Connect with us

Published

on

The Vogtle nuclear power plant is located in Burke County, near Waynesboro, Georgia in USA. Each of the two existing units have a Westinghouse pressurized water reactor (PWR), with a General Electric turbine and electric generator, producing approximately 2,400 MW of electricity. Two Westinghouse made AP 1000 reactors are under construction here.

Pallava Bagla | Corbis News | Getty Images

Venture capitalists in Silicon Valley and other tech hubs are investing money in nuclear energy for the first time in history. That’s changing its trajectory and pace of innovation.

“There’s not been a resurgence of nuclear power, ever, since its heyday in the late 1970s,” Ray Rothrock, a longtime venture capitalist who has personal investments in 10 nuclear startups, told CNBC.

Now, that’s changing. “I have never seen this kind of investment before. Ever.”  

How nuclear power is changing

Jacob DeWitte, CEO of micro-reactor startup Oklo, says the landscape has changed dramatically since he started raising money in 2014, when he was a part of the Y Combinator startup incubator.

“More investors are interested, more investors are excited by the space, and they’re getting smarter to do the diligence and know what to do here — which is good,” DeWitte told CNBC.

This surge of private investment will be a positive for the industry, agrees John Parsons, an economist and lecturer at MIT.

“I think having fresh perspectives is really good,” Parsons told CNBC. Nuclear energy is “a very complex science, and it’s been supported by the federal government and at these national labs. And so that’s a very small circle of people. And when you broaden that circle, you get a lot of new minds, different thinking, a variety of experiments.”

In any industry, there can be a “groupthink” or “narrowness” in the way things are done over time, Parsons said. With private investment in the space, “there will be out-of-the-box thinking,” he said. “Maybe that out-of-the-box thinking doesn’t produce anything useful. Maybe it turns out that the old designs are the best. But I think it’s really wonderful to have the variety of takes.”

Not everyone is so optimistic that the recent influx of venture dollars will lead to progress.

“Investors have often invested in stupid things that didn’t work,” Naomi Oreskes, a professor of the history of science at Harvard University, told CNBC. “Because the reality is that in a 75-year history of this technology, it has never been profitable in a market-based system.” If investors are putting money into nuclear now, that’s because they think they can make money, and “I can only think they believe they will make money because they think that there’s a big opportunity to have the federal government pick up a big part of the tab,” Oreskes said.

Pitchbook’s private investment data for nuclear technology data includes both fusion and fission.

Chart courtesy Pitchbook.

Nuclear investment by the numbers

From 2015 to 2021, total venture capital deal flow in the United States increased 54% in terms of deals closed and 294% by dollar value, according to data compiled by private capital market research firm Pitchbook for CNBC. In that same time, climate investing deal flow in the United States jumped by 214% in terms of volume and 1,348% by dollar value.

In the nuclear space, investment rose even faster — 325% by volume and 3,642% by dollar value, according to Pitchbook.

Some of the rapid pace of increase in investment in the nuclear sector is explained by its starting point — virtually zero.

“This is still pretty small compared to the private investments in renewables,” like wind and solar, for example, said David Schlissel, director of resource planning analysis at the Institute for Energy Economics and Financial Analysis, a market research firm.

The venture market slowed overall in 2022, and nuclear investment is no exception. Concerns about the war in Ukraine, inflation, a wave of layoffs and murmurs of a recession have made investors nervous in the public markets and private alike.

Pitchbook includes companies developing technologies to mitigate or adapt to climate change in this category. Examples include renewable energy generation, long duration energy storage, the electrification of transportation, agricultural innovations, industrial process improvements, and mining technologies.

Chart courtesy Pitchbook

“At the beginning of the year, we were looking at a much different financial paradigm for nuclear startups seeking funding. Now, following a war, and inflationary related forces, the fundraising market is just not what it was earlier and that is challenging for everyone seeking funding and support, nuclear or otherwise,” Brett Rampal, a nuclear energy expert who evaluates investment opportunities and consults for nuclear startups, told CNBC.

More than $300 billion poured into the venture capital industry in 2021. Rothrock expects to see more like $160 billion in 2022.

“I’m sure that some funds that pull back may never come back,” Rothrock said. But most investors who are putting money into a nuclear company understands that it will not be a quick investment, Rothrock told CNBC. “Entrepreneurs and investors at the level we are talking for nuclear are playing the long game, they have to. These projects will take time to mature and to generate real cash flows.”

Also, the Inflation Reduction Act that President Joe Biden signed into law in August, which includes $369 billion in funding to help combat climate change, has given nuclear investors a very significant positive signal, Rampal told CNBC.

“The IRA investment and production tax credits are not nuclear specific credits, they’re clean energy credits that nuclear is now considered a part of, and that sends a real important message to people and investors that would consider this space,” Rampal said. Similarly important, the European Union voted in July to keep some specific uses of nuclear energy (and natural gas) in its taxonomy of sustainable sources of energy in some circumstances, according to Rampal.

Total venture capital deal activity, according to Pitchbook data, for the last five years.

Chart courtesy Pitchbook.

The VC approach to nuclear

The nuclear power industry in the United States launched as a government project after the U.S. built the first atomic bombs during World War II. In 1951, a nuclear reactor produced electricity for the first time in Idaho at the National Reactor Testing Station, which would become the Idaho National Laboratory.

In the 1960s and 1970s, large conglomerates constructed big nuclear power plants, and those projects often ran over budget. “As a consequence, most of the utilities that undertook nuclear projects suffered ratings downgrades—sometimes several downgrades—during the construction phase,” according to a 2011 report from the Congressional Budget Office. Also, the Three Mile Island accident in 1979 raised public fears about safety and put a damper on construction.

Nuclear power generation in the United States peaked in 2012 with 104 operating reactors, according to the U.S. Energy Information Administration.

However, in recent years, private investors and venture capitalists have been putting money into nuclear startups, driven by a newfound sense of urgency to respond to climate change, as nuclear energy releases no greenhouse gases. There’s also the allure of funding underdog companies with huge upside.

The venture capital model is based on big bets — venture capitalists spread their money across many companies. Most are expected to fail or maybe break even, but if one or two companies get enormous, they more than cover the cost of all those losses. This is the investing model that built Silicon Valley stalwarts like Apple, Google and Tesla.

Some venture capitalists are especially excited about fusion. It’s the type of nuclear energy that powers stars, and it generates no long-lasting radioactive waste — but so far, it’s proven fiendishly difficult to create a lasting fusion reaction on Earth and impossible to generate enough energy for commercial generation.

“It’s far better than nuclear fission,” investor Vinod Khosla told CNBC in October. “It’s far better than coal and fossil fuels for sure. But it’s not ready. And we need to get it ready and build it.”

Khosla isn’t the only one. The private fusion industry has seen almost $5 billion in investment, according to the Fusion Industry Association, and more than half of that has been since since the second quarter of 2021, Andrew Holland, CEO of the association, told CNBC.

Installation of one of the giant 300-tonne magnets that will be used to confine the fusion reaction during the construction of the International Thermonuclear Experimental Reactor (ITER) on the Cadarache site on September 15, 2021.

Jean-marie Hosatte | Gamma-rapho | Getty Images

Others are excited about new advances in nuclear fission, the more traditional type of nuclear power based on breaking atomic nuclei apart, like DCVC founder Zachary Bogue, who invested in micro-nuclear reactor company Oklo.

“Advanced nuclear fission is a quintessential deep-tech venture capital problem,” Bogue told CNBC in September. There is technical and regulatory risk, but if those problems are solved, “there are just massive-scale returns … all of those elements are a perfect recipe for venture capital.”

While these bets seem expensive and risky compared with venture capital’s recent focus on software and consumer tech, they’ll still bring a faster and more agile approach than the old-line nuclear industry.

Take micro-reactors.

“These are going to be very expensive at first. But the goal is to find something that is a product that’s much more flexible, can go on to the grid in many more different places and serve different functions, and go off grid also,” explained MIT’s Parsons.

Similarly, fusion startups say they will generate energy much faster than government research projects like ITER, which has already been in progress since 2007.

This quick-turn approach to investment is spurring experimentation. New generations of nuclear reactors will have different sizes, different coolants and different fuels, explained Matt Crozat, senior director of policy development at the Nuclear Energy Institute. Some reactors are being designed for companies or communities in isolated areas, for example. Others are being made to operate at high temperatures for industrial processes, Crozat told CNBC.

“It really is expanding the range of what nuclear can mean,” Crozat said. Many won’t succeed, but time and the market will figure out what’s needed and what’s possible, he said.

Because venture investors are hungry for returns, this also spurs nuclear startups to chase interim revenue streams as they’re getting their big-bet technology up and running.

For example, Bill Gates‘ nuclear innovation company TerraPower is working on a demonstration of its advanced reactor in Wyoming in collaboration with the U.S. Department of Energy, but in the meantime is using its capacity to produce isotopes that are also used in medical research and treatments. Advanced nuclear company Kairos Power is developing the capacity to produce salt for molten salt reactors, both for itself and to sell to other companies.

‘A long history of broken promises’

But critics say venture capitalists are ignoring the troubled history of nuclear power as a business.

“Investors have forgotten or are ignoring the lessons from earlier generations of nuclear plants which cost 2 to 3 times as much to build and took years longer than was promised by the vendors,” Schlissel told CNBC. For instance, a project to put two new reactors on the Vogtle power plant in Georgia was originally estimated to be $14 billion and ended up costing more than $34 billion and taking six years longer to complete than expected, he said.

15 November 2022, Egypt, Scharm El Scheich: A nuclear symbol is displayed at a pavilion of the International Atomic Energy Agency IAEA at the UN Climate Summit COP27. Photo: Christophe Gateau/dpa

Picture Alliance | Picture Alliance | Getty Images

Harvard’s Oreskes says the nuclear industry is a “technology with a long history of broken promises,” and she is skeptical of the sudden investor interest.

“If you were my daughter, and you had a boyfriend that had made repeated promises to you over months, years, decades, constantly breaking them, I would say, ‘Do you really want to be with this guy?'”

She’s not categorically anti-nuclear, and supports the continued operation of nuclear power plants that already exist. But she’s particularly skeptical of fusion, which has been promised to be “just around the corner” for decades, and says this new round of investments in fusion “doesn’t pass the laugh test.”

Ultimately, the new crop of nuclear startups has to figure out how to create nuclear energy in a cost-competitive way, or nothing else matters, says Rothrock.

“More money means more startups and to me that means more shots on goal (improving odds of success),” he told CNBC.

“The issue in nuclear is economics. Plants are complicated and take a while to build. Some of these new startups are tackling those issues making them more simple and thus cheaper. No one will buy an expensive power plant, especially a nuclear plant. Economics drives it all.”

Continue Reading

Environment

Stark VARG SM launched as street-legal electric motorcycle with jaw-dropping specs

Published

on

By

Stark VARG SM launched as street-legal electric motorcycle with jaw-dropping specs

Stark Future, the Barcelona-based electric motorcycle startup that made waves with its motocross-focused VARG MX, is back with something new…. and this time it’s headed for the streets. Meet the Stark VARG SM, an all-electric Supermoto that blends track-ready performance with daily rideability in a way that might just redefine what street-legal e-motorcycles can be.

But don’t go thinking that this is just a VARG MX with turn signals slapped on. The VARG SM is a purpose-built electric Supermoto designed from the ground up for asphalt, with tighter geometry, updated suspension, and a whole lot of power – up to 80 horsepower, to be exact. At just 124.5 kg (275 lb), the SM boasts the highest power-to-weight ratio of any production Supermoto in the world.

Oh, and did I mention it delivers 914 Nm of torque at the rear wheel? That’s not a typo. That’s nearly 675 ft-lb of instant electric torque, delivered silently and smoothly. Stark says that should result in acceleration that is equal parts insane yet completely controllable thanks to a highly tunable powertrain and Stark’s intuitive onboard display.

Built for the track, ready for the road

The VARG SM draws its DNA from Stark’s competition-proven motocross platform, but digging deeper into the specs shows how the company refined their dirt experience into asphalt performance. This new model gets a complete Supermoto treatment, including custom KYB suspension, a forged aluminum subframe, high-strength steel frame, machined triple clamps, CNC-machined hubs, and Brembo radial brakes. The 48mm front fork is fully adjustable with 290mm of stroke, and the rear shock offers 303mm of travel, giving it the precision and feel needed to rail corners or careen around kart tracks.

Advertisement – scroll for more content

Up front, the VARG SM features a newly developed triple clamp that enhances steering precision and front-end feedback, something Supermoto riders will appreciate when diving into tight apexes or threading through city traffic. Add in a set of sticky Pirelli Diablo Rosso IV tires (with options for Dunlop, Michelin, or Anlas depending on your climate or riding style), and you’ve got a machine that feels like it was tailor-made for twisty mountain roads or technical urban playgrounds.

Smart power, smart control

Powering the VARG SM is a 7.2 kWh structural honeycomb magnesium battery, the same kind found in the off-road VARG, but now tuned for more urban versatility. It offers a real-world range of around 81 km (50 miles) under the WMTC cycle. That might not be cross-country touring territory, but the company is banking on it being enough for commuting and light canyon carving in the right location, not to mention track-day stunts.

Recharging that battery is said to be quick and painless: the included 3.3 kW portable charger fits in a backpack, plugs into any standard outlet or EV wall plug, and fills the battery in just 1–2 hours depending on how deep into the pack the last ride wandered.

The motor itself is a carbon-fiber–sleeved PMAC unit with an integrated inverter, engineered for brutal motocross abuse but refined for the road. The result is said to be silky power delivery with massive torque, yet zero shifting thanks to the single-speed electric drivetrain. It’s motocross power, but scooter control – just twist and go. Riders can even customize everything from throttle response and regen braking to power output and engine braking, all through Stark’s Android-based “Arkenstone” display mounted on the bars.

Speaking of the display, it’s waterproof, shockproof, and fully connected. GPS navigation, OTA updates, live ride data, and full ride mode tuning are all a few taps away… no laptop required.

Built-in stoke and daily practicality

For all the hardcore specs, the VARG SM still remembers it’s supposed to be fun – and functional. The bike is street-legal in Europe, the US, Australia, and New Zealand, and it’s even A1 license compliant, making it easier for new riders. In some countries, you can legally ride it with just a car license thanks to the near-scooter legal classification. That opens up a whole new category of riders who might’ve written off motorcycles as too complicated, intimidating, or loud. However, it’d definitely be a good idea to take traditional motorcycle training classes before unleashing the higher power end of the VARG SM’s spectrum.

And while it can absolutely play hard, it’s also smartly equipped for the daily grind. You get a walk mode and reverse gear to help in tight spaces, a bar-mounted handbrake option for stunt work or accessibility, and built-in security layers. The LED headlamp punches out 4,000 lumens – which is said to be roughly three times brighter than anything else in its class – and the patent-pending integrated indicators are made from flexible optical silicone to handle everyday abuse without cracking.

Pricing and availability

The Stark VARG SM is available to order now through Stark’s global dealer network of over 500 shops, or directly from the company’s website. There are two versions:

  • Standard (60 hp): $12,900 USD / €12,990 / £10,900
  • Alpha (80 hp): $13,900 USD / €13,990 / £11,900

Canadian, Australian, and New Zealand pricing is also available, with minor regional differences and delivery fees.

The motocross VARG was Stark’s declaration of war on gas bikes, and now the VARG SM looks to be their full-throttle cannonball into the urban performance segment. It’s electric, road legal, and might just be the wildest street bike of the year.

FTC: We use income earning auto affiliate links. More.

Continue Reading

Environment

How China’s rare earth restrictions could disrupt the U.S. defense industry and reignite a trade war

Published

on

By

How China's rare earth restrictions could disrupt the U.S. defense industry and reignite a trade war

It's 'scandalous' that U.S. doesn't have a rare earths strategic reserve: Wharton's Jeremy Siegel

China sweeping restrictions on rare earth exports threaten the U.S. defense industry, providing President Xi Jinping with a powerful leverage over President Donald Trump in upcoming trade talks.

Beijing will not allow the export of rare earth materials for use by foreign militaries, China’s Ministry of Commerce announced on Oct. 9. These are the first restrictions imposed by China that specifically target the defense sector, according to Gracelin Baskaran, a critical minerals expert at the Center for Strategic and International Studies.

“What this essentially means is that it will deny licenses to foreign militaries and companies that are producing military use end goods,” Baskaran told CNBC. “It undermines the development of the defense industrial base at a time when there is rising global tension. It is a very powerful negotiating tactic because it undermines national security.”

Rare earth magnets are crucial components in U.S. weapons systems such as the F-35 warplane, Virginia and Columbia class submarines, Predator drones, Tomahawk missiles, radars, and the joint direct attack munition series of smart bombs, according to the Department of Defense.

China dominates the global supply chain for rare earths. It controls 60% of mining and more than 90% of refining worldwide, according to the International Energy Agency. The U.S. is dependent on China for around 70% of its rare earth imports, according the U.S. Geological Survey.

“It’s scandalous that we don’t have a rare earths strategic reserve, that we let China monopolize 90% of the refining of rare earth materials,” Jeremy Siegel, University of Pennsylvania professor emeritus of finance, told CNBC on Monday. “Where were we?”

‘Massively disruptive’

Beijing also imposed broad controls that require foreign companies to obtain an export license if rare earths processed in China make up as little as 0.1% of their products’ value. Firms also need licenses for products that rely Chinese rare earth technology for mining, smelting, separation, magnet manufacturing and recycling.

“If these rules were to be strictly and indefinitely enforced, they would be massively disruptive, not just to the US but globally,” Wolfe Research analyst Tobin Marcus told clients in an Oct. 10 note. Rare earths are also also crucial inputs for the semiconductor and automobile industries.

The restrictions would impact every sector of the U.S. economy but the defense, semiconductor and electric vehicle industry would face the brunt, according to Alicia Garcia Herrero, an economist at French investment bank Natixis. Defense contractors, Apple, Nvidia, Intel, Tesla, Ford and GM are all highly exposed, Hererro told clients in a Monday note.

The Trump administration is working to build out a domestic supply chain. The Defense Department struck an unprecedented deal with the largest U.S. rare earth miner MP Materials in July that included an equity stake, price floors and an offtake agreement.

“This will certainly also further accelerate US efforts to develop our own rare earth resources,” Marcus said. U.S. rare earth stocks have surged as investors speculate that the Trump administration will strike deals with other miners.

Standoff in South Korea

The restrictions threaten to reignite the trade war between the China and the U.S. after months of relative calm.

Trump has responded with 100% tariffs on Chinese goods starting Nov. 1. The huge import taxes would come on top of the 44% tariff rate already in place on China, effectively cutting off trade between the world’s two largest economies, according to Wolfe Research.

“It wouldn’t take much re-escalation to get us back to the quasi-embargo situation that prevailed in the spring,” Marcus told clients.

The U.S. stock market erased about $2 trillion in value Friday after Trump threatened massive tariffs against China, according to Bespoke Investment Group. The S&P 500 rallied Monday to regain more than half of Friday’s losses after Trump appeared to de-escalate, saying “it will all be fine” with China.

Trump and Xi are still expected to meet on the sidelines of the Asia-Pacific Economic Cooperation summit in Seoul, South Korea later this month, Treasury Secretary Scott Bessent told Fox Business on Monday.

The most likely scenario is “both sides pull back on the most aggressive policies and that talks lead to a further—and possibly indefinite—extension of the tariff escalation pause reached in May,” Goldman Sachs told clients Sunday.

But Beijing’s strategy is unclear and the tariff deadline is just weeks away, raising the risk that an agreement might not be struck in time, Marcus said.

“Without more conviction about Beijing’s strategy here, we’re concerned that they won’t be willing to back down fast enough to prevent these 100% tariffs from kicking in, at least temporarily,” the analyst said.

Continue Reading

Environment

OpenAI’s hyperscaler ambitions are being put to the test with its latest megadeals

Published

on

By

OpenAI's hyperscaler ambitions are being put to the test with its latest megadeals

Broadcom-OpenAI deal expected to be cheaper than current GPU options

Sam Altman didn’t set out to compete with Nvidia.

OpenAI began with a simple bet that better ideas, not better infrastructure, would unlock artificial general intelligence. But that view shifted years ago, as Altman realized that more compute, or processing power, meant more capability — and ultimately, more dominance.

On Monday morning, he unveiled his latest blockbuster deal, one that moves OpenAI squarely into the chipmaking business and further into competition with the hyperscalers.

OpenAI is partnering with Broadcom to co-develop racks of custom AI accelerators, purpose-built for its own models. It’s a big shift for a company that once believed intelligence would come from smarter algorithms, not bigger machines.

“In 2017, the thing that we found was that we were getting the best results out of scale,” the OpenAI CEO said in a company podcast on Monday. “It wasn’t something we set out to prove. It was something we really discovered empirically because of everything else that didn’t work nearly as well.”

That insight — that the key was scale, not cleverness — fundamentally reshaped OpenAI.

Now, the company is expanding that logic even further, teaming up with Broadcom to design and deploy racks of custom silicon optimized for OpenAI’s workloads.

The deal gives OpenAI deeper control over its stack, from training frontier models to owning the infrastructure, distribution, and developer ecosystem that turns those models into lasting platforms.

Altman’s rapid series of deals and product launches is assembling a complete AI ecosystem, much like Apple did for smartphones and Microsoft did for PCs, with infrastructure, hardware, and developers at its core.

OpenAI expands hyperscaler ambitions with custom silicon, 10 GW Broadcom chip deal

Hardware

Through its partnership with Broadcom, OpenAI is co-developing custom AI accelerators, optimized for inference and tailored specifically to its own models.

Unlike Nvidia and AMD chips, which are designed for broader commercial use, the new silicon is built for vertically integrated systems, tightly coupling compute, memory, and networking into full rack-level infrastructure. OpenAI plans to begin deploying them in late 2026.

The Broadcom deal is similar to what Apple did with its M-series chips: control the semiconductors, control the experience.

But OpenAI is going even further and engineering every layer of the hardware stack, not just the chip.

The Broadcom systems are built on its Ethernet stack and designed to accelerate OpenAI’s core workloads, giving the company a physical advantage that’s deeply entangled with its software edge.

At the same time, OpenAI is pushing into consumer hardware, a rare move for a model-first company.

Its $6.4 billion all-stock acquisition of Jony Ive‘s startup, io, brought the legendary Apple designer into its inner circle. It was a sign that OpenAI doesn’t just want to power AI experiences, it wants to own them.

Ive and his team are exploring a new class of AI-native devices designed to reshape how people interact with intelligence, moving beyond screens and keyboards toward more intuitive, engaging experiences.

Reports of early concepts include a screenless, wearable device that uses voice input and subtle haptics, envisioned more as an ambient companion than a traditional gadget.

OpenAI’s twin bet on custom silicon and emotionally resonant consumer hardware adds two more powerful branches over which it has direct control.

Anthropic, OpenAI rivalry goes global

Blockbuster deals

OpenAI’s chips, datacenters and power fold into one coordinated campaign called Stargate that provides the physical backbone of AI.

In the past three weeks, that campaign has gone into overdrive with several major deals:

Taken together, it is OpenAI’s push to root the future of AI in infrastructure it can call its own.

“We are able to think from etching the transistors all the way up to the token that comes out when you ask ChatGPT a question, and design the whole system,” Altman said. “We can get huge efficiency gains, and that will lead to much better performance, faster models, cheaper models — all of that.”

Whether or not OpenAI can deliver on every promise, the scale and speed of Stargate is already reshaping the market, adding hundreds of billions in market cap for its partners, and establishing OpenAI as the de facto market leader in AI infrastructure.

None of its rivals appears able to match the pace or ambition. And that perception alone is proving a powerful advantage.

Developers

OpenAI and AMD unveil 6GW partnership: Here's what to know

Until now, most companies treated OpenAI as a tool in their stack. But with new features for publishing, monetizing, and deploying apps directly inside ChatGPT, OpenAI is pushing for tighter integration — and making it harder for developers to walk away.

Microsoft CEO Satya Nadella pursued a similar strategy after taking over from Steve Ballmer.

To build trust with developers, Nadella leaned into open source and acquired GitHub for $7.5 billion, a move that signaled Microsoft’s return to the developer community.

GitHub later became the launchpad for tools like Copilot, anchoring Microsoft back at the center of the modern developer stack.

OpenAI and all the big hyperscalers are going for vertical integration,” said Ben van Roo, CEO of Legion, a startup building secure agent frameworks for defense and intelligence use cases.

“Use our models and our compute, and build the next-gen agents and workflows with our tools. The market is massive. We’re talking about replaying SaaS, big systems of record, and literally part of the labor force,” said van Roo.

SaaS stands for software as a service, a group of companies specializing in enterprise software and services, of which Salesforce, Oracle and Adobe are part.

Legion’s strategy is to stay model-agnostic and focus on secure, interoperable agentic workflows that span multiple systems. The company is already deploying inside classified Department of Defense environments and embedding across platforms like NetSuite and Salesforce.

But that same shift also introduces risk for the model makers.

Agents and workflows make some of the massive LLMs both powerful and maybe less necessary,” he noted. “You can build reasoning agents with smaller and specific workflows without GPT-5.”

The tools and agents built with leading LLMs have the potential to replace legacy software products from companies like Microsoft and Salesforce.

That’s why OpenAI is racing to build the infrastructure around its models. It’s not just to make them more powerful, but harder to replace.

The real bet isn’t that the best model will win, but that the company with the most complete developer loop will define the next platform era.

And that’s the vision for ChatGPT now: Not just a chatbot, but an operating system for AI.

OpenAI and Broadcom sign 10GW deal

Continue Reading

Trending