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NuScale expects 77-MWe design approval in July, first SMR order by end of 2025

Dive Brief: NuScale Power is in advanced discussions with several potential customers for its small modular reactor technology and could deliver an operating power plant in 2030 “if we get closure on a deal here soon,” CEO John Hopkins said Monday during a first-quarter earnings call. NuScale remains on track for an expected July approval […]

Dive Brief:

  • NuScale Power is in advanced discussions with several potential customers for its small modular reactor technology and could deliver an operating power plant in 2030 “if we get closure on a deal here soon,” CEO John Hopkins said Monday during a first-quarter earnings call.
  • NuScale remains on track for an expected July approval from the U.S. Nuclear Regulatory Commission for its uprated 77-MW electric design, the company said in a news release Monday.
  • Manufacturing partner Doosan has 12 NuScale modules in production now and could deliver 20 per year as orders materialize, Hopkins said. NuScale envisions four-, six- and 12-module deployments, with plant outputs ranging from 308 MWe to 924 MWe.

Dive Insight:

NuScale continues front-end engineering work as a subcontractor for Fluor Corporation’s 462-MWe power plant project in Romania, but has yet to finalize a module supply deal of its own.

That could change soon, Hopkins suggested Monday, previewing a visit with executives from a prospective customer next month to Doosan’s module forging plant in South Korea. 

“Our focus right now is to get closure on near-term contracts. We are no longer chasing or announcing [memoranda of understanding],” he said. “We’re actually in the process of submitting and negotiating term sheets. We’ve got customers that [want] to … touch steel.”

Possible early power customers include large data center operators, other heavy industrial customers and utilities, NuScale said in the Monday news release. 

Any deal would involve multiple parties, NuScale Chief Financial Officer Ramsey Hamady said Monday. The module buyer would likely be a power plant operator, which would work with an offtaker, probably a “tier one data center or AI developer,” he said. Other parties could include a site operator, such as a utility, along with capital partners and NuScale’s exclusive plant development partner, ENTRA1.

NuScale’s focus on nuclear technology development and power plant services contrasts with advanced nuclear competitors like Oklo, whose “build-own-operate” business model encompasses a wider range of roles. NuScale’s contribution to SMR projects is akin to “the chip in the Dell computer,” Hopkins said.

Like Oklo, which inked a nonbinding agreement with data center developer Switch for up to 12 GW of capacity over 20 years, NuScale has openly courted IT and AI customers. But its Q1 2025 investor presentation highlighted its power plants’ usefulness across energy-intensive operations like large-scale hydrogen electrolysis, water desalination and brine waste processing, carbon capture and petrochemical production, as well. 

It also reiterated the company’s “confidence in a firm customer order by the end of 2025.”

NuScale has about two years of operating runway on its current course, Hamady said. The company has “a few different revenue sources,” including the sort of pre-engineering work it’s doing on the Romanian power project, but a committed power plant project would change its financial outlook “in a positive way,” he said.

NuScale would expect to book about 25% of its revenue from module sales during the deal’s first year — enough to make the company cash-flow positive, Hamady said.

But Hamady cautioned that multiple orders in the first year might be a challenge given the present tightness of the nuclear supply chain. The hope is that supply constraints prove temporary, at least for NuScale.

“Once we have a first contract, I think you’ll see more money going into the supply chain in order to increase capacity,” he added. “We’ll be in a great place if our biggest challenge is keeping up with orders.”

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6 trends that will shape the future of the cloud: Gartner

For this reason, Gartner recommends identifying specific use cases and planning the applications and data distributed across the organization that could benefit from a cross-cloud deployment model. This allows workloads to operate collaboratively across different cloud platforms, as well as different on-premises and co-location facilities. 4. Industry solutions According to

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New England Patriots kick off network upgrade

The longer-term roadmap with NWN includes a refresh of the stadium’s 1,800 Extreme Networks Wi-Fi 6 access points to either Wi-Fi 6E or 7, a refresh of the network’s 80 Cisco physical and virtual firewalls, followed by a network consolidation project. On top of all that, the Kraft Group is

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CompTIA cert targets operational cybersecurity skills

The SecOT+ certification will provide OT professionals with the skills to manage, mitigate, and remediate security risks in manufacturing and critical infrastructure environments, according to CompTIA. The certification program will provide OT positions, such as floor technicians and industrial engineers, as well as cybersecurity engineers and network architects on the

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Oil Slips as Trump Eyes Iran Deal

Oil fell for a second day after President Donald Trump said the US and Iran are getting closer to a deal regarding Tehran’s nuclear program, a move that could unleash more supplies onto a market that is rapidly approaching a glut. Brent fell more than 2% to settle below $65. US crude futures also slid. If all sanctions on Iran are lifted, a flood of crude could hit global markets, analysts estimated. The development adds further gloom to a market that is already swimming in additional supplies after OPEC+ revived output at a faster pace than anticipated and trade talks between the US and major consuming nations cloud the demand outlook. “Trump wants a deal with Iran as he continues to pursue lower oil prices,” Vikas Dwivedi, Macquarie’s global oil and gas strategist, said in an interview. “The conversation is trending towards a deal that could be reached as soon as this year.” Dwivedi expects that an agreement could boost oil supplies between 200,000 and 300,000 barrels a day. Already, Iranian oil exports have grown, reaching around 1.7 million barrels a day in April, he added. Though Trump told reporters in Doha that a deal was close, his latest rhetoric was more optimistic than that of Iran. Its lead negotiator, Foreign Minister Abbas Araghchi, on Wednesday urged the US to come to the next round of Oman-mediated talks with a “more realistic” approach. The date and location for those is yet to be decided. “In less than 24 hours, the narrative has shifted from the US imposing new sanctions on Iran to growing speculation that a diplomatic breakthrough may be within reach,” said Arne Lohmann Rasmussen, chief analyst at A/S Global Risk Management. “If a deal is concluded, it would increase the likelihood of a significant oversupply later this year,

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IEA Says Global Oil Demand Growth to Slow For Rest of 2025

Global oil demand growth will slow during the remainder of 2025 after a robust first quarter due to “economic headwinds,” the International Energy Agency said. After increasing 990,000 barrels a day year-on-year between January and March, the rate of consumption growth will decelerate to a “subdued” 650,000 barrels a day over the rest of the year, the agency said in its monthly report. It also downgraded the outlook for US shale oil production due to lower crude prices. “The first three months of the year will likely remain comfortably 2025’s strongest quarter,” said the Paris-based IEA, which advises major economies. “Signs of a slowdown in global oil demand growth may already be emerging.” Faltering consumption threatens a further blow to oil prices, which briefly crashed to a four-year low last month as President Donald Trump launched a global trade war and OPEC+ announced plans to surge production. Brent futures have recovered slightly to near $65 a barrel as some of those trade fears abated. “We are seeing clear signs the global economy is slowing and oil demand growth is slowing,” Toril Bosoni, head of the IEA’s oil industry and markets division, said in a Bloomberg television interview in Paris. “Increased trade uncertainty is expected to weigh on the world economy and, by extension, oil demand,” according to the report. Data on oil deliveries in emerging economies, particularly China and India, has been weaker than expected. The slump is taking its toll on oil producers, prompting the IEA to downgrade projections for the US shale industry for a second month, including a sharp 190,000 barrel-a-day revision for 2026. Despite the downturn for American drillers, growth in new supplies worldwide will still exceed the expansion of demand this year and next, creating a global surplus. Inventories will swell by as much as

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EPL impact chills floating wind prospects

It is widely accepted that the Energy Profits Levy (EPL) harms oil and gas companies. But does it also hurt floating wind projects? That was the suggestion by Cerulean Winds head of Scotland Laura Jarvie at the All-Energy conference in Glasgow this week. Cerulean is working on three offshore sites to build 3 GW of capacity, with the option to double this. “We absolutely need oil and gas to be here,” Jarvie said. This ensures supply security for the country, but also provides offtake demand for Cerulean’s plans. EPL impact “Let’s incentivise oil and gas to stay,” she said. A longer-term view from hydrocarbon producers would support the “electrification journey, which supports scale and phased floating offshore wind in the UK and capture the market.” Floating offshore projects need all those things “and oil and gas to be here.” Oil and gas companies will not spend “material amounts of money on brownfield modifications”, such as floating wind offtake, when faced with the EPL impact. Oil and gas producers want “long-term fiscal policy”, Jarvie said. “Our project is 50 years plus. Oil and gas [companies], the ones that are going to consider electrification, need that long-term certainty. They need an answer and they need that to be long term.” Other factors are at play where oil and gas producers want to reduce risk. Jarvie said such clients “need to know they can just connect without relying on anyone else”. Integration plans Indeed, the oil and gas industry has helped develop the floating wind supply chain. Aberdeen is a centre of “global excellence for subsea”, Jarvie continued. “We have the skills, we have the people, we have the yards, we have the technology. The sad thing is that if we don’t move now, we will miss out.” “We’re not wrestling with oil and gas for space,” she explained. “We want to be as close as possible to infrastructure. Proximity is key.” Scottish Renewables’ Mark Richardson agreed that offshore wind did not develop

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Summer demand is soaring and inverter-based resources are a ‘key risk’: NERC

Dive Brief: All regions of the North American electric grid are expected to have sufficient resources under normal operating and weather conditions this summer, but some may face supply shortfall risks during periods of extreme heat, the North American Electric Reliability Corp. said Wednesday in its annual 2025 Summer Reliability Assessment. Peak demand across NERC’s 23 assessment areas is forecast to increase by 10 GW since summer 2024, “more than double the increase from 2023 to 2024,” NERC said in a news release. Data centers, electrification, and industrial growth are driving demand higher. The addition of solar, wind and battery resources, frequently referred to as inverter-based resources, or IBRs, is also creating risks, the assessment states, as they have been known to trip offline during grid disturbances. NERC plans to issue an alert in the next month regarding modeling deficiencies and technical requirements to integrate more IBRs into bulk power system, officials said. Dive Insight: New solar, wind and batteries resources are helping to meet rapidly increasing load growth. Those additions offset generator retirements, but the rise in variable IBRs also injects “complexity and energy limitations” into the system, NERC said. “While we’re adding a lot more resources — solar, batteries and other emerging technologies — the pace and performance of that build-out doesn’t yet fully align with the reliability needs of a rapidly electrifying economy,” John Moura, NERC’s director of reliability assessments and performance analysis, told reporters during a discussion of the analysis. “That said, there are some encouraging signs this summer. It’s a welcome contrast to what we’ve seen during winter seasons,” Moura added. He noted that solar and batteries tend to underperform during colder months, and fuel supply limitations, especially for natural gas, create “far more serious risks.” The Midcontinent Independent System Operator region has less supply capacity than it did last

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‘Rogue’ communication devices found on Chinese-made solar power inverters

U.S. officials have discovered undisclosed communication devices on the power inverters of some Chinese-manufactured solar panels, Reuters reported today based on anonymous sources within the federal government.  The inverters are part of the hardware package connecting solar arrays to the power grid. The package includes communication devices so technicians can monitor performance and have remote access for maintenance. These devices are disclosed in what’s called a software bill of materials – a listing of the components that comprise the package. The communication devices uncovered by the government are considered rogue because they’re undisclosed.  These devices “provide additional, undocumented communication channels that could allow firewalls to be circumvented remotely, with potentially catastrophic consequences,” Reuters reported the sources as saying.  Inverters are also included in other types of energy hardware, including batteries and heat pumps, and officials have found undisclosed devices in some of those as well.  “Over the past nine months, undocumented communication devices, including cellular radios, have … been found in some batteries from multiple Chinese suppliers,” the report said. Security risk Chinese companies are the biggest manufacturers of power inverters, used by manufacturers of solar panels, wind turbines and other types of renewable power components around the world.  The devices raise security concerns because Chinese companies are required by law to cooperate with their government’s intelligence agencies, giving those agencies control over Chinese-made inverters that connect to foreign grids, security experts told Reuters.  That could enable the Chinese government to skirt firewalls and switch off the inverters remotely, or change their settings, destabilizing power grids, damaging energy infrastructure and triggering blackouts, the Reuters report said.  “That effectively means there is a built-in way to physically destroy the grid,” one of the unnamed sources told Reuters.  One such incident occurred in November, when solar power inverters in the U.S. and

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Solar companies compete to advance tandem cell technology

Several solar companies – including Hanwha Qcells, Trinasolar and LONGi – have recently announced breakthroughs in tandem solar cell technology, combining traditional silicon photovoltaic technology with perovskite to increase efficiency. Perovskite is inexpensive compared to silicon, but has less stable chemistry, which has historically presented scalability and commercialization challenges. However, Qcells announced May 14 that its tandem solar cells have reached a key stability milestone, achieving “successful stress test validation for its tandem modules according to both [International Electrotechnical Commission] and [Underwriters Laboratories] certification standards.” “These tests also complied with tandem-specific requirements for power measurements, making them a key first in the industry,” Qcells said. “The standard-compliant execution of the stress tests and measurements has been independently confirmed by TÜV Rheinland.” A tandem solar cell uses stacked layers of different materials to capture a wider range of the solar spectrum, allowing modules to bypass the Shockley–Queisser limit, a theoretical limit which prevents cells that only use one material from absorbing any more than 30% of the solar energy that shines on them. “The tested cells and modules are typical devices from our [research and development] pilot line in Germany and have been fabricated by exclusively using processes that are feasible for mass production,” said Fabian Fertig, head of tandem R&D at Qcells Germany, in a company release. “This result is laying the groundwork for future commercialization of this exciting technology.” Qcells was founded in Germany and is headquartered in South Korea but has substantial investments in the U.S., including a panel manufacturing facility in Cartersville, Georgia.  Chinese company Trinasolar announced March 28 that it had developed the “world’s first industrial-standard solar PV module delivering over 800W of maximum power,” in the form of perovskite/silicon tandem solar cells with an industrial standard size of 210mm and a peak power output of

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US companies are helping Saudi Arabia to build an AI powerhouse

AMD announced a five-year, $10 billion collaboration with Humain to deploy up to 500 megawatts of AI compute in Saudi Arabia and the US, aiming to deploy “multi-exaflop capacity by early 2026.” AWS, too, is expanding its data centers in Saudi Arabia to bolster Humain’s cloud infrastructure. Saudi Arabia has abundant oil and gas to power those data centers, and is growing its renewable energy resources with the goal of supplying 50% of the country’s power by 2030. “Commercial electricity rates, nearly 50% lower than in the US, offer potential cost savings for AI model training, though high local hosting costs due to land, talent, and infrastructure limit total savings,” said Eric Samuel, Associate Director at IDC. Located near Middle Eastern population centers and fiber optic cables to Asia, these data centers will offer enterprises low-latency cloud computing for real-time AI applications. Late is great There’s an advantage to being a relative latecomer to the technology industry, said Eric Samuel, associate director, research at IDC. “Saudi Arabia’s greenfield tech landscape offers a unique opportunity for rapid, ground-up AI integration, unburdened by legacy systems,” he said.

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AMD, Nvidia partner with Saudi startup to build multi-billion dollar AI service centers

Humain will deploy the Nvidia Omniverse platform as a multi-tenant system to drive acceleration of the new era of physical AI and robotics through simulation, optimization and operation of physical environments by new human-AI-led solutions. The AMD deal did not discuss the number of chips involved in the deal, but it is valued at $10 billion. AMD and Humain plan to develop a comprehensive AI infrastructure through a network of AMD-based AI data centers that will extend from Saudi Arabia to the US and support a wide range of AI workloads across corporate, start-up, and government markets. Think of it as AWS but only offering AI as a service. AMD will provide its AI compute portfolio – Epyc, Instinct, and FPGA networking — and the AMD ROCm open software ecosystem, while Humain will manage the delivery of the hyperscale data center, sustainable power systems, and global fiber interconnects. The partners expect to activate a multi-exaflop network by early 2026, supported by next-generation AI silicon, modular data center zones, and a software platform stack focused on developer enablement, open standards, and interoperability. Amazon Web Services also got a piece of the action, announcing a more than $5 billion investment to build an “AI zone” in the Kingdom. The zone is the first of its kind and will bring together multiple capabilities, including dedicated AWS AI infrastructure and servers, UltraCluster networks for faster AI training and inference, AWS services like SageMaker and Bedrock, and AI application services such as Amazon Q. Like the AMD project, the zone will be available in 2026. Humain only emerged this month, so little is known about it. But given that it is backed by Crown Prince Salman and has the full weight of the Kingdom’s Public Investment Fund (PIF), which ranks among the world’s largest and

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Check Point CISO: Network segregation can prevent blackouts, disruptions

Fischbein agrees 100% with his colleague’s analysis and adds that education and training can help prevent such incidents from occurring. “Simulating such a blackout is impossible, it has never been done,” he acknowledges, but he is committed to strengthening personal and team training and risk awareness. Increased defense and cybersecurity budgets In 2025, industry watchers expect there will be an increase in the public budget allocated to defense. In Spain, one-third of the budget will be allocated to increasing cybersecurity. But for Fischbein, training teams is much more important than the budget. “The challenge is to distribute the budget in a way that can be managed,” he notes, and to leverage intuitive and easy-to-use platforms, so that organizations don’t have to invest all the money in training. “When you have information, management, users, devices, mobiles, data centers, clouds, cameras, printers… the security challenge is very complex. You have to look for a security platform that makes things easier, faster, and simpler,” he says. ” Today there are excellent tools that can stop all kinds of attacks.” “Since 2010, there have been cybersecurity systems, also from Check Point, that help prevent this type of incident from happening, but I’m not sure that [Spain’s electricity blackout] was a cyberattack.” Leading the way in email security According to Gartner’s Magic Quadrant, Check Point is the leader in email security platforms. Today email is still responsible for 88% of all malicious file distributions. Attacks that, as Fischbein explains, enter through phishing, spam, SMS, or QR codes. “There are two challenges: to stop the threats and not to disturb, because if the security tool is a nuisance it causes more harm than good. It is very important that the solution does not annoy [users],” he stresses. “As almost all attacks enter via e-mail, it is

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HPE ‘morphs’ private cloud portfolio with improved virtualization, storage and data protection

What do you get when combining Morpheus with Aruba? As part of the extensible platform message that HPE is promoting with Morpheus, it’s also working in some capabilities from the broader HPE portfolio. One integration is with HPE Aruba for networking microsegmentation. Bhardwaj noted that a lot of HPE Morpheus users are looking for microsegmentation in order to make sure that the traffic between two virtual machines on a server is secure. “The traditional approach of doing that is on the hypervisor, but that costs cycles on the hypervisor,” Bhardwaj said. “Frankly, the way that’s being delivered today, customers have to pay extra cost on the server.” With the HPE Aruba plugin that now works with HPE Morpheus, the microsegmentation capability can be enabled at the switch level. Bhardwaj said that by doing the microsegmentation in the switch and not the hypervisor, costs can be lowered and performance can be increased. The integration brings additional capabilities, including the ability to support VPN and network address translation (NAT) in an integrated way between the switch and the hypervisor. VMware isn’t the only hypervisor supported by HPE  The HPE Morpheus VM Essentials Hypervisor is another new element in the HPE cloud portfolio. The hypervisor is now being integrated into HPE’s private cloud offerings for both data center as well as edge deployments.

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AMD targets hosting providers with affordable EPYC 4005 processors

According to Pinkesh Kotecha, chairman and MD of Ishan Technologies, AMD’s 4th Gen EPYC processors stood out because they offer the right combination of high performance, energy efficiency, and security. “Their high core density and ability to optimize performance per watt made them ideal for managing data-intensive operations like real-time analytics and high-frequency transactions. Additionally, AMD’s strong AI roadmap and growing portfolio of AI-optimised solutions position them as a forward-looking partner, ready to support our customers’ evolving AI and data needs. This alignment made AMD a clear choice over alternatives,” Kotecha said. By integrating AMD EPYC processors, Ishan Technologies’ Ishan Cloud plans to empower enterprises across BFSI, ITeS, and manufacturing industries, as well as global capability centers and government organizations, to meet India’s data localization requirements and drive AI-led digital transformation. “The AMD EPYC 4005 series’ price-to-performance ratio makes it an attractive option for cloud hosting and web services, where cost-efficient, always-on performance is essential,” said Manish Rawat, analyst, TechInsights. Prabhu Ram, VP for the industry research group at CMR, said EPYC 4005 processors deliver a compelling mix of performance-per-watt, higher core counts, and modern I/O support, positioning it as a strong alternative to Intel’s Xeon E-2400 and 6300P, particularly for edge deployments. Shah of Counterpoint added, “While ARM-based Ampere Altra promises higher power efficiencies and is ideally adopted in more cloud and hyperscale data centers, though performance is something where x86-based Zen 5 architecture excels and nicely balances the efficiencies with lower TDPs, better software compatibilities supported by a more mature ecosystem.”

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Shell’s immersive cooling liquids the first to receive official certification from Intel

Along with the certification, Intel is offering a Xeon processor single-phase immersion warranty rider. This indicates Intel’s confidence in the durability and effectiveness of Shell’s fluids. Yates explained that the rider augments Intel’s standard warranty terms and is available to data center operators deploying 4th and 5th generation Xeon processors in Shell immersion fluids. The rider is intended to provide data center operators confidence that their investment is guaranteed when deployed correctly. Shell’s fluids are available globally and can be employed in retrofitted existing infrastructure or used in new builds. Cuts resource use, increases performance Data centers consume anywhere from 10 to 50 times more energy per square foot than traditional office buildings, and they are projected to drive more than 20% of the growth in electricity demand between now and 2030. Largely due to the explosion of AI, data center energy consumption is expected to double from 415 terawatt-hours in 2024 to around 945 TWh by 2030. There are several other technologies used for data center cooling, including air cooling, cold plate (direct-to-chip), and precision cooling (targeted to specific areas), but the use of immersion cooling has been growing, and is expected to account for 36% of data center thermal management revenue by 2028. With this method, servers and networking equipment are placed in cooling fluids that absorb and dissipate heat generated by the electronic equipment. These specialized fluids are thermally conductive but not electrically conductive (dielectric) thus making them safe for submerging electrical equipment.

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Microsoft will invest $80B in AI data centers in fiscal 2025

And Microsoft isn’t the only one that is ramping up its investments into AI-enabled data centers. Rival cloud service providers are all investing in either upgrading or opening new data centers to capture a larger chunk of business from developers and users of large language models (LLMs).  In a report published in October 2024, Bloomberg Intelligence estimated that demand for generative AI would push Microsoft, AWS, Google, Oracle, Meta, and Apple would between them devote $200 billion to capex in 2025, up from $110 billion in 2023. Microsoft is one of the biggest spenders, followed closely by Google and AWS, Bloomberg Intelligence said. Its estimate of Microsoft’s capital spending on AI, at $62.4 billion for calendar 2025, is lower than Smith’s claim that the company will invest $80 billion in the fiscal year to June 30, 2025. Both figures, though, are way higher than Microsoft’s 2020 capital expenditure of “just” $17.6 billion. The majority of the increased spending is tied to cloud services and the expansion of AI infrastructure needed to provide compute capacity for OpenAI workloads. Separately, last October Amazon CEO Andy Jassy said his company planned total capex spend of $75 billion in 2024 and even more in 2025, with much of it going to AWS, its cloud computing division.

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John Deere unveils more autonomous farm machines to address skill labor shortage

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Self-driving tractors might be the path to self-driving cars. John Deere has revealed a new line of autonomous machines and tech across agriculture, construction and commercial landscaping. The Moline, Illinois-based John Deere has been in business for 187 years, yet it’s been a regular as a non-tech company showing off technology at the big tech trade show in Las Vegas and is back at CES 2025 with more autonomous tractors and other vehicles. This is not something we usually cover, but John Deere has a lot of data that is interesting in the big picture of tech. The message from the company is that there aren’t enough skilled farm laborers to do the work that its customers need. It’s been a challenge for most of the last two decades, said Jahmy Hindman, CTO at John Deere, in a briefing. Much of the tech will come this fall and after that. He noted that the average farmer in the U.S. is over 58 and works 12 to 18 hours a day to grow food for us. And he said the American Farm Bureau Federation estimates there are roughly 2.4 million farm jobs that need to be filled annually; and the agricultural work force continues to shrink. (This is my hint to the anti-immigration crowd). John Deere’s autonomous 9RX Tractor. Farmers can oversee it using an app. While each of these industries experiences their own set of challenges, a commonality across all is skilled labor availability. In construction, about 80% percent of contractors struggle to find skilled labor. And in commercial landscaping, 86% of landscaping business owners can’t find labor to fill open positions, he said. “They have to figure out how to do

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2025 playbook for enterprise AI success, from agents to evals

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More 2025 is poised to be a pivotal year for enterprise AI. The past year has seen rapid innovation, and this year will see the same. This has made it more critical than ever to revisit your AI strategy to stay competitive and create value for your customers. From scaling AI agents to optimizing costs, here are the five critical areas enterprises should prioritize for their AI strategy this year. 1. Agents: the next generation of automation AI agents are no longer theoretical. In 2025, they’re indispensable tools for enterprises looking to streamline operations and enhance customer interactions. Unlike traditional software, agents powered by large language models (LLMs) can make nuanced decisions, navigate complex multi-step tasks, and integrate seamlessly with tools and APIs. At the start of 2024, agents were not ready for prime time, making frustrating mistakes like hallucinating URLs. They started getting better as frontier large language models themselves improved. “Let me put it this way,” said Sam Witteveen, cofounder of Red Dragon, a company that develops agents for companies, and that recently reviewed the 48 agents it built last year. “Interestingly, the ones that we built at the start of the year, a lot of those worked way better at the end of the year just because the models got better.” Witteveen shared this in the video podcast we filmed to discuss these five big trends in detail. Models are getting better and hallucinating less, and they’re also being trained to do agentic tasks. Another feature that the model providers are researching is a way to use the LLM as a judge, and as models get cheaper (something we’ll cover below), companies can use three or more models to

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OpenAI’s red teaming innovations define new essentials for security leaders in the AI era

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More OpenAI has taken a more aggressive approach to red teaming than its AI competitors, demonstrating its security teams’ advanced capabilities in two areas: multi-step reinforcement and external red teaming. OpenAI recently released two papers that set a new competitive standard for improving the quality, reliability and safety of AI models in these two techniques and more. The first paper, “OpenAI’s Approach to External Red Teaming for AI Models and Systems,” reports that specialized teams outside the company have proven effective in uncovering vulnerabilities that might otherwise have made it into a released model because in-house testing techniques may have missed them. In the second paper, “Diverse and Effective Red Teaming with Auto-Generated Rewards and Multi-Step Reinforcement Learning,” OpenAI introduces an automated framework that relies on iterative reinforcement learning to generate a broad spectrum of novel, wide-ranging attacks. Going all-in on red teaming pays practical, competitive dividends It’s encouraging to see competitive intensity in red teaming growing among AI companies. When Anthropic released its AI red team guidelines in June of last year, it joined AI providers including Google, Microsoft, Nvidia, OpenAI, and even the U.S.’s National Institute of Standards and Technology (NIST), which all had released red teaming frameworks. Investing heavily in red teaming yields tangible benefits for security leaders in any organization. OpenAI’s paper on external red teaming provides a detailed analysis of how the company strives to create specialized external teams that include cybersecurity and subject matter experts. The goal is to see if knowledgeable external teams can defeat models’ security perimeters and find gaps in their security, biases and controls that prompt-based testing couldn’t find. What makes OpenAI’s recent papers noteworthy is how well they define using human-in-the-middle

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