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AI or Not raises $5M to stop AI fraud, deepfakes and misinformation

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More AI or Not, a widely covered AI fraud detection platform, has raised $5 million in a seed funding round to accelerate its use of “AI to detect AI” in images, audio video and deepfakes to prevent […]

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AI or Not, a widely covered AI fraud detection platform, has raised $5 million in a seed funding round to accelerate its use of “AI to detect AI” in images, audio video and deepfakes to prevent fraud and misinformation.

Foundation Capital led the round, with participation from GTMFund, Plug and Play, and strategic angel investors.

The company noted 85% of corporate finance professionals now view AI scams as an “existential” threat and more than half of them have already become a target of deepfake technology.

AI or Not determines if images are real or fake.

In the next two years, generative AI scams could be responsible for over $40 billion of losses in U.S. alone. It is this growing threat that fueled AI or Not’s growth over the past year, serving over 250,000 users to date, with the new injection of funding used to create more sophisticated ways of detecting misinformation online and ensure their tools remain ahead of evolving threats. 

“In countless ways, we rely on our ability to see and hear to verify authenticity. With the advent of generative AI models, now we can no longer be so sure,” said Zach Noorani, partner at Foundation Capital, in a statement. “AI or Not’s unique approach to AI detection solves this emerging problem. We’re excited to support their mission of protecting people, companies, governments, and assets broadly from the risks posed by generative AI.”

AI or Not’s platform uses proprietary algorithms to identify and verify authenticity in content, ranging from AI-generated deepfakes impersonating female politicians, deepfake voices used to impersonate seniors to AI-generated music already present on major streaming platforms.

As the recent backlash against companies like Meta highlights, public demand for authenticity and transparency in digital content is surging. With its innovative tools, AI or Not is uniquely positioned to address these challenges, helping users and enterprises navigate the complexities of the AI era while safeguarding trust in the digital world. 

This image is likely fake.

“Generative AI has unlocked incredible potential, but it has also opened the door to harmful misuse that affects everyone from vulnerable individuals to global enterprises,” said Anatoly Kvitnisky, CEO of AI or Not, in a statement. “This funding allows us to continue our mission of creating a safer digital world by giving users the ability to detect and stop AI-driven fraud and misinformation before it causes harm.”

AI or Not is on a mission to protect individuals and organizations from the risks of generative AI misuse. The platform provides advanced AI-powered tools to detect deepfakes, fraud, and misinformation in real-time, ensuring authenticity in an increasingly AI-driven world. The company has seven people.

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SASE 2025: Impact grows despite adoption hurdles

Complexity of managing access policies across multiple platforms: 23% Rising costs due to increased capacity and bandwidth needs: 16% Lack of visibility into use activity and traffic: 14% Inflexibility of technologies to support both remote and in-office work: 11% Excessive user privileges increasing security risk: 10% Lack of contextual data

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Nile dials-up AI to simplify network provisioning, operation

Other features in Nile Nav offer real-time deployment data and visibility as well as instant feedback during setup and activation ensures IT teams can monitor progress and address issues promptly, Kannan stated.  “Post-deployment, the app offers insights into network health and performance, enabling swift diagnostics and resolution,” Kannan stated. Nile

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Japan Watching for Any Impact on LNG From New Russia Sanctions

Tokyo will closely monitor the rollout of new US sanctions on Moscow for any impact on shipments of liquefied natural gas from Russia’s Far East, a key source of supply for Japan. A week ago, the Biden administration imposed aggressive penalties on Russian energy, including restrictions on vessels that export oil from the Sakhalin-2 project just north of Japan. If those curbs end up halting crude production from the site, the gas that’s pumped out at the same time may be at risk. Japan is a big LNG buyer and sourced about 8% of its imports from Sakhalin-2 last year, according to ship-tracking data compiled by Bloomberg. “We’ll discuss with the relevant stakeholders” to ensure Japan gets the gas it needs, Shinichi Sasayama, the president of major importer Tokyo Gas Co., said Thursday. “It might require more investigation to determine how much impact this will actually have. I wouldn’t say there is no impact whatsoever.” One of Sakhalin-2’s three production platforms, Lunskaya, pumps both natural gas and gas condensate, a light version of crude oil, and the two fuels are then separated onshore. If curbs on exporting the oil lead to a buildup of crude on site, that may eventually prompt a halt in output, affecting gas in the process. “If oil and condensate shipments really stopped, then at some point — when the storage facilities were full — gas production would also have to halt as it’s impossible to produce gas without producing condensate,” said Sergey Vakulenko, an oil industry veteran who spent part of his career at Sakhalin-2. The US sanctions do not extend to the actual oil and gas from the development, just to the tankers needed to export the crude. Oil shipments are unlikely to cease immediately since the restrictions allow for a wind-down period. Ultimately, Lunskaya’s continued

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Labour appoints five members to GB Energy ‘start-up board’

The UK government has appointed five non-executive directors to the “start-up board” of proposed publicly-owned energy company GB Energy. The state-owned firm was a key election pledge of the Labour party, and officials unveiled former Siemens Energy chief executive Juergen Maier as chairman in July. Prime Minister Sir Keir Starmer later confirmed GB Energy will be based in Aberdeen, however questions remain over the number of jobs it will provide in the Granite City. Scottish politicians also criticised Maier’s decision to remain based in Manchester, rather than relocating to Aberdeen. Announcing the appointees, the Department for Energy Security and Net Zero said they bring a wide range of experience from their previous roles. “Together with the chair Juergen Maier, they will help to scale up Great British Energy and build its organisational structure and Aberdeen headquarters,” DESNZ said. UK energy secretary Ed Miliband said the GB Energy board will “hit the ground running” in its mission to “scale up clean, homegrown power”. Meanwhile, Maier said the appointments are an “important milestone” for the company is it seeks to “rapidly scale up” and “get to work”. “Their experience across the energy industry, government and trade unions will be crucial in shaping our strategy and organisation, ensuring we can back clean energy projects, bolster UK supply chains and create good jobs across the country,” Maier said. Who is the GB Energy start-up board? DESNZ said the five new start-up non-executive directors will join the GB Energy board on initial contracts of between 18 months and two years. They include former Trades Union Congress (TUC) general secretary and Labour peer  Frances O’Grady, former SP Energy Networks chief executive Frank Mitchell, British Hydropower Association chief executive Kate Gilmartin, former Association for Renewable Energy and Clean Technology (REA) chief executive Dr Nina Skorupska, and former

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Westinghouse, KEPCO Settle Dispute over Nuclear Tech Rights

Korea Electric Power Corp. (KEPCO) and Westinghouse Electric Co. LLC have signed an agreement to resolve their intellectual property dispute over nuclear reactor designs and pursue collaboration. Cranberry Township, Pennsylvania-based Westinghouse said Thursday it would work with KEPCO and KEPCO’s Korea Hydro and Nuclear Power Co. Ltd. (KHNP) for the dismissal of all current legal actions. United States litigation and international arbitration are pending concerning Westinghouse’s claim to sub-licensing and export rights against South Korea’s state-owned KEPCO. “This agreement allows both parties to move forward with certainty in the pursuit and deployment of new nuclear reactors”, Westinghouse said in an online statement. “The agreement also sets the stage for future cooperation between the parties to advance new nuclear projects globally”. Westinghouse president and chief executive Patrick Fragman said, “As the world demands more firm baseload power, we look forward to opportunities for cooperation to deploy nuclear power at even greater scale”. Details of the settlement deal are confidential, Westinghouse said. In a recent episode of the legal row, which dates back to 2022, Westinghouse last year protested in Czechia after the Central European country’s state-owned CEZ Group selected KHNP over Westinghouse for two nuclear reactors. Westinghouse argued KHNP’s designs use the former’s technology and that the Korean company did not have clearance under U.S. tech export controls. Announcing the appeal before the Czech Anti-Monopoly Office on August 26, 2024, Westinghouse said, “The tender required vendors to certify they possess the right to transfer and sublicense the nuclear technology offered in their bids to CEZ and local suppliers”. “KHNP’s APR1000 and APR1400 plant designs utilize Westinghouse-licensed Generation II System 80 technology. KHNP neither owns the underlying technology nor has the right to sublicense it to a third party without Westinghouse consent. “Further, only Westinghouse has the legal right to obtain the

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Power Moves: ETZ Ltd’s new offshore renewables director and more

Isla Robb has been appointed as the new offshore renewables director at ETZ Ltd. The appointment comes as ETZ Ltd looks to secure new offshore wind-related investment for the Energy Transition Zone and the wider region to deliver sustainable economic impact. Robb’s energy career spans the public and private sectors, with a strong focus on offshore wind and supply chain management. As managing director of Opergy Scotland, she led numerous initiatives to support large-scale clients, SMEs, and public sector organisations, guiding them through the challenges of energy transition. Her work in connecting local suppliers with developers through meet-the-buyer events and promoting diversity in the offshore wind industry was recognised last year when she won the prestigious Judges’ Award at Scottish Green Energy Awards 2024 and was described by the judging panel as an “inspiring force for change”. Robb said: “It is a huge privilege to be appointed director of offshore renewables at ETZ Ltd, an organisation that is at the vanguard of energy transition and efforts to secure a vibrant and prosperous future for Aberdeen and the North East of Scotland. “This region has all the ingredients for success, a pipeline of transformational projects on our doorstep alongside a world-class supply chain that can deliver them, and I’m relishing the opportunity draw upon my experience to ensure we unlock the investment required to maximise the vast potential afforded by offshore wind.” Great British Energy has added five non-executive directors to its start-up board. The new board will set a strategy for how the publicly owned company will work with the energy sector and communities to drive investment in clean energy technologies. Frances O’Grady is a member of the House of Lords and served as general secretary for the Trades Union Congress (TUC) between 2013 and 2022. Frank Mitchell is the

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It’s time for the US to adopt comprehensive battery legislation similar to the EU

Blaine Miller-McFeeley is a senior legislative representative at Earthjustice and Julia Poliscanova is the senior director of vehicles & emobility supply chains at Transport & Environment. The impacts of climate change are becoming more and more impossible to ignore. Extreme heat waves, intense wildfires, and unprecedented hurricanes, storms and flooding battered both the United States and Europe over the past year, exacting a toll on human life, the environment and the global economy. Mitigating these consequences requires a quick transition to clean renewable energy that will meet global energy demands while curtailing our reliance on fossil fuels that are warming our planet. Yet, this will involve a considerable challenge that both Europe and the United States will have to face in the upcoming years: The wind turbines, solar panels and batteries for electric vehicles and energy storage rely on minerals like lithium, cobalt, nickel and others that, if not sourced or mined responsibly, can harm health, environment and cultural resources of nearby communities. Simultaneously, global mineral supply chains are often opaque, with well-documented cases of minerals tainted by forced and child labor making their way into our appliances, electronics and other technologies.  While cleaning up supply chains and dirty business practices will take time, a quicker path exists to secure a share of much-needed critical minerals to enable the rapid adoption of green technologies. We must scale up mineral recycling efforts that will reduce our demand for raw minerals and create new jobs in the green economy. But regulation in the United States is woefully behind the European Union. If policymakers want the United States to serve as a global economic leader in the energy transition and catch up to countries that have already invested in the circular economy, it can’t go on pursuing business as usual. Recent legislation passed

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Over half of Aberdeen businesses say profits will drop in 2025

As businesses contend with rising bills, difficulties with recruitment and dwindling orders, 51% of Aberdeen firms project reduced profits in 2025. The last time businesses in the region projected figures like this was in 2020 when the same percentage of respondents to Aberdeen and Grampian Chamber of Commerce’s (AGCC) Quarterly Economic Survey forecasted reduced profits in the fourth quarter. The north-east of Scotland is shaping up worse than the rest of the UK as 32% of UK businesses forecast a dip in profits this year. Speaking at a launch event for the report, AGCC research and insights manager Sarah McColl explained that the issues facing oil and gas firms have wider-reaching impacts than the energy market. McColl said: “It’s interesting when you look at the open-ended questions that the number of businesses that aren’t oil and gas or energy-related that do reference the issues that industry has and the compounding effect that has on all the other pressures. “Even when we look at the hospitality example, they used to rely quite heavily on the oil and gas industry to fill rooms during the week and things and that’s not the case anymore.” Optimism remained low for the year ahead as 29% of firms said that they expect turnover to get worse. Headcount at Aberdeen firms to stagnate This comes as BP (LON:BP) announced a cost cutting drive that will see the supermajor cut over 5% of its workforce as 4,700 employees are set to lose their jobs alongside 3,000 contractors. The London-listed supermajor is looking to cut costs by $2 billion (£1.64bn) as it sets out on a redundancy process that an industry analyst said would likely impact the north-east of Scotland. On Monday, oil and gas supply chain firm Hunting (LON:HTG) also announced a restructuring campaign that will impact

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Lenovo to acquire Infinidat to expand its storage folio

The company, which CEO Phil Bullinger currently leads, was founded by Moshe Yanai in 2011. It also has an office in Waltham, Massachusetts. Lenovo eyes high-end enterprise storage market The acquisition is part of Lenovo’s growth strategy to meet the evolving needs of modern data centers that are expected to handle AI and generative AI workloads, the company said, adding that Infinidat’s offering will find synergy with its Infrastructure Solutions Group and jointly will target the high-end enterprise storage market. Currently, Lenovo’s Infrastructure Solutions business operates in the entry and mid-range enterprise storage market offering a portfolio of options, such as flash and hybrid arrays, hyperconverged infrastructure (HCI), software-defined storage (SDS), and data management suites such as Lenovo TruScale. “This is a win-win for both companies. Lenovo fills a big void in its storage portfolio, while Infinidat is able to leverage a hardware design and manufacturing machine,” Matt Kimball, principal analyst at Moor Strategy and Insights, wrote on LinkedIn. Lenovo is expected to quickly train its sites on Infinidat’s storage software IP and look to where it can leverage this more broadly, Kimball explained, adding that “if Lenovo’s channels are properly leveraged, we can see real disruption in the enterprise storage market.” Early focus on the enterprise storage market According to analysts, Lenovo has been hyper-focused on the enterprise storage market since it acquired IBM’s x86 server business for about $2.3 billion in 2014. Another landmark deal for the company, targeted at competing more aggressively with Dell and HPE — the dominant players in the enterprise storage market, came in 2018 in the form of a partnership with NetApp, under which it also developed a joint venture in China to co-develop a new range of ThinkSystem Infrastructure that imbibes NetApp’s data management expertise.

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Biden’s clean AI infrastructure plan could be hanging by a thread

“There is barely an aspect of our society that will remain untouched by this force of change,” said UK Prime Minister Keir Starmer in a foreword to the report. “This government will not sit back passively and wait for change to come. It is our responsibility to harness it and make it work for working people.” Litan described the UK plan as “farther reaching and addressing AI data and the workforce, so it is more comprehensive and seems more thoughtful.” Asked for comment on the two strategies, Phil Brunkard, executive counselor at Info-Tech Research Group UK, said, “the US plans to lead the global AI race by combining its national security goals with sustainable infrastructure. Under the new executive order, the DoD and DoE will lease federal land for the private sector to build out AI data centers powered by clean energy, like nuclear, solar, or wind. The gist of their plan is to lead the way in responsible AI development to keep the US as the technology leader while being mindful of the environmental impact.” Meanwhile, the UK’s AI Opportunities Action Plan, he said, “is heavily reliant on collaboration with academia and industry partners, backed by significant private sector investments in AI infrastructure. But its success will depend on how effectively it can solve energy and cooling challenges, especially in areas with limited resources.” Brunkard added, “by focusing on domestic AI production and ethical oversight, the UK is hoping to balance innovation with responsibility, which is an essential step in building long-term technological resilience.” Both plans, he said, “recognize that AI dominance requires more than just the latest and greatest cutting-edge technology; it’s about building solid infrastructure, securing data, and governing AI ethically. While the US emphasizes security and clean energy, the UK focuses on self-reliance and strong regulatory

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Qualcomm purloins Intel’s chief Xeon designer with eyes toward data center development

If Intel was hoping for a turnaround in 2025, it will have to wait at least a little bit longer. The chief architect for Intel’s Xeon server processors has defected to chip rival Qualcomm, which is making yet another run at entering the data center market. Sailesh Kottapalli, a 28-year Intel veteran and a senior fellow and chief architect for the company’s Xeon processors, made the announcement on LinkedIn on January 13, stating that he joined Qualcomm as a senior vice president. “My journey took me through roles as a validation engineer, logic designer, full-chip floor planner, post-silicon debug engineer, micro architect, and architect,” he wrote. “I worked on CPU cores, memory, IO, and platform aspects of the system, spanning multiple architectures across x86 and Itanium, and products including CPU and GPU, most importantly shaping the Xeon product line.”

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8 Trends That Will Shape the Data Center Industry In 2025

What lies ahead for the data center industry in 2025? At Data Center Frontier, our eyes are always on the horizon, and we’re constantly talking with industry thought leaders to get their take on key trends. Our Magic 8 Ball prognostications did pretty well last year, so now it’s time to look ahead at what’s in store for the industry over the next 12 months, as we identify eight themes that stand to shape the data center business going forward. We’ll be writing in more depth about many of these trends, but this list provides a view of the topics that we believe will be most relevant in 2025. A publication about the future frontiers of data centers and AI shouldn’t be afraid to put it’s money where its mouth is, and that’s why we used AI tools to help research and compose this year’s annual industry trends forecast. The article is meant to be a bit encyclopedic in the spirit of a digest, less than an exactly prescriptive forecast – although we try to go there as well. The piece contains some dark horse trends. Do we think immersion cooling is going to explode this year, suddenly giving direct-to-chip a run for its money? Not exactly. But do we think that, given the enormous and rapidly expanding parameters of the AI and HPC boom, the sector for immersion cooling could see some breakthroughs this year? Seems reasonable. Ditto for the trends forecasting natural gas and quantum computing advancements. Such topics are definitely on the horizon and highly visible on the frontier of data centers, so we’d better learn more about them, was our thought. Because as borne out by recent history, data center industry trends that start at the bleeding edge (pun intended – also, on the list) sometimes

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Podcast: Data Center and AI Sustainability Imperatives with iMasons Climate Accord Executive Director, Miranda Gardiner

Miranda was a featured speaker at last September’s inaugural Data Center Frontier Trends Summit. The call for speakers is now open for this year’s event, which will be held again in Reston, Virginia from Aug. 26-28. DCF Show Podcast Quotes from Miranda Gardiner, Executive Director, iMasons Climate Accord On Her Career Journey and Early Passion for Sustainability:   – “My goals have always been kind of sustainability, affordable housing. I shared a story last week on a panel that my mother even found a yearbook of me from my elementary school years. The question that year was like, what do you hope for the future? And mine was there’d be no pollution and everyone would have a home.” On Transitioning to Data Centers:   – “We started to see this mission-critical focus in facilities like data centers, airports, and healthcare buildings. For me, connecting sustainability into the performance of the building made data centers the perfect match.” Overview of the iMasons Climate Accord:   – “The iMasons Climate Accord is an initiative started in 2022. The primary focus is emission reductions, and the only requirement to join is having an emission reduction strategy.”   – “This year, we refined our roadmap to include objectives such as having a climate strategy, incentivizing low-GHG materials like green concrete, and promoting equity by supporting small, women-owned, and minority-owned businesses.” On Industry Collaboration and Leadership:   – “This year, through the Climate Accord, we issued a call to action on the value of environmental product declarations (EPDs). It was signed by AWS, Digital Realty, Google, Microsoft, Schneider Electric, and Meta—talk about a big initiative and impact!” On EPDs and Carbon Disclosure:   – “EPDs provide third-party verification of materials coming into buildings. Pairing that with the Open Compute Project’s carbon disclosure labels on equipment creates vast opportunities for transparency and

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Accelsius and iM Data Centers Demo Next-Gen Cooling and Sustainability at Miami Data Center

Miami Data Center Developments Update Miami has recently witnessed several significant developments and investments in its data center sector, underscoring the city’s growing importance as a digital infrastructure hub. Notable projects include: Project Apollo:  A proposed 15-megawatt (MW), two-story, 75,000-square-foot data center in unincorporated Miami-Dade County. With an estimated investment of $150 million, construction is slated to commence between 2026 and 2027. The development team has prior experience with major companies such as Amazon, Meta, and Iron Mountain.  RadiusDC’s Acquisition of Miami I:  In August 2024, RadiusDC acquired the Miami I data center located in the Sweetwater area. Spanning 170,000 square feet across two stories, the facility currently offers 3.2MW of capacity, with plans to expand to 9.2 MW by the first half of 2026. The carrier-neutral facility provides connectivity to 11 fiber optic and network service providers.  Iron Mountain’s MIA-1 Data Center: Iron Mountain is developing a 150,000-square-foot, 16 MW data center on a 3.4-acre campus in Central North West Miami. The facility, known as MIA-1, is scheduled to open in 2026 and aims to serve enterprises, cloud providers, and large-scale users in South Florida. It will feature fiber connections to other Iron Mountain facilities and a robust pipeline of carriers and software-defined networks.  EDGNEX’s Investment Plans:  As of this month, Dubai, UAE-based EDGNEX has announced plans to invest $20 billion in the U.S. data center market, with the potential to double this investment. This plan includes a boutique condo project in Miami, estimated to have a $1 billion gross development value, indicating a significant commitment to the region’s digital infrastructure.  All of these developments highlight Miami’s strategic position as a connectivity hub, particularly serving as a gateway to Latin America and the Caribbean. The city’s data center market is characterized by steady growth, with a focus on retail colocation and

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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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