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The answer depends on where it’s going and what it’s replacing.

President Biden’s decision to pause approving liquified natural gas export terminals until it can better study their climate effects — functionally delaying or even outright preventing their construction — got real political, real fast. Almost immediately, West Virginia Senator Joe Manchin called for a hearing on the president’s decision-making.
“If the Administration has the facts to prove that additional LNG export capacity would hurt Americans, they must make that information public and clear,” he said in a statement last week. “But if this pause is just another political ploy to pander to keep-it-in-the-ground climate activists at the expense of American workers, businesses and our allies in need, I will do everything in my power to end this pause immediately.”
While Senator Manchin is not exactly the administration’s biggest fan lately, he’s also asking some pretty interesting questions. One of the animating ideas of the past few months in climate politics has been the argument that LNG (and maybe even pipeline gas) are in fact far worse for the global climate even than coal, which has long been assumed to be the dirtiest, most carbon-intensive fossil fuel around. That view is based on research by Cornell University scientist Robert Howarth and has been expounded by climate advocates and elected officials alike.
But that research has not yet passed through peer review. Even if it had, Howarth’s past research has gotten criticism from other climate scientists for using some idiosyncratic assumptions that yield more dramatic results.
Make no mistake, meeting the goals of the Paris Agreement and holding global warming to 1.5 degrees Celsius over pre-industrial levels requires winding down our use of fossil fuels as quickly as possible. If we meet those goals, the natural gas export terminals delayed by the Biden administration’s decision will likely go dormant well before the end of their expected lifespans. But it’s not the case that in all possible worlds, continuing or even expanding natural gas production and exports would actually be worse for the climate.
The basic physics of coal emissions versus LNG emissions are just part of the equation. When it’s burned, natural gas releases carbon dioxide, the primary source of human-caused climate change, albeit less carbon dioxide than coal. But natural gas is itself mostly methane, CH4, which traps far more heat than CO2 when it leaks from wells, pipelines, and production facilities. (LNG is also much more energy-intensive to extract, produce, and store than regular natural gas, since it has to be cooled to -260 degrees Fahrenheit, sailed across the ocean and then “regasified” and shipped via pipeline on the other side.) While CH4 is more potent than CO2 from a warming perspective, it also breaks down much more quickly in the atmosphere, which means the warming effect doesn’t last as long.
How to think about LNG’s effect on overall emissions, then, largely depends on how much you think each of these factors matters. “Only if we assume high methane leakage rates and a 20-year global warming potential is natural gas worse than coal, and such assumptions are likely unrealistic,” wrote Carnegie Mellon energy systems researcher Paulina Jaramillo in an essay titled, aptly, “Navigating the LNG Dilemma.”
Absolute emissions aren’t even what we should be asking about, Arvind Ravikumar, a professor at the University of Texas and a leading scholar on natural gas and energy policy, told me. “The climate impact of U.S. LNG depends on what it replaces in countries — whether those alternatives have more or less emissions than U.S. LNG.”
When the United States stepped in to replace much of the gas the European Union would otherwise buy from Russia with LNG, Ravikumar explained, it likely reduced overall emissions because of lower methane emissions from the U.S. gas industry. Before the invasion of Ukraine, Russia supplied about 155 billion cubic meters of natural gas to Europe; by 2022, that was down to around 80 billion cubic meters. That’s a lot of energy to replace. In that time, the U.S. more than doubled its LNG exports to Europe, which has guaranteed demand of at least 50 billion cubic meters from the U.S. through 2030.
Had the U.S. not ramped up its LNG exports, boosters argue, these countries might not have had a viable alternative and might have turned to coal, instead. But that won’t be the case in every single possible future scenario. “There’s no right answer,” Ravikumar told me. “It depends on who buys, what time frame, which country, and how are they using LNG.”
There’s at least one clear case study of the coal-to-gas switch working to lower emissions: the United States itself.
In 2007, the U.S. was consuming just over 1 billion tons of coal for electricity; by 2016 that had declined to 679 million, and by 2022 to just under 500 million — in other words, by more than half. In that same time, natural gas use for electricity grew from 7 trillion cubic feet in 2007 to 10 trillion cubic feet in 2016 to 12 trillion cubic feet in 2022.
U.S. greenhouse gas emissions have dropped more than 15% since 2007 to even below their 1992 levels, according to the Environmental Protection Agency and the Rhodium Group. The drop in emissions has been going on since 2010, which the EPA attributes, in part, to "the growing use of natural gas and renewables to generate electricity in place of more carbon-intensive fuels.”
As climatologist Zeke Hausfather put it in an earlier commentary on an earlier Howarth paper, “While it isn’t responsible for the majority of emissions reductions, natural gas replacing coal is the largest single driver.”
Much of the conceptual infrastructure on which climate policy operates relies on estimating what the world will be like in the future — not just figuring out the effects of different levels of greenhouse gas concentrations in the atmosphere, but also figuring out different likely pathways for the evolution of those emissions over time.
This works in both directions — asking how specific projects either reduce or lower emissions, and asking about what an energy system would look like in a world where emissions have been reduced enough to avoid certain levels of temperature increases. And that’s really where the rubber meets the road.
In a scenario where the world hits its Paris Agreement goals, there would not be the coal-to-gas switching envisioned by LNG advocates precisely because there would be very little coal still being used to generate electricity. The fear, then, is that LNG terminals would either become stranded assets, capital investments that wind up becoming liabilities; or that, once they’re in operation, the companies behind them would use their political and economic leverage — not to mention just the power of inertia — to keep enough natural gas in the global energy system to be profitable.
“Either you’re building and planning to shut it down early,” Hausfather told me, “or you’re building something that’s going to be inconsistent with the world we’re aiming to have under our climate targets.”
In a Paris-compliant world, almost 90% of the world’s coal reserves and over half of the natural gas and oil reserves will stay in the ground, according to researchers from University College London. They estimate that in order to meet the Paris targets, gas production would “see rapid decline” from 2020 to 2050 and would be eliminated as a fuel for electricity generation by 2040, with accompanying “low utilization rates of infrastructure, and limited prospect for future additional liquefaction capacity” for exports.
In other words, in a world that comes in under 1.5 degrees of warming, the emissions reductions from coal-to-gas switching peter out after 2035; with 2 degrees of warming it’s around 2040 to 2045 — in any case, beyond the planned life of the export terminals that the Biden administration’s decision affects.
But how much LNG export capacity the United States builds up in the next decade is only a tiny part of the overall emissions picture now, in 2035, or in 2050. “This is the issue with regulating at a project level in general,” energy consultant Sean Smillie told me. “The decision of any given project in the scheme of global emissions is small. For me, that points to the fact that we’re trying to regulate climate change — which is a systemic issue — at the project level, and that’s a very hard thing to do.”
The biggest question is just how energy systems overseas evolve — and what role LNG exports play in that determination. The European Union is about to decide whether to reduce its net collective emissions 90% from 1990 levels by 2040, on their way to zero by 2050, which would signal a sharp reduction in demand coming from that part of the world. Meanwhile, for U.S. LNG export projects currently in the permitting pipeline, Asian countries are contracted to receive a much bigger share, according to a Public Citizen analysis. Bloomberg reports that those buyers have started looking elsewhere — including to Russia.
But what if we don’t hit our Paris Agreement targets, as the United Nations and Bill Gates agree we’re increasingly unlikely to do? What if developing countries prioritize cheap, available energy (like India’s growing coal production) over climate goals? In that case, Ravikumar argues, then LNG export capacity turns from a potential “stranded asset” into an insurance policy.
“The way to think about LNG in the longer term is the insurance against a 3 [degrees of warming] world,” Ravikumar told me. If we fail at taking quick action to change our systems from carbon-polluting to zero-carbon energy, we might still be doing some coal-to-gas switching by 2050.
“It’s hard to say for certain that we will or not need the LNG export terminals by 2050 and 2060,” Elan Sykes, an energy policy analyst at the Progressive Policy Institute and an opponent of the Biden administration’s decision, told me. “Absent aggressive foreign policy measures [like] a Green Marshall Plan for worldwide clean energy, it’s hard to imagine a world where LNG doesn’t provide” some value, whether from continuing to help reduce emissions or simply maintaining a reliable supply of energy, he said.
Modelers are good at figuring out what the energy mix of a 1.5, 2, or 3-degree world would look like. They’re less good at predicting how that energy mix will evolve over time in the world we actually live in — and it’s in that world that the Biden administration will have to decide whether more LNG exports will serve the public interest.
The job isn’t just to make decisions for an ideal world. As Hausfather told me, it’s “aiming at the best versus mitigating the worst.”
With reporting by Emily Pontecorvo.
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Citrine Informatics has been applying machine learning to materials discovery for years. Now more advanced models are giving the tech a big boost.
When ChatGPT launched three years ago, it became abundantly clear that the power of generative artificial intelligence had the capacity to extend far beyond clever chatbots. Companies raised huge amounts of funding based on the idea that this new, more powerful AI could solve fundamental problems in science and medicine — design new proteins, discover breakthrough drugs, or invent new battery chemistries.
Citrine Informatics, however, has largely kept its head down. The startup was founded long before the AI boom, back in 2013, with the intention of using simple old machine learning to speed up the development of more advanced, sustainable materials. These days Citrine is doing the same thing, but with neural networks and transformers, the architecture that undergirds the generative AI revolution.
“The technology transition we’re going through right now is pretty massive,” Greg Mulholland, Citrine’s founder and CEO, told me. “But the core underlying goal of the company is still the same: help scientists identify the experiments that will get them to their material outcome as fast as possible.”
Rather than developing its own novel materials, Citrine operates on a software-as-a-service model, selling its platform to companies including Rolls-Royce, EMD Electronics, and chemicals giant LyondellBassell. While a SaaS product may be less glamorous than independently discovering a breakthrough compound that enables something like a room-temperature superconductor or an ultra-high-density battery, Citrine’s approach has already surfaced commercially relevant materials across a variety of sectors, while the boldest promises of generative AI for science remain distant dreams.
“You can think of it as science versus engineering,” Mulholland told me. “A lot of science is being done. Citrine is definitely the best in kind of taking it to the engineering level and coming to a product outcome rather than a scientific discovery.” Citrine has helped to develop everything from bio-based lotion ingredients to replace petrochemical-derived ones, to plastic-free detergents, to more sustainable fire-resistant home insulation, to PFAS-free food packaging, to UV-resistant paints.
On Wednesday, the company unveiled two new platform capabilities that it says will take its approach to the next level. The first is essentially an advanced LLM-powered filing system that organizes and structures unwieldy materials and chemicals datasets from across a company. The second is an AI framework informed by an extensive repository of chemistry, physics, and materials knowledge. It can ingest a company’s existing data, and, even if the overall volume is small, use it to create a list of hundreds of potential new materials optimized for factors such as sustainability, durability, weight, manufacturability, or whatever other outcomes the company is targeting.
The platform is neither purely generative nor purely predictive. Instead, Mulholland explained, companies can choose to use Citrine’s tools “in a more generative mode” if they want to explore broadly and open up the field of possible materials discoveries, or in a more “optimized” mode that stays narrowly focused on the parameters they set. “What we find is you need a healthy blend of the two,” he told me.
The novel compounds the model spits out still need to be synthesized and tested by humans. “What I tell people is, any plane made of materials designed exclusively by Citrine and never tested is not a plane I’m getting on,” Mulholland told me. The goal isn’t to achieve perfection right out of the lab, but rather to optimize the experiments companies end up having to do. “We still need to prove materials in the real world, because the real world will complicate it.”
Indeed it will. For one thing, while AI is capable of churning out millions of hypothetical materials — as a tool developed by Google DeepMind did in 2023 — materials scientists have since shown that many are just variants of known compounds, while others are unstable, unable to be synthesized, or otherwise irrelevant under real world conditions.
Such failures likely stem, in part, from another common limitation of AI models trained solely on publicly available materials and chemicals data: Academic research tends to report only successful outcomes, omitting data on what didn’t work and which compounds weren’t viable. That can lead models to be overly optimistic about the magnitude and potential of possible materials solutions and generate unrealistic “discoveries” that may have already been tested and rejected.
Because Citrine’s platform is deployed within customer organizations, it can largely sidestep this problem by tuning its model on niche, proprietary datasets. These datasets are small when compared with the vast public repositories used to train Citrine’s base model, but the granular information they contain about prior experiments — both successes and failures — has proven critical to bringing new discoveries to market.
While the holy grail for materials science may be a model trained on all the world’s relevant data — public and private, positive and negative — at this point that’s just a fantasy, one of Citrine’s investors, Mark Cupta of Prelude Ventures, told me over email. “It’s hard to get buy-in from the entire material development world to make an open-source model that pulls in data from across the field.”
Citrine’s last raise, which Prelude co-led, came at the very beginning of 2023, as the AI wave was still gathering momentum. But Mulholland said there’s no rush to raise additional capital — in fact, he expects Citrine to turn a profit in the next year or so.
That milestone would strongly validate the company’s strategy, which banks on steady revenue from its subscription-based model to compensate for the fact that it doesn’t own the intellectual property for the materials it helps develop. While Mulholland told me that many players in this space are trying to “invent new materials and patent them and try to sell them like drugs,” Citriene is able to “invent things much more quickly, in a more realistic way than the pie in the sky, hoping for a Nobel Prize [approach].”
Citrines is also careful to assure that its model accounts for real world constraints such as regulations and production bottlenecks. Say a materials company is creating an aluminum alloy for an automaker, Mulholland explained — it might be critical to stay within certain elemental bounds. If the company were to add in novel elements, the automaker would likely want to put its new compound through a rigorous testing process, which would be annoying if it’s looking to get to market as quickly as possible. Better, perhaps, to tinker around the edges of what’s well understood.
In fact, Mulholland told me it’s often these marginal improvements that initially bring customers into the fold, convincing them that this whole AI-for-materials thing is more than just hype. “The first project is almost always like, make the adhesive a little bit stickier — because that’s a good way to prove to these skeptical scientists that AI is real and here to stay,” he said. “And then they use that as justification to invest further and further back in their product development pipeline, such that their whole product portfolio can be optimized by AI.”
Overall, the company says that its new framework can speed up materials development by 80%. So while Mulholland and Citrine overall may not be going for the Nobel in Chemistry, don’t doubt for a second that they’re trying to lead a fundamental shift in the way consumer products are designed.
“I’m as bullish as I can possibly be on AI in science,” Mulholland told me. “It is the most exciting time to be a scientist since Newton. But I think that the gap between scientific discovery and realized business is much larger than a lot of AI folks think.”
Plus more insights from Heatmap’s latest event Washington, D.C.
At Heatmap’s event, “Supercharging the Grid,” two members of the House of Representatives — a California Democrat and a Colorado Republican — talked about their shared political fight to loosen implementation of the National Environmental Policy Act to accelerate energy deployment.
Representatives Gabe Evans and Scott Peters spoke with Heatmap’s Robinson Meyer at the Washington, D.C., gathering about how permitting reform is faring in Congress.
“The game in the 1970s was to stop things, but if you’re a climate activist now, the game is to build things,” said Peters, who worked as an environmental lawyer for many years. “My proposal is, get out of the way of everything and we win. Renewables win. And NEPA is a big delay.”
NEPA requires that the federal government review the environmental implications of its actions before finalizing them, permitting decisions included. The 50-year-old environmental law has already undergone several rounds of reform, including efforts under both Presidents Biden and Trump to remove redundancies and reduce the size and scope of environmental analyses conducted under the law. But bottlenecks remain — completing the highest level of review under the law still takes four-and-a-half years, on average. Just before Thanksgiving, the House Committee on Natural Resources advanced the SPEED Act, which aims to ease that congestion by creating shortcuts for environmental reviews, limiting judicial review of the final assessments, and preventing current and future presidents from arbitrarily rescinding permits, subject to certain exceptions.
Evans framed the problem in terms of keeping up with countries like China on building energy infrastructure. “I’ve seen how other parts of the world produce energy, produce other things,” said Evans. “We build things cleaner and more responsibly here than really anywhere else on the planet.”
Both representatives agreed that the SPEED Act on its own wouldn’t solve all the United States’ energy issues. Peters hinted at other permitting legislation in the works.
“We want to take that SPEED Act on the NEPA reform and marry it with specific energy reforms, including transmission,” said Peters.
Next, Neil Chatterjee, a former Commissioner of the Federal Energy Regulatory Commission, explained to Rob another regulatory change that could affect the pace of energy infrastructure buildout: a directive from the Department of Energy to FERC to come up with better ways of connecting large new sources of electricity demand — i.e. data centers — to the grid.
“This issue is all about data centers and AI, but it goes beyond data centers and AI,” said Chatterjee. “It deals with all of the pressures that we are seeing in terms of demand from the grid from cloud computing and quantum computing, streaming services, crypto and Bitcoin mining, reshoring of manufacturing, vehicle electrification, building electrification, semiconductor manufacturing.”
Chatterjee argued that navigating load growth to support AI data centers should be a bipartisan issue. He expressed hope that AI could help bridge the partisan divide.
“We have become mired in this politics of, if you’re for fossil fuels, you are of the political right. If you’re for clean energy and climate solutions, you’re the political left,” he said. “I think AI is going to be the thing that busts us out of it.”
Updating and upgrading the grid to accommodate data centers has grown more urgent in the face of drastically rising electricity demand projections.
Marsden Hanna, Google’s head of energy and dust policy, told Heatmap’s Jillian Goodman that the company is eyeing transmission technology to connect its own data centers to the grid faster.
“We looked at advanced transition technologies, high performance conductors,” said Hanna. “We see that really as just an incredibly rapid, no-brainer opportunity.”
Advanced transmission technologies, otherwise known as ATTs, could help expand the existing grid’s capacity, freeing up space for some of the load growth that economy-wide electrification and data centers would require. Building new transmission lines, however, requires permits — the central issue that panelists kept returning to throughout the event.
Devin Hartman, director of energy and environmental policy at the R Street Institute, told Jillian that investors are nervous that already-approved permits could be revoked — something the solar industry has struggled with under the Trump administration.
“Half the battle now is not just getting the permits on time and getting projects to break ground,” said Hartman. “It’s also permitting permanence.”
This event was made possible by the American Council on Renewable Energy’s Macro Grid Initiative.
On gas turbine backorders, Europe’s not-so-green deal, and Iranian cloud seeding
Current conditions: Up to 10 inches of rain in the Cascades threatens mudslides, particularly in areas where wildfires denuded the landscape of the trees whose roots once held soil in place • South Africa has issued extreme fire warnings for Northern Cape, Western Cape, and Eastern Cape • Still roiling from last week’s failed attempt at a military coup, Benin’s capital of Cotonou is in the midst of a streak of days with temperatures over 90 degrees Fahrenheit and no end in sight.

Exxon Mobil Corp. plans to cut planned spending on low-carbon projects by a third, joining much of the rest of its industry in refocusing on fossil fuels. The nation’s largest oil producer said it would increase its earnings and cash flow by $5 billion by 2030. The company projected earnings to grow by 13% each year without any increase in capital spending. But the upstream division, which includes exploration and production, is expected to bring in $14 billion in earnings growth compared to 2024. The key projects The Wall Street Journal listed in the Permian Basin, Guyana and at liquified natural gas sites would total $4 billion in earnings growth alone over the next five years. The announcement came a day before the Department of the Interior auctioned off $279 million of leases across 80 million acres of federal waters in the Gulf of Mexico.
Speaking of oil and water, early Wednesday U.S. armed forces seized an oil tanker off the coast of Venezuela in what The New York Times called “a dramatic escalation in President Trump’s pressure campaign against Nicolás Maduro.” When asked what would become of the vessel's oil, Trump said at the White House, “Well, we keep it, I guess.”
The Federal Reserve slashed its key benchmark interest rate for the third time this year. The 0.25 percentage point cut was meant to calibrate the borrowing costs to stay within a range between 3.5% and 3.75%. The 9-3 vote by the central bank’s board of governors amounted to what Wall Street calls a hawkish cut, a move to prop up a cooling labor market while signaling strong concerns about future downward adjustments that’s considered so rare CNBC previously questioned whether it could be real. But it’s good news for clean energy. As Heatmap’s Matthew Zeitlin wrote after the September rate cut, lower borrowing costs “may provide some relief to renewables developers and investors, who are especially sensitive to financing costs.” But it likely isn’t enough to wipe out the effects of Trump’s tariffs and tax credit phaseouts.
GE Vernova plans to increase its capacity to manufacture gas turbines by 20 gigawatts once assembly line expansions are completed in the middle of next year. But in a presentation to investors this week, the company said it’s already sold out of new gas turbines all the way through 2028, and has less than 10 gigawatts of equipment left to sell for 2029. It’s no wonder supersonic jet startups, as I wrote about in yesterday’s newsletter, are now eyeing a near-term windfall by getting into the gas turbine business.
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The European Union will free more than 80% of the companies from environmental reporting rules under a deal struck this week. The agreement between EU institutions marks what Politico Europe called a “major legislative victory” for European Commission President Ursula von der Leyen, who has sought to make the bloc more economically self-sufficient by cutting red tape for business in her second term in office. The rollback is also a win for Trump, whose administration heavily criticized the EU’s green rules. It’s also a victory for the U.S. president’s far-right allies in Europe. The deal fractured the coalition that got the German politician reelected to the EU’s top job, forcing her center-right faction to team up with the far right to win enough votes for secure victory.
Ravaged by drought, Iran is carrying out cloud-seeding operations in a bid to increase rainfall amid what the Financial Times clocked as “the worst water crisis in six decades.” On Tuesday, Abbas Aliabadi, the energy minister, said the country had begun a fresh round of injecting crystals into clouds using planes, drones, and ground-based launchers. The country has even started developing drones specifically tailored to cloud seeding.
The effort comes just weeks after the Islamic Republic announced that it “no longer has a choice” but to move its capital city as ongoing strain on water supplies and land causes Tehran to sink by nearly one foot per year. As I wrote in this newsletter, Iranian President Masoud Pezeshkian called the situation a “catastrophe” and “a dark future.”
The end of suburban kids whiffing diesel exhaust in the back of stuffy, rumbling old yellow school buses is nigh. The battery-powered bus startup Highland Electric Fleets just raised $150 million in an equity round from Aiga Capital Partners to deploy its fleets of buses and trucks across the U.S., Axios reported. In a press release, the company said its vehicles would hit the streets by next year.