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Atomic Canyon is set to announce the deal with the International Atomic Energy Agency.

Two years ago, Trey Lauderdale asked not what nuclear power could do for artificial intelligence, but what artificial intelligence could do for nuclear power.
The value of atomic power stations to provide the constant, zero-carbon electricity many data centers demand was well understood. What large language models could do to make building and operating reactors easier was less obvious. His startup, Atomic Canyon, made a first attempt at answering that by creating a program that could make the mountains of paper documents at the Diablo Canyon nuclear plant, California’s only remaining station, searchable. But Lauderdale was thinking bigger.
In September, Atomic Canyon inked a deal with the Idaho National Laboratory to start devising industry standards to test the capacity of AI software for nuclear projects, in much the same way each update to ChatGPT or Perplexity is benchmarked by the program’s ability to complete bar exams or medical tests. Now, the company’s effort is going global.
On Wednesday, Atomic Canyon is set to announce a partnership with the United Nations International Atomic Energy Agency to begin cataloging the United Nations nuclear watchdog’s data and laying the groundwork for global standards of how AI software can be used in the industry.
“We’re going to start building proof of concepts and models together, and we’re going to build a framework of what the opportunities and use cases are for AI,” Lauderdale, Atomic Canyon’s chief executive, told me on a call from his hotel room in Vienna, Austria, where the IAEA is headquartered.
The memorandum of understanding between the company and the UN agency is at an early stage, so it’s as yet unclear what international standards or guidelines could look like.
In the U.S., Atomic Canyon began making inroads earlier this year with a project backed by the Institute of Nuclear Power Operators, the Nuclear Energy Institute, and the Electric Power Research Institute to create a virtual assistant for nuclear workers.
Atomic Canyon isn’t the only company applying AI to nuclear power. Last month, nuclear giant Westinghouse unveiled new software it’s designing with Google to calculate ways to bring down the cost of key components in reactors by millions of dollars. The Nuclear Company, a startup developer that’s aiming to build fleets of reactors based on existing designs, announced a deal with the software behemoth Palantir to craft the software equivalent of what the companies described as an “Iron Man suit,” able to swiftly pull up regulatory and blueprint details for the engineers tasked with building new atomic power stations.
Lauderdale doesn’t see that as competition.
“All of that, I view as complementary,” he said.
“There is so much wood to chop in the nuclear power space, the amount of work from an administrative perspective regarding every inch of the nuclear supply chain, from how we design reactors to how we license reactors, how we regulate to how we do environmental reviews, how we construct them to how we maintain,” he added. “Every aspect of the nuclear power life cycle is going to be transformed. There’s no way one company alone could come in and say, we have a magical approach. We’re going to need multiple players.”
That Atomic Canyon is making inroads at the IAEA has the potential to significantly broaden the company’s reach. Unlike other energy sources, nuclear power is uniquely subject to international oversight as part of global efforts to prevent civilian atomic energy from bleeding over into weapons production.
The IAEA’s bylaws award particular agenda-setting powers to whatever country has the largest fleet of nuclear reactors. In the nearly seven decades since the agency’s founding, that nation has been the U.S. As such, the 30 other countries with nuclear power have largely aligned their regulations and approaches to the ones standardized in Washington. When the U.S. artificially capped the enrichment levels of traditional reactor fuel at 5%, for example, the rest of the world followed.
That could soon change, however, as China’s breakneck deployment of new reactors looks poised to vault the country ahead of the U.S. sometime in the next decade. It wouldn’t just be a symbolic milestone. China’s emergence as the world’s preeminent nuclear-powered nation would likely come with Beijing’s increased influence over other countries’ atomic energy programs. As it is, China is preparing to start exporting its reactors overseas.
The role electricity demand from the data centers powering the AI boom has played in spurring calls for new reactors is undeniable. But if AI turns out to have as big an impact on nuclear operations as Lauderdale predicts, an American company helping to establish the global guidelines could help cement U.S. influence over a potentially major new factor in how the industry works for years, if not decades to come.
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Current conditions: Tropical Storm Arthur made landfall over Texas just hours after strengthening into the first named storm of the Atlantic hurricane season • Temperatures in Spain, France, and Portugal are forecast to eclipse 104 degrees Fahrenheit by this weekend • A fast-moving wildfire is scorching homes in the Beacon Hill area of Spokane, Washington.
On Wednesday, President Donald Trump signed a 14-paragraph memorandum of understanding with Iran to end the war. Under the deal, which is set for tougher negotiations over the fine details within 60 days, the Strait of Hormuz will reopen, the U.S. will lift sanctions on Iran and unfreeze billions of dollars, and Tehran will continue expanding its civilian nuclear program with a pledge not to seek an atomic weapon. Oil markets responded to the milestone with mixed results. The benchmark prices for oil produced in the U.S. and Europe tumbled about 2% on Wednesday, while the standard for crude from the United Arab Emirates jumped over 3%.
In other macroeconomic news: The Federal Reserve announced Wednesday that it was leaving its benchmark interest rate unchanged for the fourth straight time. Speaking at his first policy meeting since taking office, Kevin Warsh, Trump’s newly appointed Fed chairman, promised to “deliver price stability.” But CNN noted that most of Warsh’s colleagues signaled in their economic outlooks that they anticipated hiking rates again later this year. Rate cuts, as Heatmap’s Matthew Zeitlin has written, are key to boosting renewables, whose upfront costs make them sensitive to interest rates on capital.
The Department of the Interior has agreed to pay the developer Invenergy $765 million to cancel its four offshore wind leases, an amount equal to what the company paid the federal government for access to the areas. Like the administration’s previous deals to kill off as-yet-unbuilt offshore wind projects, Invenergy’s agreement is structured as a legal settlement. As Heatmap’s Emily Pontecorvo explained, the deal follows a similar $928 million arrangement with TotalEnergies announced in March, and an $885 million agreement with several joint ventures in April. That brings the total amount the administration has agreed to pay to end offshore wind leases to more than $2.5 billion to date.
A group of state attorneys general filed a legal challenge to those previous deals earlier this month that questions their use of the Judgment Fund, a functionally unlimited well of cash the federal government can use to settle ongoing or imminent lawsuits. Here’s Emily with more on the Judgment Fund and why using it may be tricky for the administration to defend.
Among the most poignant critiques of solar energy are its intermittency and the amount of land needed to generate vast quantities of power. Batteries are quickly solving the first part of that equation. But data from a new interactive map the Solar Energy Industries Association published this morning shows that solar today takes up just 0.04% of the total U.S. land area, and 0.07% of prime American farmland. There were zero states where solar used more than 0.5% of prime farmland, according to the data, which was shared exclusively with Heatmap. In fact, nearly every state has more abandoned prime farmland than solar-developed parcels. Nationally, there are 43 acres of abandoned prime farmland for every acre of solar on prime farmland. As a particularly jarring point of comparison, golf courses alone use 2.6 times as much prime farmland as solar, while suburban development just since 2014 uses roughly six times as much. “America depends on our land to grow our food, build our communities, and power our lives,” Tim Pawlenty, the newly-appointed chief executive of SEIA and a former Republican governor of Minnesota, told me in a statement. “Responsible land use means balancing all of those needs. This map helps provide important context by showing that solar and agriculture can thrive together. Solar development uses a very small amount of farmland compared to many other common land uses, while also delivering affordable energy, local tax revenue, and reliable income for farmers and landowners.”

Solar, meanwhile, hit a major milestone in California. In the first five months of 2026, utility-scale solar generation in the California Independent System Operator surpassed natural gas power, according to a new analysis from the Energy Information Administration. Compared to the same five-month period in 2024, this year saw a 21% increase in solar generation. Gas-fired generation, meanwhile, sank by 60%.
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Estonia’s parliament has passed a new bill creating the Baltic nation’s first complete set of rules for producing nuclear energy and overseeing its safety, NucNet reported, a key step toward building the NATO country’s first atomic power station. Meanwhile, Swiss lawmakers just rejected a bid to slow down legislation to allow for construction of new reactors again. Switzerland’s Council of States, its upper house of parliament, blocked a motion to refer a nuclear bill to the Federal Council ahead of a planned vote later this week.
In Sweden, the parliament approved legislation to streamline permitting for mining and processing uranium. The bill also included an amendment to open up more coastal sites to reactor development, World Nuclear News reported.
The U.S. is seeing the start of a solar manufacturing boom, perhaps best exemplified by the opening of the first fully integrated plant in Qcells’ factory. Now Soltec, a startup that manufactures tracking equipment to maximize power production, has launched a new line of hardware that it says is completely compliant with new restrictions on foreign imports. The company said it had spent the past year “reorganizing its U.S. supply chain with a clear objective: to provide customers with a highly localized supply network capable of meeting the domestic content requirements” of new federal rules. “By localizing its U.S. supply chain, Soltec helps customers pursue Made-in-USA tax benefits while improving cost competitiveness, delivery certainty, and resilience against tariffs, freight volatility and broader geopolitical disruptions,” Mariano Berges, Soltec’s chief executive, said in a statement. “The objective is to protect U.S. customers and provide greater execution certainty for their projects in an increasingly complex market environment.”
In case you were wondering where former Secretary of Homeland Security Kristi Noem may turn up, here’s your answer: copper mining. The current special envoy to the Shield of the Americas, a pact of right-leaning Western Hemisphere countries, has joined NovaRed Mining, a junior miner that holds two early-stage copper exploration assets in Canada. Noem, who is taking an adviser role, boasts “extensive experience spanning economic development, infrastructure, energy, agriculture, national security and public-private collaboration,” the company said in a press release.
A natural gas well in Kansas is not the same as an offshore wind farm in Maine.
It happened again. The Trump administration has struck a deal with an offshore wind developer to cancel another round of projects. My colleague Emily Pontecorvo has the full story: The Chicago-based company Invenergy has accepted $765 million to give up four offshore wind leases off the coast of New York, California, and Maine.
These deals might be legally suspect — Democratic state attorneys general sued to block them a few weeks ago — but the administration says more are coming. “The Department of Justice looks forward to continued cooperation from companies that are reevaluating their energy investments,” the official press release about today’s deal intones. I have to applaud the federal lawyer who chose the phrase “continued cooperation” here; it is suitably menacing while implying that developers who give in to the racket are somehow complicit.
If you read Heatmap, you knew a deal like this might be coming. As Emily writes, she predicted that Trump would target Invenergy for a deal back in April. Eyes now turn to the German developer RWE, which is sitting on two more leases and hasn’t yet taken a bargain.
Most observers have seen these deals as a front in the president’s war on wind power. And, of course, they are. But they should also be viewed as part of Trump’s peculiar attack on the economy of coastal states.
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By Heatmap’s tally, the Trump administration has now terminated the leases for more than 14 gigawatts of planned offshore wind capacity, or roughly enough to power at least 6 million to 7 million homes. More than half of those gigawatts were initially planned to go to New York and New Jersey’s strained power markets (and on from there to New England and the Mid-Atlantic).
Another 3.4 gigawatts were planned for Maine’s power grid. Maine already suffers from some of the highest power bills in the country, according to Heatmap and MIT’s Electricity Price Hub; its rates have risen more than 10% in the past year.
California was slated to get another 4 gigawatts, and the Carolinas were due the last remaining gigawatt.
What’s funny — or perhaps fishy, given the maritime setting — is that administration officials seem to realize that they shouldn’t be taking so much electricity generation off the map. Today’s Invenergy deal includes a new quasi-quid pro quo arrangement: In exchange for giving up its offshore wind leases, Invenergy agreed to develop natural gas or geothermal power plants in Indiana, Wisconsin, Iowa, Kansas, and Missouri. (Previous deals countenanced only fossil fuel development, so I suppose this counts as a “win.”)
But of course, as Hilary Bright, who leads the pro-wind group Turn Forward, argued this afternoon, that doesn’t work. “These buyouts are not one-for-one ‘swaps’ for another kind of energy,” she said in a statement. These wind farms were meant to bring new generation capacity online in some of the country’s most stressed power markets. It doesn’t work to cancel them, then build new power plants in the middle of the country. New York is particularly power-constrained at the moment and faces a risk of summertime blackouts as soon as the end of this decade. Invenergy’s wind leases in the tristate area — or, as FIFA would call it, New York/New Jersey — were closer to operation than any of its other projects.
If and when blackouts arrive in Gotham, will New Yorkers look back and remember this moment? Or — somewhat more importantly to Trump — will voters in Maine and North Carolina, both of which have elections this November that will help determine the balance of the Senate. Whatever happens, we’ll be watching it here at Heatmap.
The deal with developer Invenergy includes a commitment to build geothermal generation in addition to natural gas.
In the third deal of its kind, Trump’s Interior Department has agreed to pay the energy developer Invenergy $765 million to cancel its four offshore wind leases, an amount equal to what Invenergy originally paid the federal government for them.
Like the preceding deals, the administration structured the refund as a legal settlement with Invenergy. That means the government will pay the company out of the Judgment Fund, a reserve of taxpayer dollars overseen by the Department of Justice and the Treasury Department that’s set aside to settle litigation that’s either ongoing or imminent.
The Invenergy agreement follows a similar $928 million arrangement with TotalEnergies announced in March, and an $885 million agreement with several joint ventures in April. That brings the total amount the Trump administration has agreed to pay to cancel offshore wind leases to more than $2.5 billion to date. The agency has not yet posted the settlement publicly, but the previous agreements were predicated on hypothetical lawsuits that the offshore wind developers would have filed if the Trump administration had paused activity on their leases, which it threatened to do based on national security concerns.
The key difference in the Invenergy agreement is in the quid pro quo. The other settlements specified that the companies would only be eligible for payment after investing an equal amount into U.S. oil and gas projects. In exchange for walking away from its offshore wind leases, Invenergy promised not only to develop natural gas-fired power plants, but also geothermal power generation projects — which are emissions-free.
Invenergy is a diversified power developer that builds solar, storage, wind, and natural gas generation. The company currently has more than 30 gigawatts of solar in its development pipeline and 10 gigawatts of natural gas. It has not yet built a geothermal power plant, but it has leased 139,000 acres of federal land to explore geothermal development. It’s also a member of the Mountain West Geothermal Consortium, a group of states, investors, and companies working together to scale the technology.
Invenergy holds one offshore wind lease off the coast of New York and New Jersey that it purchased in 2022 for $645 million, where it was developing its Leading Light project before work stalled last November. It also has a lease off the coast of California that it acquired for $112 million, also in 2022, and two in the Gulf of Maine, for which it paid about $9 million in 2024.
In a blog post published Wednesday, Invenergy said the deal with the Trump administration would “bring more megawatts to the grid and advance projects that can move forward today,” implying that the projects the company will build instead of offshore wind will come online faster.
The problem with Trump’s quid pro quos across all of these deals is that there’s no guarantee the companies wouldn’t have invested the same amount of money into the same projects regardless of whether they were reimbursed for their offshore wind leases. In the case of Total, the settlement is explicit that projects the company had already committed to invest in prior to the deal qualify.
After the administration announced the second round of offshore wind lease buyouts in April, making it clear the strategy was not a one-off settlement with Total but a new strategy to squash the industry, I named Invenergy as one of two developers that could be next. The other one that seems positioned to reach a similar deal is RWE, a German energy company with plans to develop 15 natural gas plants in the U.S. RWE paid $1.1 billion in 2022 to purchase a lease off the coast of New York and New Jersey for a project called Community Offshore — the most any company has paid to date for U.S. offshore wind development rights. It also bought a lease in the Pacific for $121 million, and another in the Gulf of Mexico for about $4 million.
In a press release, the Interior Department signaled its intention to broker more such agreements. “The Department of Justice looks forward to continued cooperation from companies that are reevaluating their energy investments,” it said.
Legal experts I’ve spoken with are skeptical that any of these settlement agreements comply with federal law. The government’s leasing statutes generally do not allow companies to walk away from their agreement and receive a refund.
Earlier this month, a group of seven attorneys general from Northeast states challenged Trump’s deal with TotalEnergies in court. They alleged that there was no actual disagreement between the parties that would legitimize use of the Judgement Fund. They also argued that under the Outer Continental Shelf Lands Act, the statute governing offshore wind, the Interior Department was required to hold a hearing to investigate whether continued activity on the lease would cause serious harm to the environment or national security before cancelling it.
The Trump administration has lost every lawsuit thrown its way so far challenging its actions on offshore wind. Last week, it quietly gave up its own appeal of a federal court’s December decision vacating Trump’s Day One Executive Order to halt wind energy approvals. The Invenergy deal suggests that this was less a sign of surrender in Trump’s wind war than part of a pivot to other strategies.
Editor’s note: This story has been updated to include the press release from the Department of the Interior.