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Obvious Ventures’ managing director makes his case.

Last month I wrote about potential overhype in the artificial intelligence space, asking a series of investors whether the hubbub around generative AI had current, tangible implications in the climate sphere. What I mostly heard was: Not yet. Many acknowledged that generative AI could plausibly do fundamental scientific research — creating new chemical and molecular formulations that could have broad implications for climate tech and beyond — but most didn’t think we were there yet.
Not everyone shares that perspective. Obvious Ventures, a San Francisco-based venture capital firm that focuses on the three pillars of planetary, human, and economic health, says it wants to invest in what it calls “generative science.” Today.
“While most venture dollars are chasing large language models for enterprise productivity, Obvious is funding large science models trained on chemistry, physics, and biology, to generate new scientific breakthroughs in decarbonization, biotech, materials science, and robotics,” James Joaquin, co-founder of the firm, said in a recent blog post titled “ Generative Science: Our Contrarian View of AI.”
There are some companies pursuing this lofty vision, especially in the pharmaceutical space, and Obvious has even invested in a few of them. But whether “generative science” is currently upending the AI and climate space is debatable. In an interview, Andrew Beebe, managing director at Obvious Ventures, walked me through why he’s so bullish on AI for climate.
“So computational biology and life sciences really, truly have been using machine learning for a long time,” Beebe told me. Of course, having a machine learning model that identifies patterns in reams of data is different from the type of “generative science” that could come up with new drugs, for example — but now one of Obvious Ventures’ earlier investments, Recursion Pharmaceuticals, has partnered with Nvidia to do just that. “That company uses AI to speed the drug discovery process. We have a number of companies where they are using similar concepts for proteomics and genomics, so that experience taught us that there are plenty of use cases where this can really apply,” Beebe told me.
The success of Recursion, which went public in 2021, has helped fuel the firm’s optimistic AI outlook, and it’s since made a number of investments at the intersection of AI and climate. Just a few weeks ago, Obvious led a $30 million round of Series B funding for Zanskar Geothermal & Minerals, which also included cleantech VC Lowercarbon Capital, among others. The company analyzes swaths of geological data to help locate areas with optimal geothermal resources, creating maps and greatly expediting what can be a highly inefficient process.
“Smart geologists will drill 10 exploratory wells and get one to hit,” Beebe told me. Zanskar aims with its software to dramatically improve that hit rate, and though the company hasn’t provided performance metrics, Beebe said that if we could get closer to nine out of 10, “that changes everything. It changes the economics of traditional geothermal.”
The company also pulls in data such as power line capacity and land pricing to make its recommendations, “It will tell you this is where you should drill to be cost effective. Not just this is where the heat is.”
As useful as this is, though, Zanskar’s tech isn’t generative AI — it’s just a great use case for increasingly powerful predictive AI, in which machine learning models analyze patterns in large datasets to make forecasts and recommendations, in this case where to drill. Thus far, it seems, none of Obvious Ventures’ investments in the climate and AI space are yet fulfilling the ultimate promise of “generative science” as Joaquin characterized it. “Generative media has delivered us a printing press that can write its own words,” he wrote, “but generative science will deliver a more consequential lab bench that can create its own novel arrangements of atoms.”
Beebe sees other climate applications for generative AI, however, particularly for the electric grid. “Maybe the mother of all near future generative science in the climate space is just making the grid smart,” he told me. While Obvious hasn’t yet invested in the AI-enabled smart grid space, Beebe is excited about “agentic systems” that will be able to make autonomous decisions based on real-time supply and demand data. “A result of that might be, let’s take power out of this massive Form seasonal battery sitting up in Modesto and move it to Southern California. Let’s take this water and start pumping it up the hill” choices that, today, “are really not automated in any coordinated way across the system,” he said.
Beebe also thinks there’s big AI potential when it comes to battery chemistries and nuclear reactor designs. “I think that AI is going to help basically expand the edge of what is physically or scientifically possible because of the rate of iteration of different designs. They won’t be right every time, but they will help us get closer and closer to the estimate space. We will then feed back in that reinforcement learning and then it will become better next time,” he told me. “And then I think things like fusion reactor designs are further down the line.”
Again, Obvious hasn’t yet invested in companies actually utilizing AI in these ways, but Beebe is confident that the future is near. And some recent research in does provide reason for hope For example, AI research laboratory Google DeepMind collaborated with the Swiss Plasma Center to learn how to better control hydrogen plasma in nuclear fusion reactors, and Microsoft used its own AI platform to discover a battery material that could reduce lithium use by up to 70%.
Obvious thinks large language models have a space in the climate tech landscape, as well. Last month, the firm co-led the seed round for Halcyon, a company trying to improve access to energy market data via LLM-enhanced searches. It was founded by ex-Twitter employees alongside Nathaniel Bullard (formerly chief content officer at BloombergNEF and publisher of a renowned-in-niche-energy-circles annual decarbonization report).
“We call it NatGPT internally,” Beebe said. “What they’re really trying to do is build a automated consultative service for energy developers to help them figure out where to site power plants, how to think about where to site transmission lines, how to answer any questions that they have about the vast and complex world of accelerating decarbonization of the grid,” Beebe told me. “It’s all AI-based and effectively LLMs, for the most part.”
In summary, even if Obvious’s current investments aren’t quite yet creating “ the chemicals and molecules” to “help solve humanity’s toughest challenges” in the climate sphere, watch this space.
Editor’s note: This story has been updated to correct statements about Zanskar’s accuracy.
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In an age of uncertainty, investors want proven technologies.
When Trump won a second term, nobody quite knew exactly what havoc he would wreak on the climate tech industry — only that its prospects looked deeply unstable. After all, he’d alternately derided and praised electric vehicles, accused offshore wind turbines of killing whales, and described himself as “a big fan of solar” — save for its supposed harm to the bunnies — all while rallying supporters around the consistent refrain of “drill, baby, drill.”
At the same time, a number of key technologies continued moving down the cost curve, supportive policy or no. This collision of climate tech antipathy and maturing technology is already reshaping the funding landscape. New reports from Sightline Climate, Silicon Valley Bank, and J.P. Morgan point to a clear bifurcation in the industry: While well-capitalized investors and more established climate tech companies continue to raise sizable funds and advance large-scale projects, much of the venture ecosystem that backs earlier-stage solutions is struggling to keep up.
The headline numbers — which look strong at first glance — help obscure that reality. Sightline Climate’s Dry Powder and New Funds report, for instance, shows investors raising a record $92 billion in new climate-focused capital across 179 funds last year. But 77% of that total was concentrated among the largest players, institutional heavyweights like Brookfield Asset Management, Copenhagen Infrastructure Partners, and Energy Capital Partners, which tend to back proven technologies such as utility-scale solar, wind, and battery projects.
“A lot of infrastructure funds are very comfortable saying, Yeah, I’m going to do wind and solar. I know how that works. I can see the project finance there. All good,” Julia Attwood, Sightline’s head of research, said on a webinar about the firm’s report.
Meanwhile, the proportion of U.S. investment going to seed and Series A companies fell for the first time in about a decade, according to Silicon Valley Bank’s Future of Climate Tech report, bad news for less mature but critical technologies like carbon capture, green steel, low-carbon cement, and agricultural decarbonization. These remain the domain of more risk-tolerant early-stage venture investors, whose share of total funding raised is similarly shrinking, dropping from about 20% in 2021 to under 8% last year, according to Sightline. That’s due to both a decline in VC fundraising — the average fund size dropped from $174 million in 2024 to $160 million in 2025 — as well as infrastructure’s share of the pie growing as the industry matures.
Capital concentration also shows up within early-stage venture itself. While Silicon Valley Bank’s topline numbers show startup valuations increasing at every stage from seed to Series C and beyond, “there’s clearly a story behind that where the top performers are doing really well and a lot of the longer tail are still scraping to keep up,” Jordan Kanis, Silicon Valley Bank’s managing director of climate technology, told me. “There’s still money flowing into early stage companies. I think there’s more selectivity. It’s a higher bar.”
That selectivity has become a necessity, as investors struggle to raise fresh capital from their limited partners in a politically volatile environment, in which affordability and energy security have become the name of the game and the word “climate” is all but forbidden. Even before Trump’s second term, LPs were facing a liquidity crunch, as infrastructure-heavy climate tech companies often take a decade or more to exit and return capital to investors. So until those IPOs or acquisitions accelerate, many LPs will likely remain cautious about ponying up additional capital.
This year could be a turning point on that front, however, with nuclear startup X-energy going public last month at a valuation of nearly $12 billion, and geothermal unicorn Fervo Energy gearing up for its pending IPO. “Nothing gets this fired up more than some really good exits,” Andrew Beebe, managing director at Obvious Ventures, told me, referring to the climate tech ecosystem at large. “That’s going to get people talking a lot about the opportunities in the space.”
Obvious, which invests in climate tech companies but also those focused on “human health” and “economic health,” is one of the few venture investors to bring in fresh capital recently, raising about $360 million in January for its fifth fund. Last year, only 39% of climate-focused VC funds that were actively raising were able to close, according to Sightline Climate’s data, compared to 73% of mature infrastructure funds and 60% of growth funds.
Beebe said that for a well-known firm like Obvious, which has been investing in this space for over a decade, “we did not find it that hard” to raise, explaining that “LPs today are favoring experienced teams with track records.” The firm’s diversification beyond climate also might have been a boon, he said. And there’s always the possibility that “there were just too many funds, and we’re going to see a thinning of the field” in both climate and the venture landscape at large.
Indeed, the broader venture market mirrors many of these trends, indicating there’s more than just political sentiment — or even climate industry maturation — driving capital concentration at the top. For one, the entire venture industry contracted after 2022, as post-pandemic interest rates rose, money got more expensive, and valuations plummeted across the board. That’s led investors across all categories to hold off until companies demonstrate significant proof of traction.
“When we look at tech firms and look at how much revenue the median Series A company has in 2021 and compare that to what they had in 2025, it’s double,” Eli Oftedal, a principal researcher at Silicon Valley Bank, told me, meaning Series A companies are bringing in much more revenue than they were five years ago. “Investor expectations are higher across the board, not just in climate, and that’s a pretty clear indication of the whole ecosystem changing to request a higher level from founders.”
At the same time, revenue growth rates have slowed, elongating the time it takes startups to move from one round to the next. This environment has LPs and investors placing big bets on a few prosperous industries that seem almost guaranteed to generate returns, whether it’s solar and wind or artificial intelligence companies. For instance, OpenAI and Anthropic raised $40 billion and $13 billion last year, respectively, accounting for 14% of total global venture investment in 2025.
That type of focused hype is redirecting attention from generalist investors — who might have otherwise funded climate tech — toward more AI-centric bets. But the AI boom and the accompanying data center buildout are also behind many of today’s strongest climate tech deals, with surging electricity demand fueling investment in clean energy and gridtech startups as hyperscalers look to meet their ambitious — and perhaps impractical — climate targets.
“If you’re investing in the clean baseload energy and power part of climate tech, there’s so many dollars that need to be deployed to bring these companies to scale, and they’re viable today,” Robert Keepers, head of climate tech at J.P. Morgan Commercial Banking, told me. “Funds that are focusing on that part of the sector are doing really well.”
But the result is also a dynamic that disproportionately favors the energy sector, the most mature segment of the climate tech ecosystem. Last year, three quarters of new capital raised by climate-focused funds was earmarked for energy investments, leaving sectors including transportation, industry, and agriculture increasingly cut off from capital
If the trend continues, it could create a pipeline problem. Infrastructure investors would keep scaling solar and wind farms alongside politically favored tech like nuclear and geothermal, while a dwindling supply of venture capital leaves fewer next-generation companies able to graduate into that queue. “If they don’t have VC commercializing and providing [first-of-a-kind] funding for a bunch of the new tech then you’re just going to see more and more concentration in a few technologies, and you won’t really have that growth of a brand new market,” Attwood explained on the call.
As of now, however, that’s just speculation. As Attwood noted, Sightline’s data is based on climate tech funds that have already closed. “There’s another $200 billion out there that has not closed yet,” she emphasized. “So if all of that money is still in the pipeline, is still moving through, and could reach close fairly soon, that’s a huge indicator that there is still appetite to fund climate.”
With the historic level of electricity demand growth, Keepers told me “there’s never been this much momentum in the space.” And the climate issue certainly isn’t going away anytime soon. As Silicon Valley Bank’s report notes, over the past decade, billion-dollar climate and weather disasters alone have caused $1.5 trillion in direct damages — a figure that excludes smaller disasters and doesn’t even begin to capture the catastrophes’ broader economic ripple effects.
“We’re tackling a problem that some people still don’t really see, and we see with great clarity. So that’s where you make a lot of money,” Beebe told me. “Unlike some other cycles like blockchain, or crypto, or even enterprise SaaS, this cycle doesn’t come and go. It is a one way street. It will continue to become a bigger and bigger opportunity.”
Current conditions: Temperatures are climbing to 100 degrees Fahrenheit in Las Vegas as a heat wave settles over the Southwest • In India’s northwest Gujarat state, thermometers are soaring as high as 112 degrees • Fire season in the U.S. state of Oregon has officially begun, weeks ahead of usual.
A tanker carrying liquified natural gas from Qatar has appeared to transit the Strait of Hormuz, marking the country’s first export out of the Persian Gulf since the Iran War started. On Sunday, Bloomberg reported that the Al Kharaitiyat had successfully passed through the narrow waterway near the mouth of what’s traditionally the busiest route for oil and gas in the world. As of Sunday evening, the vessel en route to Pakistan from Qatar’s Ras Laffan export plant had reached the Gulf of Oman. The ship, the newswire noted, “appears to have navigated the Tehran-approved northern route that hugs the Iranian coast through the strait.”
Still, progress on ending the war the United States and Israel are waging on Iran remains limited. In a Sunday post on his Truth Social network, President Donald Trump said he had just read a “totally unacceptable” counter proposal to end the war “from Iran’s so-called ‘representatives.’” In the meantime, it’s not just hydrocarbon buyers feeling the pinch of higher prices. As Heatmap’s Matthew Zeitlin reported last month, the closure of the strait is squeezing both ingredients for battery storage and solar panels.
Data centers may represent big new buyers for electrical utilities. But Eversource Energy, the Massachusetts-based electrical power company serving nearly 5 million customers across New England, is betting against data centers. On a call with investors last week, Eversource CEO Joe Nolan said he’s “not interested” in developing new server farms across the company’s territory, as it’s “only going to drive up the price of energy,” according to Utility Dive. “It’s of no value to our residential customer — actually, any customer,” Nolan said. A limited buildout of artificial intelligence infrastructure had kept prices steadier in New England’s grid than in PJM Interconnection, the mid-Atlantic system. “If you look at the volatility in ISO New England, there’s not a very volatile market compared to PJM,” he said. “So, I feel good about it.”
That position may align well with the push from some Democrats, particularly on the left, to halt data center construction amid a populist backlash to the projects. But this isn’t a blue state issue alone. The same day Nolan made the remarks, Florida Governor Ron DeSantis, a hard-line Republican, signed a bill mandating that utilities require large data centers to pay their own service costs and prevent those costs from being shifted to ratepayers. “You should not pay one more red cent for electricity because of a hyperscale data center as an individual,” DeSantis said, according to E&E News. “That’s just not right, for the most wealthy companies in the history of the world to come in and have individual Floridians or Americans subsidize these hyperscale data centers.”
One of the biggest early problems afflicting America’s next-generation nuclear industry is the fact that a key fuel many new reactor technologies need has, for years, only been manufactured commercially by Russian and Chinese state-owned nuclear companies. For companies pitching a return to fission as a way for the West to avoid Moscow’s gas and Beijing’s solar panels, batteries, and critical minerals, that posed a problem. But Washington has been racing to shore up a domestic supply of what’s known as high-assay low-enriched uranium, or HALEU. Now it’s tapping in one of its closest allies and partners in the atomic energy industry. On Friday, World Nuclear News reported that Japan had shipped 1.7 metric tons of HALEU to the U.S. as part of “the largest single international shipment of uranium in the history of the National Nuclear Security Administration.” The delivery joined together the U.S. Department of Energy’s NNSA, Japan’s top two nuclear regulatory agencies, and the United Kingdom’s Nuclear Transport Solutions and Civil Nuclear Constabulary. “This milestone accelerates our progress towards a secure and independent energy future, while reaffirming our commitment to nuclear nonproliferation,” Matthew Napoli, the NNSA’s deputy administrator for defense nuclear nonproliferation, said in a statement. “Through this partnership with Japan, we are fuelling the next generation of nuclear power, and solidifying America's energy dominance.”
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ITER is just about ready to eat. The world’s biggest nuclear fusion experiment, the globally-funded megaproject in France known as the International Thermonuclear Experimental Reactor, has received the final shipment of components needed to assemble the giant magnet at the heart of the facility. As a result, the project is now back on schedule, NucNet reported last week.
The joint effort between the U.S., China, the European Union, India, Japan, Russia, and South Korea was once considered the vanguard of the quest for the so-called holy grail of clean energy. But delays, bureaucracy, and funding pauses created repeated setbacks. Meanwhile, fusion has made major strides at small startups in the U.S., while China — as I have reported here — is outspending the entire world combined on research.
JinkoSolar is selling a 75.1% stake in its U.S. manufacturing subsidiary to the private equity firm FH Capital for an undisclosed sum. The deal, announced Friday, also includes the Chinese giant’s battery business. “FH Capital brings deep sector expertise, financing experience, and a deep understanding of the U.S. market,” Nigel Cockroft, U.S. general manager of JinkoSolar, said in a statement. “We believe this transaction provides the right ownership, management and strategic direction for this new venture to grow capacity and serve the growing demand for high performance U.S.-sourced renewable energy products.”
U.S. manufacturers have long struggled to compete against Chinese solar panel producers, which — as I told you two weeks ago — have seen exports more than double since the start of the Iran War. And as I also recently noted, new kinds of solar panels are getting a second look in the U.S. right now. But U.S. panel manufacturers don’t just struggle to compete on price. A new industry report highlighted last week in PV Magazine found that U.S. solar factories are struggling to meet high soldering standards.

Coyotes are the best animal, just in case you didn’t know or you weren’t sure. They are cunning, beautiful, and so clearly emblematic of the natural wonder of this continent that various Native Americans cultures revered the canine European settlers later renamed Canis letrans — “barking dog” in Latin — as a deity. They are wily, the trickster whose wit and determination to endure against bigger predators such as wolves and bears and survive a record-shattering onslaught by the U.S. government. If you ever want to fall in love with the biology and mythology of these creatures, read Coyote America by the environmental historian Dan Flores, or listen to one of his lectures on YouTube. What you’ll learn is that the coyote was subjected to the most extensive extermination campaign in American history, facing all kinds of creatively cruel new weapons especially after World War II as ranchers demanded the U.S. government eradicate one of the peskier pests for livestock, only to spread to more corners of North America than ever before. One of the worst innovations in coyote killing: Cyanide bombs. In 2023, the Biden administration banned the devices, which shoot liquid cyanide into the animal’s mouth causing a vicious but swift death. Now the Trump administration is bringing back cyanide bombs, despite concerns that the traps kill wolves, foxes, and unleashed dogs. It may kill off more individual canines. But it certainly will not eliminate coyotes.
Rob takes stock of both Biden and Trump’s climate legacies with John Bistline and Ryna Cui.
When Congress passed the Inflation Reduction Act in 2022, researchers estimated it would cut U.S. carbon pollution by more than 40% by the mid-2030s. Then President Trump and a GOP majority partially repealed the law, and many of those emissions declines looked doubtful. What will U.S. carbon emissions look like after the One Big Beautiful Bill Act?
We’re starting to get a sense. On this week’s episode of Shift Key, Rob talks with John Bistline and Ryna Cui about a new paper they coauthored modeling the Inflation Reduction Act and One Big Beautiful Bill Act’s combined effects. Bistline is the head of science at Watershed and a former researcher at the Electric Power Research Institute. Cui is a professor at the University of Maryland School of Public Policy and the research director for its Center for Global Sustainability.
Shift Key is hosted by Robinson Meyer, the founding executive editor of Heatmap News.
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Here is an excerpt from their conversation:
Robinson Meyer: One of the many things the IRA was supposed to do — but I think one of the things that it got the most credit for, and that ultimately got some people who were maybe wavering about the law to get to yes — is it was supposed to really drag down the path of U.S. emissions, I think as far as 33% or 35% below where they would be otherwise.
It’s now been partially repealed, and without getting too much into it, basically, as we’ve talked about before, the solar and wind and some of the clean energy tax credits are going to terminate as soon as this year or next year. And then tax credits for energy storage for nuclear will remain on the books for longer. And it’s a more complicated story as we get into EVs. But it’s now been partially terminated. Do we have a sense for where U.S. emissions will wind up? Will they be lower thanks to passing IRA than they would have been in a world where we didn’t get IRA, even though we now also have OBBBA?
John Bistline: Yeah, I think one of the big stories from this paper, in aggregating the modeling work that a range of different teams have been doing, is that IRA was roughly expected to double emissions reductions over the next decade. I think the exact number is that, you know, across the economy, greenhouse gas emissions would be something like 40% to 50% below 2005 by 2035 with IRA in place. But without it, given the changes in OBBBA, something closer to 25% to 35% lower than 2005. Just as context, we’re at about 20% below 2005 right now. So with OBBBA, emissions are still projected to decline, just not as steeply as with IRA in place.
Ryna Cui: Yeah, I will add there, and we are also one of the modeling teams that’s doing the emission pathway trajectories. And I totally agree on John’s points there. Definitely IRA and other actually federal action on the climate policy front, it’s an important, very important contributor to the emission reduction trajectory in the U.S. And I do think the context about declining technology costs and also stronger market forces, it’s going to make it even more effective. It’s not like we have IRA going to replace the other enabling factors. So I do think with the ... now the context is all the enabling market forces are more favorable to the transition.
On top of that, with the policy incentive, we’ll see deeper reduction. Of course, with a series of rollbacks, we’re going to slow down that trajectory. But I also want to mention there’s also beyond federal action, there are other level of governments are still engaging and there are potentials to continue those trends.
You can find a full transcript of the episode here.
Mentioned:
The new paper: Impacts of the Inflation Reduction Act and One Big Beautiful Bill Act on the US energy system
A cheat sheet on the energy policy changes in the One Big Beautiful Bill Act
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