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Hydrogen hubs underscore bipartisan solutions, US energy dominance

Frank Wolak is president and CEO of the Fuel Cell and Hydrogen Energy Association, and Mark Menezes is president and CEO of the United States Energy Association. At first glance, the Regional Clean Hydrogen Hub program may seem like a relic of the Biden administration — an initiative that prioritizes decarbonization at the expense of […]

Frank Wolak is president and CEO of the Fuel Cell and Hydrogen Energy Association, and Mark Menezes is president and CEO of the United States Energy Association.

At first glance, the Regional Clean Hydrogen Hub program may seem like a relic of the Biden administration — an initiative that prioritizes decarbonization at the expense of affordable and reliable energy choices that benefit our economy, consumers and workers. A closer look, however, demonstrates how closely hydrogen aligns with President Trump’s energy strategy and the extent to which the hydrogen hubs can advance our nation’s energy security and prosperity through innovation and new investment.

As the Trump administration reviews programs spanning the enterprise, they should consider that the seven hubs authorized by Congress and initially approved for funding are in fact a pro-business effort leveraging public-private partnerships to stimulate local economies and boost industrial corridors across the country.

The structure of the program reflects one of hydrogen’s unique benefits — its versatility. That versatility is critical in a country like the United States, whose natural resources vary by region, posing both a blessing and a challenge. Hydrogen enables us to leverage that variety, bringing together in each place the right combination of investment, production pathways, and end-uses to meet our nation’s needs.

Nowhere is this better illustrated than in the breadth and depth of the seven proposed hydrogen hubs. The Appalachian ARCH2 will take advantage of its local abundance of natural gas, while HyVelocity on the Gulf Coast will tap into its access to a sophisticated network of energy infrastructure, technology and know-how to produce traditional, low-carbon and green hydrogen. In the Pacific Northwest, their project will leverage hydropower to produce hydrogen through electrolysis, whereas the Midwest will use its access to reliable nuclear power. California’s ARCHES will focus on the production of renewable hydrogen in support of its state’s low-carbon efforts, while the Mid-Atlantic and the Heartland hubs will produce other forms of hydrogen tailored to benefit their respective local industries, including transportation, manufacturing and fertilizer production for American farmers.

The hydrogen hub program is uniquely positioned to revitalize key industrial regions across the country, especially in communities with heavy manufacturing and energy production that cannot rely on electricity alone. By integrating hydrogen infrastructure into these areas, the program ensures that industrial hubs benefit from increased energy diversity and open up a new avenue for remaining competitive in a constantly evolving global energy landscape.

Critically, these projects are leveraging existing energy resources to maximize efficiency and cost-effectiveness, supporting efforts to increase U.S. energy production and enhance our energy independence. And as we have seen time and time again throughout history, investing in energy is an economic boon for all of us. One recent industry report estimates that a strong domestic hydrogen market could generate 700,000 new American jobs and $140 billion in new business revenue by the end of this decade.

We should also consider that if we don’t make significant investments into hydrogen today, our competitors will — and many already are. The number of hydrogen projects reaching final investment decisions have increased sevenfold in the last few years, representing $75 billion as of 2024. China, in particular, has prioritized hydrogen development, now controlling over 60% of the global manufacturing capacity for hydrogen production technology — up from less than 10% just five years ago. Likewise, the European Union, Japan, South Korea and Australia have outlined ambitious hydrogen strategies with substantial funding and infrastructure investments.

On the other hand, if we follow through with the intention of the Hydrogen Hub program, we are well-positioned to maintain our competitive advantage and solidify another avenue for American energy trade. In fact, a robust hydrogen industry complements our well-established leadership in liquefied natural gas, with many parallels for new technology innovation and export potential to existing and new global markets. And as we have learned through the success of LNG exports, our presence in global energy markets is a force for good thanks to our reliability, transparency and adherence to the rule of law. 

Through hydrogen produced from all sources, we have an opportunity to strengthen existing energy partnerships and build new relationships that reinforce diplomatic ties, stabilize allied economies and ensure our friends and like-minded nations are never dependent on unfriendly sources to keep the lights on. Today, the United States is the world’s largest hydrogen exporter, generating an estimated $2.15 billion in revenue in 2023. Our hydrogen exports are already an important component of our trade relationships with Japan, Vietnam and South Korea, and that is only the beginning if we take the right steps now.

Cutting potential hydrogen hubs is a step backwards for our energy security. Unlike heavy-handed regulatory mandates, the hubs program is designed to foster market-driven innovation through competition. This ensures that American businesses — not bureaucrats — drive the development of our energy economy.

Allowing this program to develop organically means ensuring that American innovation remains at the forefront of global energy markets, increasing our energy independence and strengthening our domestic energy and manufacturing sectors. These hubs are not just an environmental initiative — they are a strategic investment in America’s future.

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Cato Networks augments CASB with genAI security

CASBs sit between an end user and a cloud service to enforce security policies, protect data, and ensure compliance. CASBs provide enterprise network and security teams with information on how end users are accessing and using cloud resources such as data, applications, and services. They provide visibility into cloud usage,

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8 unusual Linux commands

3. The column command The column command will display text in columns. Here are two examples of how to use it: $ cat staff | columnJohn Doe Lisa Stone Joanne Zahn Eric Docker Ben MatsonMary Berry Elaine Henry David Bloom Sam Adams Sally Rose$ cat staff | column -tJohn DoeMary

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AI agents vs. agentic AI: What do enterprises want?

The cloud-provider technical people I know don’t like this approach; they see it as likely to raise barriers to the use of their online generative AI services. Enterprises see their AI agent vision as facilitating cloud AI services instead. If there’s one massive AI entity doing everything, then data sovereignty

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OPEC+ Efforts at Oil Quota Compensation Look Flimsy as Ever

As OPEC+ makes yet another push for members to atone for busting their oil quotas, the latest data show their record of doing so is as bad as ever. When Saudi Arabia and its partners announced last month they would start reviving output halted two years before, they stressed that the group’s “compensation mechanism” meant the increase wouldn’t disturb world markets. That’s because several members that previously exceeded their limits had pledged extra cutbacks to make amends, meaning their overall output wouldn’t rise even as their quotas loosened.  But data published by the cartel on Wednesday show the scheme has, once again, had little success: the total backlog of overdue compensation cuts has increased by almost 9% to roughly 139 million barrels. While Iraq and Russia made a small amount of progress, it was dwarfed by overproduction in habitual quota-violator Kazakhstan, where the backlog expanded by more than 40%. OPEC+ delegates have said that Astana’s persistent offending motivated last month’s surprise policy shift that raised production faster than expected, as Riyadh seeks to discipline the cheats with lower oil prices. Crude futures have duly slumped, with the combination of OPEC+’s decision and President Donald Trump’s trade war briefly pushing Brent to a four-year low below $60 a barrel. But historical data show the limits of using low prices to punish countries like Kazakhstan or Iraq. The market rout may indeed cause them financial pain, driving prices considerably below the levels the International Monetary Fund estimates are necessary to cover government spending. Those figures stand at $115 a barrel for Astana and $92 for Baghdad.  Yet other imperatives mean that price moves alone may not be enough to sway their behavior.  International oil companies operating in Kazakhstan have been boosting production capacity at long-term projects like the Tengiz field, which is operated by a

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SPE Offshore Europe starts countdown to event in Aberdeen

The success of the upcoming Offshore Europe event in Aberdeen will be a barometer for the industry as it navigates a “turbulent, interesting but difficult” period. Organisers officially launched the SPE Offshore Europe 2025 event which will take place in September. Offshore Europe organisers RX Global, formerly known as Reed Exhibitions, said they expect 40,000 attendees to attend the biennial event which started a 140-day countdown until doors open at the free-to attend trade show for the offshore energy industry. © Erikka Askeland/DCT MediaOEUK CEO Dave Whitehouse and chair of SPE Offshore Europe committee. David Whitehouse, the chief executive of trade body Offshore Energies UK (OEUK) and the event committee chair, said Offshore Europe would retain focus on its  “clear oil and gas heritage”  but will also emphasise opportunities in wind, floating wind, carbon storage, hydrogen and geothermal as well as engaging young people to consider careers in the energy industry. In addition to a wide slate of speakers including senior politicians and c-suite executives from the likes of BP, Subsea7 and Harbour Energy, the event will also aim to be “impactful” and meaningful by welcoming representatives from trade unions, and “voices that don’t always agree with people like myself”, he said. He added: “What we will be debating is the future role of oil and gas in Europe’s energy future. How do we turn those renewable energy targets into true delivery plans? How do we unlick the real opportunities for our supply chain? “Europe is going through what appears to be deindustrialisation masquerading as decarbonisation – how do we change that path?” The official theme of the event is “unlocking Europe’s potential in offshore energy” But Whitehouse noted that between now and then the industry is facing major policy interventions that underpin the future of North Sea industry including oil and

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Business group plea for Statera Kintore hydrogen plan

Calls to support Statera’s 3GW hydrogen production scheme in the north east of Scotland have been made as councillors prepare to decide its fate. A decision on Kintore Hydrogen is expected to comes to an Aberdeenshire Council meeting Thursday 24 April after the proposal received 83 letters of objection against the plan. Council officers have recommended that the project is approved, citing sustainable economic growth and the potential for Aberdeenshire to play a leading role in the development of clean, green energy. The local authority also recently backed a large battery energy storage (BESS) scheme nearby, thought to be led by Chinese firm CR Power. Statera has said the project’s size and scale is on a par with major hydrogen production schemes in Saudi Arabia and the Port of Rotterdam, with associated economic benefits. © Supplied by StateraKintore Hydrogen. The private-equity backed company has predicted the firm will create over 3,000 jobs in construction and a further 300 or when operational, generating £400 million in GVA for the region’s economy. Aberdeen Grampian Chamber of Commerce (AGCC) has called on councillors to give the green light to the “major energy transition project in Aberdeenshire”. The proposed scheme would use electricity from offshore wind to produce green hydrogen. AGCC chief executive Russell Borthwick said: “Kintore Hydrogen is vital to north east Scotland’s energy transition ambition – delivering an estimated £1 billion boost to the economy, £400 million of that in our region, supporting almost 3,500 jobs. “The local workforce and supply chain stand to be the biggest winners from this major investment in our region as Aberdeenshire moves towards a clean energy future. “That’s why it’s so important that the whole community – businesses, local residents and government at all levels – unites behind ensuring this vision becomes a reality. “The opportunity for our region to play

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Lower gas reserves expected this winter as UK’s largest storage facility halts

Centrica has ceased injecting natural gas into the UK’s largest energy storage facility, located in the North Sea, which is likely to mean lower gas reserves this winter. The company is believed to have stopped refilling the Rough gas storage facility off the Yorkshire coast this month, which comprises about half of the UK’s energy storage capacity. Centrica warned in December that the Rough facility was making a loss of between £50m and £100m for the Centrica Energy Storage+ business division. The company has indicated that the storage facility, which was reopened in 2022 due to the energy crisis to plug demand, was not financially viable in prevailing market conditions. British Gas owner Centrica has said that it needs a cap-and-floor mechanism to redevelop the facility with £2 billion of its own cash so that it can store hydrogen. The company has broached talks with government over the future operation of the plant and met with Ed Miliband in March to discuss options for keeping the plant open. A spokesperson for the Department of Energy Security and Net Zero (DESNZ) said the government is “open to discussing proposals on gas storage sites, as long as it provides value for money for taxpayers”. Clean power mission boss Chris Stark said at a parliamentary hearing earlier this year in January that the government was considering a regulatory mechanism to support hydrogen storage from around 2030. Unabated gas is envisaged to comprise up to 5% of the UK’s energy demand by 2030 under a system operator study on the clean power mission. Its group chief executive Chris O’Shea said on a webinar with analysts at the release of its annual results in February that the company was considering all options for Rough and had not made a decision around its continuation. The impetus

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US Inventory Drop, OPEC Action Lift Oil Prices

Oil rose on the prospect of a de-escalation in the trade war between the world’s two largest economies and a stall in nuclear talks between the US and Iran. West Texas Intermediate futures added 1.9% to settle near $62.50 a barrel, the third gain in the four past sessions, after China signaled openness to trade negotiations with the Trump administration. Pre-conditions for the talks would include a more consistent US position and a willingness to address China’s concerns around American sanctions and Taiwan, according to a person familiar with the Chinese government’s thinking. Elsewhere, Iran said it won’t be drawn into negotiations with the US over its ability to enrich uranium, reducing the potential of looser restrictions on Iranian crude. The US also sanctioned another China-based independent “teapot” refinery for its role in purchasing Tehran’s crude, and Treasury Secretary Scott Bessent said the US would ramp up pressure on Iran. Crude has recovered from a sharp drop to near the lowest in four years brought about by an onslaught of tariffs and counter-levies between the US and its biggest trading partners. Washington on Tuesday started a probe into the need for import taxes on critical minerals, while trade differences with the European Union persist as White House officials said the bulk of the US tariffs imposed on the bloc won’t be removed. Meanwhile, Iraq plans to cut its oil exports this month as it faces growing pressure to adhere to its OPEC+ production target. The country aims to reduce shipments by 70,000 barrels a day, an official with knowledge of the matter said. In another support for prices, US government data released Wednesday showed inventory levels at Cushing, Oklahoma — the delivery point for West Texas Intermediate — fell by roughly 650,000 barrels to the lowest since 2008 for this

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Keystone Restarts Oil Pipeline After Leak Prompted Shutdown

The operator of the Keystone oil pipeline brought the conduit back into service, putting an end to a week-long outage caused by an estimated 3,500-barrel spill in rural North Dakota.  Most of the oil released has been recovered and remediation efforts have started, South Bow Corp. said in a statement Wednesday. The line will be able to operate at no more of 80% of pressure levels at the time of the April 8 spill. At the time of failure, the line was transporting 17,844 barrels per hour, or the equivalent of 428,000 barrels a day. The restart, delayed by inclement weather, comes roughly two days after it met all conditions imposed by the Pipeline and Hazardous Materials Safety Administration. South Bow will continue to monitor the system as an investigation into the causes of the spill continues, the company said. Keystone can transport as much as 620,000 barrels of Canadian crude daily to US Midwest and Gulf Coast markets. 

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Intel sells off majority stake in its FPGA business

Altera will continue offering field-programmable gate array (FPGA) products across a wide range of use cases, including automotive, communications, data centers, embedded systems, industrial, and aerospace.  “People were a bit surprised at Intel’s sale of the majority stake in Altera, but they shouldn’t have been. Lip-Bu indicated that shoring up Intel’s balance sheet was important,” said Jim McGregor, chief analyst with Tirias Research. The Altera has been in the works for a while and is a relic of past mistakes by Intel to try to acquire its way into AI, whether it was through FPGAs or other accelerators like Habana or Nervana, note Anshel Sag, principal analyst with Moor Insight and Research. “Ultimately, the 50% haircut on the valuation of Altera is unfortunate, but again is a demonstration of Intel’s past mistakes. I do believe that finishing the process of spinning it out does give Intel back some capital and narrows the company’s focus,” he said. So where did it go wrong? It wasn’t with FPGAs because AMD is making a good run of it with its Xilinx acquisition. The fault, analysts say, lies with Intel, which has a terrible track record when it comes to acquisitions. “Altera could have been a great asset to Intel, just as Xilinx has become a valuable asset to AMD. However, like most of its acquisitions, Intel did not manage Altera well,” said McGregor.

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Intelligence at the edge opens up more risks: how unified SASE can solve it

In an increasingly mobile and modern workforce, smart technologies such as AI-driven edge solutions and the Internet of Things (IoT) can help enterprises improve productivity and efficiency—whether to address operational roadblocks or respond faster to market demands. However, new solutions also come with new challenges, mainly in cybersecurity. The decentralized nature of edge computing—where data is processed, transmitted, and secured closer to the source rather than in a data center—has presented new risks for businesses and their everyday operations. This shift to the edge increases the number of exposed endpoints and creates new vulnerabilities as the attack surface expands. Enterprises will need to ensure their security is watertight in today’s threat landscape if they want to reap the full benefits of smart technologies at the edge. Bypassing the limitations of traditional network security  For the longest time, enterprises have relied on traditional network security approaches to protect their edge solutions. However, these methods are becoming increasingly insufficient as they typically rely on static rules and assumptions, making them inflexible and predictable for malicious actors to circumvent.  While effective in centralized infrastructures like data centers, traditional network security models fall short when applied to the distributed nature of edge computing. Instead, organizations need to adopt more adaptive, decentralized, and intelligent security frameworks built with edge deployments in mind.  Traditional network security typically focuses on keeping out external threats. But today’s threat landscape has evolved significantly, with threat actors leveraging AI to launch advanced attacks such as genAI-driven phishing, sophisticated social engineering attacks, and malicious GPTs. Combined with the lack of visibility with traditional network security, a cybersecurity breach could remain undetected until it’s too late, resulting in consequences extending far beyond IT infrastructures.  Next generation of enterprise security with SASE As organizations look into implementing new technologies to spearhead their business, they

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Keysight tools tackle data center deployment efficiency

Test and performance measurement vendor Keysight Technologies has developed Keysight Artificial Intelligence (KAI) to identify performance inhibitors affecting large GPU deployments. It emulates workload profiles, rather than using actual resources, to pinpoint performance bottlenecks. Scaling AI data centers requires testing throughout the design and build process – every chip, cable, interconnect, switch, server, and GPU needs to be validated, Keysight says. From the physical layer through the application layer, KAI is designed to identify weak links that degrade the performance of AI data centers, and it validates and optimizes system-level performance for optimal scaling and throughput. AI providers, semiconductor fabricators, and network equipment manufacturers can use KAI to accelerate design, development, deployment, and operations by pinpointing performance issues before deploying in production.

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U.S. Advances AI Data Center Push with RFI for Infrastructure on DOE Lands

ORNL is also the home of the Center for Artificial Intelligence Security Research (CAISER), which Edmon Begoli, CAISER founding director, described as being in place to build the security necessary by defining a new field of AI research targeted at fighting future AI security risks. Also, at the end of 2024, Google partner Kairos Power started construction of their Hermes demonstration SMR in Oak Ridge. Hermes is a high-temperature gas-cooled reactor (HTGR) that uses triso-fueled pebbles and a molten fluoride salt coolant (specifically Flibe, a mix of lithium fluoride and beryllium fluoride). This demonstration reactor is expected to be online by 2027, with a production level system becoming available in the 2030 timeframe. Also located in a remote area of Oak Ridge is the Tennessee Valley Clinch River project, where the TVA announced a signed agreement with GE-Hitachi to plan and license a BWRX-300 small modular reactor (SMR). On Integrating AI and Energy Production The foregoing are just examples of ongoing projects at the sites named by the DOE’s RFI. Presuming that additional industry power, utility, and data center providers get on board with these locations, any of the 16 could be the future home of AI data centers and on-site power generation. The RFI marks a pivotal step in the U.S. government’s strategy to solidify its global dominance in AI development and energy innovation. By leveraging the vast resources and infrastructure of its national labs and research sites, the DOE is positioning the country to meet the enormous power and security demands of next-generation AI technologies. The selected locations, already home to critical energy research and cutting-edge supercomputing, present a compelling opportunity for industry stakeholders to collaborate on building integrated, sustainable AI data centers with dedicated energy production capabilities. With projects like Oak Ridge’s pioneering SMRs and advanced AI security

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Generac Sharpens Focus on Data Center Power with Scalable Diesel and Natural Gas Generators

In a digital economy defined by constant uptime and explosive compute demand, power reliability is more than a design criterion—it’s a strategic imperative. In response to such demand, Generac Power Systems, a company long associated with residential backup and industrial emergency power, is making an assertive move into the heart of the digital infrastructure sector with a new portfolio of high-capacity generators engineered for the data center market. Unveiled this week, Generac’s new lineup includes five generators ranging from 2.25 MW to 3.25 MW. These units are available in both diesel and natural gas configurations, and form part of a broader suite of multi-asset energy systems tailored to hyperscale, colocation, enterprise, and edge environments. The product introductions expand Generac’s commercial and industrial capabilities, building on decades of experience with mission-critical power in hospitals, telecom, and manufacturing, now optimized for the scale and complexity of modern data centers. “Coupled with our expertise in designing generators specific to a wide variety of industries and uses, this new line of generators is designed to meet the most rigorous standards for performance, packaging, and after-treatment specific to the data center market,” said Ricardo Navarro, SVP & GM, Global Telecom and Data Centers, Generac. Engineering for the Demands of Digital Infrastructure Each of the five new generators is designed for seamless integration into complex energy ecosystems. Generac is emphasizing modularity, emissions compliance, and high-ambient operability as central to the offering, reflecting a deep understanding of the real-world challenges facing data center operators today. The systems are built around the Baudouin M55 engine platform, which is engineered for fast transient response and high operating temperatures—key for data center loads that swing sharply under AI and cloud workloads. The M55’s high-pressure common rail fuel system supports low NOx emissions and Tier 4 readiness, aligning with the most

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CoolIT and Accelsius Push Data Center Liquid Cooling Limits Amid Soaring Rack Densities

The CHx1500’s construction reflects CoolIT’s 24 years of DLC experience, using stainless-steel piping and high-grade wetted materials to meet the rigors of enterprise and hyperscale data centers. It’s also designed to scale: not just for today’s most power-hungry processors, but for future platforms expected to surpass today’s limits. Now available for global orders, CoolIT is offering full lifecycle support in over 75 countries, including system design, installation, CDU-to-server certification, and maintenance services—critical ingredients as liquid cooling shifts from high-performance niche to a requirement for AI infrastructure at scale. Capex Follows Thermals: Dell’Oro Forecast Signals Surge In Cooling and Rack Power Infrastructure Between Accelsius and CoolIT, the message is clear: direct liquid cooling is stepping into its maturity phase, with products engineered not just for performance, but for mass deployment. Still, technology alone doesn’t determine the pace of adoption. The surge in thermal innovation from Accelsius and CoolIT isn’t happening in a vacuum. As the capital demands of AI infrastructure rise, the industry is turning a sharper eye toward how data center operators account for, prioritize, and report their AI-driven investments. To wit: According to new market data from Dell’Oro Group, the transition toward high-power, high-density AI racks is now translating into long-term investment shifts across the data center physical layer. Dell’Oro has raised its forecast for the Data Center Physical Infrastructure (DCPI) market, predicting a 14% CAGR through 2029, with total revenue reaching $61 billion. That revision stems from stronger-than-expected 2024 results, particularly in the adoption of accelerated computing by both Tier 1 and Tier 2 cloud service providers. The research firm cited three catalysts for the upward adjustment: Accelerated server shipments outpaced expectations. Demand for high-power infrastructure is spreading to smaller hyperscalers and regional clouds. Governments and Tier 1 telecoms are joining the buildout effort, reinforcing AI as a

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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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