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Stanford’s Rob Jackson discusses methane, the “my-ocene,” and his new book, Into the Clear Blue Sky.

Mornings are my time for thinking about Rob Jackson — specifically, when I am making coffee. Every time I reach for the knob on my gas stove to heat my water kettle, I remember something he told me during our discussion of his new book, Into the Clear Blue Sky: The Path to Restoring Our Atmosphere: “We would never willingly stand over the tailpipe of a car breathing in the exhaust, yet we willingly stand over a stove, breathing the exact same pollutants.”
Mornings, incidentally, are also my time for practicing holding my breath.
Jackson is the chair of the Global Carbon Project, a professor of Earth science and a senior fellow at Stanford University’s Woods Institute for the Environment and Precourt Institute for Energy, as well as one of the most highly-cited climate and environmental scientists in the world — all a long way of saying, he spends a lot of time thinking about kitchens and neighborhoods just like mine. But emissions aren’t the only thing that occupies Jackson’s time these days; while he stresses that reducing emissions is still the “cheapest, safest, and only sure path to a safe climate,” his book also reluctantly examines technologies that remove greenhouse gases from the atmosphere after they’ve been emitted. “In truth, I’m frustrated … because we shouldn’t need them,” he explains.
Ahead of the release of Into the Clear Blue Sky on July 30, I spoke with Jackson about why it’s so difficult to make people care about atmospheric restoration in the same way they care about habitat loss or extreme weather, and the stories, people, and emerging technologies that do make him hopeful. Our conversation has been lightly edited and condensed for clarity.
In the introduction to Into the Clear Blue Sky, you write that restoring the atmosphere “must invoke the same spirit and philosophy used to restore endangered species and habitats to health.” But unlike with polar bears or glaciers, we usually can’t see the damage to the atmosphere. Do you think that is part of why we’ve been so slow and halting in addressing greenhouse gas pollution?
A little bit, I do. I think the real reason we’ve been slow to address greenhouse gas pollution is because we are better at just continuing with the status quo. We aren’t making changes in our lifestyles and our industries. I’ve grown skeptical that people will respond to climate thresholds like 1.5 [degrees Celsius of warming] or 2 C. People don’t really understand why those numbers are important — they don’t understand what they mean in paleo-time, in terms of sea level rise and ice melt. I’m seeking a different motivator, a different narrative for change. And I think restoration is a more powerful narrative than some arbitrary temperature number.
There are several moments in the book where you suggest that decarbonization has benefits beyond just addressing climate change — like how feeding cows red seaweed accelerates their weight gain, or how electric motorcycles don’t have the fumes, vibrations, or noise of gas-powered motorcycles. Do you think we need to market green technologies in ways that go beyond just cleaning up the atmosphere?
Yes. Approximately half the population in the United States isn’t motivated by concerns about climate change, and we have to reach them a different way. I strongly believe that climate solutions won’t just help our grandchildren; they’ll help make us healthier today, and ultimately help us save money.
Air pollution is the best example: Our air is cleaner today than when I was a boy. So is our water. But there are 100,000 Americans who still die from coal and car pollution every year in the United States, and one in five people worldwide — that’s 10 billion people a year who die from fossil fuel pollution. Those deaths are unnecessary and senseless. We have cleaner technologies available now. So if we can help people see that clean energy and climate solutions will restore our water and air, they might be more likely to say, “Okay, let’s give it a try.”
CO2 and methane are the big villains of the book, but I noticed that you don’t tangle with nitrous oxide too much. Was there any thinking behind that decision?
The problem with nitrous oxide is there are fewer things that we can do to reduce emissions. The number one source of nitrous oxide pollution — which causes about 10% of global warming, it’s not a trivial amount — is nitrogen fertilization for our crops. It’s a very complicated discussion when you get into growing food for people around the world, especially in poor countries, and climate change caused by resource consumption in richer countries. The issues are more complicated, and the solution set is smaller.
In your chapter about hydrogen — which you express some doubts about — you say it’s not your job as a scientist to “pick winners and losers.” I’m curious about these moments of tension between your personal opinions and your position as a scientist. When do you speak up, and when do you choose to stand back?
I wish I had a perfect answer to that. I speak more often now than I did earlier in my career. I feel that we’ve run out of time. There’s more urgency today. I feel like I no longer have the luxury of just letting the data speak. I want to try to help people understand the available solutions and the things that we can do individually and systematically.
To succeed in the fight against climate change, we will, I think, need to accept solutions that are not our favorites. And that’s a difficult message. People tend to fight everything they’re not 100% happy with, but the climate is not going to be fixed by any single solution.
The part of your book that made me the most anxious was the chapter about methane leaks, where you’re driving around Boston taking air samples and having the methane sensors go off all over the place. It also reminds me of the chapter on indoor air pollution and how many of these forms of pollution are so passive — like methane quietly leaking into our homes or up from under our streets.
The city home work has been really interesting, and it’s consumed a lot of recent years of my life — much more than I expected it to. And yet the biggest surprise of our methane work in the homes was how slow but consistent leaks from appliances like stoves and the pipes in people’s walls produced more pollution than the methane that leaked when the appliances were on. And that’s because the appliance might be on for an hour a day, but for 23 hours a day, the slow bleed of methane continues to the atmosphere.
It isn’t passive, though. The pollutants we document include NOx gases that trigger asthma. Benzene, formed in flames, is a carcinogen. We would never willingly stand over the tailpipe of a car breathing in the exhaust, yet we willingly stand over a stove, breathing the exact same pollutants, day after day, meal after meal, year after year.
Your book takes readers to many places worldwide. Is there any one project or organization that stands out to you as particularly exciting or crucial?
I very much enjoyed learning about green steel manufacturing. The chapter that I enjoyed the most, though, was the trip to Finland [to see the work of the Snowchange Cooperative, a landscape restoration group]. What I liked about that project, first of all, was seeing people taking matters into their own hands and working for solutions. But what was so interesting for me was the idea of “rewilding,” in the European sense — they’re not interested in trying to recreate an exact replica of something that was present in 1900. They’re trying to restore a functioning ecosystem that will still be there in 100 years. It’s a beautiful sight and the message was very moving for me.
The book vacillates between optimism and a kind of wary realism. I think that’s kind of the conundrum of climate activists on the whole, but is it something you have thoughts about? Do you want readers to come away hopeful, or are you hoping this galvanizes action, too?
That duality, that tension, is deeply rooted in me, and perhaps many people who care about climate and environment. I study the Earth for a living; I see the changes happening not just year to year but decade to decade from now. And you can’t help but be discouraged about the lack of progress.
But on the other hand, I talk to students about how optimism and hope are muscles we can exercise. My first homework assignment in every class is for students to find things that are better today than they were 50 or 100 years ago. That list is long: life expectancy and childhood mortality; water and air quality; the decline of global poverty despite all the injustices that remain. Then there are many specific examples, like the phase-out of leaded gasoline, the Montreal Protocol, and my favorite example, the U.S. Clean Air Act, which saves hundreds of thousands of lives a year at a 30-fold return on investment, so workers are healthier and more productive. We all breathe easier and pay lower medical expenses from air pollution. So I talk to students about how it’s important to acknowledge past successes; by doing so, we make future successes, such as climate, more likely.
Are there any last thoughts about your book that you want to leave readers with?
In the book, I tend to emphasize technologies — maybe to a fault. We don’t talk enough about reducing consumption and demand. The world is deeply unequal in terms of resource use and pollution.
I’m obviously a nerdy guy, and I talk about how we’re in the “myocene” — the my-ocene — the era when the top 1% of the world’s population contributes more fossil carbon emissions than half the people on Earth. The world cannot support the global population at the levels of resource use that we have in the United States right now. Either we need to reduce our energy use and consumption somewhat, or those other people in those other countries will aspire to be like us and they’ll produce and use more.
One example is cars: if everyone in the world owned cars at the rate we do, there would be 7 billion cars instead of about 1.5 billion. And I don’t care whether those cars are EVs or hydrogen vehicles or whatever; the world would not be a more sustainable and richer place with 5 billion more cars on it. We need to talk about using less in this country, not just building new things.
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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.