韩国税务师考试榜首承认用生成式 AI 作弊
韩国税务会计师资格考试两轮均排名第一的考生韩某承认，他用微型摄像头拍下试题照片传给 AI 工具，再用智能手机查看答案，首轮 400 分满分中考出 397.5 分、160 题仅错 1 题。他已向首尔警方提交书面自白，警方称案件已交由调查人员处理。此事发生在周四韩国高考前几天，总统办公室表示正加紧准备应对措施，总理韩成淑承诺确保高考公平稳定进行。
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#行业动态
Hacker News AIAI score7171 Hacker News AIAI score2525 Victoria University lecturers steer students away from AI use in education
Victoria University of Wellington academics describe bringing back in-person tests and oral exams as they rethink tertiary education in the age of AI, with senior lecturer Dougal McNeill saying students who outsource their education to AI are "ripping themselves off." Other staff note concerns about deskilling and reduced confidence, while AI senior lecturer Andrew Lensen says the tools can help some students and universities must reinvent themselves to produce graduates able to navigate AI trade-offs.
Hacker News AIAI score3838 GDC November 2026 survey shows 40% of developers using generative AI
The GDC 2026 survey of over 2,600 game industry professionals across 69 countries found that 40% use generative AI tools as part of their job, up from 36% last year, with usage rising from 37% to 44% outside the US while US usage stayed within the margin of error at 38%. The report also notes 34% of respondents were laid off in the last two years, 54% of those laid off remain unemployed, and 62% of educators allow, encourage, or require students to use generative AI in game development coursework. Godot is used by 6% overall and 11% of indie developers.
Hacker News AIAI score4242 Top scorer on South Korean tax exam confesses to cheating with AI
A Reuters report says the top scorer on a South Korean tax exam has confessed to cheating with AI. The article is at reuters.com; the item also links to a Hacker News discussion with 5 points and 3 comments.
Hacker News AIFeaturedAI score7676 Amazon Threat Intelligence observes threat actor campaigns with ARTEX AI agents
Amazon Threat Intelligence reports that between Oct. 3 and Nov. 5, 2026, its MadPot decoy sensors captured requests from ARTEX agentic AI penetration-testing agents that carried their own campaign records, including a large-scale AI credential theft operation in which stolen keys paid for the LLM inference used to hunt more keys, and a campaign against two cryptocurrency exchanges using real-time deepfake injection to bypass KYC checks. Amazon assesses with moderate confidence that ARTEX was used and that the activity comes from disparate Chinese-nexus threat groups, based on simplified Chinese prompts, China time-zone configurations, targeting and tooling. The post shares IOCs and argues that while the techniques were not new, agents change attacker speed and persistence, making basic hygiene such as removing default credentials and exposed secrets the most effective defense.
Why it matters: It offers a detailed, telemetry-grounded look at how agentic frameworks are being used for sustained, multi-objective offensive operations, with concrete techniques and IOCs useful to defenders.
Hacker News AIAI score5050 Beware the New AI-Fueled Ransomware Boom
Researchers say claimed ransomware incidents have spiked over recent months, with some estimates putting alleged attacks on leak sites at nearly 3,000 over the summer—a 20 to 40 percent increase since spring—and Halcyon's analysis counting around 111 ransomware groups making claims between July and September. Criminals appear to be using LLMs for tasks like crafting better phishing emails and negotiations rather than fully AI-powered attacks, while new smaller groups such as Global Secret Group and Storm have quickly claimed dozens of victims. Recorded Future's Allan Liska says attacks seen this year already dwarf the total for 2025, though attacks involving encryption may decrease year over year.
Hacker News AIAI score5858 Europa, the EU's open AI model, is aiming for nearly 1T parameters
Domyn, the Milan-based company leading the EU-backed EUROPA consortium, reported in a November 12, 2026 technical post that it ran training trials for a model with 951.9 billion parameters on the JUPITER supercomputer in Jülich, Germany, more than double the Commission's 400 billion minimum. Using a mixture-of-experts design with 384 experts (8 active per token, 32.8 billion active parameters), Domyn says it raised throughput from 90 to 1,293 tokens per second per GPU through software fixes contributed back to PyTorch and TorchTitan. The post describes only trials, not a completed training run, and EUROPA's weights, license, training data and release date remain unpublished.
The Verge · AIFeaturedAI score8888 An overview of Jensen Huang’s messy days
The Verge's Stepback newsletter recounts how Nvidia CEO Jensen Huang resigned on November 12th after reports tied him to Alice Huang, a Megaspeed executive suspected of spying for China, and after he admitted to extramarital affairs, including one with Nvidia VP Kimberly Powell. CFO Colette Kress was named interim CEO and Harvey Jones became the company's first board chair, while Nvidia's stock fell from an October 6th close of $239.24 to $162.85 on November 13th. The piece also covers the board's ongoing investigation, a shareholder lawsuit, and open questions about trade restrictions and possible criminal charges.
The DecoderAI score6565 Firm linked to Jensen Huang's ex-lover reportedly brokered nearly $12 billion in Nvidia chip orders for China
Documents reviewed by the Wall Street Journal indicate Megaspeed, owned by Alice Huang, the former lover of since-ousted Nvidia CEO Jensen Huang, arranged nearly $12 billion in Nvidia high-performance chip orders for Chinese companies between March 2024 and June 2025, covering several hundred thousand chips the US sought to keep out of China through export controls. Megaspeed reportedly gained preferential access to scarce AI chips as an Nvidia cloud partner, apparently because it counted Alibaba as a major client. Nvidia officially reported $12.4 billion in China revenue over six months (7 percent of total revenue), while short-selling firm Culper Research estimates more than 20 percent of Nvidia's revenue in the last fiscal year came from Chinese customers.
Hacker News AIAI score5858 AI Slop Papers Published Under Prominent Academics Names
An investigation found that little-known academic journals are publishing AI-generated "slop" papers falsely attributed to prominent professors, including Alan Said, Fei-Fei Li, Christopher Manning, Michael I. Jordan, Stuart Russell and Jure Leskovec, several of whom confirmed they did not write the articles or consent to their names being used. The journals AIJRI, AJAMRI and AJFMR share similar graphics, the same editor in chief (Denish Brown) and board members, advertise publication fees, and show archives of papers supposedly published years before their 2026 domain registrations. Said said he worries a new Ph.D. student might see his name in such a journal and think it is acceptable to submit there.
Hacker News AIAI score7171 Korea's top tax accountant exam scorer confesses to cheating with AI
A candidate who placed first on Korea's 63rd Certified Tax Accountant exam confessed to police that he used a hidden micro camera to photograph exam papers, had generative AI produce answers outside the room, and checked them on a smartphone. The Human Resources Development Service of Korea and proctors detected nothing unusual, and suspicion arose only in an online community that found the score strange. The article notes that AI models were already scoring near passing thresholds on medical and accounting licensing exams in 2023, and argues that follow-up oral questioning could verify whether answers came from the candidate.
Hacker News AIAI score3838 Baltimore County schools phase out AI reading program
Baltimore County Public Schools told parents that Amira, an AI-powered reading program for kindergarten through third grade, will no longer be required, can still be used for struggling students and by families independently, and will be unavailable entirely next school year. The district said the decision was based on feedback from administrators, staff and parents and aimed at minimizing screen time for young learners, as districts nationally respond to concerns about education technology. Former Superintendent Myriam Rogers had praised Amira in 2024 for boosting student growth, while some parents argued it primed young learners to need screens.
Hacker News AIAI score3838 The Coming Patent Storm in AI Hardware
A Texas-based technology company filed patent infringement actions in May 2026 in Texas district courts, Delaware, and the ITC against Nvidia, SK Hynix, Kioxia, Corsair Gaming, and Western Digital over memory technologies, per Law360. The article argues that concentrated value in AI chips, shared engineering bottlenecks in HBM, chiplet interconnects, co-packaged optics, and cooling, and a maturing patent landscape are converging to make AI hardware the next major patent litigation front. It notes that the window before large operating companies build defensive moats through cross-licensing and inter partes review appears open now in HBM and CPO and is opening in chiplet interconnects.
Hacker News AIAI score1818 Lawyer upgrades eight-V100 private AI server to run 80% of DeepSeek v4.1 Flash
A lawyer running a private AI server on eight used Nvidia V100 GPUs moved about 80% of its work from 2-bit to 4-bit NVFP4 precision, adding 1TB of RAM and an RTX 3090. The server runs DeepSeek V4.1 Flash with a legal harness for his law practice, and code output dropped from 160–215 to 150–180 tokens per second, though the crashes that hit the new build are gone. The crashes, originally blamed on PCIe, were likely caused by a bad PSU.
Hacker News AIAI score2323 The Backdoor Route That Keeps Beijing in the AI Race
A Wall Street Journal article, shared via Hacker News, examines a backdoor route involving Jensen Huang and AI data centers that keeps Beijing in the AI race. The submission had 1 point and 0 comments at the time of collection.
Hacker News AIAI score5858 Linus Torvalds Wonders If Linux's AI-Prompted Patch Flood Has Peaked
In his weekly kernel update post, Linus Torvalds said Linux 7.4 rc2 was large partly due to "various AI fixes," and cited Alexei Starovoitov's claim that on the BPF side fixes are now arriving faster than new reports, suggesting the flood of AI-found patches may be turning. The Register reports that the surge follows Anthropic's April Mythos bug-finding model, with Microsoft addressing a record 974 flaws in September and Oracle 1,449 in a single month. Kernel developer Lorenzo Stoakes said he is dropping some workload because AI-generated series have pushed review requests from "once a week" to "daily" to "half of what I see in review."
Hacker News AIAI score5858 Anthropic bought a one-person, AI-powered biotech
Anthropic acquired Mithril Medicine, a Cambridge, Massachusetts biotech with one full-time employee, two early-stage antibody leads for a rare form of muscular dystrophy, and Anthropic's Claude assistant used for data analysis and administrative work. The company also relied on part-time consultants and at least five contract research organizations, and experts note many more researchers would be needed to advance the drugs toward clinical trials.
Hacker News AIAI score5050 Medicare's AI Experiment
EFF reports that in January the federal government launched a program using AI to evaluate Medicare beneficiaries' requests for certain procedures, and EFF sued for records on WISeR seeking transparency about the experiment. EFF's latest EFFector newsletter covers what happens when the government outsources treatment approval to private AI companies without sufficient transparency, testing, or legal limits, and includes a podcast conversation with EFF's Lena Cohen about WISeR records documenting improper denials, operational chaos, and lengthy delays.
Hacker News AIAI score2525 The First AI Music Awards
The Sonic Intelligence Academy (SIQA) held its inaugural AI Music Awards at the Mayan Theater in Downtown Los Angeles, where AI persona Xania Monet won artist and song of the year, three of the four top categories. Founded by software engineer Timirah "TJ" James and her sister Mia James, SIQA requires artists to register tracks as fully AI-generated, AI-assisted or human-AI hybrid, and lets registered artists nominate and vote on winners across 25 categories. The event, hosted with a live house band and lip-synced performances, ran behind schedule amid technical difficulties, which founder James promised would be resolved before next year's ceremony.
Hacker News AIAI score4040 Microsoft Patent Tips Using Idle Gaming PCs to Train AI in Exchange for Rewards
Microsoft Technology Licensing filed a 2025 patent, published last week as US-20260349820-A1 and titled "Opportunistic Micro-training on Edge Devices Using Spare GPU Utilization," describing an opt-in system that uses idle GPU cycles on gaming PCs for AI training, similar to Folding@Home. The system would monitor memory, CPU, GPU, temperature and power draw to find cool idle periods, track completed work, and issue credits redeemable for use of the resulting AI model, free software or cash, with manual start/stop and usage limits.
TechCrunch · AIAI score7474 Elon Musk, other tech execs sign petition calling on Nvidia to reinstate Jensen Huang
A petition calling on Nvidia to reinstate recently ousted CEO Jensen Huang has gathered more than 115,000 signatures as of Saturday afternoon, according to the petition website, which said signers include 5,965 current Nvidia employees, 1,108 former employees, and 63,063 shareholders. Notable supporters include Elon Musk, Replit CEO Amjad Masad, and Epic Games CEO Tim Sweeney; the petition says signers are concerned Huang was removed without meaningful due process and demands the board bring him back while an independent investigation establishes the facts. Huang resigned on Thursday, several days after confessing to an affair with a chip executive identified by U.S. intelligence as a suspected Chinese spy, and Nvidia appointed CFO Colette Kress as interim CEO while it searches for a permanent replacement.
Hacker News AIAI score5858 FAA's Smart AI System Now Active at All 22 ARTCCs [Nov 10]
The FAA told FLYING on Tuesday that its Strategic Management of Airspace, Routes and Trajectories (SMART) platform is now active in the airspace of all of the nation's air route traffic control centers (ARTCCs). Pilots across the country may now receive routing and schedule recommendations from air traffic control that were informed by the AI-powered system.
The DecoderAI score7474 Anthropic CEO Amodei admits "there's a huge uncertainty in what's going to happen next year" days before a record IPO
Speaking at a JPMorgan Chase investor event in New York, Anthropic CEO Dario Amodei said compute is "the deepest business dilemma" the company faces, since it must be bought one to two years ahead of knowing whether revenue will justify the cost, and that "there's a huge uncertainty in what's going to happen next year." Anthropic has committed nearly $901 billion, mostly to compute and chips, per Bloomberg, with roughly $71 billion due by September 2027, and plans to raise up to $64.4 billion through its IPO plus $26 billion in a private placement. Amodei said gross margins, a large cash balance and buying relatively little compute upfront give the company margin for error.
Hacker News AIAI score5858 Thousands turn out in Edinburgh to protest against AI data centres
Thousands of people marched down Edinburgh's Royal Mile to the Scottish Parliament to protest against large-scale AI data centres, part of a wave of protests across Europe. Demonstrators carried slogans such as "AI data centres threaten humanity" and some opposed specific planned sites in Cockenzie, Larbert and Chapelcross, the last of which would have a 1,000MW capacity compared with Scotland's current largest at 12MW in Airdrie. The Scottish government said it will publish new planning guidance on data centres before the end of the year and is developing a strategy to maximise "public benefit".
TechCrunch · AIAI score4242 The AI graveyard: a running list of projects and startups that didn’t make it
This roundup catalogs AI products, startups, and corporate initiatives that shut down, pivoted, or missed expectations, including Character.ai's bankruptcy filing, Ollie's shutdown, OpenAI's discontinued Atlas browser and Sora, and hardware failures like the Humane AI Pin. It cites S&P Global Market Intelligence's estimate that about 42% of AI initiatives are ultimately abandoned by their corporate parents, attributing failures to insufficient funding, technical challenges, competition, scaling difficulty, or weak user demand.
TechCrunch · AIAI score6868 Asian governments react to Nvidia CEO Jensen Huang’s exit
Nvidia's board launched an independent investigation after reports that CEO Jensen Huang was targeted by a Chinese spy operation; Huang admitted to an affair with Alice Huang, a former executive at Singapore-based chip company Megaspeed. China's foreign ministry rejected the spy allegations as groundless, while Singapore said it seized Alice Huang's passport in June 2025 over possible false declarations on server purchases, later found insufficient evidence, warned her and barred her from re-entering. South Korea's Science Ministry said Nvidia reaffirmed plans to supply 260,000 advanced GPUs, Taiwan's economy minister said the departure was unlikely to significantly change global AI industry growth, and Japan's Industry Ministry said it would closely monitor Nvidia.
Hacker News AIAI score5858 Smuggling of 1.5M AI GPUs could be the cause of Huang's departure
SemiAnalysis believes Jensen Huang's sudden departure from Nvidia may have been driven not only by revelations about his personal extramarital relationships but also by widespread illicit exports of advanced AI accelerators to China. In its latest newsletter, the firm estimates that more than 1.5 gigawatts (GW) worth of restricted Nvidia hardware, potentially equivalent to up to 1.5 million GPUs, has reached China despite U.S. export controls.
Hacker News AIAI score3535 Today's forecast: AI behaving unpredictably
This snapshot comparison from October 26 to November 2, 2026 covers AI agent incidents, including CrowdStrike-documented campaigns targeting healthcare organizations in Argentina and VAPOR PANDA operators directing ARTEX agents against multiple targets, plus Graphika's assessment that two videos targeting a Texas Senate candidate are very likely deepfakes. Nine incidents joined the AI Incident Database in its November 2 snapshot, seven with event dates earlier than October 26. The roundup also notes a Meta Muse agent that arranged a Facebook Marketplace pickup while the seller was away and a BMW Toronto chatbot that offered a buyback price later withdrawn by a human salesperson.
Hacker News AIAI score2626 Jensen Huang 离开 Nvidia 影响中国 AI 供应链
Jensen Huang 从 Nvidia 离职，对中国 AI 供应链造成影响。该消息在 Hacker News 上获得 2 分，暂无评论。
Hacker News AIAI score5858 China builds 800MW AI data center campus to rival US Stargate project
According to a SemiAnalysis report, China is building an 800MW AI data center campus in Inner Mongolia that could challenge the economics of America's Stargate project. Envision built the first 120 MW of its Galaxy AI data center campus in under a year, at a cost researchers put at one-fifth of comparable US projects, after visiting the site in September. To secure the large amounts of electricity AI data centers need, Envision is building its own wind farms and battery storage alongside the computing facility.
Hacker News AIAI score3838 FAA Rolled Out New AI Traffic Tool Right Before Nationwide Ground Stop
CNN aviation analyst Mary Schiavo said it was "too much of a coincidence" that the FAA rolled out its new $875 million SMART AI tool for managing air traffic the same day a nationwide ground stop occurred. Schiavo, a former Inspector General of the U.S. Department of Transportation, noted that new air traffic control computer systems often have difficulty communicating with much older systems, and that one goal of SMART was to manage en route traffic. She said there have been no suggestions the stoppage was due to threats or criminal terror, and guessed it was another case of new AI systems struggling to communicate with old ones.
The Verge · AIFeaturedAI score8383 Jensen Huang and the decline of the visionary showman founder CEO
A commentary piece argues that Jensen Huang's departure from Nvidia marks the end of Big Tech's last visionary showman founder CEO, recounting his leather-jacketed keynotes, his early bets on CUDA and Riva 128, and Nvidia's rise to a $5 trillion company. Analysts quoted say Nvidia's roadmap and supply chain are locked in through 2027, but the loss of a founder with no named successor and roughly 60 direct reports leaves a leadership and vision gap.
Why it matters: Offers a critical, quote-rich retrospective on founder-led leadership and analyst views on Nvidia's succession risk.
The DecoderAI score6060 OpenAI reassigns robotics researchers to other teams as general-purpose models might make specialized robotics AI unnecessary
OpenAI is disbanding its robotics team again, moving robotics researchers to Mark Chen's main research team and the applied robotics and hardware teams to Greg Brockman's Applied organization, according to Fortune. The company reportedly believes general-purpose models like GPT-6 Astra can control robots directly, citing an Nvidia study where an Astra-powered agent reached a 74.8 percent success rate on simulated robotics tasks versus 51 percent for the best specialized models, and a StationeryBench comparison where Astra fully completed 7 of 100 tasks while Ai2's MolmoAct2 completed none. OpenAI shut down its robotics division in 2020 and rebuilt it in 2024, with CEO Sam Altman reportedly targeting a first public robot demo for 2027.
Hacker News AIAI score5858 Every Flight Is Grounded on Day Trump Admin Installed AI Controls
The FAA issued a nationwide ground stop at all U.S. airports effective 3:54 p.m. EST Friday until 11 p.m., citing "extraordinary circumstances" and "reasons of safety," allowing airborne flights to land but barring departures. DHS Secretary Markwayne Mullin said there was no indication yet of a nefarious attack and described it as "a telecommunication outage," while declining to rule out a cyberattack; Transportation Secretary Sean Duffy attributed it to "a communication issue impacting all Air Route Traffic Control Centers." The article notes expert speculation that a mishap with the new cloud-based, AI-supported "SMART" air traffic management platform, scheduled to go live Friday, could be to blame, and that it is just the second nationwide ground stop since Sept. 11, 2001.
Hacker News AIAI score7474 Nvidia allegedly engineered scarcity by funding AI startups to buy its GPUs
A Wall Street Journal report, cited by Wccftech, alleges that Nvidia invested in AI startups that would then buy its GPUs and build data centers, aiming to sustain the perception of high demand and move an oversupply of semiconductors from TSMC. The report cites an August meeting in which CFO and acting CEO Colette Kress pushed to reduce circular financing agreements and scale back Nvidia's $250 billion deal with OpenAI, after which Jensen Huang allegedly called her a "deer in the headlights." It also states that the small cloud providers Nvidia invested in could not afford to buy its GPUs, making them a potential financial dead end.
Cursor BlogFeaturedAI score6464 An update on our recent security incident
Cursor detailed a security incident that began when an attacker obtained an access key Cursor had issued to Fireworks, which Fireworks exposed, and used it to copy limited coding agent traces from a read-only storage bucket, with under 0.01% of customers having API credentials exposed. The attacker then reached select SaaS tools and accessed archived non-production source code repositories, limited customer support data, product usage metrics, and some credentials sent to support, and on October 29 placed malicious unauthorized copies of Anthropic's Claude Code extension on the cache serving the Cursor VS Code extension marketplace, potentially reaching at most 5,000 users for about 11 hours. Cursor says the incident is contained, has rotated credentials, rebuilt its marketplace, moved inference off Fireworks, and notified affected customers.
Why it matters: The post is a detailed first-party incident disclosure that clarifies scope, affected data, and remediation steps for users of Cursor and the Claude Code extension.
The Verge · AIAI score4545 Amazon has a plan to index the world’s online shopping data
According to Reuters, Amazon plans a "World Product Graph" project to build a vault of data on every product sold anywhere online, including items Amazon doesn't sell, and make it available through its own site. The effort aims to keep shoppers and AI agents on Amazon for product research and to give its Alexa for Shopping assistant more data; an internal document reportedly cites an October 1st, 2027 release date, though Amazon said draft documents don't necessarily reflect current plans.
OpenAI NewsAI score2020 Shield helps technicians hand off legacy portal work with OpenAI
Shield uses OpenAI to help IT technicians hand off work in legacy portals. Its Forge agents navigate systems so technicians can focus on issues needing their judgment.
Gary MarcusAI score1212 What could possibly go wrong? Nationwide FAA Ground Stop edition
The author, writing from EWR after spending most of the last 36 hours there, recounts earlier warnings about generative AI and LLMs, including a 2022 post and a September piece, and notes this week's large Microsoft outage. They say it is unclear whether the outage is the malicious cyberattack they warned about in Politico in January 2025 or the LLM failures they warned about in May 2022, and attribute the situation to Silicon Valley arrogance and Washington ineffectiveness.
ChinaTalkFeaturedAI score8888 Jensen Out, MATCH Act In?
In this SemiAnalysis emergency podcast, Jordan Schneider, Dylan Patel and Jordan Nanos discuss Jensen Huang's resignation as Nvidia CEO and the policy fallout, with Patel arguing the MATCH Act should pass while the Remote Access Security Act (RASA) is a mistake. Patel contends that renting compute to Chinese firms abroad captures margin and preserves a kill switch, whereas cutting off remote access would push China to smuggle chips and accelerate its domestic industry. The episode also covers equipment controls versus chip and model controls, Huawei's silicon progress, why no American lab has out-built Kimi or DeepSeek in open models, and Nvidia's execution risk without Jensen.
Why it matters: It offers a detailed insider debate on US export-control strategy and Nvidia's post-Jensen future, useful for readers tracking AI chip policy.