing a battery storage zoning ordinance – and explicitly saying this will not mean a project “has been formally approved or can be built in the city.” The backlash is now so intense that Halstead’s mayor Dennis Travis has taken to fighting back against criticism on Facebook, writing in a series of posts about individuals in his community “trying to rule by MOB mentality, pushing out false information and intimidating” volunteers working for the city. “I’m exercising MY First Amendment Right and well, if you don’t like it you can kiss my grits,” he wrote. Other posts shared information on the financial benefits of building battery storage and facts to dispel worries about battery fires. “You might want to close your eyes and wish this technology away but that is not going to happen,” another post declared. “Isn’t it better to be able to regulate it in our community?”
What’s happening in Halstead is a sign of a slow-spreading public relations wildfire that’s nudging communities that were already skeptical of battery storage over the edge into outright opposition. We’re not seeing any evidence that communities are transforming from supportive to hostile – but we are seeing new areas that were predisposed to dislike battery storage grow more aggressive and aghast at the idea of new projects.
Heatmap Pro data actually tells the story quite neatly: Halstead is located in Harvey County, a high risk area for developers that already has a restrictive ordinance banning all large-scale solar and wind development. There’s nothing about battery storage on the books yet, but our own opinion poll modeling shows that individuals in this county are more likely to oppose battery storage than renewable energy.
We’re seeing this phenomenon play out elsewhere as well. Take Fannin County, Texas, where residents have begun brandishing the example of Moss Landing to rail against an Engie battery storage project, and our modeling similarly shows an intense hostility to battery projects. The same can be said about Brooklyn, New York, where anti-battery concerns are far higher in our polling forecasts – and opposition to battery storage on the ground is gaining steam.
And more on the week’s conflicts around renewable energy.
1. Carbon County, Wyoming – I have learned that the Bureau of Land Management is close to approving the environmental review for a transmission line that would connect to BluEarth Renewables’ Lucky Star wind project.
2. Nantucket County, Massachusetts – Anti-offshore wind advocates are pushing the Trump administration to rescind air permits issued to Avangrid for New England Wind 1 and 2, the same approval that was ripped away from Atlantic Shores offshore wind farm last Friday.
3. Campbell County, Virginia – The HEP Solar utility-scale project in rural Virginia is being accused of creating a damaging amount of runoff, turning a nearby lake into a “mud pit.” (To see the story making the rounds on anti-renewables social media, watch this TV news segment.)
4. Marrow County, Ohio – A solar farm in Ohio got approvals for once! Congratulations to ESA Solar on this rare 23-acre conquest.
5. Madison County, Indiana – The Indiana Supreme Court has rejected an effort by Invenergy to void a restrictive county ordinance.
6. Davidson County, North Carolina – A fraught conflict is playing out over a Cypress Creek Renewables solar project in the town of Denton, which passed a solar moratorium that contradicts approval for the project issued by county officials in 2022.
7. Knox County, Nebraska – A federal judge has dismissed key aspects of a legal challenge North Fork Wind, a subsidiary of National Grid Renewables, filed against the county for enacting a restrictive wind ordinance that hinders development of their project.
8. Livingston Parish, Louisiana – This parish is extending a moratorium on new solar farm approvals for at least another year, claiming such action is necessary to comply with a request from the state.
9. Jefferson County, Texas – The city council in the heavily industrial city of Port Arthur, Texas, has approved a lease for constructing wind turbines in a lake.
10. Linn County, Oregon – What is supposed to be this county’s first large-scale solar farm is starting to face pushback over impacts to a wetlands area.Today’s sit-down is with Nikhil Kumar, a program director at GridLab and an expert in battery storage safety and regulation. Kumar’s folks reached out to me after learning I was writing about Moss Landing and wanted to give his honest and open perspective on how the disaster is impacting the future of storage development in the U.S. Let’s dive in!
The following is an abridged and edited version of our conversation.
So okay – walk me through your perspective on what happened with Moss Landing.
When this incident occurred, I’d already been to Moss Landing plenty of times. It caught me by surprise in the sense that it had reoccurred – the site had issues in the past.
A bit of context about my background – I joined GridLab relatively recently, but before that I spent 20 years in this industry, often working on the integrity and quality assurance of energy assets, anything from a natural gas power plant to nuclear to battery to a solar plant. I’m very familiar with safety regulation and standards for the energy industry, writ large.
Help me understand how things have improved since Moss Landing. Why is this facility considered by some to be an exception to the rule?
It’s definitely an outlier. Batteries are very modular by nature, you don’t need a lot of overall facility to put battery storage on the ground. From a construction standpoint, a wind or solar farm or even a gas plant is more complex to put together. But battery storage, that simplicity is a good thing.
That’s not the case with Moss Landing. If you look at the overall design of these sites, having battery packs in a building with a big hall is rare.
Pretty much every battery that’s been installed in the last two or three years, industry has already known about this [risk]. When the first [battery] fire occurred, they basically containerized everything – you want to containerize everything so you don’t have these thermal runaway events, where the entire battery batch catches fire. If you look at the record, in the last two or three years, I do not believe a single such design was implemented by anybody. People have learned from that experience already.
Are we seeing industry have to reckon with this anyway? I can’t help but wonder if you’ve witnessed these community fears. It does seem like when a fire happens, it creates problems for developers in other parts of the country. Are developers reckoning with a conflation from this event itself?
I think so. Developers that we’ve talked to are very well aware of reputational risk. They do not want people to have general concern with this technology because, if you look at how much battery is waiting to be connected to the grid, that’s pretty much it. There’s 12 times more capacity of batteries waiting to be connected to the grid than gas. That’s 12X.
We should wait for the city and I would really expect [Vistra] to release the root cause investigation of this fire. Experts have raised a number of these potential root causes. But we don’t know – was it the fire suppression system that failed? Was it something with the batteries?
We don’t know. I would hope that the details come out in a transparent way, so industry can make those changes, in terms of designs.
Is there anything in terms of national regulation governing this sector’s performance standards and safety standards, and do you think something like that should exist?
It should exist and it is happening. The NFPA [National Fire Prevention Association] is putting stuff out there. There might be some leaders in the way California’s introduced some new regulation to make sure there’s better documentation, safety preparedness.
There should be better regulation. There should be better rules. I don’t think developers are even against that.
OK, so NFPA. But what about the Trump administration? Should they get involved here?
I don’t think so. The OSHA standards apply to people who work on site — the regulatory frameworks are already there. I don’t think they need some special safety standard that’s new that applies to all these sites. The ingredients are already there.
It’s like coal power plants. There’s regulation on greenhouse gas emissions, but not all aspects of coal plants. I’m not sure if the Trump administration needs to get involved.
It sounds like you're saying the existing regulations are suitable in your view and what’s needed is for states and industry to step up?
I would think so. Just to give you an example, from an interconnection standpoint, there’s IEEE standards. From the battery level, there are UL standards. From the battery management system that also manages a lot of the ins and outs of how the battery operates —- a lot of those already have standards. To get insurance on a large battery site, they have to meet a lot of these guidelines already — nobody would insure a site otherwise. There’s a lot of financial risk. You don’t want batteries exploding because you didn’t meet any of these hundreds of guidelines that already exist and in many cases standards that exist.
So, I don’t know if something at the federal level changes anything.
My last question is, if you were giving advice to a developer, what would you say to them about making communities best aware of these tech advancements?
Before that, I am really hoping Vistra and all the agencies involved [with Moss Landing] have a transparent and accountable process of revealing what actually happened at this site. I think that’s really important.