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China wants to restore the sea with high-tech marine ranches

A short ferry ride from the port city of Yantai, on the northeast coast of China, sits Genghai No. 1, a 12,000-metric-ton ring of oil-rig-style steel platforms, advertised as a hotel and entertainment complex. On arrival, visitors step onto docks and climb up to reach a strange offshore facility—half cruise ship, half high-tech laboratory, all laid […]

A short ferry ride from the port city of Yantai, on the northeast coast of China, sits Genghai No. 1, a 12,000-metric-ton ring of oil-rig-style steel platforms, advertised as a hotel and entertainment complex. On arrival, visitors step onto docks and climb up to reach a strange offshore facility—half cruise ship, half high-tech laboratory, all laid out around half a mile of floating walkways. Its highest point—the “glistening diamond” on Genghai No. 1’s necklace, according to China’s state news agency—is a seven-­story visitor center, designed to look like a cartoon starfish.  

Jack Klumpp, a YouTuber from Florida, became one of the first 20,000 tourists to explore Genghai’s visitor center following its opening in May 2023. In his series I’m in China with Jack, Klumpp strolls around a water park cutely decorated in Fisher-Price yellow and turquoise, and indoors, he is excited to spot the hull of China’s deep-sea submersible Jiaolong. In reality, the sea here is only about 10 meters deep, and the submersible is only a model. Its journey into the ocean’s depths is an immersive digital experience rather than real adventure, but the floor of the sub rocks and shakes under his feet like a theme park ride. 

Watching Klumpp lounge in Genghai’s luxe marine hotel, it’s hard to understand why anyone would build this tourist attraction on an offshore rig, nearly a mile out in the Bohai Strait. But the answer is at the other end of the walkway from Genghai’s tourist center, where on a smaller, more workmanlike platform, he’s taught how to cast a worm-baited line over the edge and reel in a hefty bream. 

Genghai is in fact an unusual tourist destination, one that breeds 200,000 “high-quality marine fish” each year, according to a recent interview in China Daily with Jin Haifeng, deputy general manager of Genghai Technology Company, a subsidiary of the state-owned shipbuilder Shandong Marine Group. Just a handful of them are caught by recreational fishers like Klumpp. The vast majority are released into the ocean as part of a process known as marine ranching. 

Since 2015, China has built 169 “national demonstration ranches”—including Genghai No. 1—and scores of smaller-scale facilities, which collectively have laid 67 million cubic meters of artificial reefs and planted an area the size of Manhattan with seagrass, while releasing at least 167 billion juvenile fish and shellfish into the ocean.

The Chinese government sees this work as an urgent and necessary response to the bleak reality that fisheries are collapsing both in China and worldwide, with catches off China’s coast declining 18% in less than a decade. In the face of that decline, marine ranches could offer an enticing win-win: a way to restore wild marine ecosystems while boosting fishery hauls. 

Marine ranches could offer an enticing win-win: a way to restore wild marine ecosystems while boosting fishery hauls. But before China invests billions more dollars into these projects, it must show it can get the basics right.

Genghai, which translates as “Sea Harvest,” sits atop what Jin calls an “undersea ecological oasis” constructed by developers. In the middle of the circular walkway, artificial marine habitats harbor shrimp, seaweed, and fish, including the boggle-eyed Korean rockfish and a fish with a parrot-like beak, known as the spotted knifejaw.

The facility is a next-generation showcase for the country’s ambitious plans, which call for 200 pilot projects by 2025. It’s a 5G-enabled, AI-equipped “ecological” ranch that features submarine robots for underwater patrols and “intelligent breeding cages” that collect environmental data in near-real time to optimize breeding by, for example, feeding fish automatically.

In an article published by the Chinese Academy of Sciences, China’s top science institute, one high-ranking fisheries expert sketches out plans for a seductive tech-driven future where production and conservation go hand in hand: Ecological ranches ring the coastline, seagrass meadows and coral reefs regrow around them, and autonomous robots sustainably harvest mature seafood. 

But now, Chinese researchers say, is the time to take stock of lessons learned from the rapid rollout of ranching to date. Before the country invests billions more dollars into similar projects in the coming years, it must show it can get the basics right.

What, exactly, is a marine ranch? 

Developing nations have historically faced a trade-off between plundering marine resources for development and protecting ecosystems for future generations, says Cao Ling, a professor at Xiamen University in eastern China. When growing countries take more than natural ecosystems can replenish, measures like seasonal fishing bans have been the traditional way to allow fisheries to recover. Marine ranching offers an alternative to restricting fishing—a way to “really synergize environmental, economic, and social development goals,” says Cao—by actively increasing the ocean’s bounty. 

It’s now a “hot topic” in China, says Cao, who grew up on her family’s fish farm before conducting research at the University of Michigan and Stanford. In fact, “marine ranching” has become such a buzzword that it can be hard to tell what it actually means, encompassing as it does flagship facilities like Genghai No. 1 (which merge scientific research with industrial-scale aquaculture pens, recreational fishing amenities, and offshore power) and a baffling array of structures including deep-sea floating wind farms with massive fish-farming cages and 100,000-ton “mobile marine ranches”—effectively fish-breeding aircraft carriers. There are even whole islands, like the butterfly-shaped Wuzhizhou on China’s tropical south coast, that have been designated as ranching areas. 

a person in a wetsuit at sunset sitting in a net
A scuba diver finishes cleaning the nets surrounding Genghai No. 1, China’s first AI-powered “ecological” marine ranch complex.
UPI/ALAMY LIVE NEWS

To understand what a marine ranch is, it’s easiest to come back to the practice’s roots. In the early 1970s, California, Oregon, Washington, and Alaska passed laws to allow construction of facilities aimed at repairing stocks of salmon after the rivers where they traditionally bred had been decimated by pollution and hydroelectric dams. The idea was essentially twofold: to breed fish in captivity and to introduce them into safe nurseries in the Pacific. Since 1974, when the first marine ranches in the US were built off the coast of California and Oregon, ranchers have constructed artificial habitats, usually concrete reef structures, that proponents hoped could provide nursery grounds where both valuable commercial stocks and endangered marine species could be restored.

Today, fish farming is a $200 billion industry that has had a catastrophic environmental impact, blighting coastal waters with streams of fish feces, pathogens, and parasites.

Marine ranching has rarely come close to fulfilling this potential. Eight of the 11 ranches that opened in the US in the 1970s were reportedly shuttered by 1990, their private investors having struggled to turn a profit. Meanwhile, European nations like Norway spent big on attempts to restock commercially valuable species like cod before abandoning the efforts because so few introduced fish survived in the wild. Japan, which has more ranches than any other country, made big profits with scallop ranching. But a long-term analysis of Japan’s policies estimated that all other schemes involving restocking the ocean were unprofitable. Worse, it found, releasing docile, lab-bred fish into the wild could introduce genetically damaging traits into the original population. 

Today, marine ranching is often considered a weird offshoot of conventional fish farming, in which fish of a single species are fed intensively in small, enclosed pens. This type of feedlot-style aquaculture has grown massively in the last half-century. Today it’s a $200 billion industry and has had a catastrophic environmental impact, blighting coastal waters with streams of fish feces, pathogens, and parasites. 

Yet coastal nations have not been discouraged by the mediocre results of marine ranching. Many governments, especially in East Asia, see releasing millions of young fish as a cheap way for governments to show their support for hard-hit fishing communities, whose livelihoods are vanishing as fisheries teeter on the edge of collapse. At least 20 countries continue to experiment with diverse combinations of restocking and habitat enhancement—including efforts to transplant coral, reforest mangroves, and sow seagrass meadows. 

Each year at least 26 billion juvenile fish and shellfish, from 180 species, are deliberately released into the world’s oceans—three for every person on the planet. Taken collectively, these efforts amount to a great, ongoing, and little-noticed experiment on the wild marine biome.

China’s big bet

China, with a population of 1.4 billion people, is the world’s undisputed fish superpower, home to the largest fishing fleet and more than half the planet’s fish farms. The country also overwhelms all others in fish consumption, using as much as the four next-largest consumers—the US, the European Union, Japan, and India—combined and then doubled. But decades of overfishing, compounded by runaway pollution from industry and marine aquaculture, have left its coastal fisheries depleted. 

Around many Chinese coastal cities like Yantai, there is a feeling that things “could not be worse,” says Yong Chen, a professor at Stony Brook University in New York. In the temperate northern fishing grounds of the Bohai and Yellow Seas, stocks of wild fish such as the large yellow croaker—a species that’s critically endangered—have collapsed since the 1980s. By the turn of the millennium, the Bohai, a densely inhabited gulf 100 miles east of Beijing, had lost most of its large sea bass and croaker, leaving fishing communities to “fish down” the food chain. Fishing nets came up 91% lighter than they did in the 1950s, in no small part because heavy industry and this region’s petrochemical plants had left the waters too dirty to support healthy fish populations.

As a result, over the past three decades China has instituted some of the world’s strictest seasonal fishing bans; recently it has even encouraged fishermen to find other jobs. But fish populations continue to decline, and fishing communities worry for their future

Marine ranching has received a big boost from the highest levels of government; it’s considered an ideal test case for President Xi Jinping’s “ecological civilization” agenda, a strategy for environmentally sustainable long-term growth. Since 2015, ranching has been enshrined in successive Five-Year Plans, the country’s top-level planning documents—and ranch construction has been backed by an initial investment of ¥11.9 billion ($1.8 billion). China is now on track to release 30 billion juvenile fish and shellfish annually by 2025. 

So far, the practice has produced an unlikely poster child: the sea cucumber. A spiky, bottom-dwelling animal that, like Japan’s scallops, doesn’t move far from release sites, it requires little effort for ranchers to recapture. Across northern China, sea cucumbers are immensely valuable. They are, in fact, one of the most expensive dishes on menus in Yantai, where they are served chopped and braised with scallions.

Some ranches have experimented with raising multiple species, including profitable fish like sea bass and shellfish like shrimp and scallops, alongside the cucumber, which thrives in the waste that other species produce. In the northern areas of China, such as the Bohai, where the top priority is helping fishing communities recover, “a very popular [mix] is sea cucumbers, abalone, and sea urchin,” says Tian Tao, chief scientific research officer of the Liaoning Center for Marine Ranching Engineering and Science Research at Dalian Ocean University. 

Designing wild ecosystems 

Today, most ranches are geared toward enhancing fishing catches and have done little to deliver on ecological promises. According to Yang Hongsheng, a leading marine scientist at the Chinese Academy of Sciences, the mix of species that has so far been introduced has been “too simple” to produce a stable ecosystem, and ranch builders have paid “inadequate attention” to that goal. 

Marine ranch construction is typically funded by grants of around ¥20 million ($2.8 million) from China’s government, but ranches are operated by private firms. These companies earn revenue by producing seafood but have increasingly cultivated other revenue streams, like tourism and recreational fishing, which has boomed in recent years. So far, this owner-­operator model has provided few incentives to look beyond proven methods that closely resemble aquaculture—like Genghai No. 1’s enclosed deep-sea fishing cages—and has done little to encourage contributions to ocean health beyond the ranch’s footprint. “Many of the companies just want to get the money from the government,” says Zhongxin Wu, an associate professor at Dalian Ocean University who works with Tian Tao. 

Making ranches more sustainable and ecologically sound will require a rapid expansion of basic knowledge about poorly studied marine species, says Stony Brook’s Yong Chen. “For a sea cucumber, the first thing you need to know is its life history, right? How they breed, how they live, how they die,” he says. “For many key marine species, we have few ideas what temperature or conditions they prefer to breed and grow in.”

A diver swims off the shore of Wuzhizhou Island, where fish populations multiplied tenfold after artificial reefs were introduced.
YANG GUANYU/XINHUA/ALAMY

Chinese universities are world leaders in applied sciences, from agricultural research to materials science. But fundamental questions aren’t always easy to answer in China’s “quite unique” research and development environment, says Neil Loneragan, president of the Malaysia-based Asian Fisheries Society and a professor emeritus of marine science at Murdoch University in Australia. 

The central government’s controlling influence on the development of ranching, Loneragan says, means researchers must walk a tightrope between their two bosses: the academic supervisor and the party chief. Marine biologists want to understand the basics, “but researchers would have to spin that so that it’s demonstrating economic returns to industry and, hence, the benefits to the government from investment,” he says. 

Many efforts aim to address known problems in the life cycles of captive-bred fish, such as inadequate breeding rates or the tough survival odds for young fish when they reach the ocean. Studies have shown that fish in these early life stages are particularly vulnerable to environmental fluctuations like storms and recent ocean heat waves. 

One of the most radical solutions, which Zhongxin Wu is testing, would improve their fitness before they’re released from breeding tanks into the wild. Currently, Wu says, fish are simply scooped up in oxygenated plastic bags and turned loose in ocean nurseries, but there it becomes apparent that many are weak or lacking in survival skills. In response, his team is developing a set of “wild training” tools. “The main method is swimming training,” he says. In effect, the juvenile fish are forced to swim against a current, on a sort of aquatic treadmill, to help acclimate them to the demands of the wild. Another technique, he says, involves changing the water temperature and introducing some other species to prepare them for seagrass and kelp forests they’ll meet in the world outside.

Wu says better methods of habitat enhancement have the greatest potential to increase the effectiveness of marine ranching. Today, most ranches create undersea environments using precast-con­crete structures that are installed under 20 meters of water, often with a rough surface to support the growth of coral or algae. The typical Chinese ranch aims for 30,000 cubic meters of artificial reefs; in the conservation-­focused ranching area around Wuzhizhou Island, for instance, 1,000 cast-concrete reef structures were dropped around the tropical island’s shores. Fish populations have multiplied tenfold in the last decade. 

This is by far the most expensive part of China’s ranching program. According to a national evaluation coauthored by Cao Ling, 87% of China’s first $1 billion investment has gone to construct artificial reefs, with a further 5% spent on seagrass and seaweed restoration. These costs have brought both questions about the effectiveness of the efforts and a drive for innovation. Across China, some initial signs suggest that the enhancements are making a difference: Sites with artificial reefs were found to have a richer mix of commercially important species and higher biomass than adjacent sites. But Tian and Wu are investigating new approaches, including custom 3D-printed structures for endangered fish. On trial are bungalow-­size steel ziggurats with wide openings for yellowtail kingfish—a large, predatory fish that’s prized for sashimi—and arcs of barrel-­vaulted concrete, about waist height, for sea cucumbers. In recent years, structures have been specifically designed in the shape of pyramids, to divert ocean currents into oceanic “upwellings.” Nutrients that typically settle on the seafloor are instead ejected back up toward the surface. “That attracts prey for high-level predators,” says Loneragan, including giant tuna-like species that fetch high prices at restaurants.

Has China found a workable model?

So will China soon be relying on marine ranches to restock the seas? We still don’t have anywhere near enough data to say. The Qingdao Marine Conservation Society, an environmental NGO, is one of the few independent organizations systematically assessing ranches’ track records and has, says founder Songlin Wang, “failed to find sufficient independent and science-based research results that can measurably verify most marine ranches’ expected or claimed environmental and social benefits.”

One answer to the data shortfall might be the kind of new tech on display at Genghai No. 1, where robotic patrols and subsea sensors feed immediately into a massive dashboard measuring water quality, changes in the ocean environment, and fish behavior. After decades as a fairly low-tech enterprise, ranching in China has been adopting such new technologies since the beginning of the latest Five-Year Plan in 2021. The innovations promise to improve efficiency, reduce costs, and make ranches more resilient to climate fluctuations and natural disasters, according to the Chinese Academy of Sciences. 

But Yong Chen, whose lab at Stony Brook partners with Chinese researchers, is skeptical that researchers are gathering and sharing the right data. “The problem is, yes, there’s this visualization. So what?” he says. “[Marine ranching companies] are willing to invest money into this kind of infrastructure, create that kind of big screen, and people will walk in and say ‘Wow, look at that!’” he adds. “Yeah, it’s beautiful. It definitely will impress the leadership. Important people will give you money for that. But as a scientist, my question to you is: How can it help you inform your decision-making process next year?” 

Will China soon be relying on marine ranches to restock the seas? We still don’t have anywhere near enough data to say.

“Data sharing is really difficult in China,” says Cao Ling. Most data produced by private companies remains in their servers. But Cao and Chen say that governments—local or central—could facilitate more open data sharing in the interest of guiding ranch design and policy. 

But China’s central government is convinced by what it has seen and plans to scale up investment. Tian, who leads the government committee on marine ranching, says he has recently learned that the next Ten-Year Plan will aim to increase the number of pilot ranches from 200 to 350 by 2035. Each one is expected to be backed by ¥200 million ($28 million)—10 times the typical current investment. Specific policies are due to be announced next year, but he expects that ranches will no longer be funded as standalone facilities. Instead, grants will likely be given to cities like Dalian and Yantai, which can plan across land and sea and find ways to link commercial fishing with power generation and tourism while cutting pollution from industry. 

Tian has an illustration that aims to visualize the coming tech-driven ecological ranching system, a sort of “marine ranching 3.0”: a sea cove monitored by satellites and restored to such good health that orcas have returned to its fish-filled waters. It’s a near-utopian image seemingly ripped from a 1960s issue of Popular Science. There’s even stranger research that aims to see if red sea bream like the one Jack Klumpp caught can be conditioned like Pavlov’s dogs—in this case to flock to the sound of a horn, so the ocean’s harvest would literally swim into nets at the press of a button. 

So far China’s marine ranching program remains far from any of this, despite the isolated signs of success. But ultimately what matters most is to find a “balance point” between commerce and sustainability, says Cao. Take Genghai No. 1: “It’s very pretty!” she says with a laugh. “And it costs a lot for the initial investment.” If such ranches are going to contribute to China’s coming “ecological civilization,” they’ll have to prove they are delivering real gains and not just sinking more resources into a dying ocean. 

Matthew Ponsford is a freelance reporter based in London.

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PowerHouse Data Centers, a leading developer and builder of next-generation hyperscale data centers and a division of American Real Estate Partners (AREP), is making significant strides in expanding its footprint across North America, initiating several key projects and partnerships as 2025 begins.  The new developments underscore the company’s commitment to advancing digital infrastructure to meet the growing demands of hyperscale and AI-driven applications. Let’s take a closer look at some of PowerHouse Data Centers’ most recent announcements. Quantum Connect: Bridging the AI Infrastructure Gap in Ashburn On January 17, PowerHouse Data Centers announced a collaboration with Quantum Connect to develop Ashburn’s first fiber hub specifically designed for AI and high-density workloads. This facility is set to provide 20 MW of critical power, with initial availability slated for late 2026.  Strategically located in Northern Virginia’s Data Center Alley, Quantum Connect aims to offer scalable, high-density colocation solutions, featuring rack densities of up to 30kW to support modern workloads such as AI inference, edge caching, and regional compute integration. Quantum Connect said it currently has 1-3 MW private suites available for businesses seeking high-performance infrastructure that bridges the gap between retail colocation and hyperscale facilities. “Quantum Connect redefines what Ashburn’s data center market can deliver for businesses caught in the middle—those too large for retail colocation yet underserved by hyperscale environments,” said Matt Monaco, Senior Vice President at PowerHouse Data Centers. “We’re providing high-performance solutions for tenants with demanding needs but without hyperscale budgets.” Anchored by 130 miles of private conduit and 2,500 fiber pathways, Quantum Connect’s infrastructure offers tenants direct, short-hop connections to adjacent facilities and carrier networks.  With 14 campus entrances and secure, concrete-encased duct banks, the partners said the new facility minimizes downtime risks and reduces operational costs by eliminating the need for new optics or extended fiber runs.

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Blue Owl Swoops In As Major Backer of New, High-Profile, Sustainable U.S. Data Center Construction

With the global demand for data centers continuing to surge ahead, fueled by the proliferation of artificial intelligence (AI), cloud computing, and digital services, it is unsurprising that we are seeing aggressive investment strategies, beyond those of the existing hyperscalers. One of the dynamic players in this market is Blue Owl Capital, a leading asset management firm that has made significant strides in the data center sector. Back in October 2024 we reported on its acquisition of IPI Partners, a digital infrastructure fund manager, for approximately $1 billion. This acquisition added over $11 billion to the assets Blue Owl manages and focused specifically on digital infrastructure initiatives. This acquisition was completed as of January 5, 2025 and IPI’s Managing Partner, Matt A’Hearn has been appointed Head of Blue Owl’s digital infrastructure strategy. A Key Player In Digital Infrastructure and Data Centers With multi-billion-dollar joint ventures and financing initiatives, Blue Owl is positioning itself as a key player in the digital infrastructure space. The company investments in data centers, the implications of its strategic moves, and the broader impact on the AI and digital economy highlights the importance of investment in the data center to the economy overall. With the rapid growth of the data center industry, it is unsurprising that aggressive investment fund management is seeing it as an opportunity. Analysts continue to emphasize that the global data center market is expected to grow at a compound annual growth rate (CAGR) of 10.2% from 2023 to 2030, reaching $517.17 billion by the end of the decade. In this rapidly evolving landscape, Blue Owl Capital has emerged as a significant contributor. The firm’s investments in data centers are not just about capitalizing on current trends but also about shaping the future of digital infrastructure. Spreading the Wealth In August 2024, Blue Owl

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Global Data Center Operator Telehouse Launches Liquid Cooling Lab in the UK to Meet Ongoing AI and HPC Demand

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Flexential Partners with Lonestar to Support First Lunar Data Center

Flexential, a leading provider of secure and flexible data center solutions, this month announced that it has joined forces with Lonestar Data Holdings Inc. to support the upcoming launch of Freedom, Lonestar’s second lunar data center. Scheduled to launch aboard a SpaceX Falcon 9 rocket via Intuitive Machines, this mission is a critical step toward establishing a permanent data center on the Moon. Ground-Based Support for Lunar Data Storage Flexential’s Tampa data center will serve as the mission control platform for Lonestar’s lunar operations, providing colocation, interconnection, and professional services. The facility was chosen for its proximity to Florida’s Space Coast launch operations and its ability to deliver low-latency connectivity for critical functions. Flexential operates two data centers in Tampa and four in Florida as part of its FlexAnywhere® Platform, comprising more than 40 facilities across the U.S. “Flexential’s partnership with Lonestar represents our commitment to advancing data center capabilities beyond conventional boundaries,” said Jason Carolan, Chief Innovation Officer at Flexential. “By supporting Lonestar’s space-based data center initiative, we are helping to create new possibilities for data storage and disaster recovery. This project demonstrates how innovative data center expertise can help organizations prepare for a resilient future with off-world storage solutions.” A New Era of Space-Based Resiliency The growing demand for data center capacity, with U.S. power consumption expected to double from 17 GW in 2022 to 35 GW by 2030 (according to McKinsey & Company), is driving interest in space-based solutions. Storing data off-planet reduces reliance on terrestrial resources while enhancing security against natural disasters, warfare, and cyber threats. The Freedom data center will provide resiliency, disaster recovery, and edge processing services for government and enterprise customers requiring the highest levels of data protection. The solar-powered data center leverages Solid-State Drives (SSDs) and a Field Programmable Gate Array (FPGA) edge

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Why DeepSeek Is Great for AI and HPC and Maybe No Big Deal for Data Centers

In the rapid and ever-evolving landscape of artificial intelligence (AI) and high-performance computing (HPC), the emergence of DeepSeek’s R1 model has sent ripples across industries. DeepSeek has been the data center industry’s topic of the week, for sure. The Chinese AI app surged to the top of US app store leaderboards last weekend, sparking a global selloff in technology shares Monday morning.  But while some analysts predict a transformative impact within the industry, a closer examination suggests that, for data centers at large, the furor over DeepSeek might ultimately be much ado about nothing. DeepSeek’s Breakthrough in AI and HPC DeepSeek, a Chinese AI startup, this month unveiled its R1 model, claiming performance on par with, or even surpassing, leading models like OpenAI’s ChatGPT-4 and Anthropic’s Claude-3.5-Sonnet. Remarkably, DeepSeek developed this model at a fraction of the cost typically associated with such advancements, utilizing a cluster of 256 server nodes equipped with 2,048 GPUs. This efficiency has been attributed to innovative techniques and optimized resource utilization. AI researchers have been abuzz about the performance of the DeepSeek chatbot that produces results similar to ChatGPT, but is based on open-source models and reportedly trained on older GPU chips. Some researchers are skeptical of claims about DeepSeek’s development costs and means, but its performance appears to challenge common assumptions about the computing cost of developing AI applications. This efficiency has been attributed to innovative techniques and optimized resource utilization.  Market Reactions and Data Center Implications The announcement of DeepSeek’s R1 model led to significant market reactions, with notable declines in tech stocks, including a substantial drop in Nvidia’s valuation. This downturn was driven by concerns that more efficient AI models could reduce the demand for high-end hardware and, by extension, the expansive data centers that house them. For now, investors are re-assessing the

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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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