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The rapid increase in demand for artificial intelligence is creating a seemingly vexing national dilemma: How can we meet the vast energy demands of a breakthrough industry without compromising our energy goals?
If that challenge sounds familiar, that’s because it is. The U.S. has a long history of rising to the electricity demands of innovative new industries. Our energy needs grew far more quickly in the four decades following World War II than what we are facing today. More recently, we have squared off against the energy requirements of new clean technologies that require significant energy to produce — most notably hydrogen.
Courtesy of Rhodium Group
The lesson we have learned time and again is that it is possible to scale technological innovation in a way that also scales energy innovation. Rather than accepting a zero-sum trade-off between innovation and our clean energy goals, we should focus on policies that leverage the growth of AI to scale the growth of clean energy.
At the core of this approach is the concept of additionality: Companies operating massive data centers — often referred to as “hyperscalers” — as well as utilities should have incentives to bring online new, additional clean energy to power new computing needs. That way, we leverage demand in one sector to scale up another. We drive innovation in key sectors that are critical to our nation’s competitiveness, we reward market leaders who are already moving in this direction with a stable, long-term regulatory framework for growth, and we stay on track to meet our nation’s climate commitments.
All of this is possible, but only if we take bold action now.
AI technologies have the potential to significantly boost America’s economic productivity and enhance our national security. AI also has the potential to accelerate the energy transition itself, from optimizing the electricity grid, to improving weather forecasting, to accelerating the discovery of chemicals and material breakthroughs that reduce reliance on fossil fuels. Powering AI, however, is itself incredibly energy intensive. Projections suggest that data centers could consume 9% of U.S. electricity generation by 2030, up from 4% today. Without a national policy response, this surge in energy demand risks increasing our long-term reliance on fossil fuels. By some estimates, around 20 gigawatts of additional natural gas generating capacity will come online by 2030, and coal plant retirements are already being delayed.
Avoiding this outcome will require creative focus on additionality. Hydrogen represents a particularly relevant case study here. It, too, is energy-intensive to produce — a single kilogram of hydrogen requires double the average household’s electricity consumption. And while hydrogen holds great promise to decarbonize parts of our economy, hydrogen is not per se good for our clean energy goals. Indeed, today’s fossil fuel-driven methods of hydrogen production generate more emissions than the entire aviation sector. While we can make zero-emissions hydrogen by using clean electricity to split hydrogen from water, the source of that electricity matters a lot. Similar to data centers, if the power for hydrogen production comes from the existing electricity grid, then ramping up electrolytic production of hydrogen could significantly increase emissions by growing overall energy demand without cleaning the energy mix.
This challenge led to the development of an “additionality” framework for hydrogen. The Inflation Reduction Act offers generous subsidies to hydrogen producers, but to qualify, they must match their electricity consumption with additional (read: newly built) clean energy generation close enough to them that they can actually use it.
This approach, which is being refined in proposed guidance from the U.S. Treasury Department, is designed to make sure that hydrogen’s energy demand becomes a catalyst for investment in new clean electricity generation and decarbonization technologies. Industry leaders are already responding, stating their readiness to build over 50 gigawatts of clean electrolyzer projects because of the long term certainty this framework provides.
While the scale and technology requirements are different, meeting AI’s energy needs presents a similar challenge. Powering data centers from the existing electricity grid mix means that more demand will create more emissions; even when data centers are drawing on clean electricity, if that energy is being diverted from existing sources rather than coming from new, additional clean electricity supply, the result is the same. Amazon’s recent $650 million investment in a data center campus next to an existing nuclear power plant in Pennsylvania illustrates the challenge: While diverting those clean electrons from Pennsylvania homes and businesses to the data center reduces Amazon’s reported emissions, by increasing demand on the grid without building additional clean capacity, it creates a need for new capacity in the region that will likely be met by fossil fuels (while also shifting up to $140 million of additional costs per year onto local customers).
Neither hyperscalers nor utilities should be expected to resolve this complex tension on their own. As with hydrogen, it is in our national interest to find a path forward.
What we need, then, is a national solution to make sure that as we expand our AI capabilities, we bring online new clean energy, as well, strengthening our competitive position in both industries and forestalling the economic and ecological consequences of higher electricity prices and higher carbon emissions.
In short, we should adopt a National AI Additionality Framework.
Under this framework, for any significant data center project, companies would need to show how they are securing new, additional clean power from a zero-emissions generation source. They could do this either by building new “behind-the-meter” clean energy to power their operations directly, or by partnering with a utility to pay a specified rate to secure new grid-connected clean energy coming online.
If companies are unwilling or unable to secure dedicated additional clean energy capacity, they would pay a fee into a clean deployment fund at the Department of Energy that would go toward high-value investments to expand clean electricity capacity. These could range from research and deployment incentives for so-called “clean firm” electricity generation technologies like nuclear and geothermal, to investments in transmission capacity in highly congested areas, to expanding manufacturing capacity for supply-constrained electrical grid equipment like transformers, to cleaning up rural electric cooperatives that serve areas attractive to data centers. Given the variance in grid and transmission issues, the fund would explicitly approach its investment with a regional lens.
Several states operate similar systems: Under Massachusetts’ Renewable Portfolio Standard, utilities are required to provide a certain percentage of electricity they serve from clean energy facilities or pay an “alternative compliance payment” for every megawatt-hour they are short of their obligation. Dollars collected from these payments go toward the development and expansion of clean energy projects and infrastructure in the state. Facing increasing capacity constraints on the PJM grid, Pennsylvania legislators are now exploring a state Baseload Energy Development Fund to provide low-interest grants and loans for new electricity generation facilities.
A national additionality framework should not only challenge the industry to scale innovation in a way that scales clean technology, it must also clear pathways to build clean energy at scale. We should establish a dedicated fast-track approval process to move these clean energy projects through federal, state, and local permitting and siting on an accelerated basis. This will help companies already investing in additional clean energy to move faster and more effectively – and make it more difficult for anyone to hide behind the excuse that building new clean energy capacity is too hard or too slow. Likewise, under this framework, utilities that stand in the way of progress should be held accountable and incentivized to adopt innovative new technologies and business models that enable them to move at historic speed.
For hyperscalers committed to net-zero goals, this national approach provides both an opportunity and a level playing field — an opportunity to deliver on those commitments in a genuine way, and a reliable long-term framework that will reward their investments to make that happen. This approach would also build public trust in corporate climate accountability and diminish the risk that those building data centers in the U.S. stand accused of greenwashing or shifting the cost of development onto ratepayers and communities. The policy clarity of an additionality requirement can also encourage cutting edge artificial intelligence technology to be built here in the United States. Moreover, it is a model that can be extended to address other sectors facing growing energy demand.
The good news is that many industry players are already moving in this direction. A new agreement between Google and a Nevada utility, for example, would allow Google to pay a higher rate for 24/7 clean electricity from a new geothermal project. In the Carolinas, Duke Energy announced its intent to explore a new clean tariff to support carbon-free energy generation for large customers like Google and Microsoft.
A national framework that builds on this progress is critical, though it will not be easy; it will require quick Congressional action, executive leadership, and new models of state and local partnership. But we have a unique opportunity to build a strange bedfellow coalition to get it done – across big tech, climate tech, environmentalists, permitting reform advocates, and those invested in America’s national security and technology leadership. Together, this framework can turn a vexing trade-off into an opportunity. We can ensure that the hundreds of billions of dollars invested in building an industry of the future actually accelerates the energy transition, all while strengthening the U.S.’s position in innovating cutting- edge AI and clean energy technology.
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The failure of the once-promising sodium-ion manufacturer caused a chill among industry observers. But its problems may have been more its own.
When the promising and well funded sodium-ion battery company Natron Energy announced that it was shutting down operations a few weeks ago, early post-mortems pinned its failure on the challenge of finding a viable market for this alternate battery chemistry. Some went so far as to foreclose on the possibility of manufacturing batteries in the U.S. for the time being.
But that’s not the takeaway for many industry insiders — including some who are skeptical of sodium-ion’s market potential. Adrian Yao, for instance, is the founder of the lithium-ion battery company EnPower and current PhD student in materials science and engineering at Stanford. He authored a paper earlier this year outlining the many unresolved hurdles these batteries must clear to compete with lithium-iron-phosphate batteries, also known as LFP. A cheaper, more efficient variant on the standard lithium-ion chemistry, LFP has started to overtake the dominant lithium-ion chemistry in the electric vehicle sector, and is now the dominant technology for energy storage systems.
But, he told me, “Don’t let this headline conclude that battery manufacturing in the United States will never work, or that sodium-ion itself is uncompetitive. I think both those statements are naive and lack technological nuance.”
Opinions differ on the primary advantages of sodium-ion compared to lithium-ion, but one frequently cited benefit is the potential to build a U.S.-based supply chain. Sodium is cheaper and more abundant than lithium, and China hasn’t yet secured dominance in this emerging market, though it has taken an early lead. Sodium-ion batteries also perform better at lower temperatures, have the potential to be less flammable, and — under the right market conditions — could eventually become more cost-effective than lithium-ion, which is subject to more price volatility because it’s expensive to extract and concentrated in just a few places.
Yao’s paper didn’t examine Natron’s specific technology, which relied on a cathode material known as “Prussian Blue Analogue,” as the material’s chemical structure resembles that of the pigment Prussian Blue. This formula enabled the company’s batteries to discharge large bursts of power extremely quickly while maintaining a long cycle life, making it promising for a niche — but crucial — domestic market: data center backup power.
Natron’s batteries were designed to bridge the brief gap between a power outage and a generator coming online. Today, that role is often served by lead-acid batteries, which are cheap but bulky, with a lower energy density and shorter cycle life than sodium-ion. Thus, Yao saw this market — though far smaller than that of grid-scale energy storage — as a “technologically pragmatic” opportunity for the company.
“It’s almost like a supercapacitor, not a battery,” one executive in the sodium-ion battery space who wished to remain anonymous told me of Natron’s battery. Supercapacitors are energy storage devices that — like Natron’s tech — can release large amounts of power practically immediately, but store far less total energy than batteries.
“The thing that has been disappointing about the whole story is that people talk about Natron and their products and their journey as if it’s relevant at all to the sodium-ion grid scale storage space,” the executive told me. The grid-scale market, they said, is where most companies are looking to deploy sodium-ion batteries today. “What happened to Natron, I think, is very specific to Natron.”
But what exactly did happen to the once-promising startup, which raised over $363 million in private investment from big name backers such as Khosla Ventures and Prelude Ventures? What we know for sure is that it ran out of money, canceling plans to build a $1.4 billion battery manufacturing facility in North Carolina. The company was waiting on certification from an independent safety body, which would have unleashed $25 million in booked orders, but was forced to fold before that approval came through.
Perhaps seeing the writing on the wall, Natron’s founder, Colin Wessells, stepped down as CEO last December and left the company altogether in June.
“I got bored,” Wessels told The Information of his initial decision to relinquish the CEO role. “I found as I was spending all my time on fundraising and stockholder and board management that it wasn’t all that much fun.”
It’s also worth noting, however, that according to publicly available data, the investor makeup of Natron appears to have changed significantly between the company’s $35 million funding round in 2020 and its subsequent $58 million raise in 2021, which could indicate qualms among early backers about the direction of the company going back years. That said, not all information about who invested and when is publicly known. I reached out to both Wessels and Natron’s PR team for comment but did not receive a reply.
The company submitted a WARN notice — a requirement from employers prior to mass layoffs or plant closures — to the Michigan Department of Labor and Economic Opportunity on August 28. It explained that while Natron had explored various funding avenues including follow-on investment from existing shareholders, a Series B equity round, and debt financing, none of these materialized, leaving the company unable “to cover the required additional working capital and operational expenses of the business.”
Yao told me that the startup could have simply been a victim of bad timing. “While in some ways I think the AI boom was perfect timing for Natron, I also think it might have been a couple years too early — not because it’s not needed, but because of bandwidth,” he explained. “My guess is that the biggest thing on hyperscalers’ minds are currently still just getting connected to the grid, keeping up with continuous improvements to power efficiency, and how to actually operate in an energy efficient manner.” Perhaps in this environment, hyperscalers simply viewed deploying new battery tech for a niche application as too risky, Yao hypothesized, though he doesn’t have personal knowledge of the company’s partnerships or commercial activity.
The sodium-ion executive also thought timing might have been part of the problem. “He had a good team, and the circumstances were just really tough because he was so early,” they said. Wessells founded Natron in 2012, based on his PhD research at Stanford. “Maybe they were too early, and five years from now would have been a better fit,” the executive said. “But, you know, who’s to say?”
The executive also considers it telling that Natron only had $25 million in contracts, calling this “a drop in the bucket” relative to the potential they see for sodium-ion technology in the grid-scale market. While Natron wasn’t chasing the big bucks associated with this larger market opportunity, other domestic sodium-based battery companies such as Inlyte Energy and Peak Energy are looking to deploy grid-scale systems, as are Chinese battery companies such as BYD and HiNa Battery.
But it’s certainly true that manufacturing this tech in the U.S. won’t be easy. While Chinese companies benefit from state support that can prop up the emergent sodium-ion storage industry whether it’s cost-competitive or not, sodium-ion storage companies in the U.S. will need to go head-to-head with LFP batteries on price if they want to gain significant market share. And while a few years ago experts were predicting a lithium shortage, these days, the price of lithium is about 90% off its record high, making it a struggle for sodium-ion systems to match the cost of lithium-ion.
Sodium-ion chemistry still offers certain advantages that could make it a good option in particular geographies, however. It performs better in low-temperature conditions, where lithium-ion suffers notable performance degradation. And — at least in Natron’s case — it offers superior thermal stability, meaning it’s less likely to catch fire.
Some even argue that sodium-ion can still be a cost-effective option once manufacturing ramps up due to the ubiquity of sodium, plus additional savings throughout the batteries’ useful life. Peak Energy, for example, expects its battery systems to be more expensive upfront but cheaper over their entire lifetime, having designed a passive cooling system that eliminates the need for traditional temperature control components such as pumps and fans.
Ultimately, though, Yao thinks U.S. companies should be considering sodium-ion as a “low-temperature, high-power counterpart” — not a replacement — for LFP batteries. That’s how the Chinese battery giants are approaching it, he said, whereas he thinks the U.S. market remains fixated on framing the two technologies as competitors.
“I think the safe assumption is that China will come to dominate sodium-ion battery production,” Yao told me. “They already are far ahead of us.” But that doesn’t mean it’s impossible to build out a domestic supply chain — or at least that it’s not worth trying. “We need to execute with technologically pragmatic solutions and target beachhead markets capable of tolerating cost premiums before we can play in the big leagues of EVs or [battery energy storage systems],” he said.
And that, he affirmed, is exactly what Natron was trying to do. RIP.
They may not refuel as quickly as gas cars, but it’s getting faster all the time to recharge an electric car.
A family of four pulls their Hyundai Ioniq 5 into a roadside stop, plugs in, and sits down to order some food. By the time it arrives, they realize their EV has added enough charge that they can continue their journey. Instead of eating a leisurely meal, they get their grub to go and jump back in the car.
The message of this ad, which ran incessantly on some of my streaming services this summer, is a telling evolution in how EVs are marketed. The game-changing feature is not power or range, but rather charging speed, which gets the EV driver back on the road quickly rather than forcing them to find new and creative ways to kill time until the battery is ready. Marketing now frequently highlights an electric car’s ability to add a whole lot of miles in just 15 to 20 minutes of charge time.
Charging speed might be a particularly effective selling point for convincing a wary public. EVs are superior to gasoline vehicles in a host of ways, from instantaneous torque to lower fuel costs to energy efficiency. The one thing they can’t match is the pump-and-go pace of petroleum — the way combustion cars can add enough fuel in a minute or two to carry them for hundreds of miles. But as more EVs on the market can charge at faster speeds, even this distinction is beginning to disappear.
In the first years of the EV race, the focus tended to fall on battery range, and for good reason. A decade ago, many models could travel just 125 or 150 miles on a charge. Between the sparseness of early charging infrastructure and the way some EVs underperform their stated range numbers at highway speeds, those models were not useful for anything other than short hauls.
By the time I got my Tesla in 2019, things were better, but still not ideal. My Model 3’s 240 miles of max range, along with the expansion of the brand’s Supercharger network, made it possible to road-trip in the EV. Still, I pushed the battery to its limits as we crossed worryingly long gaps between charging stations in the wide open expanses of the American West. Close calls burned into my mind a hyper-awareness of range, which is why I encourage EV shoppers to pay extra for a bigger battery with additional range if they can afford it. You just had to make it there; how fast the car charged once you arrived was a secondary concern. But these days, we may be reaching a point at which how fast your EV charges is more important than how far it goes on a charge.
For one thing, the charging map is filling up. Even with an anti-EV American government, more chargers are being built all the time. This growth is beginning to eliminate charging deserts in urban areas and cut the number of very long gaps between stations out on the highway. The more of them come online, the less range anxiety EV drivers have about reaching the next plug.
Super-fast charging is a huge lifestyle convenience for people who cannot charge at home, a group that could represent the next big segment of Americans to electrify. Speed was no big deal for the prototypical early adopter who charged in their driveway or garage; the battery recharged slowly overnight to be ready to go in the morning. But for apartment-dwellers who rely on public infrastructure, speed can be the difference between getting a week’s worth of miles in 15 to 20 minutes and sitting around a charging station for the better part of an hour.
Crucially, an improvement in charging speed makes a long EV journey feel more like the driving rhythm of old. No, battery-powered vehicles still can’t get back on the road in five minutes or less. But many of the newer models can travel, say, three hours before needing to charge for a reasonable amount of time — which is about as long as most people would want to drive without a break, anyway.
An impressive burst of technological improvement is making all this possible. Early EVs like the original Chevy Bolt could accept a maximum of around 50 kilowatts of charge, and so that was how much many of the early DC fast charging stations would dispense. By comparison, Tesla in the past few years pushed Supercharger speed to 250 kilowatts, then 325. Third-party charging companies like Electrify America and EVgo have reached 350 kilowatts with some plugs. The result is that lots of current EVs can take on 10 or more miles of driving range per minute under ideal conditions.
It helps, too, that the ranges of EVs have been steadily improving. What those car commercials don’t mention is that the charging rate falls off dramatically after the battery is half full; you might add miles at lightning speed up to 50% of charge, but as it approaches capacity it begins to crawl. If you have a car with 350 miles of range, then, you probably can put on 175 miles in a heartbeat. (Efficiency counts for a lot, too. The more miles per kilowatt-hour your car can get, the farther it can go on 15 minutes of charge.)
Yet here again is an area where the West is falling behind China’s disruptive EV industry. That country has rolled out “megawatt” charging that would fill up half the battery in just four minutes, a pace that would make the difference between a gasoline pit stop and a charging stop feel negligible. This level of innovation isn’t coming to America anytime soon. But with automakers and charging companies focused on getting faster, the gap between electric and gas will continue to close.
On the need for geoengineering, Britain’s retreat, and Biden’s energy chief
Current conditions: Hurricane Gabrielle has strengthened into a Category 4 storm in the Atlantic, bringing hurricane conditions to the Azores before losing wind intensity over Europe • Heavy rains are whipping the eastern U.S. • Typhoon Ragasa downed more than 10,000 trees in Yangjiang, in southern China, before moving on toward Vietnam.
The White House Office of Management and Budget directed federal agencies to prepare to reduce personnel during a potential government shutdown, targeting employees who work for programs that are not legally required to continue, Politico reported Wednesday, citing a memo from the agency.
As Heatmap’s Jeva Lange warned in May, the Trump administration’s cuts to the federal civil service mean “it may never be the same again,” which could have serious consequences for the government’s response to an unpredictable disaster such as a tsunami. Already the administration has hollowed out entire teams, such as the one in charge of carbon removal policy, as our colleague Katie Brigham wrote in February, shortly after the president took office. And Latitude Media reported on Wednesday, the Department of Energy has issued a $50 million request for proposals from outside counsel to help with the day-to-day work of the agency.
At the Heatmap House event at New York Climate Week on Wednesday, Senate Minority Leader Chuck Schumer kicked things off by calling out President Donald Trump’s efforts to “kill solar, wind, batteries, EVs and all climate friendly technologies while propping up fossil fuels, Big Oil, and polluting technologies that hurt our communities and our growth.” The born and raised Brooklynite praised his home state. “New York remains the climate leader,” he said, but warned that the current administration was pushing to roll back the progress the state had made.
Yet as Heatmap’s Charu Sinha wrote in her recap of the event, “many of the panelists remained cautiously optimistic about the future of decarbonization in the U.S.” Climate tech investors Tom Steyer and Dawn Lippert charted a path forward for decarbonization technology even in an antagonistic political environment, while PG&E’s Carla Peterman made a case for how data centers could eventually lower energy costs. You can read about all these talks and more here.
Nearly 100 scientists, including President Joe Biden’s chief climate science adviser, signed onto a letter Wednesday endorsing more federal research into geoengineering, the broad category of technologies to mitigate the effects of climate change that includes the controversial proposal to inject sulfur dioxide into the atmosphere to reflect the sun’s heat back into space. In an open letter, the researchers said “it is very unlikely that current” climate goals “will keep the global mean temperature below the Paris Agreement target” of 1.5 degrees Celsius above pre-industrial averages. The world has already warmed by more than 1 degree Celsius.
Earlier this month, a paper in the peer-reviewed journal Frontiers argued against even researching technologies that could temporarily cool the planet while humanity worked to cut planet-heating emissions. But Phil Duffy, Biden’s former climate adviser, said in a statement to Heatmap that the paper “opposes research … that might help protect or restore the polar regions.” He went on via email, “As the climate crisis accelerates, we all agree that we need to rapidly scale up mitigation efforts. But the stakes are too high not to also investigate other possible solutions.”
President Trump and Prime Minister Keir Starmer. Leon Neal/Getty Images
UK Prime Minister Keir Starmer plans to skip the United Nations annual climate summit in Brazil in November, the Financial Times reported on Wednesday. He will do so despite criticizing his predecessor Rishi Sunak a few years ago for a “failure of leadership” after the conservative leader declined to attend the annual confab. One leader in the ruling Labour party said there was a “big fight inside the government” between officials pushing Starmer to attend the event those “wanting him to focus on domestic issues.”
Polls show approval for Starmer among the lowest of any leaders in the West. But he has recently pushed for more clean energy, including signing onto a series of nuclear power deals with the U.S.
The Tennessee Valley Authority has assumed the role of the nation’s testbed for new nuclear fission technologies, agreeing to build what are likely to be the nation’s first small modular reactors, including the debut fourth-generation units that use a coolant other than water. Now the federally-owned utility is getting into fusion. On Wednesday, the TVA inked a deal with fusion startup Type One Energy to develop a 350-megawatt plant “using the company’s stellarator fusion technology.” The deal, first brokered last week but reported Tuesday in World Nuclear News, promises to deploy the technology “once it is commercially ready.” It also follows the announcement just a few days ago of a major offtake agreement for fusion leader Commonwealth Fusion Systems, which will sell $1 billion of electricity to oil giant Eni.
Climate change is good news for foreign fish. A new study in Nature found that warming rivers have brought about the introduction of new invasive species. This, the researchers wrote, shows “an increase in biodiversity associated with improvement of water in many European rivers since the late twentieth century.”