You’re out of free articles.
Log in
To continue reading, log in to your account.
Create a Free Account
To unlock more free articles, please create a free account.
Sign In or Create an Account.
By continuing, you agree to the Terms of Service and acknowledge our Privacy Policy
Welcome to Heatmap
Thank you for registering with Heatmap. Climate change is one of the greatest challenges of our lives, a force reshaping our economy, our politics, and our culture. We hope to be your trusted, friendly, and insightful guide to that transformation. Please enjoy your free articles. You can check your profile here .
subscribe to get Unlimited access
Offer for a Heatmap News Unlimited Access subscription; please note that your subscription will renew automatically unless you cancel prior to renewal. Cancellation takes effect at the end of your current billing period. We will let you know in advance of any price changes. Taxes may apply. Offer terms are subject to change.
Subscribe to get unlimited Access
Hey, you are out of free articles but you are only a few clicks away from full access. Subscribe below and take advantage of our introductory offer.
subscribe to get Unlimited access
Offer for a Heatmap News Unlimited Access subscription; please note that your subscription will renew automatically unless you cancel prior to renewal. Cancellation takes effect at the end of your current billing period. We will let you know in advance of any price changes. Taxes may apply. Offer terms are subject to change.
Create Your Account
Please Enter Your Password
Forgot your password?
Please enter the email address you use for your account so we can send you a link to reset your password:
Will the rise of machine learning and artificial intelligence break the climate system? In recent months, utilities and tech companies have argued that soaring use of AI will overwhelm electricity markets. Is that true — or is it a sales pitch meant to build more gas plants? And how much electricity do data centers and AI use today?
In this week’s episode, Rob and Jesse talk to Jonathan Koomey, an independent researcher, lecturer, and entrepreneur who studies the energy impacts of the internet and information technology. We discuss why AI may not break the electricity system and the long history of anxiety over computing’s energy use. Shift Key is hosted by Robinson Meyer, executive editor of Heatmap, and Jesse Jenkins, a Princeton professor of energy systems engineering.
Subscribe to “Shift Key” and find this episode on Apple Podcasts, Spotify, Amazon, or wherever you get your podcasts.
You can also add the show’s RSS feed to your podcast app to follow us directly.
Here is an excerpt from our conversation:
Robinson Meyer: Before we go any further — and I think you just hinted at your answer, here, but I want to tackle it directly — which is that I think people look at the hockey stick graphs for AI use, and they look at current energy use for AI, and they look at load growth data coming from the utilities, and they go, “Oh my gosh, AI is going to absolutely overrun our energy system. It’s going to cause emissions to shoot up,” because again, this is just extrapolating from what’s recent.
But of course, part of the whole AI mythos is like, once it starts, you can’t stop it. There is a story out there that, frankly, you see as much from folks who are worried about the climate as you do from AI boosters, which is that very soon, we'’e going to be using a huge amount of energy on AI. And I want to ask you this directly: Should we be worried about AI, number one, overrunning the energy system? Or number two, AI causing a massive spike in carbon emissions that dooms us to, let's say, pass 2.5C that uses up the rest of our carbon budget? Is that something you're worried about? And just how do you think about this?
Jonathan Koomey: Everyone needs to calm the heck down. So we talked about the original baseline, right? So the baseline, data centers are 1% of the world's electricity. And maybe AI now is 0.1%, right? For Google, it’s 0.15%, whatever. But 10% of the 1% is AI.
So let’s say that doubles — let’s say that triples in the next few years, or even goes up fivefold. That gets to about half a percent. So I think it will pale in comparison to the other growth drivers that Jesse was talking about in electrification. Because if you think about light vehicles, if you electrified all light vehicles in the U.S., that’s like a 20% or 25% increase in electricity consumption. And if you did that over 20 years, that’s like 1-ish% per year. Right? So that's, that to me is a very credible thing that’s likely to happen. And then when you add heat pumps, you add industrial electrification, a lot more.
I think there will be local impacts. There will be some places where AI and data centers more generally will be important and will drive load growth, but it is not a national story. It is a local story. And so a place like Ireland that has, I think at last count 17%, 18% of its load from data centers, if that grows, that could give them real challenges. Same thing, Loudoun County in Virginia. But you really do have to separate the national story or the global story from the local story.
Jesse Jenkins: I think it was just about a week ago, Nvidia which is the leading producer of the graphics processing units that have become now the main workhorse chips for generative AI computing, they released their new best-in-class chip. And as they revealed that chip, they — for the first time, it sounded like — started to emphasize the energy efficiency improvements of the GPU. And the basic story the CEO told is that it would take about 73% less electricity and a shorter period of time to train AIs on this new chip than it did on their previous best-in-class chip. So that’s just one generation of GPU with nearly three-quarters reduction in the amount of energy consumed per ... I don't know how you measure the units of large language model training, but per smarts trained into generative AI. So yeah, huge gains.
And one might say, well, can that continue forever? And I guess we should maybe get your thoughts on that. But it has continued at least for the last 10 to 20 years. And so there’s a lot of reason to believe that there’s continued gains to be made.
Koomey: Most people, when they think of efficiency, they think of Moore’s Law. They think of shrinking transistors. And anyone who follows this knows that every year or two, there’s another article about how Moore’s Law is ending, or slowing, or you know, it’s getting harder. And there’s no question about it, it’s absolutely getting harder and harder to shrink the transistors. But it turns out shrinking transistors is only one way to improve efficiency and performance. For a long time, the industry relied on that.
From the early days of microprocessors, starting in ’71, over time, they would ramp up the clock speed. And at the same time, they would ramp down the voltage of the chip. And that was called Dennard scaling. It allowed them to keep ramping up performance without getting to crazy levels of leakage current and heat and melting the chip and the whole thing. That worked for a long time, til the early 2000s. And then they hit the threshold voltage for silicon, which is like one volt. So once you hit that, you can no longer do that trick. And they needed new tricks.
So what they did was they, most of you remember who were around at that time, there was this big shift to multiple cores on a chip. That was an innovation in hardware architecture that allowed them, for a time, to improve efficiency by going to software that could run on multiple cores, so you could multiprocess various activities. So that’s one way you can improve things. You can also work on the software — you can improve the efficiency of the software, you can improve the algorithms that you use.
So even if Moore's law shrinkage of transistors stops, which it hasn’t fully stopped. But even if it did, there are a lot of other things we can do. And AI in particular is relatively new. Basically, people threw a whole bunch of money at existing processors because there was this rush to deploy technology. But now, everyone’s stepping back and saying, well, look at the cost of the energy cost and the infrastructure cost. Is there a way to do this better? And sure, there definitely is, and Nvidia proved it in their presentation that you referred to.
This episode of Shift Key is sponsored by…
KORE Power provides the commercial, industrial, and utility markets with functional solutions that advance the clean energy transition worldwide. KORE Power's technology and manufacturing capabilities provide direct access to next generation battery cells, energy storage systems that scale to grid+, EV power & infrastructure, and intuitive asset management to unlock energy strategies across a myriad of applications. Explore more at korepower.com.
Watershed's climate data engine helps companies measure and reduce their emissions, turning the data they already have into an audit-ready carbon footprint backed by the latest climate science. Get the sustainability data you need in weeks, not months. Learn more at watershed.com.
Music for Shift Key is by Adam Kromelow.
Log in
To continue reading, log in to your account.
Create a Free Account
To unlock more free articles, please create a free account.
The energy sector — including oil and gas — and manufacturing took some heavy hits in the latest jobs report.
We got a much better sense of what the American labor market is doing today. And the news was not good.
The economy added only 22,000 jobs last month, far fewer than economists had predicted, according to a new release from the Bureau of Labor Statistics. The new data also shows that the economy gained slightly more jobs in July than we thought at the time, but that it actually lost 13,000 jobs in June — making that month the first since 2020 to see a true decline in U.S. employment.
The unemployment rate now stands at 4.3%, one tenth of a percent higher than it was last month. All in all, the American labor market has been frozen since President Trump declared “Liberation Day” and announced a bevy of new tariffs in April.
On the one hand, some aspects of that job loss shouldn’t be a surprise. As we’ve covered at Heatmap, the Trump administration has spent the past few months attacking the wind, solar, and electric vehicle industries. It has yanked subsidies from new electricity generation, rewritten rules on the fly, and waged an all-out regulatory war on offshore wind farms. Electricity costs are rising nationwide, constraining essentially all power-dependent industries except artificial intelligence.
In short: The news hasn’t been good for the transition industries. But what’s notable in this report is that the job declines are not limited to these green industries. The first eight months of Donald Trump’s presidency have been more and more damaging for the blue collar fields and heavy industries that he promised to help.
For instance: Mining, quarrying, and oil extraction lost 6,000 jobs in August. These losses were led by the oil and gas industry, as well as mining support companies. Other industries — such as coal mining firms — saw essentially no growth or very slightly declines.
More cuts are likely to come soon for the fossil fuel industry. The oil giant ConocoPhillips says it will lay off about a quarter of its roughly 13,000-person workforce before the year is out. The oilfield services company Halliburton has also been shedding workers in recent weeks, according to Reuters. The West Texas benchmark oil price has lost nearly $10 since the year began, and is now hovering around $62. That’s roughly the average breakeven price for drilling new wells in the Permian Basin.
The manufacturing industry has lost 78,000 jobs since the year began. In the past month, it shed jobs almost as fast as the federal government, which has deliberately culled its workforce, as the economic analyst Mike Konczal observed.
This manufacturing weakness is also showing up in corporate earnings. John Deere, the American farm equipment maker, has seen its income degrade through the year. It estimates that Trump’s steel and aluminum tariffs will cost the company $600 million in 2025, and it recently laid off several hundred workers in the Midwest.
Even industries that have previously shown some resilience — and that benefited from the AI boom — have started to stall out a bit. The utility industry lost about 1,000 jobs last month, on a seasonally adjusted basis, according to the new data. (At the same time, the number of non-managerial utility workers slightly increased.) The utility sector has still gained more than 6,000 jobs compared to a year ago.
A few months ago, I quipped that you could call President Trump “Degrowth Donald” because his tax and trade policies seemed intent on raising prices and killing the carbon-intensive sectors of the American economy. (Of course, Trump was doing plenty that radical climate activists didn’t want to see, too, and his anti-renewable campaign has only gotten worse.) Now we’re seeing the president’s anti-growth policies bear fruit. It was a joke then. Now it’s just sad.
Trump’s enthusiasm for the space has proved contagious — building on what Biden started.
It’s become a well-known adage in energy circles that “critical minerals are the new oil.” As the world pushes — haltingly but persistently — toward decarbonization and electrification, minerals such as lithium, nickel, and copper have only risen in their strategic importance.
These elements are geographically concentrated, largely in spots with weighty implications for geopolitics and national security — lithium largely in South America and Australia, copper in South America, nickel in Indonesia, cobalt in the Democratic Republic of the Congo, and graphite in China. They’re also subject to volatile price swings and dependent on vast infrastructure to get them out of the ground. But without them, there are no batteries, no magnets, no photovoltaic cells, no semiconductors, no electrical wiring. It is no surprise, then, that it’s already been a big year for investment.
Sector-wide data is scarce, but the announcements are plentiful. Some of the biggest wins so far this year include the AI minerals discovery company Kobold, which closed a colossal $537 million funding round, software-driven mining developer Mariana Minerals landing $85 million in investment, rare earth magnet startup Vulcan Minerals raising $65 million, and minerals recycling company Cyclic Materials announcing plans for a commercial plant in Canada.
“The good investments are still the good investments,” Joe Goodman, co-founder and managing partner at the firm VoLo Earth Ventures, told me. “But I think the return opportunities are larger now.” VoLo’s primary bets include Magrathea, which has an electrolysis-based process to produce pure magnesium from seawater and brines and is reportedly in discussions to form a $100 million partnership for a commercial-scale demonstration plant, as well as Nth Cycle, which recovers and refines critical minerals from sources such as industrial waste and low-grade ores and is well into its first full year of commercial operations.
Much of this activity has been catalyzed by the Trump administration’s enthusiasm for critical minerals. The president has issued executive orders aimed at increasing and expediting domestic minerals production in the name of national defense, and a few weeks ago, announced its intent to issue nearly $1 billion in funding aimed at scaling every stage of the critical minerals supply chain, from mining and processing to manufacturing. As Energy Secretary Chris Wright said at the time, “For too long, the United States has relied on foreign actors to supply and process the critical materials that are essential to modern life and our national security.”
Ironically, the Trump administration is building on a foundation laid by former President Biden as part of his administration’s efforts to decarbonize the economy and expedite the energy transition. In 2022, Biden invoked the Defense Production Act to give the federal government more leeway to support domestic extraction, refining, and recycling of minerals. It also invested billions of dollars from the previous year’s Bipartisan Infrastructure Law to secure a “Made In America supply chain for critical minerals.” These initiatives helped catalyze $120 billion in private sector investments, the administration said.
While they were “motivated by radically different ideologies,” Goodman told me, the message is the same: “We care a lot about our minerals.” As he put it, “The last two administrations could not have been better orchestrated to send that message to public markets.”
Ultimately, political motivations matter far less than cash. In that vein, many companies and venture capitalists are now aligning with the current administration’s priorities. As the venture firm Andreessen Horowitz noted in an article titled “It’s Time to Mine: Securing Critical Minerals,” an F-35 fighter jet requires 920 pounds of rare earth elements, a Navy missile destroyer needs 5,200 pounds, and a nuclear-powered submarine take a whopping 9,200 pounds. Rare earths — a group of metals that form a key subset of critical minerals — are crucial components of the high-performance magnets, precision electronics, and sensors these defense systems rely on.
The military is also certainly interested in energy storage systems, including novel battery chemistries with potential to be more efficient and cost effective than the status quo. This just so happens to be the realm of many a lucrative startup, from Form Energy’s iron-air batteries to Lyten’s bet on lithium-sulfur and Peak Energy’s sodium-ion chemistry.
The Army has also gone all in on microgrids, frequently building installations that rely on solar plus storage. And batteries for use in drones, cargo planes and tactical vehicles are often simply the most practical option, given that they can operate in near silence and reduce vulnerabilities associated with refueling. “It’s much easier to get electricity into contested logistics than it is to get hydrocarbons,” Duncan Turner, a general partner at the venture capital firm SOSV, told me.
Turner has overseen the firm’s investments in minerals companies across the supply chain, a number of which focus on the extraction or refining of just one or a few minerals. For example, SOSV’s portfolio company Still Bright is developing an electrochemical process to extract copper from both high-grade ores as well as mining waste, replacing traditional copper smelting methods. The minerals recycling company XEra Energy is initially focused on reclaiming nickel from ore concentrates and used batteries, though it plans to expand into other battery materials, as well, while the metal recycling company Biometallica is developing a process to recover palladium, platinum, and rhodium from e-waste.
These startups could theoretically use their tech to go after a whole host of minerals, but Turner explained that many find the most lucrative strategy is to fine tune their processes for certain minerals in particular. “That is just a telltale sign of maturity in the market,” he told me, as companies identify their sweet spot and carve out a profitable niche.
Clea Kolster, the head of science at Lowercarbon Capital, was bullish on the potential for critical minerals investments well before the Trump administration shifted the conversation toward their role in the defense sector. “Our view was always that demand for these minerals was just going to increase,” she told me. “This administration has certainly provided a boon and validator for our thesis, but these investments were made on the basis that these would render metal production cheaper and more accessible.”
Lowercarbon was an early investor in the well-capitalized startup Lilac Solutions, first backing the company’s pursuit of a more efficient and sustainable method of lithium brine extraction in early 2020. Since then, Lilac has raised hundreds of millions in additional funding rounds — which Lowercarbon has led — and is now seeking additional capital as it plans for its first commercial lithium production plant in Utah. Lilac isn’t the firm’s only lithium bet — it’s also backing Lithios, a company developing an electrochemical method for separating lithium from brines, and Novalith, which is working on a carbon-negative process for extracting lithium from hard rock without the use of environmentally damaging acids.
Kolster admitted that in Lowercarbon’s early days, the firm “didn’t fully appreciate how significant those additional narratives would become beyond decarbonization,” pointing to critical minerals’ newly prominent role not just in defense, but also in the AI arms race. After all, no new transmission lines, transformers, gear to turn circuits on and off, or other critical grid components can be built or scaled to support the rising electricity demands of data centers without critical minerals.
Goodman told me that some generalist investors have yet to take note of this, however. “There’s large pockets of the investment community who feel like climate is out of the rotation,” he said.
“So in a way we’re experiencing a better pricing opportunity right now, access to higher quality deals.”
From here on out, he predicts we’ll see a steady stream of announcements signaling that the U.S. has secured yet another link in the minerals supply chain, which will be crucial to counter China’s global influence. “I think annually you’ll be seeing the US raise the flag and declare success on another mineral,” Goodman told me. “It might be two years after we raise the flag that a facility is actually operational. But there's going to be a cadence to us taking back our supply chain.”
On a Justice Department crackdown, net zero’s costs, and Democrats’ nuclear fears
Current conditions: Hurricane Lorena, a Category 1 storm, is threatening Mexico and the Southwestern U.S. with flooding and 80 mile-per-hour winds • In the Pacific, Hurricane Kiko strengthened to a Category 4 storm as it heads toward Hawaii • South Africa’s Northern Cape is facing extremely high fire risks.
The owners of Revolution Wind are fighting back against the stop-work order from President Donald Trump that halted construction on the offshore wind project off the coast of Rhode Island last month. On Thursday, Orsted and Skyborn Renewables filed a complaint in the U.S. District Court for the District of Columbia, accusing the Trump administration of causing “substantial harm” to a legally permitted project that was 80% complete. The litigation claimed that the Department of the Interior’s Bureau of Ocean Energy Management “lacked legal authority for the stop-work order and that the stop-work order’s stated basis violated applicable law.”
“Revolution Wind secured all required federal and state permits in 2023, following reviews that began more than nine years ago,” the companies said in a press release. “Revolution Wind has spent and committed billions of dollars in reliance upon this fulsome review process.” The states of Rhode Island and Connecticut filed a similar complaint on Thursday in the U.S. District Court for the District of Rhode Island, seeking to “restore the rule of law, protect their energy and economic interests, and ensure that the federal government honors its commitments.” Analysts didn’t expect the order to hold, as Heatmap’s Matthew Zeitlin reported last month, though the cost to the project’s owners was likely to rise. As I have reported repeatedly in this newsletter over the past few weeks, the Trump administration is enlisting at least half a dozen agencies in a widening attack meant to eliminate a generating technology that is rapidly growing overseas.
After the cleanup in Altadena, California.Mario Tama/Getty Images
The Department of Justice sued South California Edison on Thursday for $77 million in damages, accusing the utility of negligence that caused two deadly wildfires. Federal prosecutors in California alleged the utility failed to maintain infrastructure that ultimately sparked the Eaton fire in January, and the 2022 Fairview fire in Riverside County, The Wall Street Journal reported. The fires collectively killed about two dozen people and charred more than 42,000 acres of land. “Hardworking Californians should not pick up the tab for Edison’s negligence,” said Bill Essayli, the acting U.S. Attorney for California’s Central District, where the lawsuit was filed.
Get Heatmap AM directly in your inbox every morning:
It sure sounds like a lot of money. In a new research note released this week, the energy consultancy BloombergNEF calculated the total cost to transition the global economy off unmitigated fossil fuels by 2050 at $304 trillion. But that’s only 9% above the cost of continuing to develop worldwide energy systems on economics alone, which would result in 2.6 degrees Celsius of global warming. That margin is relatively narrow because the operating costs of cleaner technologies such as electric vehicles and renewable power generators are lower than the cost of fuel in the long term. The calculation also doesn’t account for the savings from avoided climate disasters in a net-zero scenario that halts the planet’s temperature spike at 1.7 degrees Celsius. While the cost of investing in renewables, grid infrastructure, electric vehicles, and carbon capture technology would add $45 trillion in additional investment, it’s ultimately offset by $19 trillion in annual savings from making the switch.
Microsoft has signed a series of deals that tighten the tech giant’s grip on the nascent carbon removal market. With new agreements that involve direct air capture in North American and burning garbage for energy in Oslo, Microsoft now accounts for 80% of all credits ever purchased from tech-based carbon removal projects. The company made up 92% of purchases in the first half of this year, the Financial Times reported, citing the data provider AlliedOffsets. By comparison, Amazon made up 0.7% of the market and Google comprised 1.4%.
We are still far from where carbon removal needs to be to make an impact on emissions. All the Paris Agreement-consistent scenarios modeled in the scientific literature require removing between 4 billion and 6 billion metric tons of carbon per year by 2035, and between 6 billion and 10 billion metric tons by 2050, as Heatmap’s Emily Pontecorvo wrote recently. “For context, they estimate that the world currently removes about 2 billion metric tons of carbon per year over and above what the Earth would naturally absorb without human interference.”
At a hearing before the Senate Environment and Public Works Committee, the two Democrats left on the Nuclear Regulatory Commission told Congress they feared Trump would fire them if they raised safety concerns about new reactors. Matthew Marzano said the “NRC would not license a reactor” that didn’t pass safety standards, but that it’s a “possibility” the White House would oust him for withholding approval. “I think on any given day, I could be fired by the administration for reasons unknown,” Crowell told lawmakers, according to a write-up of the hearing in E&E News.
Hitachi Energy announced more than $1 billion in investments to expand manufacturing of electrical grid infrastructure in the U.S. That includes about $457 million for a new large power transformer facility in Virginia. “Power transformers are a linchpin technology for a robust and reliable electric grid and winning the AI race,” Andreas Schierenbeck, chief executive of Hitachi Energy, said in a press release. “Bringing production of large power transformers to the U.S. is critical to building a strong domestic supply chain for the U.S. economy and reducing production bottlenecks, which is essential as demand for these transformers across the economy is surging.”