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Aberdeen’s KCA Deutag secures $513 million in drilling contracts

Aberdeen-headquartered drilling services firm KCA Deutag has secured $513 million (£419m) in land and offshore drilling contracts. KCA Deutag said the deals include new contracts and extensions for projects across the Middle East, Africa, Latin America and the UK. In land drilling, KCA said it has secured extensions in Saudi Arabia, Oman, Congo and Colombia […]

Aberdeen-headquartered drilling services firm KCA Deutag has secured $513 million (£419m) in land and offshore drilling contracts.

KCA Deutag said the deals include new contracts and extensions for projects across the Middle East, Africa, Latin America and the UK.

In land drilling, KCA said it has secured extensions in Saudi Arabia, Oman, Congo and Colombia as well as a new contract in Iraq.

The total contracts are worth $497m (£406m), which KCA said amounts to over 35 rig years of additional work.

Meanwhile in the offshore sector, KCA said it secured $16m (£13m) in contract extensions in the UK North Sea.

KCA Deutag president of land Simon Drew said: ““These awards and achievements reflect our commitment to outstanding performance and show the trust our customers have in our ability to deliver safe and incident free drilling operations.

A drilling rig topdrive motor manufactured by KCA Deutag subsidiary Bentec © KCA Deutag
A drilling rig topdrive motor manufactured by KCA Deutag subsidiary Bentec

“We are proud of and grateful to all our country teams. These recent contract wins and extensions highlight their dedication to excellence and the delivery of safe and effective operations.”

The drilling deals come after American competitor Helmerich & Payne (H&P) acquired KCA Deutag in July last year in a deal worth nearly $2 billion (£1.6bn).

At the time, H&P said it plans to establish the Portlethen-based KCA as a “global leader in onshore drilling”.

Drew said the merger with H&P will combine “the strengths of our people together with our geographical footprint, to create an organisation with an unrivalled global network, service capability and technology offering”.

Despite the takeover, KCA is “expected to remain” at its headquarters the north-east of Scotland.

KCA Deutag

Formed in a merger between KCA Drilling and Deutag AG in 2001, KCA Deutag has a significant land drilling presence in the Middle East alongside operations in Europe, South America and Africa.

KCA Deutag also maintains “asset-light” offshore management contracts in the North Sea, Angola, Azerbaijan and Canada.

The ownership of KCA last changed in 2020 when the firm’s owners Pamplona Capital swapped its $1.9bn debt pile for equity, with lenders taking control of the business through a complex network of business entities.

North-east farmer and businessman Alasdair Locke founded the oil and gas service company in 1992 and collected nearly £120m from a deal announced in December 2007 to take it private.

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Delays in TSMC’s Arizona plant spark supply chain worries

Delays at TSMC’s Arizona plant could compel its customers to rely on Taiwan-based facilities, leaving them vulnerable to geopolitical risks tied to Taiwan’s dominance in semiconductor production. “This situation could also delay the rollout of next-generation products in the US market, affecting timelines for AI, gaming, and high-performance computing innovations,”

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Rare Winter Storm Tests Texas Grid, Triggers Blizzard Warning in Louisiana

A rare winter storm has triggered a blizzard warning in Louisiana, calls for record snow in New Orleans and transmission warnings for the Texas grid. The low pressure weather system is bringing bitter cold from Texas to North Carolina, causing disruptions to passenger rail travel and airline flights throughout the region as snow sweeps across the US South. “The system is going to drop a blanket of snow across the entire Gulf south,” Donald Jones, a weather service meteorologist. “It will be followed by another strong cold front and even more cold temperatures — it is very unusual for the Gulf Coast.” Wind gusts of up to 35 miles (56 kilometers) an hour and heavy snow prompted the first blizzard warning ever for the area from Port Arthur, Texas to Lafayette, Louisiana. Snow fell as far south as Brownsville, Texas on the border with Mexico.  A wide area from central Texas through the Florida Panhandle is forecast to receive 3 to 6 inches of snow (8 to 15 centimeters), including a record 4 inches in Houston and an all-time high of as much as 8 inches in New Orleans, according to the National Weather Service. The snow should start to taper off by midday. More than 50 cold temperature records may be broken or tied. mainly across the Gulf Coast up the Appalachian Mountains and across the Ohio Valley through Thursday, according to the Weather Prediction Center. There’ll likely be significant icing across northern Florida. The frigid weather, which will moderate through the week, is expected to drive up electricity demand and may crimp natural gas and oil production due to freezing water in wells and pipelines. As the freeze gripped West Texas, temperatures in Odessa — the middle of the oil-rich Permian basin — lingered at 13F (-11C) early

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Trump Tariffs Shake Global Commodity Markets

Oil and industrial metals declined after President Donald Trump reignited trade-war fears with his tariff threats against Mexico and Canada, while gold rose as investors sought haven assets. The prospect of a renewed global trade conflict has bearish implications for commodities, given the risks to consumption and growth. Trump held off from pledging levies on China, providing some relief for soybean and corn markets for now. “The tariff threat is real, and it carries the risk of lower economic growth,” said Ole Hansen, head of commodities strategy at Saxo Bank A/S. On his first day back in power, the president said that by Feb. 1 he may impose import tariffs as high as 25% on goods from Canada and Mexico, which are major crude suppliers to the US. He also signaled a push to boost domestic oil and gas production and ultimately lower prices. Brent crude slipped near $79 a barrel in London, while copper briefly dipped beneath $9,200 a ton. Aluminum and lead fell more than 2% during trading on the London Metal Exchange, while zinc dropped more than 1%. “Tariffs are the biggest risk to our industrial metals outlook,” said Ewa Manthey, commodity strategist with ING Groep NV, adding that the trade measures would disrupt trade flows and heighten economic volatility. Gold, one of the few commodities that could benefit from tit-for-tat tariffs between the US and its trading partners, rose 1.2%, while silver futures gained 1.1%. Mexico is the top miner of silver, and it’s unclear whether the tariffs would apply to imports of the metal. Grain Relief Still, some markets took relief Tuesday from the lack of fresh pronouncements on China, leaving traders guessing how Trump’s policies toward the world’s second-largest economy will shape up. In grain markets, soybean futures rose as much as 3.2% in

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Orsted CEO says 2024 ops performed ‘well’ despite US impairment

Orsted said on Monday that it expects to record an operating profit of 24.8 billion Danish kroner (US$3.4b) for 2024, a slight uptick on 2023, despite being hit with a hefty US impairment bill. On an investor call on Tuesday, the group’s president and chief executive Mads Nipper said operations “continue to perform well”. The company said in a statement that annual earnings before interest, taxes, depreciation and amortisation (EBITDA) for 2024 were “in line with guidance”. Nipper said operational earnings from onshore and offshore assets were the “main contributors” to operating profit last year and have “delivered in line” with expectations. In 2023, Orsted recorded group EBITDA of 24b kroner ($3.3b) excluding new partnerships and cancellation fees, a majority of which came from its offshore wind businesses. The company said on Monday that it was hit by a 12.1b kroner ($1.6b) impairment in the US market related to interest rate increase, seabed leases, and delays to the 924MW offshore wind farm Sunrise Wind. Nipper said a defect in the high-voltage direct current (HVDC) cable had forced the company to change the construction set-up at Sunrise, necessitating a redesign, with ongoing final tests expected to be finalised in Q1 2025 and result in increased vessel costs. Orsted also expects to record an impairment of 3.5b kroner ($489.1m) due to the “reduced” book value of seabed leases off the costs of New Jersey, Maryland and Delaware. It recorded a 75 basis-point increase in the weighted average cost of capital in the fourth quarter due to an increase in long-dated US interest rates, leading to an impairment of 4.3b kroner ($600m) relating to these “adverse developments” in the US market. Nipper described the impairments and construction challenges as “very disappointing”, adding that the change in interest rates had led to a “decrease

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Humber Renewables Awards opens for nominations

The 2025 edition of the Humber Renewables Awards has opened for applications across its nine award categories. Delivered by Humber Marine & Renewables, the winners will be unveiled at the Hull Doubletree by Hilton Hotel on 1 May as the finale to the two-day Offshore Wind Connections event. RWE, headline sponsor of OWC 2025, is backing the event once again with OWC returning for its third year. Having first launched in 2023, OWC is set to bring together hundreds of industry leaders in Hull this spring to share best practice, explore innovation and update on project and policy developments. Current Humber Renewables Champion Camilla Carlbom Flinn, the vice chair of Humber Marine & Renewables, has been instrumental in the organisation’s development – including the merger with Grimsby Renewables Partnership and the recent significant funding win from Maritime UK. Launching 2025’s event, Carlbom Flinn said: “Humber Marine & Renewables is delighted to bring these two events forward together once again. “Set against a backdrop of ongoing work to build capacity of offshore wind in the near North Sea, a huge contract win for Siemens Gamesa, and a continued focus on security and supply of energy – across all forms – it promises to be a fascinating couple of days. “When it comes to the awards, I now know first-hand what an incredibly proud and humbling feeling it is to be recognised by your peers, and I’d encourage all with a stake in the sector to get on board and enter in 2025. “Preparations for this year’s events are going well, and I look forward to seeing the renewables industry convene for a vital two days of insight and inspiration.” The Humber area has become a growing hub for the UK’s renewable energy sector, with both hydrogen and carbon capture and storage

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EIA Forecasts Continued Increasing USA Crude Oil Production in 2025, 2026

The U.S. Energy Information Administration (EIA) revealed its latest U.S. crude oil production forecasts in its January short term energy outlook (STEO), which was published on January 14 and completed its forecast on January 9. In that STEO, the EIA projected that U.S. crude oil production, including lease condensate, will average 13.55 million barrels per day in 2025 and 13.62 million barrels per day in 2026. The EIA’s previous STEO, which was published in December, forecast that U.S. crude oil production would average 13.52 million barrels per day in 2025. The EIA’s December STEO did not include a U.S. crude oil production forecast for 2026. In its latest STEO, the EIA projected that Lower 48 states, excluding the Gulf of Mexico, will make up 11.32 million barrels per day of the 2025 total. The Federal Gulf of Mexico was projected to make up 1.82 million barrels per day and Alaska was expected to contribute 0.41 million barrels per day of the 2025 total, the STEO showed. In 2026, Lower 48 states, excluding the Gulf of Mexico, will make up 11.42 million barrels per day of that year’s total, according to the STEO. The Federal Gulf of Mexico will contribute 1.80 million barrels per day and Alaska will contribute 0.40 million barrels per day of the 2026 total, the STEO outlined. The EIA’s December STEO projected that Lower 48 states, excluding the Gulf of Mexico, would make up 11.31 million barrels per day of the 2025 total. It forecast that the Federal Gulf of Mexico would contribute 1.81 million barrels per day and Alaska would contribute 0.41 million barrels per day of the 2025 total. A quarterly breakdown included in the EIA’s January STEO projected that U.S. crude oil output will come in at 13.41 million barrels per day in the

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Trump taps Mark Christie to lead FERC, replacing Willie Phillips

President Donald Trump on Monday elevated Mark Christie to chairman of the Federal Energy Regulatory Commission, replacing Willie Phillips, a Democrat. In a statement, Christie said he would continue to emphasize his three top priorities, including “the need for FERC to protect consumers from excessive power costs.” Christie, for example, has repeatedly called for advancing a pending rulemaking that would reduce incentives utilities and other transmission owners have for building power lines. As chairman, Christie could advance that priority. Also, Christie said he has repeatedly warned that the United States faces a reliability crisis driven by the pace of power plant retirements without adequate replacement generation. “The arithmetic doesn’t work,” Christie said at a May 2023 Senate Energy and Natural Resources Committee hearing. “This problem is coming. It’s coming quickly. The red lights are flashing.” He said he has emphasized the important role of states and their utility regulators in meeting reliability and affordability challenges. “A close partnership between FERC and the states is absolutely essential to address these problems,” Christie said in the statement. “I look forward to continuing to work with my fellow commissioners, who are wonderful colleagues, and with FERC’s very knowledgeable, professional and dedicated staff.” FERC has five commissioners, three Democrats and two Republicans. Christie’s term ends June 30 and Phillips’ term expires a year later. Republicans won’t be able to have a majority until Phillips leaves or unless another Democratic commissioner — David Rosner or Judy Chang — leaves their seat early. Lindsay See is FERC’s other Republican commissioner. Christie joined FERC on Jan. 4, 2021, after having been nominated by President Trump in July 2020. Before joining FERC, Christie was chairman of the Virginia State Corporation Commission, where he served for 17 years.

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US GPU export limits could bring cold war to AI, data center markets

Eighteen countries, including the UK, Canada, Sweden, France, Germany, Japan, and South Korea, are exempted from the AI export caps. The Biden administration had previously banned the export of some powerful AI chips to China, Russia, and other adversaries in rules from 2022 and 2023. But other countries friendly to the US, including Mexico, Israel, India, and Saudi Arabia, would be subject to the quotas. The export limits would take effect 120 days from the Jan. 13 order, and it’s unclear whether the incoming Trump administration will amend or rewrite the rule, although Trump has targeted China as a primary economic competitor of the US. The cost of AI In addition to cutting off most of the world from large AI chip purchases, the rule will force countries such as China and Russia to pump up their own AI capabilities, ultimately reducing US AI leadership, claims Aible’s Sengupta.

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Sustainability, grid demands, AI workloads will challenge data center growth in 2025

Cloud training for AI models Uptime believes that most AI models will be trained in the cloud rather than on dedicated enterprise infrastructure, as cloud services provide a more cost-effective way to fine-tune foundation models for specific use cases. The incremental training required to fine-tune a foundation model can be done cost-effectively on cloud platforms without the need for a large, expensive on-premises cluster. Enterprises can leverage on-demand cloud resources to customize the foundation model as needed, without investing the capital and operational costs of dedicated hardware. “Because fine-tuning requires only a relatively small amount of training, for many it just wouldn’t make sense to buy a huge, expensive dedicated AI cluster for this purpose. The foundation model, which has already been trained by someone else, has taken the burden of most of the training away from us,” said Dr. Owen Rogers, research director for cloud computing at Uptime. “Instead, we could just use on-demand cloud services to tweak the foundation model for our needs, only paying for the resources we need for as long as we need them.” Data center collaboration with utilities Uptime expects new and expanded data center developers will be asked to provide or store power to support grids. That means data centers will need to actively collaborate with utilities to manage grid demand and stability, potentially shedding load or using local power sources during peak times. Uptime forecasts that data center operators “running non-latency-sensitive workloads, such as specific AI training tasks, could be financially incentivized or mandated to reduce power use when required.” “The context for all of this is that the [power] grid, even if there were no data centers, would have a problem meeting demand over time. They’re having to invest at a rate that is historically off the charts. It’s not just

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UK Government’s Bold AI Plan: A Game-Changer for Data Centers and Economic Growth?

The UK government has presently announced its comprehensive “AI Opportunities Action Plan,” positioning artificial intelligence as a cornerstone for economic growth and public service transformation over the next decade. The bold initiative, spearheaded by Prime Minister Keir Starmer, aims to make Britain a global leader in AI development and adoption, with significant implications for the data center industry.   Britain’s ambitious AI roadmap taps into the growing synergy between artificial intelligence and data infrastructure. With dedicated AI Growth Zones and a focus on sustainable energy, the UK is setting the stage for an AI-driven economy that aligns with the next generation of data center demands. The data center industry should watch these developments closely, as they signal opportunities for long-term growth in a rapidly evolving market.   AI Infrastructure Prioritization Meets Major Private Sector Investments    The UK government plan introduces “AI Growth Zones,” areas designed to streamline planning approvals for data centers and enhance access to energy infrastructure.  These zones will focus on de-industrialized regions, providing a dual benefit of revitalizing local economies and accelerating the rollout of AI infrastructure. The first such zone will be established in Culham, Oxfordshire, leveraging local expertise in sustainable energy research, including fusion technologies.   Leading tech firms, including Vantage Data Centers, Nscale, and Kyndryl, have committed £14 billion to AI infrastructure development under the plan, creating 13,250 jobs across the UK, according to a press release.  Vantage Data Centers alone plans to invest over £12 billion to establish one of Europe’s largest campuses in Wales and additional facilities nationwide, generating 11,500 jobs.   Plan Harnesses AI for Both Public, Private Sectors  A significant component of the plan is a proposed 20x increase in public compute capacity by 2030, starting with the development of a new supercomputer to support AI innovation. Alongside this supercharging of

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Prologis and Skybox Advance Warehouse Conversion Strategy with Illinois Data Center Sale

Prologis, among the global leaders in industrial real estate, has taken another major step into the data center market with the sale of a newly developed turnkey data center in Illinois. With the deal for the sale announced last December, partnering with Skybox Datacenters, Prologis had initially converted one of its existing warehouses into a 32 megawatt (MW) facility, demonstrating as far back as 2021 the growing appeal of adaptive reuse for digital infrastructure. As reported by Data Center Dynamics’ Dan Swinhoe: “Skybox said the facility was located in the Elk Grove village area of the city. Images shared by Skybox and Prologis suggest it was Chicago 1, the data center the two companies completed in early 2022 […] DCD reached out for more information. Prologis confirmed Chicago 1 has been sold; the powered shell has been completed, with the turnkey development is in process. The facility spans 190,000 sq ft on a ten-acre site.” The converted facility’s buyer, HMC Capital, sees this acquisition as a marquee asset for its newly launched DigiCo Infrastructure REIT, which targets high-quality data center investments across the United States and Australia. The deal highlights the rapid evolution of Prologis’ data center strategy and the increasing convergence of industrial real estate and digital infrastructure. Prologis’ Growing Presence in Data Centers Prologis is no stranger to data center development, having been featured in prior DCF coverage for its strategic moves into the rapidly burgeoning sector. The Illinois project reflects Prologis’ focus on unlocking higher-value uses for its vast portfolio of warehouses.  According to Dan Letter, President of Prologis, “Warehouse conversions in key markets offer a compelling growth opportunity while delivering outsized returns to our investors and meeting customer demand for digital infrastructure.” To support this strategy, Prologis has aggressively scaled its power procurement capabilities, securing 1.6

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President Biden’s Executive Order on AI Data Center Construction: Summary and Commentary

Issued this week, President Biden’s “Executive Order on Advancing United States Leadership in Artificial Intelligence Infrastructure” represents a transformative policy moment for the data center industry if implemented, underscoring the convergence of two equally transformative forces: the AI revolution and the clean energy transition. For the data center industry, the policy marks a clear shift toward a strategic, mission-critical role in national security and economic resilience. The Executive Order’s vision also aligns with definitively emerging trends in the contemporary data center industry, particularly the pivot toward sustainability and energy efficiency. The policy’s emphasis on clean energy infrastructure—whether through nuclear, geothermal, or long-duration storage—addresses the industry’s growing focus on renewable power. However, executing this vision will require massive investments in grid modernization and streamlined permitting processes, which have historically been bottlenecks for large-scale infrastructure projects. The directive to align new AI electricity demands with clean energy sources puts a spotlight on the challenges posed by AI’s computational intensity. Hyperscale operators and colocation providers will need to redouble their rethinking of power procurement strategies, with a renewed focus on distributed energy resources and partnerships with utility providers. Additionally, the Executive Order’s call for high labor standards and community engagement reflects growing federal acknowledgment of data centers’ societal footprint. While the industry has made strides in community outreach, such measures ensure data center developments are not just sustainable but also equitable, creating jobs and fostering goodwill in the communities where they operate. For what it explicitly defines as “frontier AI data centers,” the Executive Order also seeks to provide a regulatory framework to streamline development, while ensuring robust cybersecurity and supply chain integrity. Importantly though, balancing the urgency of AI infrastructure development with the complex demands of energy transition and national security will require unprecedented levels of public-private collaboration. The Executive Order apparently isn’t just

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Edged Data Centers Builds for the Future On Heels of Innovative Nuclear Power Partnership

MERLIN Properties and Edged Energy to Build Gigawatt-Scale AI Data Center Campuses in Spain To wit, in a furtherance of its groundbreaking partnership in Europe, MERLIN Properties and Edged Energy are collaborating with the regional government of Extremadura, Spain, to establish two state-of-the-art data center campuses. These facilities, designed to support the burgeoning demand for generative AI and advanced computing, promise to set new standards for sustainability and efficiency in the data center industry. A Vision for Sustainability and Growth in Extremadura The data centers, located in Navalmoral de la Mata (Cáceres Province) and Valdecaballeros (Badajoz Province), will each deliver up to 1 GW of IT capacity. Featuring industry-leading innovations, the campuses will boast an average PUE of 1.15, ensuring ultra-efficient operations. Edged says the project represents a significant leap forward in green data center development, aligning with Extremadura’s commitment to leveraging innovation and technology for economic and environmental progress. “Our mission is to create data centers for positive impact, and we are proud to contribute to the Iberian Peninsula’s growing digital economy,” said Jakob Carnemark, CEO of Edged Energy. “The region offers unprecedented fiber connectivity with massive submarine connections worldwide and boasts reliable, abundant, and low-cost renewable energy.” Harnessing Renewable Energy and Cutting-Edge Cooling Technology The Extremadura facilities will operate entirely on electricity from renewable sources, capitalizing on the region’s vast sustainable energy capacity. Extremadura currently produces six times the electricity it consumes, making it an ideal location for gigawatt-scale data centers. The project’s waterless cooling system, ThermalWorks, will enable the facilities to operate without consuming water, a critical innovation for such regions with limited water resources. The system will support ultra-high rack densities of up to 200kW per rack to accommodate the advanced computing demands of AI workloads. Strategic Location and Connectivity The Iberian Peninsula is rapidly becoming

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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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