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:

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.

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.
Log in
To continue reading, log in to your account.
Create a Free Account
To unlock more free articles, please create a free account.
In Providence, at least, climate change is still on the ballot.
Here’s some trivia for you: What was the first state to see its average temperature break the 2-degree Celsius threshold for warming above pre-industrial levels? It wasn’t Alaska, the fastest-warming state, nor was it California or Florida, states with some of the most visible impacts of the extreme weather crisis. It was not Arizona or Texas, either, though “hot” and “warming” are often conflated.
The answer, in fact, is humble Rhode Island, which passed the international benchmark for accelerated climatic impacts back in 2019. It is perhaps less surprising, then, to learn that in the Ocean State’s largest city, Providence, climate change and how to adapt to it have become one of the central talking points in a heated mayoral race, which in the deep-blue city is likely to culminate in the September 9 primary.
There is plenty to worry voters. Providence sits at the head of Narragansett Bay, which has warmed 1.6 degrees Celsius, enough to drive lobsters from the region and convert the local lobstermen into crabbers, fishing for crustaceans they previously considered bycatch. The sea level has risen on Rhode Island’s 400-plus miles of coastline by more than 10 inches since 1930, more than in Venice or Miami, meaning the city floods frequently. Locals hold their breath every hurricane season; a hit from a category 4 or larger storm could tally billions in damages. And as home to the biggest port in the region, Providence is also an unfortunate case study in industrial and fossil-fuel-related pollution affecting historically redlined neighborhoods.
“Since I’ve been in office, we’ve had dramatic, chronic flooding. We’ve had high heat days in the fall that have closed public schools, which is not something that ever happens here in September,” Providence Mayor Brett Smiley told me. “We had some of the highest snowfall in recorded history [in the city]. We’re seeing the effects.”
Smiley, who was elected in 2022, has described investing in infrastructure upgrades for the nearly four-century-old city as one of his “principal responsibilities” as mayor. During his second year in office, he signed an ordinance requiring all of the 122 city-owned buildings to decarbonize by 2040, and that fall published a 10-year plan that introduced air quality, heat, and stormwater management goals, provisions aimed at curbing pollution at the Port of Providence, and would have effectively banned the construction of new gas stations. (A later amendment relaxed the restrictions.) He’s also invested in long-overdue repairs to the city’s hurricane barriers.
This year, Smiley also announced the creation of a Green Revolving Fund to support Providence’s ambitious carbon neutrality goals. “I’ve been in government long enough to know that operating budgets can change as priorities change, and so having a dedicated recurring revenue stream is vital to ensuring that this work continues,” he said.
In the face of federal headwinds, and at a time when the political currency of “climate change,” at least in so many words, is on the downswing, Smiley’s focus on climate issues stands out. That is especially true against the backdrop of a broader state-level reassessment of environmental goals, with Democratic Governor Dan McKee proposing a budget earlier this year that would have slashed climate programs funded by monthly utility charges in the name of affordability. Though Rhode Island lawmakers ultimately rejected that rollback, McKee’s move fits into a larger trend in the region of blue-state politicians in places like Maryland, Massachusetts, and New York curbing or weakening climate ambitions under the pressure of affordability politics. (McKee also faces his own competitive primary.)
“Providence alone can’t solve the climate crisis. But our actions, at least in Rhode Island, are pushing other communities in the state to take action,” Smiley said.
But there are others — including Smiley’s progressive challenger, State Representative David Morales — who say the mayor’s tenure has been a lot of talk and little action, and that he’s neglected Providence’s low-income and frontline communities.
Morales’ campaign did not get back to me for this article, despite requests through multiple channels. But Steve Ahlquist, an independent reporter who follows environmental justice-related issues in Rhode Island, also told me that “over the years, and also in dealing with Mayor Smiley as an incumbent, I’ve had some real difficulty with what I would even call basic honesty out of his administration.” He added that the mayor’s office has a history of downplaying and denying police harassment of unhoused people in particular, including lying about the presence of police officers at a homeless encampment and their involvement in an “illegal search” in 2023.
When I asked the Smiley campaign about Ahlquist’s accusations, press secretary, Carl Austin Miller Grondin told me the city has a “multi-department approach” for addressing encampments of which “Providence Police are one piece,” though he didn’t address the 2023 incident directly. As for the idea that Smiley represents the status quo, Grondin said the mayor has made “significant investments” in programs for underprivileged groups including affordable housing, eviction prevention, public schools and youth programming, and public safety.
Ahlquist also finds Smiley’s talk about affordability and clean energy false, however. Smiley notably vetoed a rent control ordinance, despite the city having some of the highest rates in the country, and while serving as former Governor Gina Raimondo’s chief of staff between 2016 and 2019, he helped push for the expansion of fossil fuel infrastructure in the form of a $1 billion fracked gas and diesel oil power plant that was ultimately thwarted by community pushback. (Grondin told me “rent control policies do not lower rents” and that the mayor “has instead taken a disciplined, results-driven approach to lowering housing costs.” The power plant project was proposed before Smiley’s tenure in Raimondo’s administration, he added.)
Morales, 27, is a Democratic Socialist and has won the backing of Vermont’s Independent Senator Bernie Sanders. His scrappy campaign against an establishment incumbent Democrat has earned him comparisons to New York City’s young, charismatic Mayor Zohran Mamdani. Unlike Mamdani, however, Morales has made climate central to his campaign.
Morales has gone after Smiley particularly hard on environmental justice issues, sensing a weak spot in his record. “Industrial facilities near the Port of Providence have polluted our neighborhoods for decades,” his issues page reads. “David will require them to contribute more toward the city services and infrastructure our communities deserve.”
A nearly two-mile stretch of Allens Avenue, which flanks the port, is home to asphalt plants, scrap metal recyclers, oil and gas companies, and petroleum storage tanks with a history of leaks, spills, dumps, and other forms of contamination. Locals complain that even just driving along the avenue is enough to make you sick, with 11 identified polluters within a mile radius of National Grid’s newest LNG plant. Traffic to and from the port adds to the odor — and health impacts — in the neighboring communities of South Providence and Washington Park, which have some of the highest hospitalization rates in southern New England. Notably, South Providence’s population is 90% people of color; Washington Park’s is above 60%.
Smiley bristled at Morales’ plan to tax polluters. “Many of my opponent’s proposals — which continue to evolve, by the way — are illegal or not allowed, and he leaves some of those details out, and sometimes changes his position,” he told me. Ahlquist, who issued a rare endorsement of Morales last spring, contends that “we know for a fact it is not illegal” to tax polluters at a different rate. (In truth, it’s a bit of a legal gray area; Providence’s tax code allows it to adopt a classification system with different rates for industrial properties, but whether that classification can be used to single out specific polluters on Allens Avenue is murkier.)
In an interview with Ahlquist, Morales has also proposed buying out the Rhode Island Recycled Metals property — where some of the worst contamination has originated — and pursuing “brownfield mediation” in the area. “I find it shameful that Public Street, one of the few shoreline access points around the Port of Providence, is not a very welcoming environment,” he said. On the adaptation side, he’s proposed passing a green energy bond to invest in renewable energy and upgrade the sewage system with an eye on future flooding.
A week ago, it might have seemed as though Morales had progressive momentum on his side. But after the upset of Democratic Socialist Francesca Hong in Wisconsin on Tuesday night and the narrow victory by progressive up-and-comer Abdul El-Sayed in Michigan the week before, the narrative is now more complicated. Meanwhile, the first primary poll shows Smiley with a 4-point edge — within the margin of error, but still likely to have the Morales campaign in a state of jitters.
Climate adaptation can sometimes fall under a variation of the refrain parodied in urban infrastructure circles: One more study would fix this. That’s especially true in Rhode Island, where study after study has highlighted the problems Morales and Smiley are circling, and yet here they still are, at the center of yet another mayoral race.
“One of the things that frustrates me is when you write a plan and then put it on the bookshelf, and that’s the end of it,” Smiley told me, sounding genuinely irked as we spoke on the phone. “That’s not how I do plans.” He told me stormwater infrastructure would be a major focus of his administration if he’s elected to another term, while he hopes his decarbonization roadmap and the green revolving fund will outlast his mayoralty, whenever and however it may end.
Morales has been stymied before, too. Ahlquist recalled watching the young legislator in the State House at the end of a legislative session, when, in the waning hours, he was told by leadership that a bill he’d been working on wasn’t going to get through. “David, when he’s in public, he’s very controlled, very managed,” Ahlquist said. But from his vantage point, Ahlquist could see Morales had started to cry.
“It’s midnight, the last days of session, and I just saw something raw in him then,” Ahlquist said. “It was like, Wow, this is a guy who really gives a shit.”
Editor’s note: This story has been updated to include responses from the Smiley campaign.
Chatting about win-win solutions with the Abundance Institute’s Ryan Norris.
This week’s conversation is with Ryan Norris, senior fellow for energy policy at the Abundance Institute. The libertarian-leaning institute — whose name cleverly shortens to AI — is a new-ish entity with increasing relevance in energy and tech spaces. As Norris and I discussed, it’s starting to help shape policy on data center development and the generation that’ll power it all, especially in Republican circles. Norris himself previously worked with Americans for Prosperity, a right-wing political organization. I reached out to him and asked if we could chat because I wanted to know more about the institute’s work within the energy space. He wound up saying a lot more than I expected. So let’s dive into it.
The following conversation was lightly edited and abridged for clarity.
So let’s start with what you’re working on. What’s on your desk these days?
Here at Abundance, we sit at the juncture of emerging technology and the energy they need to bring that new technology to bear to impact life positively. We are always in a constant state of learning and researching what the latest thoughts and feelings are around certain policies, particularly around AI and data centers, and then energy technology. How do they feel about nuclear? Geothermal? Solar and battery arrays?
A lot of what I’m working on is Project Gigawatt, a body of policy that fits into permitting, generation, the grid, transmission, and then market and demand. Policies that we believe will generate more, transmit more, and as much of a free market approach as possible. Knowing that a lot of states have regulated utilities, when the state utility can’t produce what the state can potentially actually generate or would need to in order to accommodate large loads, we think there needs to be other opportunities to either bring that power or purchase it in a different way.
When it comes to this policy set, how are you taking into account the intensifying backlash to data center and AI infrastructure, as well as the energy attached to it?
As everyone can sense, things are moving rapidly, and there is a natural inclination to question how fast we’re going. I think these concerns need to be addressed seriously and respectfully. You can’t just say negative things about people who care about water quality or impacts to their local economies. Those are valid. I’ve lived through those. I come from a rural place in Arkansas that had oil and gas plays. And I’ve seen there needs to be conversations with people living in those areas too.
We cannot discount the backlash. When you take the legitimate concerns and pair them with the opportunities coming, I think there’s actually a chance to set up win-win solutions. It shouldn’t be a win-lose scenario here. They have skepticism about AI in the short and long term — that’s a natural inclination and not a negative, per se. But educating people and policymakers about data centers, that’s important.
What is your approach to the rise in land use regulation around data centers and energy infrastructure, moratoria and restrictive ordinances?
As much as possible, you want the infrastructure and cost allocation to be borne by the business causing it. That’s the motivation behind a lot of colocation partnerships happening right now, like the Kilby project in Texas, with natural gas powering a Microsoft hyperscale.
To us, it’s about setting up the opportunity for private property owners to sell to those hyperscalers and those generating the energy. Setting up situations where you’re not stopping people from benefiting. A lot of the “bring your own power” concept, we really like that. Maybe having it where power purchase agreements are more in the mix, things along those lines. That’s where I see things.
The energy increases to our utility bills, people are concerned about it, and that’s a bread and butter issue. That’s the approach: We know we need grid upgrades and want to have the most cost effective versions of those as possible, but you want those needing the power paying for it and not putting it on the backs of residents.
I’m curious, what’s you and your organization’s approach to the rise of gas infrastructure built for AI and the potential impacts that could have on climate change?
I don’t discount the issue of climate change.
Let’s say we’re not able to decarbonize enough to reverse the effects of warmth. We know we’ll have to create energy. We know we have other options for energy that need to be in the mix — more nuclear, which now even some of those who are climate-minded understand is an abundant energy source. I’m also interested in new technologies in geothermal where it can be viable in more places than we thought. You can drill down and tap hot rocks, a basin of water, turn a turbine, and that’s more acceptable for those who care about the climate. And states are looking at it, including my state of Arkansas. I bring these up because I also care about sources that provide firm, consistently available power.
We attended the American Legislative Exchange Council, and one of the things we do, we’re voting members on the energy, environment, and agriculture task force. We’re pro letting the market decide what they need. So we took opposite stances from what people typically consider normal standards on the center-right about banning “net-zero” for local governments. It did pass as model legislation but if we believe “all of the above” is the approach, we also want to be principally correct to ourselves that it doesn’t mean banning wind or solar where it’s viable.
My last question: What’s your thought on the future of politics around AI infrastructure and energy generation for it?
There’s definitely headwinds to those in that industry. I think the sense is, they understood what they wanted and didn’t see any barriers to the way they’d go about it. That’s causing ripple effects in our politics at the local level, including here in Arkansas, where I live in Pulaski County. I think it’ll stay important particularly as it connects to affordability concerns around energy. We know we need more energy, but we want it at the lowest cost possible to the residential side. If people are feeling like data centers are driving the demand for the energy and aren’t on the hook for it, that’s going to position them to be more negative towards the technology.
But we have to expand the conversation. There are folks out there talking about 3D printing for homes, using proprietary cement mixes to build homes in a few weeks when they took months. Agriculture is using robotics in lieu of pesticides and herbicides. Advanced manufacturing is improving the quality of medical equipment. No one completely understands the end goal of new energy to fuel the data centers and AI to get us where there’s a net benefit to them.
Plus more of the week’s biggest development fights.
1. Shelby County, Alabama — The Trump administration’s widening effort to intervene in rural energy project fights is facing an early test: What happens if companies don’t take it seriously?
2. Ozaukee County, Wisconsin — Speaking of walls, we just saw the political power of the data center resistance hit one in the Badger State.
3. Everywhere in Texas — Texas Governor Greg Abbott is getting a lot of love for his data center standards, with major developers rolling out press statements claiming they’ll comply.
4. Herkimer County, New York — Something weird is going on in upstate New York with a monastery, a wind farm, and the Trump administration. I’m not sure what to make of it yet.