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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 102.4 T Spectrum-X switches will […]

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 102.4 T Spectrum-X switches will be liquid-cooled by default,” she wrote in a blog about GTC.

Can you say Nvidia networking everywhere?

At GTC 2025, Nvidia unveiled plans for its upcoming NVLink 6/7 and NVSwitch 6/7, key components of its next-generation Rubin platform, reinforcing the critical role of NVLink switches in its strategy. Additionally, the Spectrum-X switch platform, designed for scaling out, represents another major pillar of Nvidia’s vision.  Nvidia is committed to a “one year-rhythm”, with networking keeping pace with GPU requirements, Boujelbene stated.

Everyone wants to partner with Nvidia

There was a much bigger focus on partnerships this year: Cisco for networking, Cisco and T-Mobile for 5G/6G, Dell, HP and Lenovo for their DGX Spark and Studio hardware platforms, Dell, HPE, Lenovo, Supermicro and others for the Blackwell Ultra server systems and more, said Bob O’Donnell, president and chief analyst with TECHnalysis Research.

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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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Managing and monitoring user accounts on Linux

$ id georgeuid=1003(george) gid=1003(george) groups=1003(george) To view all users on the system, you can examine the contents of the /etc/passwd file, but that would include all the system accounts as well as the user account. The “ls /home” command should give you a list of all home directories. $ ls

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Colonial Pipeline Responds to Protest Against Pipeline Changes

Colonial Pipeline Co. defended a proposal for operational changes on its fuel network after objections from oil majors Exxon Mobil Corp. and Chevron Corp. and commodities trader Trafigura. Colonial, which operates the largest gasoline pipeline in the US, said the changes “will enhance pipeline integrity and reliability and create more capacity for shippers” in a Monday filing with the US Federal Energy Regulatory Commission.  According to the filing, the proposed changes would mitigate risks associated with “pressure cycling,” which occurs when changes in internal pressure lead to stress in the pipe wall. By transporting fewer products on the pipeline route, among other changes, “Colonial will experience fewer segment slowdowns and shutdowns (and the associated restarts) that more frequently arise when transporting multiple products in the same cycle,” the company said in the filing. Trafigura, Exxon Mobil, Chevron and several other refiners previously filed motions asking the regulator to block Colonial’s proposed changes. Among the potential changes are halting the transport of volatile grade five gasoline on the maxed-out pipeline and boosting capacity by several thousand barrels a day. Shippers on the system, which transports about 2.5 million barrels of fuel a day from the refinery belt of Texas and Louisiana to demand centers in the East Coast, say the changes will contribute to operational hurdles and higher costs. Large swaths of the East Coast, where several refineries have shuttered in recent years, depend on Colonial’s pipeline to meet fuel demand, giving it an outsized effect on the domestic fuel market. If approved, the changes would likely take effect in September. WHAT DO YOU THINK? Generated by readers, the comments included herein do not reflect the views and opinions of Rigzone. All comments are subject to editorial review. Off-topic, inappropriate or insulting comments will be removed. MORE FROM THIS AUTHOR Bloomberg

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Charging Forward: Zenobe starts construction on 400 MW Scottish battery project, progress on long duration storage cap-and-floor and more

In this week’s Charging Forward, Zenobe starts construction on a 400 MW battery energy storage (BESS) project in Scotland, Drax is set to acquire Harmony Energy’s project portfolio and SSE and Gilkes Energy submit plans for Fearna pumped storage hydro. This week’s headlines: Zenobe starts construction on 400 MW Eccles BESS in Scotland SSE reaches milestone at 320 MW Monk Fryston BESS Drax to acquire Harmony Energy Income Trust (HEIT) SSE and Gilkes Energy submit Fearna pumped storage hydro plans Long duration storage cap-and-floor design unveiled BayWa r.e. submits plans for Scottish BESS Trinasolar progresses Essex solar-BESS project Root-Power gets nod for 100 MW Lincolnshire BESS Downing secures consent for two BESS projects Gresham House secures consent for Gretna Green BESS Pulse Clean Energy activates 42 MW West Manchester BESS Polaron wins £1m Manchester Prize for battery design tech International news: Renewco Power to partner on 2.2 GW BESS pipeline in Spain, German crystal sulphur battery startup closes €15m investment round Zenobe starts work on 400 MW Eccles BESS Battery storage developer Zenobe has started construction on a 400 MW/800 MWh BESS project near the village of Eccles in the Scottish Borders. It brings Zenobe’s live and contracted portfolio of projects in Scotland to 1.05 GW, a twentyfold increase since the company announced its first 50 MW project in East Ayrshire in 2022. Zenobe raised £220m in debt financing for the Eccles project, which is set to go live in 2027. The Eccles site will feature Tesla’s Megapack 2 XL battery system, becoming the first project in the UK to feature the grid-forming technology. © Supplied by ZenobeA render of Zenobe’s 400 MW Eccles BESS project in Scotland. Under a contract with the National Energy System Operator (NESO), Zenobe’s Eccles BESS will provide stability services to the UK grid. The company estimates the

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Shell cuts low-carbon investment amid “discipline” drive, boosts CEO pay

Shell has undergone a “cultural reset” as it slashes its low-carbon investments in search of so-called “performance, discipline and simplification”, chief executive Wael Sawan said on Tuesday. The oil company has halved its target for low-carbon investments across its renewables and energy solutions business to 10% of capital expenditure by 2030, down from 15-20% in 2024. By the end of 2024, it had spent about $8bn of its capex budget of up to $15bn for low-carbon investments for the 2023-25 period, according to its annual report. “Demand for energy will continue to grow,” Sawan told shareholders at its capital markets day. He said the FTSE 100-listed company had identified gas as a “winner” in the energy mix, in particular liquefied natural gas (LNG). LNG will be the biggest contribution Shell will make to the energy transition going forward, he added. About one fifth, or 20%, of the oil company’s capital has been deployed in hydrogen, carbon capture and storage (CCS) and low-carbon fuels, but in aggregate these segments are “not delivering adequate returns”, according to Sawan. Sawan said he acknowledged the “critical role” that LNG plays in the energy transition and that Shell plans to deliver some of the industry’s lowest-cost and carbon intensive molecules. He described the company’s mantra as “delivering on what we say we will do”, such as profitably transitioning towards net zero by 2050, as it seeks to focus on share performance. Sawan pointed out that Shell’s shares have outperformed its peers, and that it had recorded its lowest net debt in nearly a decade. Amid what the chief executive described as a “normalised” oil environment in terms of pricing, the company is embarking on “rightsizing” capital expenditure and making “higher distributions”. CEO pay rises 5% In 2025, the boss of the Dutch oil company’s basic

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Global OTEC to develop ocean thermal energy conversion pilot plant

British firm Global OTEC will deploy its first energy-generating onshore ocean thermal energy conversion (OTEC) plant as part of a demonstration project. The London-based company has developed the OTEC Power Module, a compact and modular power plant that converts thermal energy from the ocean into electricity. Global OTEC said the pilot is the “next step in revolutionising tropical energy access” and will demonstrate “real-world scalability and readiness for mass production”. OTEC technology is primarily viable in tropical and subtropical regions and could potentially generate up to 10,000 TWh of electricity, according to the International Renewable Energy Agency (IRENA). Global OTEC founder and chief executive Dan Grech said the company had “moved beyond proving the concept” of its technology. “We’re setting out the blueprints for the commercialisation of a new category of renewable energy,” Grech said. “This demonstration plant is designed to be repeatable, compact and efficient, enabling a new generation of offshore infrastructure powered reliably by the ocean.” Ocean thermal energy Global OTEC said its demonstration project will be deployed onshore, with the location expected to be finalised later this year. The plant will draw from existing deep seawater intake sites to tap into the temperature difference between warm surface water and cold deep ocean water. The natural temperature gradient will drive an Organic Rankine Cycle (ORC) system capable of generating up to 500 kW of consistent baseload power. Global OTEC said the project aims to validate technical performance, cost efficiency and replicability ahead of future offshore trials. “Moving beyond whitepapers and lab tests, building physical OTEC systems is essential,” Grech said. “Our vision is a future where OTEC is seen as a cornerstone of the global energy transition.” Since its inception in 2017, Global OTEC has focused on developing its technology as an alternative to fossil fuel generation for small

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Analyst Says NatGas Bulls Attempting to ‘Hold Line’ Ahead of April Rollover

In an EBW Analytics Group report sent to Rigzone on Tuesday by the EBW Analytics Group team, Eli Rubin, an energy analyst at the company, said natural gas bulls are attempting to “hold the line” ahead of the April contract rollover. “The April natural gas contract tested support in the mid-to-high $3.80s Sunday and Monday evenings, but bullish call option holders are attempting to maintain support at the $4.00 strike price ahead of contract options expiration tomorrow,” Rubin noted in the report. “Strengthening weather runs and Henry Hub spot prices rebounding to $4.03 may reinforce support,” Rubin added. In the report, Rubin said strong daily heating demand tomorrow and early next week could provide further price support. “Sizable weekly injections are possible in early April, though, with mild spring weather helping to rapidly erode outstanding storage deficits over the next month,” Rubin warned. “In the immediate term, price action will be a function of trader positioning through April contract options expiration tomorrow and final settlement on Thursday,” Rubin added. “While technical support appears staunch, we retain a modest bearish bias over the next 7-10 days as May becomes the NYMEX front-month and bearish spring fundamentals roll forward,” Rubin continued. In a separate EBW Analytics Group report sent to Rigzone on Monday by the EBW Analytics Group team, Rubin said the April natural gas contract tested both support and resistance on Friday before closing within a penny of Thursday’s sub-$4.00 per million British thermal unit (MMBtu) close. “Despite sinking last night [Sunday] due to a warmer weekend weather shift, though, initial support is holding firm this morning,” Rubin noted in that report. “DTN’s mild weekend weather shift is far larger than forecast by other meteorologists. Still, the outlook amplifies near-term downside price risks as a mild spring envelops the country into

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Renew Home to roll out new VPP features this summer

Dive Brief: Renew Home will begin deploying “homes-first” virtual power plant features this summer that can leverage more than 3 GW of shiftable load under its control, the home energy management company said Monday. The Renew Home VPP will automatically integrate participating energy providers’ time-of-use or demand rate plans and solicit household feedback to improve personalization for customers, Renew Home said.  Utilities and other energy providers can use the VPP’s digital portal to notify Renew Home of price increases or grid and capacity constraints that would benefit from load shifting, dispatch households enrolled in Renew Home’s Rewards Shift program in as little as five minutes and see event performance results. Dive Insight: Renew Home launched in May from the merger of Google Nest Renew and OhmConnect, a home energy management provider. In its announcement last year, it previewed plans to expand its shiftable load from about 3 GW to 50 GW by 2030. That would provide a significant amount of the 80 GW to 160 GW of VPP capacity the U.S. Department of Energy’s updated VPP Liftoff Report says the country needs to meet at least 10% of peak load in 2030. “We saw the liftoff report as a major call to action,” Renew Home CEO Ben Brown said in an interview this month. With AI- and electrification-fueled load growth and rising grid maintenance and modernization costs due in part to more frequent extreme weather events, “it is a massive task to keep adding capacity to the grid to support the modern economy we all want to be a part of,” he said. Virtual power plants offer the fastest, lowest-cost option for new dispatchable capacity, Brown said. “We are 60% of the cost of a gas peaker plant and 40% of the cost of new utility-scale batteries,” he said. Renew

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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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