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DOE withdraws, postpones multiple appliance energy efficiency rules

The U.S. Department of Energy on Monday announced it would withdraw four appliance efficiency standards and officially postpone the effective dates for three other rules, continuing the Trump administration’s efforts to dismantle the agency’s appliance efficiency program. While several of DOE’s actions were previously announced or are relatively minor, the agency’s decision to withdraw a […]

The U.S. Department of Energy on Monday announced it would withdraw four appliance efficiency standards and officially postpone the effective dates for three other rules, continuing the Trump administration’s efforts to dismantle the agency’s appliance efficiency program.

While several of DOE’s actions were previously announced or are relatively minor, the agency’s decision to withdraw a rule related to electric motors is “uncharted territory,” Appliance Standards Awareness Project Executive Director Andrew deLaski said.

DOE has “officially withdrawn four conservation standards, including standards on electric motors, ceiling fans, dehumidifiers, and external power supplies,” the agency said in a statement. “This continued commitment to the American people will slash unnecessary red tape and regulations that raise prices, reduce consumer choice, and frustrate the American people.”

DOE also announced it has officially postponed the effective dates for three home appliance rules, including those covering test procedures for central air conditioners and heat pumps, efficiency standards for walk-in coolers and freezers and standards for gas instantaneous water heaters.

“By removing burdensome regulations put in place by the Biden administration, we are returning freedom of choice to the American people, ensuring consumers can choose the home appliances that work best for their lives and budgets,” Secretary of Energy Chris Wright said in a statement. “This power should not belong to the federal government.”

DOE first said in February that it planned to postpone the implementation of several appliance energy efficiency standards finalized by the Biden administration. The natural gas sector hailed the announcement as a win for consumer choice, while efficiency advocates warn the decision could add billions to utility bills.

While delaying or not finalizing rule updates begun under the previous administration isn’t particularly noteworthy, deLaski said DOE’s decision on electric motors is different. That rule was signed by a DOE official and put out to the public, but was not published in the Federal Register.

“And that’s a big rule … a massive amount of energy consumed in industry and commercial buildings is in electric motors,” deLaski said. The rule was supported by manufacturers and utilities, he added, leading to the fundamental question: “When is a rule final?”

The now-withdrawn rule for electric motors was expected to save American businesses up to $56 billion on utility bills and reduce carbon dioxide emissions by 156 million metric tons over 30 years of sales, ASAP said in January, pointing to DOE estimates.

The Energy Policy and Conservation Act says DOE must review appliance efficiency standards every six years. But Trump’s policies favor less regulation, and the Project 2025 platform created by the Heritage Foundation and shaped by numerous previous and current Trump administration officials, called for eliminating appliance standards completely.

The House Rules Committee this week is considering H.J. Res. 24, and H.J. Res. 75, to overturn DOE rules relating to conservation standards for walk-in coolers and walk-in freezers, and commercial refrigerators, freezers, and refrigerator-freezers, respectively.

The rules are “yet another example of the regulatory barrage that the Biden administration launched against Main Street as well as consumers,” Rep. Virginia Foxx, R-N.C., chair of the rules committee, said Monday. “Regulating this country into the ground benefits absolutely no one — that’s an indisputable fact.”

Under Biden, the DOE’s appliance efficiency program boosted the standards for more than two dozen product classes, though the implementation of those standards for some appliances is still years away. The agency in December estimated that the stronger appliance standards would save consumers about $1 trillion and cut emissions by 2.5 billion metric tons over three decades.

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Five big takeaways from Nvidia GTC

Liquid cooling here to stay Liquid-cooled switches will become a necessity, not a choice, according to according to Sameh Boujelbene, vice president with the Dell’Oro Group. “After liquid cooling racks and servers, switches are next. NVIDIA’s latest 51.2 T SpectrumX switches offer both liquid-cooled and air-cooled options. However, all future

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20 powerful women shaping the networking industry

Women are severely underrepresented in top leadership roles across the business world. Only 10.4% of the Fortune 500 companies have women CEOs. In an AP survey of S&P 500 companies, only 25 of 341 CEOs were women. That disparity extends into the technology sector. The Women in Tech organization reports

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Nvidia wants to be a one-stop enterprise technology shop

“Nvidia has evolved from a gaming chip company to an AI supercomputer company with a deep and wide software stack that covers over a dozen vertical apps, super hi-speed electro-optical inter-processor communications, and a killer processor that uses the latest HBM4 high-speed high-density memory. The company also announced GPUs would

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Macquarie Strategists Forecast USA Crude Inventory Decline

In an oil and gas report sent to Rigzone late Monday by the Macquarie team, Macquarie strategists revealed that they are forecasting that U.S. crude inventories will be down by 2.8 million barrels for the week ending March 21. “This follows a 1.7 million barrel build for the week ending March 14, with the crude balance realizing moderately looser than our expectations amidst strong implied supply,” the strategists noted in the report. “For this week’s crude balance, from refineries, we model crude runs down slightly (-0.1 million barrels per day) following a soft print last week,” they added. “Among net imports, we model a moderate increase, with exports modestly lower (-0.2 million barrels per day) and imports modestly higher (+0.2 million barrels per day) on a nominal basis,” they continued. The strategists stated in the report that timing of cargoes remains a source of potential volatility in this week’s crude balance. “From implied domestic supply (prod.+adj.+transfers), we look for a correction (-1.1 million barrels per day) this week,” the strategists went on to state. “Rounding out the picture, we anticipate another small increase in SPR [Strategic Petroleum Reserve] stocks (+0.2 million barrels) this week,” they said. “Among products, we look for draws in gasoline (-2.7 million barrels) and distillate (-4.3 million barrels), with a build in jet (+0.4 million barrels). We model implied demand for these three products at ~14.6 million barrels per day for the week ending March 21,” the strategists continued. In its latest weekly petroleum status report at the time of writing, which was released on March 19 and included data for the week ending March 14, the U.S. Energy Information Administration (EIA) highlighted that U.S. commercial crude oil inventories, excluding those in the SPR, increased by 1.7 million barrels from the week ending March 7 to

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Shell Aims to Grow LNG Sales by 5 Percent Annually

Shell said Tuesday it is targeting a yearly increase in liquefied natural gas (LNG) sales of 4-5 percent through 2030. ‘‘We want to become the world’s leading integrated gas and LNG business and the most customer-focused energy marketer and trader, while sustaining a material level of liquids production”, chief executive Wael Sawan said in an online statement. The British energy giant said it aims to grow top-line production in its upstream and integrated gas segments by 1 percent a year during the rest of the decade. Shell aims to sustain 1.4 million barrels per day of liquid production through 2030 at increasingly lower carbon intensity. Last year it sold 65.8 million metric tons of LNG, while it recorded 29.1 million metric tons of liquefaction volumes. Australia accounted for the bulk of Shell’s liquefaction volumes in 2024 with 14.4 million metric tons, followed by Trinidad and Tobago with 4 million metric tons and Nigeria with 3.5 million metric tons, according to the company’s annual report, also published Tuesday. Its “integrated gas” segment, which encompasses gas liquefaction and gas conversion to liquid fuels, logged $11.39 billion in adjusted earnings for 2024. Segment adjusted earnings before interest, taxes, depreciation and amortization landed at $20.98 billion. Shell holds stakes in 15 liquefaction plants in operation across Africa, Asia, Oceania and South America. Four more LNG projects in which Shell invested are under construction in Canada, Nigeria and Qatar, according to the annual report. In June 2024 Shell entered into a deal to buy Singapore-based Pavilion Energy Pte. Ltd., whose LNG trading business has about 6.5 million metric tons per annum (MMtpa) of contracted supply. In July 2024 Shell approved the development of the Manatee gas field in Trinidad and Tobago. Also that month it signed an agreement to acquire a 10 percent stake in

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UK Oil, Gas Licenses Face Court Challenge

A conservation group is challenging Britain’s government in a London court over 31 North Sea oil and gas exploration licenses that it says could put marine protected areas and climate stability at risk. Oceana UK, part of an international conservation organization, said licenses granted by the previous Conservative cabinet in May last year were unlawful as they don’t account for the impact on marine life and the environment. The Labour government, which has since taken over, has shifted its attention to the North Sea’s clean energy future. Still, while the cabinet is committed to not issuing new field exploration licenses, it doesn’t plan to revoke existing ones.   Oceana argued that an example from earlier this year should be followed, when a British court quashed approvals for two oil and gas projects known as Rosebank and Jackdaw, led by Equinor ASA and Shell Plc respectively. The ruling forced the fields to re-apply for environmental permits. The fate of those and other projects has big implications for the UK North Sea, an aging oil and gas region where major new developments are dwindling. Oceana said the licenses involved in the latest case are inside marine-protected areas, yet that potential oil spills were not considered in their impact assessments. It estimated there were more than two oil or chemical spills every day last year in UK waters. A spokesperson for the Department for Energy Security and Net Zero declined to comment on ongoing legal proceedings.  Units of TotalEnergies SE, Perenco SA and Neptune Energy are among the companies that received the licenses, according to Oceana. What do you think? We’d love to hear from you, join the conversation on the Rigzone Energy Network. The Rigzone Energy Network is a new social experience created for you and all energy professionals to Speak Up

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Guernsey could lease seabed for offshore wind farm development

The government of Guernsey is considering leasing part of its seabed to develop an offshore wind farm. The Policy & Resources (P&R) Committee of the States, Guernsey’s parliament and government, said an offshore wind farm could be worth £1.3 billion over 35 years. As a result, Guernsey plans to spend £1.3 million over the next two years to develop a framework allowing it to lease its seabed to wind developers. P&R said its figures were based on leasing a 61 square mile site with the potential to generate 1.27 GW of electricity from an estimated 50-60 turbines. The committee said it is pursuing detailed exploration of the offshore wind opportunity following interest from “a number of potential developers” expressing interest in a Guernsey based project. The States said it would likely be around 10 years before a windfarm is operational in the waters surrounding the Channel Island. Deputy Bob Murray, from the offshore wind sub-committee, told Guernsey Press that there could be “substantial value in leasing a section of seabed”. The States has contracted consultants including Carbon Trust, PA Consulting and engineering firm Ramboll to progress offshore wind opportunities. Guernsey is also planning to establish an Offshore Renewable Energy Commission which would be responsible for licensing marine renewable energy developments.

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Ithaca Energy says it has ‘revitalised’ North Sea Cambo project

North Sea operator Ithaca Energy (LON: ITH) says it has “revitalised” its controversial Cambo oil field project following its tie-up with Italian firm Eni. Ithaca and Eni announced the combination of their UK upstream assets with Eni in April last year, creating the largest resource holder in the UK continental shelf. Announcing its audited results for 2024, Ithaca said following the Eni deal and the UK government’s Autumn fiscal review the company it is now “looking to further enhance the technical and operational features” of the Cambo project. Ithaca also forecast higher production levels in 2025 in the range of 105,000-115,000 barrels of oil equivalent per day (boepd), up from the 80,200 boepd it produced in 2024. Ithaca Energy’s Cambo oil field It comes after Ithaca Energy’s former chairman Gilad Myerson told Energy Voice in April last year that Eni’s entry would help “de-risk” Cambo. Cambo, once hoped to reach a final investment decision in 2022, has been delayed due to changes to the UK government windfall tax and the exit of partner Shell in 2023. Located 80 miles west of Shetland, the Cambo field is the second largest undeveloped oil and gas discovery in the UK North Sea following Rosebank, in which Ithaca also holds a stake alongside Norwegian operator Equinor. © Ithaca EnergyArtist impression of the Cambo FPSO. Ithaca said in light of its “enhanced strength” following its tie-up with Eni, it has asked the North Sea Transition Authority (NSTA) regulator to grant a further extension of the Cambo licence to September 2027. Elsewhere, Ithaca said it has completed its development development concept selection for its Fotla prospect in support of a final investment decision for the tie-back. The company said farm-down processes remain live for both Cambo and Fotla after a “temporary pause” as it awaited the

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Calls to axe new Kintore hydrogen plant amid fears area is ‘overloaded with industrial sites’

Plans to build the UK’s biggest hydrogen production plant near Kintore have been dealt a blow after councillors pushed for it to be axed. Statera Energy is behind the 3 GW Kintore Hydrogen project that would be one of the largest sites of its kind in Europe. The production facility would use surplus energy generated by Scotland’s many offshore wind turbines and water from the River Don to create green hydrogen. The project involves installing a network of underground pipelines to import and export energy across the region. Up to 3,500 construction jobs would be created to build the site, while more than 300 would be in place once it is operational. Backlash to plans but support from council officers However, the proposal hasn’t been popular with residents, with 83 letters of objection against the development sent to Aberdeenshire Council. They raised fears over noise and pollution, as well as the negative impact this could have on the health of those living nearby. © Supplied by Kintore HydrogenAn overhead visualisation of the Kintore Hydrogen project, one of the largest green hydrogen projects in development in Scotland. Historic Environment Scotland also objected to the project as they believed it would have an “unacceptable significant impact” on the South Leylodge steading stone circle. However, council chiefs recommended the plans be approved as the site would help with “ambitious” national and regional hydrogen targets. They believed this would outweigh any potential landscape and harm. Developers say there is ‘no better location than Kintore’ Outline plans for the facility went before a special meeting of the Garioch area committee earlier today. Senior development manager for the Kintore project, William Summerlin, argued the case for the hydrogen plant. He said it would create economic benefits across Garioch, Aberdeenshire and the rest of Scotland. “In Garioch, there are supply

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PEAK:AIO adds power, density to AI storage server

There is also the fact that many people working with AI are not IT professionals, such as professors, biochemists, scientists, doctors, clinicians, and they don’t have a traditional enterprise department or a data center. “It’s run by people that wouldn’t really know, nor want to know, what storage is,” he said. While the new AI Data Server is a Dell design, PEAK:AIO has worked with Lenovo, Supermicro, and HPE as well as Dell over the past four years, offering to convert their off the shelf storage servers into hyper fast, very AI-specific, cheap, specific storage servers that work with all the protocols at Nvidia, like NVLink, along with NFS and NVMe over Fabric. It also greatly increased storage capacity by going with 61TB drives from Solidigm. SSDs from the major server vendors typically maxed out at 15TB, according to the vendor. PEAK:AIO competes with VAST, WekaIO, NetApp, Pure Storage and many others in the growing AI workload storage arena. PEAK:AIO’s AI Data Server is available now.

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SoftBank to buy Ampere for $6.5B, fueling Arm-based server market competition

SoftBank’s announcement suggests Ampere will collaborate with other SBG companies, potentially creating a powerful ecosystem of Arm-based computing solutions. This collaboration could extend to SoftBank’s numerous portfolio companies, including Korean/Japanese web giant LY Corp, ByteDance (TikTok’s parent company), and various AI startups. If SoftBank successfully steers its portfolio companies toward Ampere processors, it could accelerate the shift away from x86 architecture in data centers worldwide. Questions remain about Arm’s server strategy The acquisition, however, raises questions about how SoftBank will balance its investments in both Arm and Ampere, given their potentially competing server CPU strategies. Arm’s recent move to design and sell its own server processors to Meta signaled a major strategic shift that already put it in direct competition with its own customers, including Qualcomm and Nvidia. “In technology licensing where an entity is both provider and competitor, boundaries are typically well-defined without special preferences beyond potential first-mover advantages,” Kawoosa explained. “Arm will likely continue making independent licensing decisions that serve its broader interests rather than favoring Ampere, as the company can’t risk alienating its established high-volume customers.” Industry analysts speculate that SoftBank might position Arm to focus on custom designs for hyperscale customers while allowing Ampere to dominate the market for more standardized server processors. Alternatively, the two companies could be merged or realigned to present a unified strategy against incumbents Intel and AMD. “While Arm currently dominates processor architecture, particularly for energy-efficient designs, the landscape isn’t static,” Kawoosa added. “The semiconductor industry is approaching a potential inflection point, and we may witness fundamental disruptions in the next 3-5 years — similar to how OpenAI transformed the AI landscape. SoftBank appears to be maximizing its Arm investments while preparing for this coming paradigm shift in processor architecture.”

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Nvidia, xAI and two energy giants join genAI infrastructure initiative

The new AIP members will “further strengthen the partnership’s technology leadership as the platform seeks to invest in new and expanded AI infrastructure. Nvidia will also continue in its role as a technical advisor to AIP, leveraging its expertise in accelerated computing and AI factories to inform the deployment of next-generation AI data center infrastructure,” the group’s statement said. “Additionally, GE Vernova and NextEra Energy have agreed to collaborate with AIP to accelerate the scaling of critical and diverse energy solutions for AI data centers. GE Vernova will also work with AIP and its partners on supply chain planning and in delivering innovative and high efficiency energy solutions.” The group claimed, without offering any specifics, that it “has attracted significant capital and partner interest since its inception in September 2024, highlighting the growing demand for AI-ready data centers and power solutions.” The statement said the group will try to raise “$30 billion in capital from investors, asset owners, and corporations, which in turn will mobilize up to $100 billion in total investment potential when including debt financing.” Forrester’s Nguyen also noted that the influence of two of the new members — xAI, owned by Elon Musk, along with Nvidia — could easily help with fundraising. Musk “with his connections, he does not make small quiet moves,” Nguyen said. “As for Nvidia, they are the face of AI. Everything they do attracts attention.” Info-Tech’s Bickley said that the astronomical dollars involved in genAI investments is mind-boggling. And yet even more investment is needed — a lot more.

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IBM broadens access to Nvidia technology for enterprise AI

The IBM Storage Scale platform will support CAS and now will respond to queries using the extracted and augmented data, speeding up the communications between GPUs and storage using Nvidia BlueField-3 DPUs and Spectrum-X networking, IBM stated. The multimodal document data extraction workflow will also support Nvidia NeMo Retriever microservices. CAS will be embedded in the next update of IBM Fusion, which is planned for the second quarter of this year. Fusion simplifies the deployment and management of AI applications and works with Storage Scale, which will handle high-performance storage support for AI workloads, according to IBM. IBM Cloud instances with Nvidia GPUs In addition to the software news, IBM said its cloud customers can now use Nvidia H200 instances in the IBM Cloud environment. With increased memory bandwidth (1.4x higher than its predecessor) and capacity, the H200 Tensor Core can handle larger datasets, accelerating the training of large AI models and executing complex simulations, with high energy efficiency and low total cost of ownership, according to IBM. In addition, customers can use the power of the H200 to process large volumes of data in real time, enabling more accurate predictive analytics and data-driven decision-making, IBM stated. IBM Consulting capabilities with Nvidia Lastly, IBM Consulting is adding Nvidia Blueprint to its recently introduced AI Integration Service, which offers customers support for developing, building and running AI environments. Nvidia Blueprints offer a suite pre-validated, optimized, and documented reference architectures designed to simplify and accelerate the deployment of complex AI and data center infrastructure, according to Nvidia.  The IBM AI Integration service already supports a number of third-party systems, including Oracle, Salesforce, SAP and ServiceNow environments.

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Nvidia’s silicon photonics switches bring better power efficiency to AI data centers

Nvidia typically uses partnerships where appropriate, and the new switch design was done in collaboration with multiple vendors across different aspects, including creating the lasers, packaging, and other elements as part of the silicon photonics. Hundreds of patents were also included. Nvidia will licensing the innovations created to its partners and customers with the goal of scaling this model. Nvidia’s partner ecosystem includes TSMC, which provides advanced chip fabrication and 3D chip stacking to integrate silicon photonics into Nvidia’s hardware. Coherent, Eoptolink, Fabrinet, and Innolight are involved in the development, manufacturing, and supply of the transceivers. Additional partners include Browave, Coherent, Corning Incorporated, Fabrinet, Foxconn, Lumentum, SENKO, SPIL, Sumitomo Electric Industries, and TFC Communication. AI has transformed the way data centers are being designed. During his keynote at GTC, CEO Jensen Huang talked about the data center being the “new unit of compute,” which refers to the entire data center having to act like one massive server. That has driven compute to be primarily CPU based to being GPU centric. Now the network needs to evolve to ensure data is being fed to the GPUs at a speed they can process the data. The new co-packaged switches remove external parts, which have historically added a small amount of overhead to networking. Pre-AI this was negligible, but with AI, any slowness in the network leads to dollars being wasted.

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Critical vulnerability in AMI MegaRAC BMC allows server takeover

“In disruptive or destructive attacks, attackers can leverage the often heterogeneous environments in data centers to potentially send malicious commands to every other BMC on the same management segment, forcing all devices to continually reboot in a way that victim operators cannot stop,” the Eclypsium researchers said. “In extreme scenarios, the net impact could be indefinite, unrecoverable downtime until and unless devices are re-provisioned.” BMC vulnerabilities and misconfigurations, including hardcoded credentials, have been of interest for attackers for over a decade. In 2022, security researchers found a malicious implant dubbed iLOBleed that was likely developed by an APT group and was being deployed through vulnerabilities in HPE iLO (HPE’s Integrated Lights-Out) BMC. In 2018, a ransomware group called JungleSec used default credentials for IPMI interfaces to compromise Linux servers. And back in 2016, Intel’s Active Management Technology (AMT) Serial-over-LAN (SOL) feature which is part of Intel’s Management Engine (Intel ME), was exploited by an APT group as a covert communication channel to transfer files. OEM, server manufacturers in control of patching AMI released an advisory and patches to its OEM partners, but affected users must wait for their server manufacturers to integrate them and release firmware updates. In addition to this vulnerability, AMI also patched a flaw tracked as CVE-2024-54084 that may lead to arbitrary code execution in its AptioV UEFI implementation. HPE and Lenovo have already released updates for their products that integrate AMI’s patch for CVE-2024-54085.

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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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