• WWW.COMPUTERWORLD.COM
    These 6 tech questions were settled in 2024
    The Silicon Valley hype cycle follows a familiar pattern: an emerging technology or tech product or service is hinted at, rumored, leaked, reported on, announced, and then shipped.Thats the cycle for what actually happens. At any point during this cycle, the rumors or leaks might turn out to be wrong. Companies could change their minds, or internal trials might show that they shouldnt pursue an actual direction.In other cases, specific ideas, products, or trends do arrive, but fail to capture the world and fizzle out. Products and ideas that everyone thought would become the Next Big Thing now populate the graveyard of failed tech. These include the Apple Newton, 3D television, the Segway, Theranos blood testing technology, Google Wave, WebTV, the Pebble smartwatch, Project Ara, and many more.In 2024, we gained clarity on several of these tech promises and assumptions.1. Apple wont make a carRumors about Apple developing a car startedcirculating in 2015. It partnered with car companies, hired a large number of car specialists, patented car-related patents, and more.But in February 2024, we learned that Apple had dropped its so-called Project Titan.Apple began testing self-driving vehicles on public roads in California after getting a California Department of Motor Vehicles permit in 2017.The company used a fleet of modified Lexus SUVs equipped with sensors to test self-driving technologies. But in September 2024, Apple formally terminated its self-driving vehicle testing permit in California. The projects 600 or so employees were reassigned internally or laid off.2. Glasses are The Next Big ThingWhile wearables have served as an interesting hobby and object of fascination for tech-obsessed or fitness-obsessed users for decades, it became clear in 2024 that face-top computers, also known as AR glasses, AI glasses, VR glasses, spatial computing glasses, and smart glasses willdominate the world of wearablesin the near future, Beyond that theyre also likely to become the only user interface to replace smartphones as the main way people interact with computers and the cloud.The surprise hit of the year wasRay-Ban Meta glasses. At the beginning of the year, sales were very slow. But thanks to generally positive word-of-mouth recommendations, an estimated 2 million glasses have been sold.At Metas 2024 Connect event, CEO Mark Zuckerberg unveiledMeta Orion, an advanced AR glasses platform running Meta AI with a 70-degree field of view, Micro LED projectors, and waveguides in silicon carbide lenses all weighing only 98 grams.XREAL impressed with its One Series, featuring the worlds first cinematic AR glasses with an independent spatial computing chip. Snap enhanced its Spectacles line with gesture control and integrated AI.Also this year, Google announced Project Astra, which aims to integrate AI assistants into camera-equipped glasses.Common sense favors glasses, as they enable screens directly in front of the eyes, speakers very close to the ears, cameras that look wherever the head turns, and microphones close to mouths. And glasses are a general form factor already accepted by more than 4 billion people worldwide who wear corrective lenses.3. Drones are the future of warfareAt the beginning of the year, it appeared drones might actually have some military application, most likely for battlefield surveillance and other limited uses. Now that 2024 has come to an end, its clear that drones are by far the most important military platform since the tank.Speaking of tanks, Eric Schmidt, former Google CEO and thecurrent owner of a secretive military drone company called Project Eagle(formerly White Stork), said, A $5,000 drone can destroy a $5,000,000 tank, calling tanks largely useless now.After Russia began jamming Ukrainian drone control and GPS signals, state-of-the-art drones chose their own targets and navigated using AI, making them autonomous killing machines.Drones have revolutionized modern warfare by providing cost-effective, precise, and versatile capabilities that significantly alter military strategies and operations. They enhance intelligence gathering and enable highly accurate strikes. Drones have democratized airpower, allowing smaller nations and non-state actors to challenge larger militaries. This has forced larger nation-states (including the United States, China, and Russia) to scramble to develop anti-drone solutions and drone innovations of their own. (China alone is reportedly working on roughly 50 different kinds of military drones.)Lets be clear, though war-like dronesare not hovering routinely over New Jersey.4. AI is indispensable for cyber securityIn 2024, cyberattackers used AI to greatly increase the sophistication, scale, and speed of cyberattacks, making it clear that the best defense against AI-powered attacks is an AI-powered defense.AI-based attacks can adapt in real time, evade detection systems, and exploit vulnerabilities at an unprecedented scale. To counter these advanced threats, cybersecurity professionals must leverage AI-powered tools that can analyze vast amounts of data in real-time, detect anomalies, and respond to threats with greater speed and accuracy than is possible without AI tools. This is especially true because of theongoing skills shortage in cybersecurity.5. Self-driving cars workSelf-driving cars might not be reliable or safe enough anytime soon to operate on public roads. But developments in 2024 proved that self-driving cars are really happening, especially from Alphabets Waymo. That company unveiled the sixth generation of its Waymo Driver autonomous driving system this year and expanded services to the public in Phoenix, Los Angeles, and San Francisco.This year, we also learned that Waymos self-driving cars are far safer than human-driven vehicles. A2024 study found an 88% reduction in property damage claims and a 92% reduction in bodily injury claims compared to human drivers.6. Generative AI will be our teachersMoral panic about AI chatbots and other tools dumbing people down is widespread. However, the public generally ignores the use of those same AI technologies to accelerate human learning.The best example of this capability isGoogles NotebookLM.While the company announced the service and ran a very limited beta program in 2023, it opened NotebookLM to US users a year ago and to the world in June 2024. Most importantly, Google added an Audio Overviews feature in September and made NotebookLM a real product called NotebookLM Plus for enterprises and paid subscribers.WhileNotebookLMis described as a smart note-taking tool, it really excels at consuming highly complex material scientific papers, lectures, and whole books and transforming it into explanations at any level.Rather than reading advanced material, its far faster and more engaging to let NotebookLMs Audio Overviews feature create a life-like podcast for you to listen to. It will create a study guide, a FAQ, a briefing guide, and a timeline, enabling you to quickly look at dense content from multiple angles, perspectives, and levels. You can start by asking the chatbot to explain it to you like youre a sixth-grader, then a high school senior, then an undergrad, and on up until youve mastered the material.LLM-based AI brings to education: Thanks to tools like NotebookLM, theres literally no such thing as content too complicated or advanced to understand. We can now learn practically anything very quickly.The year 2024 was a groundbreaking year for technology, with many big tech questions finally answered once and for all.
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  • WWW.COMPUTERWORLD.COM
    Hands-on with Adobes Acrobat AI Assistant: AI for your PDFs
    We may be on the brink of 2025, but PDFs are still unavoidable in the professional world. No matter what industry you work in, youre bound to whittle away precious moments wading through reports, white papers, and other dense documents in that clunky-feeling form.If that sounds all too familiar, take heed: Adobe thinks its at long last found a way to bring PDFs into the current century thanks to the power of AI.Acrobat AI Assistant is a new AI chatbot built right into Adobe Acrobat and Adobe Reader. Adobe offered me a sneak peek, so I gave it a spin to see how well itd work for professional Windows users.Heres what to expect.Want to keep an eye on the future of AI in Windows and everything else Windows-related, too? Check out my free Windows Intelligence newsletter. Plus, get free Windows Field Guides as a bonus when you sign up!The ins and outs of Adobes Acrobat AI AssistantAdobes Acrobat AI Assistant is an AI chatbot sidebar in Acrobat and Reader. No matter which application youre using, it will cost you an extra $5 per person per month. And speaking of AI: Adobe now also offers easy AI image generation features right in Adobe Acrobat, too.Adobe is using GPT 4o technology here, which means its the same generative AI (genAI) tech that powers both ChatGPT and Microsoft Copilot.As an alternative, its worth noting that you can also provide ChatGPT itself with PDF files and ask questions about them directly using that service. If youre already a big ChatGPT user who pays $20 a month for ChatGPT Plus and you have a workflow that works well with it, Adobes Acrobat AI Assistant might not be quite as tempting.But for people who use Acrobat at work, that extra $5 add-on fee to gain an AI assistant built right into the same application could be an enticing option.How the Acrobat AI Assistant chatbot worksThe Acrobat AI Assistant is easy to use and find: Just open a PDF in Adobe Acrobat or Reader. Then, click the colorful AI Assistant button on the toolbar. Adobes AI chatbot will open in a sidebar, providing you with a summary of the document and suggesting questions. You can also click a Generative Summary button in the All Tools sidebar to immediately get a summary of your document.Adobes AI chatbot is always just one click away.Chris Hoffman, IDGIt works with PDFs up to 600 pages long, and you can use the Add files button to add additional PDFs into the mix. In total, you can provide the Adobe AI Assistant with up to 10 PDF files at a time. Then you can ask questions and get answers based on all the files you provided.In my experience, the Acrobat AI Assistant works well, by and large. Thats no surprise, since its using GPT 4o technology under the hood. It provides answers very similar to what youd get from ChatGPT which is exactly what people who want AI integration in a productivity app are looking for.One thing that really jumped out at me is that the Acrobat AI Assistant gives you the ability to fact check its answers. This is a critical capability with AI, which notoriously has a tendency to spew out inaccurate info at times. The Acrobat AI Assistant provides easily identifiable sources, pointing to specific pages where it found pieces of information.That means its not just a tool that will do all the work for you its a powerful research assistant that can sift through information and let you confirm its actually getting things right.The AI Assistant provides suggested questions, but you can ask anything you like.Chris Hoffman, IDGAcrobat AI and Adobe FireflySpeaking of AI, Adobe Acrobat also has built-in access to Adobe Firefly, Adobes genAI image model. You can right-click right in a PDF and select Add Image > Generate Image to open the Adobe Express interface in Acrobat. Then you can quickly generate and insert an image. You can also use this to replace an existing image in a PDF.Once again, it works well, which is no surprise: Adobes Firefly is a capable image generator.Adobes Firefly image generation model is just a few clicks away, too.Chris Hoffman, IDGThe value of integrationWhether its the chatbot that uses the same underlying technology as ChatGPT or the Adobe Firefly-powered image insertion features, one thing is clear: Adobes aim here is all about integration. Adobe isnt delivering any new and unheard-of AI features; rather, its bringing all that power directly into a tool you already rely on during your workday.Thats not a bad thing in fact, its a good one: By integrating AI chatbots and image generation tools into a standard business productivity tool, Adobe makes it easy to access those features and reduces the friction of having to copy-paste text and images between multiple tools just to get things accomplished.That sort of polished package is especially important for businesses, as Adobe promises to safeguard data privacy and prevent all info from being used to train AI models. Most businesses dont want their employees providing business data to consumer AI tools, as its often unclear whether that data is protected in the same way. In other words, copy-pasting business data into external AI tools doesnt just make for an inconvenient workflow its potentially dangerous for sensitive business data.For Acrobat AI Assistant for enterprise customers, Adobe has a detailed document describing how it uses and respects customer data.Plus, since Adobes assistant is also available as an add-on for the Adobe Reader application, organizations can easily roll out the chatbot even to employees who dont need the full-fledged Acrobat program.The future of AI in AcrobatAdobe sees this current assistant as the first step in a long plan to bring useful AI tools into the Acrobat environment. An Adobe representative tells me the [current] features are just the beginning of Adobes vision to leverage generative AI to reimagine the value of documents for Acrobat customers.Specifically, Adobe says it plans to enable AI-powered authoring, editing, and formatting in Acrobat before long. This includes the ability to have AI generate first drafts, copy-edit, rewrite text, and suggest layout options for documents.In addition, Adobe has plans to use AI for collaboration in Acrobat: Adobes generative AI will analyze feedback and comments, suggest changes, and help deal with conflicting pieces of feedback.Its something I expect to see more of not just in Adobe Acrobat and Reader, but across all productivity apps. As these technologies grow more mature, were learning how theyre best used for professional purposes and theyre increasingly being built right into the business applications we use every day with those same sorts of purposes in mind.Interested in timely updates on whats going on in Windows including with AI? Sign up for my free Windows Intelligence newsletter. Youll get three new things to try every Friday and free in-depth Windows Field Guides as a special welcome bonus.
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  • WWW.TECHNOLOGYREVIEW.COM
    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 facilityhalf cruise ship, half high-tech laboratory, all laid out around half a mile of floating walkways. Its highest pointthe glistening diamond on Genghai No.1s necklace, according to Chinas state news agencyis 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 Genghais visitor center following its opening in May 2023. In his series Im 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 Chinas 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 oceans 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 Genghais luxe marine hotel, its 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 Genghais tourist center, where on a smaller, more workmanlike platform, hes 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 ranchesincluding Genghai No. 1and 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 Chinas 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 countrys ambitious plans, which call for 200 pilot projects by 2025. Its 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, Chinas 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 fishinga way to really synergize environmental, economic, and social development goals, says Caoby actively increasing the oceans bounty.Its now a hot topic in China, says Cao, who grew up on her familys 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 rancheseffectively fish-breeding aircraft carriers. There are even whole islands, like the butterfly-shaped Wuzhizhou on Chinas tropical south coast, that have been designated as ranching areas.A scuba diver finishes cleaning the nets surrounding Genghai No. 1, Chinas first AI-powered ecological marine ranch complex.UPI/ALAMY LIVE NEWSTo understand what a marine ranch is, its easiest to come back to the practices 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 Japans 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 its 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 enhancementincluding 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 worlds oceansthree for every person on the planet. Taken collectively, these efforts amount to a great, ongoing, and little-noticed experiment on the wild marine biome.Chinas big betChina, with a population of 1.4 billion people, is the worlds undisputed fish superpower, home to the largest fishing fleet and more than half the planets fish farms. The country also overwhelms all others in fish consumption, using as much as the four next-largest consumersthe US, the European Union, Japan, and Indiacombined 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 croakera species thats critically endangeredhave 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 regions 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 worlds 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; its considered an ideal test case for President Xi Jinpings ecological civilization agenda, a strategy for environmentally sustainable long-term growth. Since 2015, ranching has been enshrined in successive Five-Year Plans, the countrys top-level planning documentsand 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 Japans scallops, doesnt 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 ecosystemsToday, 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 Chinas 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 aquaculturelike Genghai No.1s enclosed deep-sea fishing cagesand has done little to encourage contributions to ocean health beyond the ranchs 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 Brooks 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/ALAMYChinese universities are world leaders in applied sciences, from agricultural research to materials science. But fundamental questions arent always easy to answer in Chinas 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 governments 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 its 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 theyre 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 theyll 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 islands shores. Fish populations have multiplied tenfold in the last decade.This is by far the most expensive part of Chinas ranching program. According to a national evaluation coauthored by Cao Ling, 87% of Chinas 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 kingfisha large, predatory fish thats prized for sashimiand 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 onmarine ranches to restock the seas? We still dont 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, theres 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, its 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 dont 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 governmentslocal or centralcould facilitate more open data sharing in the interest of guiding ranch design and policy.But Chinas 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. Its a near-utopian image seemingly ripped from a 1960s issue of Popular Science. Theres even stranger research that aims to see if red sea bream like the one Jack Klumpp caught can be conditioned like Pavlovs dogsin this case to flock to the sound of a horn, so the oceans harvest would literally swim into nets at the press of a button.So far Chinas 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: Its very pretty! she says with a laugh. And it costs a lot for the initial investment. If such ranches are going to contribute to Chinas coming ecological civilization, theyll 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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  • WWW.THEVERGE.COM
    DJI now makes a very powerful car charger for its big ass batteries
    DJI has quietly introduced a powerful new car charger for its giant portable batteries. The $299 / 269Power 1kW Super Fast Car Chargercan charge the companys expanding lineup of power stations at up to 1000W from your cars alternator when the engine is running.This new class of (nearly) do-it-yourself alternator chargers are having a moment now that the most popular makers of solar generators and power stations have embraced DC-to-DC chargers. I wouldnt have survived without one when remote working from my van last summer.Once the Power 1kW is mounted inside your vehicle and connected to the cars battery via the included 5m (16 feet 5 inches) fused cable, it then connects to the proprietary SDC port of the dongle-happyDJI Power 1000 power station I recently reviewed. Itll also charge DJIs 2048Wh Power 2000 Expansion Batteries when daisy-chained together with SDC cables for up to 11kWh of stackable storage capacity. The Power 1kW can also be configured to reverse-charge your cars battery to prevent battery drain.At full power the DJI Power 1kW Super Fast Car Charger can charge the Power 1000s 1024Wh battery in just over an hours drive. However, out of the box the Power 1kW is pegged to 500W of charging output. To reach 1000W you have to purchase yet another dongle the $25 DJI Power Dongle and then adjust the setting to 1000W in the app. Fortunately, DJI is bundling that dongle as a free gift with new purchases of the DJI Power 1kW Super Fast Car Charger, at least in the US.DJIs announcement follows the arrival of the800W EcoFlow Alternator Charger I reviewedlast summer and the new560W Bluetti AC500 announced in the fall (review is coming). EcoFlows charger, like DJIs, uses a proprietary connector making it best suited to charge its own giant batteries, whereas the Bluetti AC500 can charge solar generators and power stations from nearly every manufacturer, but at half the rate of the DJI. Of course, all this assumes that your vehicle is fitted with a high-capacity alternator that can spare the amps.
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  • WWW.THEVERGE.COM
    LGs microwave has a 27-inch display thatll be perfect for ads
    LG has responded to Samsung in the battle to slapdisplays on every home appliance you own, culminating in theLG Signature microwavewhich puts a superfluous 27-inch LCD touchscreen and speakers into an appliance you probably dont even need. LG says the microwaves display provides an immersive entertainment experience thatll surely prevent the onset of buyers remorse at having overpaid for apotential advertising machinecentrally located in your kitchen. And when paired with LGs oven, it conveniently shows the cooking progress of dishes in the range, eliminating the need to bend down and check the oven manually.In 2023,LG announcedplans to transform its hardware-based business into a platform-based service model that continuously generates profits. In September, the companystarted displaying full-screen adson its idle televisions.LGs latest Signature devices. Image: LGThe companys second-generation Signature lineup of Wi-Fi appliancescontinues the traditionof putting a giant transparent OLED Instaview touchscreen on its fridge, alongside smaller LCDs on its washer and dryer. LGs Signature displays can be used to operate the local appliance, access entertainment, and control devices in the LG smart home. The announcement follows Samsung recently announcing a wider variety of display choices on its home appliances, ranging from 4.3 inches all the way up to 32 inches. Its all part of the companys strategy to put screens everywhere, instead of easy-to-use buttons and dials that rarely fail and are cheap to replace.LG hasnt announced any prices, countries of availability, or shipping dates for its new Signature lineup of appliances. But well surely learn more when everything is demonstrated at the giant CES show which kicks off on January 7th in Las Vegas.
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  • WWW.MARKTECHPOST.COM
    AutoSculpt: A Pattern-based Automated Pruning Framework Designed to Enhance Efficiency and Accuracy by Leveraging Graph Learning and Deep Reinforcement Learning
    Deploying Deep Neural Networks (DNNs) on edge devices, such as smartphones and autonomous vehicles, remains a significant challenge due to their computationally intensive nature. Most existing pruning algorithms struggle to balance high compression rates and inference accuracy and have to be compatible with commercial hardwareunstructured pruning yields irregular sparsity that often limits its usage in practical scenarios. On the contrary, structured pruning has tended to compromise accuracy because its granularity is relatively coarse. Moreover, semi-structured pruning, with the optimistic expectation of balancing those trade-offs, has minimal applications across a wide array of DNN architectures. Such challenges call for a unified and efficient pruning framework for any model, thereby furthering better performance in constrained resource scenarios.Current pruning strategies fall into three categories: unstructured, structured, or semi-structured. Unstructured pruning offers maximum flexibility in weight elimination but results in sparsity configurations incompatible with hardware acceleration. Structured pruning eliminates complete filters or layers, enhancing compatibility with hardware but at the cost of accuracy due to excessive granularity. Semi-structured pruning focuses on systematic patterns within weight matrices and seeks to balance efficiency and accuracy. However, the application of the method has been mostly restricted to a particular type of DNN, such as CNNs, and the remaining architectures like Vision Transformers have been left under-explored. Automated methods involving GNNs and reinforcement learning have been mainly used in structured and unstructured pruning, whereas pattern-based pruning techniques are underdeveloped. This gap necessitates a more robust and generalized pruning framework.Researchers from Ocean University of China propose AutoSculpt, a cutting-edge solution to model pruning that employs Graph Neural Networks (GNNs) and Deep Reinforcement Learning (DRL) to optimize compression strategies. It achieves this by representing DNNs as graphs that capture their topological structure and parameter dependencies. It embeds pattern-based pruning strategies into these graph representations, effectively leveraging regular structures to enhance hardware compatibility and inference efficiency. Using a Graph Attention Network (GATv2) encoder, the proposed methodology systematically improves pruning patterns through reinforcement learning, thereby attaining an ideal balance between compression and accuracy. This strategy vastly increases the flexibility of pattern-based pruning, thereby broadening its applicability to CNNs and Vision Transformers among other architectures.In AutoSculpt, DNNs are graph representations where nodes denote weights or layers and edges denote dependencies, including explicit mapping of residual connections for architectures like ResNet. The pruning strategy uses a DRL agent that evaluates graph embeddings to suggest optimal pruning patterns balancing objectives such as FLOPs reduction and accuracy retention. A dynamic reward function adjusts priorities between these goals. The proposed framework has been tested using CIFAR-10/100 and ImageNet-1K datasets, along with architectures such as ResNet, MobileNet, VGG, and Vision Transformers. Rich graph representations enable efficient usage of pruning patterns and demonstrate the versatility and wide-range usability of the approach.AutoSculpt achieved remarkable results, consistently outperforming state-of-the-art methods in model compression. It was reportedly able to attain pruning rates as high as 90% on much simpler architectures like VGG-19, but also decrease FLOPs by up to 18% compared to other state-of-the-art methods. For more complex models, such as ResNet, as well as Vision Transformers, the paper was able to balance this by achieving pruning ratios of up to 55% and 45% respectively, with no worse than 3% in terms of accuracy loss.Inferring latency was also reduced to a significant degree, while execution times improved up to 29 percent, and were suitable for resource-constrained applications. The pruned models, more often than not, matched or outperformed their original counterparts after fine-tuning, showing how robust the method is regarding retaining critical parameters during compression.AutoSculpt transforms DNN pruning into a better solution for efficient compression, delivering superior performance across diverse architectures. It addresses longstanding trade-offs in accuracy, compression, and hardware compatibility through the application of GNNs and reinforcement learning. Its flexible and robust; thus, it brings the milestone of deploying DNNs on edge devices closer to reality, offering avenues toward more practical and efficient AI applications in resource-constrained environments.Check out the Paper. All credit for this research goes to the researchers of this project. Also,dont forget to follow us onTwitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our60k+ ML SubReddit. Aswin Ak+ postsAswin AK is a consulting intern at MarkTechPost. He is pursuing his Dual Degree at the Indian Institute of Technology, Kharagpur. He is passionate about data science and machine learning, bringing a strong academic background and hands-on experience in solving real-life cross-domain challenges. [Download] Evaluation of Large Language Model Vulnerabilities Report (Promoted)
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  • 9TO5MAC.COM
    Entire iPhone 17 line-up getting ProMotion displays, say supply-chain reports
    Display analyst Ross Young said back in September that the entire iPhone 17 line-up would be getting ProMotion displays, a feature currently exclusive to the two Pro models. This is now backed by a new supply-chain report over the weekend.The latest report is a little less specific, referring only to a high refresh rate, but it does imply that non-Pro models will get both ProMotion benefits for the first time The refresh rate of a display measures the number of times per second the screen is redrawn, or refreshed, and is expressed as a Hz reading. Non-Pro iPhone models have 60Hz displays, meaning they are refreshed 60 times per second.Many of todays displays offer higher refresh rates, but the more sophisticated approach is variable refresh-rate displays, which can reduce or increase the number of screen updates to suit the content. This is made possible by a type of OLED technology known as LTPO (low-temperature polycrystalline oxide).Apple uses the name ProMotion for its variable refresh-rate displays, which can go as high as 120Hz and as low as 1Hz. This offers three benefits:120Hz doubles the frame-rate of games and similar content, for greater responsivenessIn-between refresh rates conserve battery power when fewer updates are needed1Hz enables the always-on display, as this rate consumes almost no powerReportedly coming to all iPhone 17 modelsRoss Young reported that LTPO displays are coming to all iPhone 17 models next year, which means both the base model and iPhone 17 Air will get the new feature. Weibo leaker Digital Chat Station who previously posted accurate leaks about the telephoto lens coming to the iPhone 16 Pro and the larger sensor size in the main camera this year has now echoed this, from their own supply-chain sources.Judging from the supply chain materials, the standard version of the iPhone 17 series is likely to have a high refresh rate.This would certainly be a timely update, as variable refresh rate is already commonly found on Android smartphones priced below the base model iPhones. Photo: AppleAdd 9to5Mac to your Google News feed. FTC: We use income earning auto affiliate links. More.Youre reading 9to5Mac experts who break news about Apple and its surrounding ecosystem, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Mac on Twitter, Facebook, and LinkedIn to stay in the loop. Dont know where to start? Check out our exclusive stories, reviews, how-tos, and subscribe to our YouTube channel
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  • THEHACKERNEWS.COM
    When Good Extensions Go Bad: Takeaways from the Campaign Targeting Browser Extensions
    News has been making headlines over the weekend of the extensive attack campaign targeting browser extensions and injecting them with malicious code to steal user credentials. Currently, over 25 extensions, with an install base of over two million users, have been found to be compromised, and customers are now working to figure out their exposure (LayerX, one of the companies involved in protecting against malicious extensions is offering a complimentary service to audit and remediate organizations' exposure - to sign-up click here).While this is not the first attack to target browser extensions, the scope and sophistication of this campaign are a significant step up in terms of the threats posed by browser extensions and the risks they pose to organizations.Now that details of the attack have been publicized, users and organizations need to assess their risk exposure to this attack and to browser extensions in general. This article is aimed at helping organizations understand the risk posed by browser extensions, the implications of this attack, and actionable steps they can take to protect themselves (for an in-depth overview, see a detailed guide on protection against malicious browser extensions).Browser Extensions Are the Soft Underbelly of Web SecurityBrowser extensions have become a ubiquitous part of the browsing experience, and many users often use such extensions to fix their spelling, find discount coupons, pin notes, and other productivity uses. However, most users don't realize that browser extensions are routinely granted extensive access permissions that can lead to severe data exposure should those permissions fall into the wrong hands.Common access permissions requested by extensions include access to sensitive user data such as cookies, identities, browsing data, text input, and more, which can lead to data exposure on the local endpoint and credential theft of user identities.This is particularly a risk to organizations since many organizations do not control what browser extensions users install on their endpoints, and credential theft of a corporate account can lead to exposure and a data breach at the organizational level.A New, More Dangerous Threat:Although the fallout from this attack campaign is still unfolding, and compromised extensions are still being discovered, there are a number of takeaways that can already be noted:Browser Extensions are Becoming a Major Threat Surface. This campaign targeting multiple extensions demonstrates that hackers are taking notice of the extensive access granted to many permissions and the false sense of security that many users are operating under, and are explicitly targeting browser extensions as vehicles for data theft.GenAI, Productivity, and VPN Extensions Were Particularly Targeted: The list of impacted extensions indicates that extensions that deal with VPN, data processing (such as note-taking or data security, or AI-enabled extensions) were mainly targeted. It's too early to tell whether this is because these extensions tend to be more popular (and therefore more appealing for an attacker in terms of reach), or due to the permissions that these extensions are granted that attackers want to exploit.Public Extensions in the Chrome Store are Exposed. It appears that extensions were compromised as a result of a phishing campaign targeting the publishers of browser extensions on the Chrome Web Store. The details on who to target were apparently collected from the Web Store itself, which includes details of the extension author, including their email address. While the Chrome Web Store is the best-known source for extensions, it is not the only one, and some enterprise-grade extensions are deployed directly. How To Protect Your Organization:While many users and organizations are not aware of the potential risks associated with browser extensions, there are a number of key actions they can take to protect themselves:Audit all extensions: Many organizations don't have a full picture of all extensions that are installed in their environment. Many organization allow their users to use whichever browsers (or browsers) they wish to use, and install whatever extensions they want. However, without a full picture of all extensions on all browsers of all users, it is impossible to understand your organization's threat surface. This is why a full audit of all browser extensions is a foundational requirement for protecting against malicious extensions.Categorize extensions: As this attack campaign - that primarily targeted productivity, VPN, and AI extensions - demonstrates, some extension categories are more susceptible to vulnerability than others. Part of this is the popularity of certain types of extensions that makes them appealing to attack because of their broad user base (such as various productivity extensions), and part of it is because of the permissions granted to such extensions, that hackers may wish to exploit (such as access to network and browsing data given to VPN extensions, for example). This is why categorizing extensions is a useful practice is assessing the browser extension security posture.Enumerate extension permissions: While understanding which extensions are installed in corporate environments is one side of the coin, the other side of the coin is understanding what those extensions can do. This is done by enumerating their precise access permissions and listing all the information they can potentially access.Assess extension risk: Once they understand what permissions they have installed on corporate endpoints and the information that these extensions can touch (via their permissions), organizations need to assess the risk posed by each individual extension. A holistic risk assessment should encompass both the permission scope of the extension (i.e., what it can do), as well as external parameters such as its reputation, popularity, publisher, install method, and more (i.e., how much we trust it). These parameters should be combined into a unified risk score for each extension.Apply adaptive, risk-based enforcement: Finally, taking into consideration all the information they have at hand, organizations should apply adaptive, risk-based enforcement policies tailored to their uses, needs and risk profile. They can define policies to block extensions that have certain permissions (e.g., access to cookies), or define more complex rules tailored to their specific use case (e.g., block AI and VPN extensions with a 'High' risk score). While browser extensions offer many productivity benefits, they also expand organizations' threat surface and risk of exposure. The recent attack campaign targeting browser extensions with malicious code should be a wake-up call for organizations to define their approach to protecting against malicious and compromised browser extensions.Click here to download a comprehensive guide on protecting against malicious browser extensions to help organizations fully understand the threat, why existing solutions don't provide adequate coverage, and how they can protect themselves.Found this article interesting? This article is a contributed piece from one of our valued partners. Follow us on Twitter and LinkedIn to read more exclusive content we post.
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  • WWW.INFORMATIONWEEK.COM
    Building an AI Council to Drive the 2025 Tech Revolution
    Venkat Rangan, CTO & Co-Founder, ClariDecember 30, 20244 Min ReadBill Cheyrou via Alamy StockGartner recently shared that AI is the No. 1 technology that CEOs believe will significantly impact their industries within the next three years. However, as enterprise leaders have realized by now, turning AIs promise into measurable outcomes requires more than technology -- it demands aligned strategies, governance, and scalable operating models.AI councils have emerged as essential tools for enterprises to harness the full potential of this evolving technology, ensuring investments align with business goals and deliver tangible results.AI Councils: Essential for ROIAI initiatives can quickly become fragmented and ineffective without strategic coordination. In fact,Gartner revealed in its report that49% of leaders note challenges scaling AI due to scattered approaches. This is where AI councils come into play. Acting as central hubs, these councils streamline efforts by unifying AI investments, helping enterprises move beyond experimental projects to scalable strategies that deliver measurable outcomes. For example, AI councils bridge insights across departments, from pre-sales to customer support, while establishing governance and literacy.At the heart of AI transformation are CIOs, making them uniquely positioned to guide their organizations through an AI council approach. No longer confined to the traditional IT role, todays CIOsare stepping forward as leaders of business transformation and revenue growth. With comprehensive access to enterprise data and systems, CIOs can align current AI initiatives with business goals and position this technology as a competitive differentiator and growth enabler. Related:Establishing an AI CouncilTo effectively establish an AI council, business leaders must consider these three elements:1. Identify stakeholders: Bring together leaders from cross-functional teams to ensure diverse perspectives and enterprise-wide alignment.2. Set objectives and KPIs: Define clear, measurable goals for AI initiatives to track progress and demonstrate value.3. Align strategies: Gartner emphasizes the importance of synchronizing AI strategies with IT and data and analytics plans to maximize synergy and streamline implementation.Strategic Questions Every AI Council Should AddressA foundational aspect of an effective AI council is its ability to frame and address the right questions -- those that maximize the impact of AI initiatives across an organization. By doing so, the council provides clarity, alignment, and actionable insights to guide strategic decisions.Related:Questions serve as a unifying thread, connecting diverse roles, technologies, and objectives. They ensure that every AI-related initiative contributes to broader organizational goals. In my own experience with AI councils, these questions have been instrumental in guiding successful outcomes.For instance, my enterprises AI council was established with a clear purpose: to act as a cohesive force across various roles, connecting experiments, pilots, proofs of concept, and broader investments in AI. This focus has helped the council provide meaningful answers to questions such as:How can customer support teams leverage insights from pre-sales calls to enhance service and outcomes?How do we create a through-line across go-to-market (GTM) roles to avoid isolated productivity improvements and foster collective advancement?How can we extract maximum value from existing technologies within the enterprise tech stack?Is there a consolidation opportunity, such as adopting a single tool or shared technologies, to enhance collaboration and efficiency across teams?By addressing these questions, the AI council not only found impactful solutions but also surfaced additional questions that needed to be asked -- ensuring a continuous cycle of refinement and innovation.Related:Measuring AI Outcomes and Driving ROIMany organizations overestimate AIs immediate potential, leading to challenges in scalability and implementation. For example, RAND recently shared that 80% of AI projects are failing. Insufficient training data, a focus on cutting-edge technology over user needs, inadequate infrastructure for deployment, and applying AI to problems beyond its current capabilities, are shared as common barriers to successful AI implementation.AI councils enable enterprises to avoid common AI integration pitfalls like technology overhype by helping leaders focus on the impact of AI on business-critical objectives rather than the appeal of the technology itself. A successful AI council willtrack technology metrics such as: time saved on revenue-critical tasks, improved customer engagement, and cost savings. Gartner also recommends developing KPIs tied directly to business priorities for clearer impact evaluation.The Future of AI Councils: A Strategic ImperativeAs CIOs and enterprise leaders take on the challenge of scaling AI, the importance of a well-structured AI council cannot be overstated. Its a strategic imperative, not just a tactical tool. By focusing on measurable impact, ensuring alignment across roles, and embracing a continuous cycle of refinement, AI councils position organizations to thrive in an AI-driven future.About the AuthorVenkat RanganCTO & Co-Founder, ClariVenkat Rangan brings over 37 years of technology innovation and leadership experience to Clari. Prior to Clari, Venkat was the co-founder and CTO of Clearwell Systems, Gartner's highest-ranking e-discovery company, which was acquired by Symantec in 2011. At Clearwell, Venkat's team developed several industry-leading innovations in search, machine learning & predictive analytics.See more from Venkat RanganNever Miss a Beat: Get a snapshot of the issues affecting the IT industry straight to your inbox.SIGN-UPYou May Also LikeWebinarsMore WebinarsReportsMore Reports
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  • WWW.TECHNOLOGYREVIEW.COM
    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 facilityhalf cruise ship, half high-tech laboratory, all laid out around half a mile of floating walkways. Its highest pointthe glistening diamond on Genghai No.1s necklace, according to Chinas state news agencyis 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 Genghais visitor center following its opening in May 2023. In his series Im 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 Chinas 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 oceans 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 Genghais luxe marine hotel, its 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 Genghais tourist center, where on a smaller, more workmanlike platform, hes 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 ranchesincluding Genghai No. 1and 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 Chinas 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 countrys ambitious plans, which call for 200 pilot projects by 2025. Its 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, Chinas 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 fishinga way to really synergize environmental, economic, and social development goals, says Caoby actively increasing the oceans bounty. Its now a hot topic in China, says Cao, who grew up on her familys 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 rancheseffectively fish-breeding aircraft carriers. There are even whole islands, like the butterfly-shaped Wuzhizhou on Chinas tropical south coast, that have been designated as ranching areas. A scuba diver finishes cleaning the nets surrounding Genghai No. 1, Chinas first AI-powered ecological marine ranch complex.UPI/ALAMY LIVE NEWS To understand what a marine ranch is, its easiest to come back to the practices 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 Japans 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 its 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 enhancementincluding 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 worlds oceansthree for every person on the planet. Taken collectively, these efforts amount to a great, ongoing, and little-noticed experiment on the wild marine biome. Chinas big bet China, with a population of 1.4 billion people, is the worlds undisputed fish superpower, home to the largest fishing fleet and more than half the planets fish farms. The country also overwhelms all others in fish consumption, using as much as the four next-largest consumersthe US, the European Union, Japan, and Indiacombined 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 croakera species thats critically endangeredhave 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 regions 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 worlds 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; its considered an ideal test case for President Xi Jinpings ecological civilization agenda, a strategy for environmentally sustainable long-term growth. Since 2015, ranching has been enshrined in successive Five-Year Plans, the countrys top-level planning documentsand 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 Japans scallops, doesnt 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 Chinas 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 aquaculturelike Genghai No.1s enclosed deep-sea fishing cagesand has done little to encourage contributions to ocean health beyond the ranchs 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 Brooks 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 arent always easy to answer in Chinas 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 governments 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 its 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 theyre 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 theyll 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 islands shores. Fish populations have multiplied tenfold in the last decade. This is by far the most expensive part of Chinas ranching program. According to a national evaluation coauthored by Cao Ling, 87% of Chinas 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 kingfisha large, predatory fish thats prized for sashimiand 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 onmarine ranches to restock the seas? We still dont 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, theres 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, its 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 dont 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 governmentslocal or centralcould facilitate more open data sharing in the interest of guiding ranch design and policy. But Chinas 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. Its a near-utopian image seemingly ripped from a 1960s issue of Popular Science. Theres even stranger research that aims to see if red sea bream like the one Jack Klumpp caught can be conditioned like Pavlovs dogsin this case to flock to the sound of a horn, so the oceans harvest would literally swim into nets at the press of a button. So far Chinas 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: Its very pretty! she says with a laugh. And it costs a lot for the initial investment. If such ranches are going to contribute to Chinas coming ecological civilization, theyll 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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