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Human Sense of Smell Is Faster Than Previously Thought, New Study Suggests

Slashdot - Tue, 2024-10-15 12:00
A new study reveals that the human sense of smell is far more sensitive than previously thought, capable of distinguishing odors and their sequences within just 60 milliseconds. CNN reports: In a single sniff, the human sense of smell can distinguish odors within a fraction of a second, working at a level of sensitivity that is "on par" with how our brains perceive color, "refuting the widely held belief that olfaction is our slow sense," a new study finds. Humans also can discern between various sequences of odors -- distinguishing a sequence of "A" before "B" from sequence "B" before "A" -- when the interval between odorant A and odorant B is merely 60 milliseconds, according to the study, published Monday in the journal Nature Human Behavior. [...] The new findings challenge previous research in which the timing it took to discriminate between odor sequences was around 1,200 milliseconds, Dr. Dmitry Rinberg, a professor in the Department of Neuroscience and Physiology at NYU Langone Health in New York, wrote in an editorial accompanying the study in Nature Human Behavior. "The timing of individual notes in music is essential for conveying meaning and beauty in a melody, and the human ear is very sensitive to this. However, temporal sensitivity is not limited to hearing: our sense of smell can also perceive small temporal changes in odor presentations," he wrote. "Similar to how timing affects the perception of notes in a melody, the timing of individual components in a complex odor mixture that reaches the nose may be crucial for our perception of the olfactory world." The ability to tell apart odors within a single sniff might be an important way in which animals detect both what a smell is and where it might be in space, said Dr. Sandeep Robert Datta, a professor in the Department of Neurobiology at Harvard Medical School, who was not involved in the new study. "The demonstration that humans can tell apart smells as they change within a sniff is a powerful demonstration that timing is important for smell across species, and therefore is a general principle underlying olfactory function. In addition, this study sheds important light on the mysterious mechanisms that support human odor perception," Datta wrote in an email. "The study of human olfaction has historically lagged that of vision and hearing, because as humans we think of ourselves as visual creatures that largely use speech to communicate," he said, adding that the new study helps "fill a critical gap in our understanding of how we as humans smell."

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Trees and Land Absorbed Almost No CO2 Last Year

Slashdot - Tue, 2024-10-15 09:00
The Earth's natural carbon sinks -- oceans, forests, and soils -- are increasingly struggling to absorb human carbon emissions as global temperatures rise, raising concerns that achieving net-zero targets may become impossible. "In 2023, the hottest year ever recorded, preliminary findings by an international team of researchers show the amount of carbon absorbed by land has temporarily collapsed," reports The Guardian. "The final result was that forest, plants and soil -- as a net category -- absorbed almost no carbon." The Guardian reports: The 2023 breakdown of the land carbon sink could be temporary: without the pressures of drought or wildfires, land would return to absorbing carbon again. But it demonstrates the fragility of these ecosystems, with massive implications for the climate crisis. Reaching net zero is impossible without nature. In the absence of technology that can remove atmospheric carbon on a large scale, the Earth's vast forests, grasslands, peat bogs and oceans are the only option for absorbing human carbon pollution, which reached a record 37.4bn tonnes in 2023. At least 118 countries are relying on the land to meet national climate targets. But rising temperatures, increased extreme weather and droughts are pushing the ecosystems into uncharted territory. The kind of rapid land sink collapse seen in 2023 has not been factored into most climate models. If it continues, it raises the prospect of rapid global heating beyond what those models have predicted. "We're seeing cracks in the resilience of the Earth's systems. We're seeing massive cracks on land -- terrestrial ecosystems are losing their carbon store and carbon uptake capacity, but the oceans are also showing signs of instability," Johan Rockstrom, director of the Potsdam Institute for Climate Impact Research, told an event at New York Climate Week in September. "Nature has so far balanced our abuse. This is coming to an end."

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CodeSOD: An Overloaded Developer

The Daily WTF - Tue, 2024-10-15 08:30

"Oh, I see what you mean, I'll just write an overloaded function which takes the different set of parameters," said the senior dev.

That got SB's attention. You see, they were writing JavaScript, which doesn't have function overloading. "Um," SB said, "you're going to do what?"

"Function overloading," the senior dev said. "It's when you write multiple versions of the same method with different signatures-"

"I know what it is," SB said. "I'm just wondering how you're going to do that in JavaScript."

"Ah," the senior dev said with all the senior dev wisdom in the world. "It's a popular misconception that function overloading isn't allowed in JavaScript. See this?"

function addMarker(lat,lng,title,desc,pic,link,linktext,cat,icontype) { addMarker(lat,lng,title,desc,pic,link,linktext,cat,icontype,false); } function addMarker(lat,lng,title,desc,pic,link,linktext,cat,icontype,external) { /* preparation code */ if (external){ /* glue code */ } else { /* other glue code */ } }

This, in fact, did not overload the function. This first created a version of addMarker which called itself with the wrong number of parameters. It then replaced that definition with a new one that actually did the work. That it worked at all was a delightful coincidence- when you call a JavaScript function with too few parameters, it just defaults the remainders to null, and null is falsy.

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Categories: Computer

Ward Christensen, BBS Inventor and Architect of Our Online Age, Dies At Age 78

Slashdot - Tue, 2024-10-15 05:30
An anonymous reader quotes a report from Ars Technica: On Friday, Ward Christensen, co-inventor of the computer bulletin board system (BBS), died at age 78 in Rolling Meadows, Illinois. Christensen, along with Randy Suess, created the first BBS in Chicago in 1978, leading to an important cultural era of digital community-building that presaged much of our online world today. Friends and associates remember Christensen as humble and unassuming, a quiet innovator who never sought the spotlight for his groundbreaking work. Despite creating one of the foundational technologies of the digital age, Christensen maintained a low profile throughout his life, content with his long-standing career at IBM and showing no bitterness or sense of missed opportunity as the Internet age dawned. "Ward was the quietest, pleasantest, gentlest dude," said BBS: The Documentary creator Jason Scott in a conversation with Ars Technica. Scott documented Christensen's work extensively in a 2002 interview for that project. "He was exactly like he looks in his pictures," he said, "like a groundskeeper who quietly tends the yard." Tech veteran Lauren Weinstein initially announced news of Christensen's passing on Sunday, and a close friend of Christensen's confirmed to Ars that Christensen died peacefully in his home. The cause of death has not yet been announced. Pior to creating the first BBS, Christensen invented XMODEM, a 1977 file transfer protocol that made much of the later BBS world possible by breaking binary files into packets and ensuring that each packet was safely delivered over sometimes unstable and noisy analog telephone lines. It inspired other file transfer protocols that allowed ad-hoc online file sharing to flourish.

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New Passkey Specifications Will Let Users Import and Export Them

Slashdot - Tue, 2024-10-15 03:10
9to5Mac's Filipe Esposito reports: Passkeys were introduced two years ago, and they replace traditional passwords with more secure authentication using a security key or biometrics. To make the technology even better, the FIDO Alliance published on Monday new specifications for passkeys, which ensure a way to let users import and export them. Currently, there's no secure way to move passkeys between different password managers. For example, if you've stored a specific passkey in Apple's Passwords app, you can't simply move it to 1Password, or vice versa. But that will change soon. As just announced by the FIDO Alliance, the new specifications aim to promote user choice by offering a way to import and export passkeys. The draft of the new specifications establishes the Credential Exchange Protocol (CXP) and Credential Exchange Format (CXF) formats for transferring not only passkeys, but other types of credentials will also be supported. The new formats are encrypted, which ensures that credentials remain secure during the process. For comparison, most password managers currently rely on CSV files to import and export credentials, which is much less secure.

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Casio Made a Furry Robot Designed To Cuddle and Calm You Down

Slashdot - Tue, 2024-10-15 02:30
Casio has opened preorders for Moflin, a cuddly robotic pet that "looks like a cross between a hamster and Star Trek's Tribbles," reports The Verge. The robot is priced at around $400 and is expected to ship on November 7th. From the report: Unlike Sony's robot dog Aibo that can follow you around, Moflin is designed to be held and cuddled, and over time, Casio says it will learn who you are and attempt to develop a simulated bond expressed through unique sounds and movements. Originally developed through a collaboration with a Japanese startup called Vanguard Industries, Moflin is now being manufactured and distributed by Casio. It can be preordered for [around $398 USD] and is expected to be available starting on November 7th. Casio is also offering an optional subscription service called Club Moflin for [about $44 USD] per year, which gets you a discount on repairs, cleanings, and even a complete fur replacement. Accidents happen. Casio's Moflin isn't designed to be a play toy like Sony's Aibo. It's intended to be more of a comforting companion and potentially a tool to help improve your mental wellness, similar to Qoobo, the headless robotic cat. While being held, Moflin's limited head and body movements are supposed to make it feel like the furry robot is attempting to snuggle with you, and as with many devices debuting this year, there are some AI-powered features, too. Moflin is supposed to learn to recognize the person who interacts with it the most through their voice and the way they handle the bot, and it will respond with unique sounds and movements only expressed to that person to simulate a close bond. The robot is also designed to develop its own simulated feelings and personality, which can change over time. With regular interactions, it will become happy, secure, and calm. If it's ignored, it can become stressed, anxious, and sad. But given the robot's limited emotive capabilities, it doesn't make sad sounds, or display an anxious wiggle, demonstrating those feelings. Its emotional state can only be determined through an app, making it feel almost like a very expensive Tamagotchi, minus any digital rewards for being a diligent caregiver. The app can also be used to turn down the volume of the sounds the robot makes.

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Google Inks Deal With Nuclear Company As Data Center Power Demand Surges

Slashdot - Tue, 2024-10-15 01:50
Google announced it will purchase power from Kairos Power's small modular reactors (SMRs) to support its clean energy goals and data center demands. The company did not disclose the financial terms of the deal. CNBC reports: There are only three SMRs that are operating in the world, and none in the U.S. The hope is that SMRs are a more cost-effective way to scale up nuclear power. In the past, large, commercial-scale nuclear reactor projects have run over budget and behind schedule, and many hope SMRs won't suffer that same fate. But it is uncharted territory to some extent. Kairos Power, which is backed by the Department of Energy, was founded in 2016. In July, the company began construction on its Hermes Low-Power Demonstration Reactor in Oak Ridge, Tennessee. Rather than use water as the reactor coolant -- as is used in traditional nuclear reactors -- Kairos Power uses molten fluoride salt. Google said the first reactor will be online by 2030, with more reactors going live through 2035. In total, 500 megawatts will be added to the grid. That's much smaller than commercial reactors -- Unit 4 at Plant Vogtle, which came online this year, is 1.1 gigawatts, for example -- but there's a lot of momentum behind SMRs. Advocates point to lower costs, faster completion times, as well as location flexibility as reasons. Monday's announcement is another example of the growing partnership between tech companies and nuclear power. Data centers need 24/7 reliable power, and right now nuclear is the only source of emissions-free baseload power. Many hyperscalers have ambitious emissions-reduction targets, which is why they're turning to nuclear power.

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25% of Adults Suspect Undiagnosed ADHD

Slashdot - Tue, 2024-10-15 01:10
An anonymous reader quotes a report from Neuroscience News: Attention deficit/hyperactivity disorder -- also known as ADHD -- is typically thought of as a childhood condition. But more adults are realizing that their struggles with attention, focus and restlessness could in fact be undiagnosed ADHD, thanks in large part to trending social media videos racking up millions of views. A new national survey of 1,000 American adults commissioned by The Ohio State University Wexner Medical Center and College of Medicine finds that 25% of adults now suspect they may have undiagnosed ADHD. But what worries mental health experts is that only 13% of survey respondents have shared their suspicions with their doctor. That's raising concerns about the consequences of self-diagnosis leading to incorrect treatment. "Anxiety, depression and ADHD -- all these things can look a lot alike, but the wrong treatment can make things worse instead of helping that person feel better and improving their functioning," said psychologist Justin Barterian, PhD, clinical assistant professor in Ohio State's Department of Psychiatry and Behavioral Health. An estimated 4.4% of people ages 18 to 44 have ADHD, and some people aren't diagnosed until they're older, Barterian said. "There's definitely more awareness of how it can continue to affect folks into adulthood and a lot of people who are realizing, once their kids have been diagnosed, that they fit these symptoms as well, given that it's a genetic disorder," Barterian said. The survey found that younger adults are more likely to believe they have undiagnosed ADHD than older generations, and they're also more likely to do something about it. Barterian said that should include seeing a medical professional, usually their primary care provider, to receive a referral to a mental health expert to be thoroughly evaluated, accurately diagnosed and effectively treated.

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Apple Could Release $2,000 'Apple Vision' Headset Next Year

Slashdot - Tue, 2024-10-15 00:30
Apple is working on a more affordable $2,000 "Apple Vision" spatial computing headset that could be launched as early as next year, according to Bloomberg's Mark Gurman. MacRumors reports: The new headset would be a lower-end counterpart to the $3,500 Apple Vision Pro, which was released in February. Apple reportedly expects this more affordable model to sell at least twice as many units as the Vision Pro, though "that's not saying much," adds Gurman. Apple will struggle to hit 500,000 Vision Pro sales this year, according to market tracker IDC. To achieve the lower price point, the Apple Vision would likely use a less powerful processor and cheaper materials than aluminum and glass. The device is also expected to omit certain inessential features, such as the EyeSight display that shows the user's eyes on the outside of the headset. Apple could also use larger, lower resolution displays for the more affordable version of the Vision Pro headset, according to previous reports. Gurman also notes that Apple is working on a second-generation Vision Pro, slated for release in 2026, and a separate smart glasses device to accompany the Vision headsets.

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AT&T, T-Mobile Prep First RedCap 5G IoT Devices

Slashdot - Mon, 2024-10-14 23:50
The first 5G Internet of Things (IoT) devices are launching soon. According to Fierce Wireless, T-Mobile plans to launch its first RedCap devices by the end of the year, while AT&T's devices are expected sometime in 2025. From the report: All of this should pave the way for higher performance 5G gadgets to make an impact in the world of IoT. RedCap, which stands for reduced capabilities, was introduced as part of the 3GPP's Release 17 5G standard, which was completed -- or frozen in 3GPP terms -- in mid-2022. The specification, which is also called NR-Light, is the first 5G-specific spec for IoT. RedCap promises to offer data transfer speeds of between 30 Mbps to 80 Mbps. The RedCap spec greatly reduces the bandwidth needed for 5G, allowing the signal to run in a 20 MHz channel rather than the 100 MHz channel required for full scale 5G communications.

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Adobe Starts Roll-Out of AI Video Tools, Challenging OpenAI and Meta

Slashdot - Mon, 2024-10-14 23:10
An anonymous reader quotes a report from Reuters: Adobe (ADBE.O), opens new tab on Monday said it has started publicly distributing an AI model that can generate video from text prompts, joining the growing field of companies trying to upend film and television production using generative artificial intelligence. The Firefly Video Model, as the technology is called, will compete with OpenAI's Sora, which was introduced earlier this year, while TikTok owner ByteDance and Meta Platforms have also announced their video tools in recent months. Facing much larger rivals, Adobe has staked its future on building models trained on data that it has rights to use, ensuring the output can be legally used in commercial work. San Jose, California-based Adobe will start opening up the tool to people who have signed up for its waiting list but did not give a general release date. While Adobe has not yet announced any customers using its video tools, it said on Monday that PepsiCo-owned Gatorade will use its image generation model for a site where customers can order custom-made bottles, and Mattel has been using Adobe tools to help design packaging for its Barbie line of dolls. For its video tools, Adobe has aimed at making them practical for everyday use by video creators and editors, with a special focus on making the footage blend in with conventional footage, said Ely Greenfield, Adobe's chief technology officer for digital media. "We really focus on fine-grain control, teaching the model the concepts that video editors and videographers use -- things like camera position, camera angle, camera motion," Greenfield told Reuters in an interview.

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Lots of PCs Are Poised To Fall Off the Windows 10 Update Cliff One Year From Today

Slashdot - Mon, 2024-10-14 21:32
One year from today, on October 14, 2025, Microsoft will stop releasing security updates for PCs that are still running Windows 10. From a report: Organizations and individuals will still be able to pay for three more years of updates, with prices that go up steadily each year (Microsoft still hasn't provided pricing for end users, only saying that it will release pricing info "closer to the October 2025 date.") But for most PCs running Windows 10, the end of the line is in sight.

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UK Considering Making USB-C the Common Charging Standard, Following the EU

Slashdot - Mon, 2024-10-14 20:20
Following moves by both the European Union and India to implement USB-C as the default charging port for all consumer devices, the British government has now begun a consultation on whether it should follow suit and implement a common standard for charging, and if this should be USB-C. From a report: The consultation has been started by the Office for Product Safety and Standards which sits within the Department for Business and Trade, and it calls for manufacturers, importers, distributors, and trade associations to provide their input on the matter. Of course, should the UK decide against adopting USB-C and implement a separate standard, expect that device manufacturers just provide dongles to support this rather than having unique device versions. The Office for Product Safety and Standards stated the following on this topic: "We consider that it would potentially help businesses and deliver consumer and environmental benefits if we were to introduce standardized requirements for chargers for certain portable electrical/electronic devices across the whole UK. We are seeking views from manufacturers, importers, distributors, and trade associations as to whether it would be helpful to do so and, if so, whether this should be based on USB-C â" as adopted by the EU."

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Chinese Scientists Report Using Quantum Computer To Hack Military-grade Encryption

Slashdot - Mon, 2024-10-14 19:44
schwit1 writes: Chinese scientists have mounted what they say is the world's first effective attack on a widely used encryption method using a quantum computer. The breakthrough poses a "real and substantial threat" to the long-standing password-protection mechanism employed across critical sectors, including banking and the military, according to the researchers. Despite the slow progress in general-purpose quantum computing, which currently poses no threat to modern cryptography, scientists have been exploring various attack approaches on specialised quantum computers. In the latest work led by Wang Chao, of Shanghai University, the team said it used a quantum computer produced by Canada's D-Wave Systems to successfully breach cryptographic algorithms. Using the D-Wave Advantage, they successfully attacked the Present, Gift-64 and Rectangle algorithms -- all representative of the SPN (Substitution-Permutation Network) structure, which forms part of the foundation for advanced encryption standard (AES) widely used in the military and finance. AES-256, for instance, is considered the best encryption available and often referred to as military-grade encryption. While the exact passcode is not immediately available yet, it is closer than ever before, according to the study. "This is the first time that a real quantum computer has posed a real and substantial threat to multiple full-scale SPN structured algorithms in use today," they said in the peer-reviewed paper.

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National Public Data, the Hacked Data Broker That Lost Millions of Social Security Numbers and More, Files For Bankruptcy

Slashdot - Mon, 2024-10-14 18:57
An anonymous reader shares a report: A Florida data broker that lost hundreds of millions of Social Security numbers and other personally identifiable information in a data breach earlier this year, has filed for Chapter 11 bankruptcy protection as the company faces a wave of litigation. Jericho Pictures, the parent company of the hacked data broker National Public Data, told a Florida bankruptcy court that it was unlikely to be able to repay its debtors or address its anticipated liabilities and class-action lawsuits, including paying "for credit monitoring for hundreds of millions of potentially impacted individuals." In its initial filing, Jericho Pictures' owner, Salvatore Verini, said the company "faces substantial uncertainty facing regulatory challenges by the Federal Trade Commission and more than 20 states with civil penalties for data breaches."

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NASA Launches Europa Clipper To Probe Jupiter's Icy Moon for Signs of Life

Slashdot - Mon, 2024-10-14 18:17
NASA's Europa Clipper mission lifted off successfully on Monday, marking the agency's first mission to Jupiter in over a decade. The $5.2 billion spacecraft aims to investigate whether Europa, Jupiter's fourth-largest moon, could harbor conditions suitable for life. A SpaceX Falcon Heavy rocket launched from NASA's Kennedy Space Center in Florida at 12:06 p.m. Eastern time, lifting the Europa Clipper spacecraft into orbit around Earth. Europa Clipper, NASA's largest-ever interplanetary craft, weighs 12,500 pounds and boasts solar panels spanning 100 feet. Its nine scientific instruments will study Europa's surface and interior in unprecedented detail. After a 1.8 billion-mile journey, the spacecraft will reach Jupiter in April 2030. It will then conduct 49 flybys of Europa over four years, coming within 16 miles of the moon's surface. Scientists believe Europa's subsurface ocean could contain twice as much water as Earth's oceans. The mission will measure ocean depth, analyze surface compounds, and map Europa's magnetic field to gather clues about its internal composition. Instruments will search for warm spots indicating thin ice, potential cryovolcanoes, and plumes of water vapor. The spacecraft will also attempt to identify carbon-based molecules that could serve as building blocks for life. "Europa is certainly the most likely place for life beyond Earth in our solar system," Robert Pappalardo, Europa Clipper project scientist, told the New York Times.

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'Open Source Royalty and Mad Kings'

Slashdot - Mon, 2024-10-14 17:26
WordPress.org has seized control of WP Engine's Advanced Custom Fields plugin, renaming it "Secure Custom Fields" and removing commercial elements, according to WordPress co-founder Matt Mullenweg. The move, justified by alleged security concerns and linked to ongoing litigation between WP Engine and Automattic, marks an unprecedented forcible takeover in the WordPress ecosystem. David Heinemeier Hansson, creator of Ruby on Rails and co-founder and chief technology officer of Basecamp-maker 37signals, opines on the situation: For a dispute that started with a claim of "trademark confusion", there's an incredible irony in the fact that Automattic is now hijacking users looking for ACF onto their own plugin. And providing as rational for this unprecedented breach of open source norms that ACF needs maintenance, and since WPE is no longer able to provide that (given that they were blocked!), Automattic has to step in to do so. I mean, what?! Imagine this happening on npm? Imagine Meta getting into a legal dispute with Microsoft (the owners of GitHub, who in turn own npm), and Microsoft responding by directing GitHub to ban all Meta employees from accessing their repositories. And then Microsoft just takes over the official React repository, pointing it to their own Super React fork. This is the kind of crazy we're talking about. Weaponizing open source code registries is something we simply cannot allow to form precedence. They must remain neutral territory. Little Switzerlands in a world of constant commercial skirmishes. And that's really the main reason I care to comment on this whole sordid ordeal. If this fight was just one between two billion-dollar companies, as Automattic and WPE both are, I would not have cared to wade in. But the principles at stake extend far beyond the two of them. Using an open source project like WordPress as leverage in this contract dispute, and weaponizing its plugin registry, is an endangerment of an open source peace that has reigned decades, with peace-time dividends for all. Not since the SCO-Linux nonsense of the early 2000s have we faced such a potential explosion in fear, doubt, and uncertainty in the open source realm on basic matters everyone thought they could take for granted.

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India Cenbank Chief Warns Against Financial Stability Risks From Growing Use of AI

Slashdot - Mon, 2024-10-14 16:54
The growing use of AI and machine learning in financial services globally can lead to financial stability risks and warrants adequate risk mitigation practices by banks, the Governor of the Reserve Bank of India said on Monday. From a report: "The heavy reliance of AI can lead to concentration risks, especially when a small number of technology providers dominate the market," Shaktikanta Das said at an event in New Delhi. This could amplify systemic risks as failures or disruptions in these systems may cascade across the financial sector, Das added. India's financial service providers are using AI to enhance customer experience, reduce costs, manage risks and drive growth through chatbots and personalised banking. The growing use of AI introduces new vulnerabilities like increased susceptibility to cyber attacks and data breaches, Das said. AI's "opacity" makes it difficult to audit and interpret algorithms which drive lender's decisions and could potentially lead to "unpredictable consequences in the market," he warned.

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Internet Archive Resumes Read-Only Service After Cyberattack

Slashdot - Mon, 2024-10-14 16:06
The Internet Archive has resumed operations in a read-only state following a cyberattack that took the digital library offline on October 9, coupled with the theft of 31 million user authentication records. "Safe to resume but might need further maintenance, in which case it will be suspended again," said Brewster Kahle, Internet Archive's founder. The website is currently now allowing users to save pages.

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AI Threats 'Complete BS' Says Meta Senior Research, Who Thinks AI is Dumber Than a Cat

Slashdot - Mon, 2024-10-14 13:34
Meta senior research Yann LeCun (also a professor at New York University) told the Wall Street Journal that worries about AI threatening humanity are "complete B.S." When a departing OpenAI researcher in May talked up the need to learn how to control ultra-intelligent AI, LeCun pounced. "It seems to me that before 'urgently figuring out how to control AI systems much smarter than us' we need to have the beginning of a hint of a design for a system smarter than a house cat," he replied on X. He likes the cat metaphor. Felines, after all, have a mental model of the physical world, persistent memory, some reasoning ability and a capacity for planning, he says. None of these qualities are present in today's "frontier" AIs, including those made by Meta itself. LeCun shared a Turing Award with Geoffrey Hinton and Hoshua Bengio (who hopes LeCun is right, but adds "I don't think we should leave it to the competition between companies and the profit motive alone to protect the public and democracy. That is why I think we need governments involved.") But LeCun still believes AI is a very powerful tool — even as Meta joins the quest for artificial general intelligence: Throughout our interview, he cites many examples of how AI has become enormously important at Meta, and has driven its scale and revenue to the point that it's now valued at around $1.5 trillion. AI is integral to everything from real-time translation to content moderation at Meta, which in addition to its Fundamental AI Research team, known as FAIR, has a product-focused AI group called GenAI that is pursuing ever-better versions of its large language models. "The impact on Meta has been really enormous," he says. At the same time, he is convinced that today's AIs aren't, in any meaningful sense, intelligent — and that many others in the field, especially at AI startups, are ready to extrapolate its recent development in ways that he finds ridiculous... OpenAI's Sam Altman last month said we could have Artificial General Intelligence within "a few thousand days...." But creating an AI this capable could easily take decades, [LeCun] says — and today's dominant approach won't get us there.... His bet is that research on AIs that work in a fundamentally different way will set us on a path to human-level intelligence. These hypothetical future AIs could take many forms, but work being done at FAIR to digest video from the real world is among the projects that currently excite LeCun. The idea is to create models that learn in a way that's analogous to how a baby animal does, by building a world model from the visual information it takes in. In contrast, today's AI models "are really just predicting the next word in a text, he says... And because of their enormous memory capacity, they can seem to be reasoning, when in fact they're merely regurgitating information they've already been trained on."

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