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什么火了什么火了V2EXV2EX微博微博哔哩哔哩哔哩哔哩新浪新闻新浪新闻新浪网新浪网GitHubGitHubCSDNCSDNIT之家IT之家36氪36氪少数派少数派虎嗅虎嗅稀土掘金稀土掘金Hacker NewsHacker NewsProduct HuntProduct Hunt网易云音乐网易云音乐淘宝逛一逛淘宝逛一逛App StoreApp StoreAdafruit BlogAdafruit BlogAIbaseAIbaseAnt Bailing Developer BlogAnt Bailing Developer BlogAnthropicAnthropic小众软件小众软件AppleAppleAppleInsiderAppleInsiderArs TechnicaArs TechnicaBerkeley AI ResearchBerkeley AI Research半月谈半月谈BBC NewsBBC NewsBD Tech TalksBD Tech TalksBerkeley RDIBerkeley RDI新京报新京报BloombergBloombergBoston Dynamics BlogBoston Dynamics Blog商业科技媒体商业科技媒体ByteDance Seed ResearchByteDance Seed ResearchClaude BlogClaude BlogClaude Code ReleasesClaude Code ReleasesCloudflare BlogCloudflare BlogCMU Machine Learning BlogCMU Machine Learning Blog国内科技媒体国内科技媒体博客园 / 开源中国博客园 / 开源中国酷安酷安crates.iocrates.ioCrowd SupplyCrowd SupplyCSS-TricksCSS-Tricks51CTO51CTOCult of MacCult of MacCursor BlogCursor BlogDeepLearning.AI · The BatchDeepLearning.AI · The BatchGoogle DeepMind BlogGoogle DeepMind BlogDeepSeek NewsDeepSeek NewsDescript BlogDescript Blog设计社区作品榜设计社区作品榜DEV.toDEV.to数字尾巴数字尾巴Docker HubDocker HubEleutherAI BlogEleutherAI Blog英文科技媒体分类 feed英文科技媒体分类 feed英文科技评测与行业媒体 feed英文科技评测与行业媒体 feedEngadgetEngadget中央媒体电子报中央媒体电子报FlathubFlathubfreeCodeCampfreeCodeCamp极客公园极客公园果核剥壳果核剥壳Gitee 与 GitLabGitee 与 GitLabGitHub 周刊仓库GitHub 周刊仓库GoogleGoogleHackadayHackadayHelloGitHubHelloGitHubHomebrewHomebrewHugging FaceHugging FaceHugging Face 官方组织新模型Hugging Face 官方组织新模型IEEE SpectrumIEEE Spectrum爱范儿爱范儿inclusionAIinclusionAIIndie HackersIndie HackersInfoQInfoQIT之家与快科技IT之家与快科技掘金 / InfoQ掘金 / InfoQMoonshot AI KimiMoonshot AI KimiLinux.doLinux.doLMSYS BlogLMSYS BlogLobstersLobstersLWN.netLWN.netMacRumorsMacRumorsMake: MagazineMake: MagazineMaven CentralMaven CentralMediumMediumMeituan LongCatMeituan LongCatMeta AI BlogMeta AI BlogMeta EngineeringMeta EngineeringMidjourney UpdatesMidjourney UpdatesMiniMaxMiniMaxMIT News · RoboticsMIT News · RoboticsMIT Technology ReviewMIT Technology ReviewMozilla.ai BlogMozilla.ai BlogNew Atlas · RoboticsNew Atlas · RoboticsNews Hacker|极客洞察News Hacker|极客洞察9to5Mac9to5MacNodeSeekNodeSeek牛客牛客NuGetNuGetNVIDIANVIDIAOpen Robotics BlogOpen Robotics BlogOpenAIOpenAIOpenRouterOpenRouterPackagistPackagist远景论坛远景论坛人民网人民网PhoronixPhoronixPlanet ROSPlanet ROS吾爱破解吾爱破解时政媒体时政媒体PyPIPyPIQoderQoderQwenQwenRFC EditorRFC EditorRobohubRobohubRobotics & Automation NewsRobotics & Automation NewsRobotics TomorrowRobotics TomorrowROS DiscourseROS DiscourseRubyGemsRubyGemsRunwayRunwaySecurityOnlineSecurityOnlineServeTheHomeServeTheHomeServiceNow AIServiceNow AI新浪新浪SlashdotSlashdotSmashing MagazineSmashing MagazineSolidotSolidotStack OverflowStack OverflowStack Overflow BlogStack Overflow BlogSubstackSubstackSuno BlogSuno BlogSynced ReviewSynced Review技术博客与 newsletter feed技术博客与 newsletter feedTechCrunchTechCrunchTech Xplore · RoboticsTech Xplore · Robotics腾讯新闻栏目腾讯新闻栏目The DecoderThe DecoderThe GradientThe GradientThe RegisterThe RegisterThe VergeThe Verge澎湃新闻澎湃新闻Tindie BlogTindie BlogTom's HardwareTom's Hardware今日头条今日头条Transformer CircuitsTransformer Circuits优设网优设网UiverseUiverseVentureBeat · AIVentureBeat · AIWiredWiredxAI NewsxAI News小鹅通小鹅通新华网新华网Zhipu AI ResearchZhipu AI ResearchCISA KEVCISA KEVNVDNVDOSV.devOSV.dev

科技热榜

  • 01
    An ultra-efficient open-weight model for everyday work.
  • 02
    A new-generation open general-purpose multimodal video model. It understands creative intent across multimodal context — text, image, video, and audio — and delivers more natural, coherent generation and expression.
  • 03
    Experience the New Music Generation Capabilities
  • 04
    Released MiniMax-M3, the latest M-series language model for agentic reasoning, tool use, coding, multimodal chat input, and long-context tasks.
  • 05
    Cover Reborn. Bass Redefined.
  • 06
    Released MiniMax-M2.7 series (MiniMax-M2.7 / M2.7-highspeed). Beginning the journey of recursive self-improvement.
  • 07
    Released Music2.5+, Instrumental Unlocked, break through style boundaries
  • 08
    Released MiniMax-M2.5 series models (MiniMax-M2.5 / M2.5-highspeed). Achieving or setting new SOTA benchmarks in programming, tool calling and search, office productivity and other scenarios.
  • 09
    Natural Sound Tags, lifelike voice, pristine audio quality
  • 10
    Released Music 2.5, Direct the Detail. Define the Real.
  • 11
    Released MiniMax-M2.1. Polyglot Programming Mastery, Precision Code Refactoring.
  • 12
    Released Speech 2.6 — More human and instantly responsive voice for your agent.
  • 13
    Released Music 2.0, enhanced musical expression that makes every melody deeply emotional.
  • 14
    Released MiniMax-Hailuo-2.3 & 2.3-Fast, featuring breakthroughs in body movement, facial expressions, physical realism, and prompt adherence.
  • 15
    MiniMax-M2 Released. An Efficient Model for the Agentic Era. Get free MiniMax M2 model API calls now. Offer ends November 7, 2025, at 00:00 UTC.
  • 16
    New music model released. Now supports 4-minute songs, getting back to the core of great sound.
  • 17
    Released a next-generation speech synthesis model featuring broader language coverage and exceptionally high voice similarity.
  • 18
    Released Music-1.5 (Beta), a next-generation music generation model that supports creating music from musical prompts and lyrics.
  • 19
    Released MiniMax Hailuo 02, a next-generation video generation model with support for 1080p resolution and video generation of up to 10 seconds.
  • 20
    Released the Speech-02 model series, delivering hyper-realistic vocal performance. The models are distinguished by exceptional prosody and stability, along with outstanding voice similarity and audio quality.
  • 21
    Released the Image-01 model, which supports text-to-image generation in multiple sizes.
  • 22
    Released a video generation model with enhanced camera control, offering superior adherence to camera movement directives and enabling cinematic storytelling through its shot composition.
  • 23
    Released the next-generation LLM, MiniMax-Text-01, and the vision-language model, MiniMax-VL-01.
  • 01
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Silicon Valley claims to know the future. So why did it get the midterms so wrong? —Aaron Zamost, a tech communications consultant and a former executive at Square The self-styled visionaries…Thomas Macaulay
  • 02
    Scientists have been working on ways to decode brain activity for decades. Teams have developed brain implants that can be used to control robotic limbs and computers, and even to “speak.” The people who volunteer for trials of those devices play a vital role in that research, and they ought to be recognized for their…Jessica Hamzelou
  • 03
    The self-styled visionaries of Silicon Valley, leaders like OpenAI chief executive Sam Altman and SpaceX boss Elon Musk, have built careers claiming to see the future. Long-term vision is currency: Meta’s Mark Zuckerberg built a 10-year road map for Facebook in 2016, and Google famously told investors before its public offering that it was unconcerned…Aaron Zamost
  • 04
    Representatives from Nvidia told Illinois representative Bill Foster that it would be technically possible to implement the anti-smuggling measures called for in the Chip Security Act, Foster told MIT Technology Review in an interview on Thursday, even while an industry group claimed they were “potentially infeasible.” Foster, a Democrat who serves on the Committee on…James O'Donnell
  • 05
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. What to know about this year’s UN climate talks Thousands of delegates, lobbyists, and journalists have gathered in Antalya, Turkey, for COP31, the annual UN climate talks. But this year’s negotiations…Thomas Macaulay
  • 06
    It’s that time of year again: Thousands of delegates, lobbyists, and journalists are gathered for the annual UN climate talks, taking place this time in Antalya, Turkey. COP31 officially kicked off on November 8, marking the beginning of negotiations on one of the biggest stages of the climate world. Turkey and Australia are cohosting this…Casey Crownhart
  • 07
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Six wild ideas for perpetuating your mind As we age, we forget most of what we’ve experienced, yet there’s still undeniable continuity: At 30, or 50, or 70, you will still…Thomas Macaulay
  • 08
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Nancy Pelosi’s replacement is ready to regulate AI —Grace Huckins As a California state senator, Scott Wiener authored legislation aimed at curbing the risks of advanced AI. Now, after winning a…Thomas Macaulay
  • 09
    The metals industry has experienced transformational moments before: the Bessemer process, flash smelting, electric arc furnaces, and modern continuous casting all changed what was possible. Yet, for more than a century, most extraction processes rely on techniques and pathways that would be familiar to metallurgists from generations ago. Processes have become larger and control systems…Outokumpu
  • 10
    This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. As voters went to the polls across the US last week, I was in Ashburn, Virginia, part of what’s known as Data Center Alley—the world’s largest data center hub. It’s also where…James O'Donnell
  • 01
    Run an open-weight model in your coding agent with Otari by Mozilla AI: add web search, compare it with a frontier model and see where every token goes.David de la Iglesia Castro
  • 02
    A year ago, if you wanted a model that could work through a real codebase, call tools, and finish a multi-step task on its own, you reached for a closed model in a closed harness. That's no longer true. Open-weight models have caught up Models likeHasan Gözlügöl
  • 03
    As AI takes on more work, organisations need clear limits on models, tools and spend. Otari, Mozilla AI’s open-source gateway, brings model choice, agent governance and cost control together, so teams can adopt AI with confidence. Your models. Your tokens. Your control.Hasan Gözlügöl
  • 04
    Your agents search the web dozens of times a day, but do you know which search engine receives those queries? Most providers don't say. Otari lets you keep your model and choose the search backend: ours, your own key, or self-hosted.David de la Iglesia Castro
  • 05
    Open models are ready for agents, but the infrastructure around them isn't. Otari is a gateway that restores what hosted APIs quietly handle, like web search and code execution, so you keep control of your providers, credentials, and sandboxes while your app sees the same tool interface.David de la Iglesia Castro
  • 06
    Mistral Large 4 is live in Otari from day one. Route to Mistral's 1T-parameter MoE model with one string change, and keep the policies, traces and cost tracking you already run in Otari, Mozilla AI's open-source gateway and policy layer.Mus Himdi
  • 07
    Coding agents now edit repos, run tests, and open pull requests, but a rule in AGENTS.md is an instruction, not a constraint. As we delegate more, we need limits that hold even when model judgment fails, a record of every decision, and open infrastructure we own, so rules outlive any agent.Alejandro Gonzalez
  • 08
    Benchmarking Local LLM Servers evaluates llama.cpp, llamafile, LM Studio, and Ollama across Mac, Linux, and Steam Deck. The study reveals build flags and configurations drive up to 63% performance gains, whereas underlying engines perform similarly due to a shared llama.cpp core.Davide Eynard
  • 09
    Agent Skills in Octonous offer a central, reusable library for your context, guidelines, and procedures. Written in standard Markdown, Skills end repetitive setup. Store team knowledge once, share it across your workspace, and seamlessly attach it to automated tasks or live conversations.Hareesh Bahuleyan
  • 10
    Open source isn't a moral choice; it’s an operational strategy to prevent vendor lock-in. As transient AI models change, controlling the orchestration layer that routes and manages them becomes critical. Owning your infrastructure code is the only way to ensure true architectural sovereignty.Alejandro Gonzalez
  • 11
    Discover how a Product Operations Manager uses Octonous to streamline daily workflows, from turning GitHub releases into newsletters to capturing competitor intel from Slack. Save hours on repetitive tasks and focus on the strategic work that really matters.Sandra Antunes
  • 12
    llamafile v0.10.5 is out! Updated llama.cpp core support lets you run two huge models locally: the compressed 6GB Ternary Bonsai 27B and the fast 118B Laguna-S-2.1 coding MoE. This release also fixes docs and adds pre-built transcribefile speech-to-text binaries.Anushri Gupta
  • 13
    AI’s future isn’t about replacing human thinking, but enhancing it. As AI agents evolve from simple assistants into deeply connected systems, control, privacy, and personalisation will shape the next era of AI. Mozilla AI is building towards a more open and user-controlled future.Daniel Nissani
  • 14
    Frontier AI models are becoming more capable, but also more tightly coupled to proprietary state, memory and execution environments. This article explores what that means for developers building open, portable AI systems.David de la Iglesia Castro
  • 15
    Why would you worry about them? LLMs promise something close to infinite capability, and worrying about the meter feels like someone else's problem. Ship the feature. Let the model think as long as it needs to, right? Right. Until the bill arrives. The shock Picture it: yourAdrian Matei
  • 01
    Robots usually leave the factory with every sensor they'll ever have bolted on. But what if they could grow new ones when needed? Scientists have now built a moth-shaped robot that uses chemicals in its artificial blood to do just that. Continue Reading Category: Robotics , Engineering Tags: Self-Assembly , Soft Robotics , Sensors , Robots , 3D Printing , University of Tartu , Italian Institute of TechnologyOmar Kardoudi
  • 02
    When it comes to designing modern robots, various researchers are all trying to solve pretty much the same problem: how to make robots that can reach places difficult for humans to access. They’ve come up with robots that can swim underwater, crawl through rubble, and land on tree branches like birds. Continue Reading Category: Robotics , Engineering Tags: University of Toronto , City University of Hong Kong , Hong Kong University of Science and Technology , locomotionMaryna Holovnova
  • 03
    China is making sure giant robots don’t only belong to anime and sci-fi anymore. A Beijing company has presented a hydraulic-electric humanoid that towers as tall as a monster truck, built for heavy work yet precise to a fraction of a hair's width. Continue Reading Category: Robotics , Engineering Tags: Mechanical , China , Automation , Future Robot , Robot , Industrial designOmar Kardoudi
  • 04
    “Your touch lights me up” sounds like quite the romantic figurative statement, doesn’t it? Well, not anymore. Researchers at the National University of Singapore (NUS) have developed an ultrathin, flexible electronic skin that lights up when touched, revealing exactly where pressure is being applied and how much, sort of like a skin with a screen. Dubbed the eLuminator, the device combines pressure sensing, measurement, and visualization in a single device. Continue Reading Category: Robotics ,Etiido Uko
  • 05
    Insects have long been a source of inspiration for robotics engineers. They are small, agile, and can squeeze into spaces where people can’t. Such robots are very useful for space exploration, inspecting industrial equipment, and even carrying out search-and-rescue operations. For certain purposes, researchers turn real insects into cyborgs – which raises some ethical concerns – so sometimes, they build beetle-inspired robots from scratch. Continue Reading Category: Robotics , Engineering Tags:Maryna Holovnova
  • 06
    Exploring the underwater world requires robots that can move as naturally as fish and, ideally, blend in as much as possible. That’s exactly what a research group at North Carolina State University has been working on. Continue Reading Category: Robotics , Engineering Tags: North Carolina State University , Biomimicry , locomotion , UnderwaterMaryna Holovnova
  • 07
    “Fall like a maple seed, sail like a boat” sounds like advice from legendary heavyweight boxer Muhammad Ali. In reality, it describes a new robotic platform scientists have created for fast, long-term deployment to monitor remote waters. Continue Reading Category: Robotics , Engineering Tags: Transformable , Watercraft , Biomimicry , FlightEtiido Uko
  • 08
    Remember that “dancing pencils” game schoolchildren played, where they passed two pencils through a small rubber band, twisted them repeatedly, and then let go to make the pencils jump around as the band unraveled? Turns out they were onto some serious futuristic robotics, as scientists are now applying a roughly related principle to facilitate movement in robots. Continue Reading Category: Robotics , Engineering Tags: UCLA , locomotion , University of MichiganEtiido Uko
  • 09
    That old phone gathering dust in a drawer could have a second life far more entertaining than being a paperweight. UCLA researchers have created PhoneBot, a little humanoid that puts your smartphone to work as the brains of a walking robot companion. Continue Reading Category: Robotics , Engineering Tags: UCLA , Android , smartphones , RecyclingOmar Kardoudi
  • 10
    Biomimicry involves borrowing ideas from nature to solve engineering problems. This is what one of the research teams at New York University's Tandon School of Engineering specializes in. We recently covered their fish-inspired robot, so exploring water bodies seems to be taken care of. Continue Reading Category: Robotics , Engineering Tags: New York University , Biomimicry , locomotionMaryna Holovnova
  • 11
    If you've already designed a soft-bodied robot, it kind of defeats the purpose if you just go and stick a rigid motor inside of it. That's why Swiss scientists have created a motor that takes the form of a thin, flexible fiber. Continue Reading Category: Robotics , Engineering Tags: EPFL , Soft Robotics , Artificial MusclesBen Coxworth
  • 12
    We’ve already seen robots that can swim like fish, stick to walls like geckos, and grab objects like elephants. Now, engineers at the University of Washington are building a new type of robot inspired by … the flea. Continue Reading Category: Robotics , Engineering Tags: University of Washington , locomotion , BiomimicryMaryna Holovnova
  • 13
    Researchers have developed a paper-thin foot membrane that lets crawling microrobots harvest electricity directly from the ground beneath them, ditching heavy onboard batteries by turning metal and silicon surfaces into an active power source. Continue Reading Category: Robotics , Engineering Tags: Robotics , Skin , Energy , BatteriesOmar Kardoudi
  • 14
    Agilink, a spin-off of Chinese robotics giant AgiBot, asked Fu Xianghong, a master of traditional Suzhou embroidery, to train its OmniHand 3 Ultra. The synthetic hand has learned to split silk strands, thread a needle, stretch fabric across a frame, and stitch, following a craft with more than 2,500 years of history. Continue Reading Category: Robotics , Engineering Tags: Robotics , Hand , Humanoid , Dexterity , SilkOmar Kardoudi
  • 15
    An MIT robot powered by a single layer of living muscle cells swam through a watery maze, following a light held in a researcher’s hand. It is slow, tiny and nowhere near ready for the open ocean, but its thin design could point toward softer, cheaper swimming machines. Continue Reading Category: Robotics , Engineering Tags: MIT , Research , Robotics , Water , SwimOmar Kardoudi
  • 16
    Robots – that is, self-guided mechanisms interacting with or changing their environments – exist in the popular imagination as large, blocky, metallic beings like R2D2 or TARS from Interstellar. But the field of soft robotics offers a vast array of robotic limbs, sensors, and body types that greatly expand our understanding of what shapes a robot can manifest and what tasks it can perform. Continue Reading Category: Robotics , Engineering Tags: North Carolina State University , Soft Robotics , lMalcolm Azania
  • 17
    A robotic suit that lets someone with a spinal-cord injury stand up, look a friend in the eye, or stir a pot on the stove without anyone's help just cleared its biggest hurdle. The US Food and Drug Administration (FDA), the agency that vets medical devices before they reach the public, has authorized commercial sale of Eve, a personal exoskeleton built by French company Wandercraft. Continue Reading Category: Robotics , Engineering Tags: Robotics , Exoskeleton , Mobility , WearableOmar Kardoudi
  • 18
    If you think that cockroaches are creepy and useless, we can prove you wrong. Well, at least the “useless” part. Continue Reading Category: Robotics , Engineering Tags: University of Queensland , Cyborg , Insect , Rescue , DisastersMaryna Holovnova
  • 19
    Few things make the career jump from regional cuisine delicacy to robotics actuator. Yet, in research vaguely reminiscent of RoboCop, scientists have used skeletal muscle from a literal frog leg as an actuator to control a tiny robotic manta ray. Continue Reading Category: Robotics , Engineering Tags: Chinese Academy of Sciences , Muscle , locomotion , Biomimicry , SwimmingEtiido Uko
  • 20
    Nature is undoubtedly the smartest engineer. Scientists have borrowed ideas from armadillos, elephants and birds to build robots capable of doing things that conventional man-made machines struggle with. Now, researchers at New York University's Tandon School of Engineering have turned to fish. Continue Reading Category: Robotics , Engineering Tags: New York University , Biomimicry , Fish , locomotionMaryna Holovnova
  • 21
    This cute little robot duck isn't actually a toy. It's actually a platform for budding roboticists to train on and develop skills. But heck, this might be the most fun design for a hackable machine we've seen yet. Continue Reading Category: Robotics , Engineering Tags: Robot , Artificial IntelligenceAbhimanyu Ghoshal
  • 22
    Today, you can buy almost anything with a few clicks on your phone. Online shopping has created millions of small deliveries, and a lot of them could be handled more efficiently if humans had a little mechanical help. That’s where delivery robots come in. Continue Reading Category: Robotics , Engineering Tags: Quadruped , Delivery robotsMaryna Holovnova
  • 23
    Are household humanoid robots getting cheaper already? We've only just begun seeing companies start to make promises and accept pre-orders for machines that can do your laundry and tidy up the living room. A San Francisco-based startup is now making one that you can bring home for just US$1,688. Continue Reading Category: Robotics , Engineering Tags: Robot , Tele-operation , Humanoid , assistant robotAbhimanyu Ghoshal
  • 24
    Watching skilled excavator operators work is almost hypnotic. They make it look so easy that the machine seems to move like an extension of the operator's own arm. That intuition usually takes years to build, but a new controller from MIT engineers compresses that learning curve to a single session. Continue Reading Category: Robotics , Engineering Tags: Robotics , MIT , Interface , Robotic construction , ConstructionOmar Kardoudi
  • 25
    You don’t have to watch Kevin Costner’s Waterworld to know that for much of the world, the future will be increasingly flooded. As climate chaos causes oceans to swallow coastlands, and as surging water displaces and devastates communities, social survival will demand that people find ways to live and work with – and on – the water. Continue Reading Category: Robotics , Engineering Tags: MIT , Autonomous , Watercraft , BiomimicryMalcolm Azania
  • 26
    The US is banning the sale of robots made outside the country. That includes all the cool ones we've covered out of China, which can dance, provide companionship to seniors, fight fires, and carry loads over rocky terrain. Continue Reading Category: Robotics , Engineering Tags: Humanoid , Robots , Quadruped , Inverter , ChinaAbhimanyu Ghoshal
  • 27
    Why pay to design and mass-produce a four-wheeled autonomous security robot, when you can make a less costly one with just one wheel? That's the thinking behind the 1Rollo, a monowheel-bot that could soon be patrolling near you. Continue Reading Category: Robotics , Engineering Tags: Self Balancing Unicycle , Autonomous , Monowheel , SecurityBen Coxworth
  • 28
    Evolution has already found solutions to lots of problems, so engineers more often borrow ideas from nature instead of reinventing the wheel. We’ve previously seen robots that can curl up like armadillos to protect themselves, and now researchers have developed yet another soft robotic gripper that mimics the tip of an elephant’s trunk. It’s called EleTac and, according to its creators, can actually “feel” the objects it touches. Continue Reading Category: Robotics , Engineering Tags: Japan AdvaMaryna Holovnova
  • 29
    People have been fantasizing about humanoid robots for decades. Movies such as Blade Runner, Ex Machina, and A.I. Artificial Intelligence imagined a future where robots and AI could interact with humans and save them from loneliness. Today, those sci-fi stories seem to be closer to reality than ever before, as Chinese company Ubtech has recently launched a product it calls the world’s first full-size, mass-produced "ultrabionic" companion robot. Continue Reading Category: Robotics , EngineeringMaryna Holovnova
  • 30
    What sounds more terrifying than a part-cockroach, part-robot cyborg? Definitely one that can also breathe underwater. Yet, this is exactly what researchers have just created, except they are replacing “terrifying” with “useful.” Scientists from Nanyang Technological University (NTU) Singapore and Waseda University in Japan have created a soft, flexible diving suit for cyborg cockroaches. The suits are equipped with miniature oxygen generators that allow the cockroaches to survive for up to threEtiido Uko
  • 31
    A robot that swims like a diving bird and then flies like, well, a bird, sounds like the setup for two different machines bolted together. But researchers at MIT and EPFL built one that does both with a single set of wings. No propellers, no legs, and no origami-style folding mechanism to switch modes. Continue Reading Category: Robotics , Engineering Tags: MIT , Robots , Engineering , Birds , EPFL , Biomimicry , Flight , Dive , SwimOmar Kardoudi
  • 32
    Surgeons at UC San Diego just handed the scalpel to two humanoid robots, who went on to complete live surgical procedures for the first time in history. This milestone moves beyond the fixed robotic arms found in operating rooms today and hints at an operating room of the future where humans and humanoids work side by side. Continue Reading Category: Robotics , Engineering Tags: Robots , Humanoid , Surgical robot , Surgery , Tele-operation , UC San DiegoOmar Kardoudi
  • 33
    Weave Robotics announced its first robot for folding laundry just five months ago, and it already has a new product on offer. Like its predecessor, the new Isaac 1 robot also folds clothes. But unlike the old model, this one can tidy up your living room and make the bed on demand. It looks cuter, too. Continue Reading Category: Robotics , Engineering Tags: Artificial Intelligence , Tele-operation , assistant robotAbhimanyu Ghoshal
  • 34
    Agriculture is one of the industries that is getting increasingly affected by robotics, which totally makes sense, as farmers around the world face human labor shortages and also rising labor costs. For some crops, labor accounts for almost 50% of production expenses. Continue Reading Category: Robotics , Engineering Tags: West Virginia University , Agriculture , Fruit , Vegetables , Crops , HandMaryna Holovnova
  • 35
    The sandfish lizard moves very efficiently through the sands of the Sahara desert, and not surprisingly, it doesn't use wheels to do so. Scientists have now copied the reptile's swimming motion in an experimental Mars rover that outperforms others in sandy soil. Continue Reading Category: Robotics , Engineering Tags: locomotion , Biomimicry , Wheel , Rover , MarsBen Coxworth
  • 36
    Robots exploring the ocean floor today use pre-programmed movements, centralized processors, and rigid structures to do their work. But the sea is unpredictable, and that architecture struggles wherever currents shift, visibility drops, or terrain changes without warning. Now, researchers at the Italian Institute of Technology (IIT) have taken a very different approach to sidestep all of that – one 500 million years in the making. Continue Reading Category: Robotics , Engineering Tags: Italian IOmar Kardoudi
  • 37
    Soft robots have a “cardiovascular” problem. While their bodies can deform and bend, their hearts, the pumps that keep them moving, have remained bulky and rigid. Researchers at the University of Bristol have created a “soft” miniature pump that weighs about as much as a single dried pumpkin seed, but can generate enough hydraulic pressure to power soft robotic systems without bulky compressors or rigid mechanical pumps. Continue Reading Category: Robotics , Engineering Tags: University of BristEtiido Uko
  • 38
    Most of nature – including humans – is symmetrical, and as creations reflect their creators, many robots we create today feature this symmetry, with the general assumption that symmetry is best. Researchers at Duke University have challenged that assumption with Argus, a sea-urchin-like robot that ditches conventional symmetry altogether. Continue Reading Category: Robotics , Engineering Tags: Duke University , locomotion , Omni-DirectionalEtiido Uko
  • 39
    Nature has long served as a source of inspiration for scientific innovations. Many animals have evolved defensive features such as skins, shells, and scales to protect themselves from predators. Because protective mechanisms are essential in both biological organisms and engineered systems, a lot of these features have already been adopted in modern technologies. Recently, researchers from the Department of Mechanical and Aerospace Engineering at North Carolina State University drew inspirationMaryna Holovnova
  • 40
    Picture a surgical robot that can move, cut tissue, release drugs, grip and store samples, and wirelessly generate heat. You most likely didn't imagine a robot that can fit in your hands. Yet, scientists have created a 5-in-1 robot that fits right on your fingertip! Continue Reading Category: Robotics , Engineering Tags: Nanyang Technological University , Drug delivery , Surgical robotEtiido Uko
  • 41
    The day is coming when you may walk past a robot and have no idea it was a robot. Over years of engineering, we've given robots skeletons, brains, senses, and even a nervous system. Muscles have proven particularly complex (not that the other things were easy). Continue Reading Category: Robotics , Engineering Tags: Harvard , 3D Printing , Artificial MusclesEtiido Uko
  • 42
    It’s fairly easy for people to learn from other people – we’ve been doing it for around 300,000 years – because we can observe, copy, and modify what they’re doing. It’s less easy for us to learn from other animals that way, because the less our cognition and bodies are alike, the harder it is to copy and modify what they do. Learning about plants, fungi, protozoa, and bacteria is easy enough, but learning from them? Forget it. Continue Reading Category: Robotics , Engineering Tags: EPFL , LearnMalcolm Azania
  • 43
    Unitree has just gone and made many a kid-at-heart's wildest dream come true. The Chinese robotics firm has created the GD01, a functional mecha suit that you can hop into and walk about on two legs or four. Continue Reading Category: Robotics , Engineering Tags: Unitree , Future RobotAbhimanyu Ghoshal
  • 44
    Countless industrial tools and robots need to grip things, and because we humans learn to grip since infancy, we can easily underestimate how complex gripping actually is. If our grip is too rigid, we can snap or shatter our payload; if our grip is too soft, our payload may slip from our fingers or exceed lift capacity. Human hands have advantages: rigid bones covered in pliable skin and muscles. So, what’s a poor mechanism to do when it simply wants to lift? Continue Reading Category: RoboticsMalcolm Azania
  • 45
    World-renowned science fiction author Arthur C. Clarke (2001: A Space Odyssey, Childhood’s End) once quipped that “Any teacher who can be replaced by a computer should be.” Some people think Clarke’s statement means we should replace all teachers. Continue Reading Category: Robotics , Engineering Tags: Exoskeleton , Education , Training aid , Ghent University , ViolinMalcolm Azania
  • 46
    Thanks to researchers at Georgia Tech, robots have taken several new steps towards replacing human labor – and not simply for dangerous tasks such as mining the depths of the Earth and exploring the Moon, or difficult tasks such as high-speed mass-assembly of thousands of cars. Continue Reading Category: Robotics , Engineering Tags: Georgia Tech , Georgia Institute of Technology , HumanoidMalcolm Azania
  • 47
    Flying under the radar of robot hype, Sony AI's Ace has shown off its rapid-speed learning abilities that are seriously remarkable, displaying powerful split-second decision-making while taking on some of the best table tennis players – and winning. Continue Reading Category: Robotics , Engineering Tags: Sony , Sport , Autonomous , Self-Learning , Robotic constructionBronwyn Thompson
  • 48
    Roboticists at Harvard and the Indian Institute of Technology Madras – very smart folks indeed – somehow entirely missed the great name “antdroids” when building the insectoid drones they call RAnts (robotic ants, which do not, in fact, rant about anything – not even against a tyrannical robotic ant queen). Continue Reading Category: Robotics , Engineering Tags: Harvard , Biomimicry , Ants , Robotic constructionMalcolm Azania
  • 49
    An aquarium can really add a touch of class to a home or business, particularly if it's got some fancy fish in it – but such fish can be very hard to keep. So, why not just buy a weirdly lifelike "robofish" like this one, that needs nothing more than a daily battery-charge? Continue Reading Category: Robotics , Engineering Tags: Fish , BiomimicryBen Coxworth
  • 50
    "Ancient Japanese Art Brings Spineless Robot To Life!" Sounds very much like a movie plot summary. In reality, it perfectly describes the work of Princeton University engineers who have created a robot that moves without a single motor or gear, using heat and the principles of origami instead. Their soft robotic system relies on a combination of heat-sensitive advanced materials, flexible embedded electronics, and carefully designed folding structures to produce motion, ditching traditional mechEtiido Uko
  • 51
    Disaster sites vary as widely as rescue missions. Using robotics to help often requires multiple robots to survey, climb, lift, or manipulate objects. Athena unites all these capabilities in a single, rugged, autonomous platform built for search and rescue. Continue Reading Category: Robotics , Engineering Tags: Technical University of Darmstadt , Disasters , RescueEtiido Uko
  • 0132
    原标题: 《FM-1 Workbench》 评分: 32 | 作者: simonebrunozzi 💭 五十美元硬件,靠社区固件才算完整产品? 🎯 讨论背景 FM-1 被评论者描述为一台约 50 美元、可加载 DX7 patches(Yamaha DX7 数字 FM 合成器音色预设)的便携式音乐硬件。它的功能可由社区开发的 custom firmware 重塑,例如变为 Groovebox(集成节拍、音序和合成的编曲设备)或 step sequencer(按时间步编排音符与节拍的音序器)。讨论中的 dawless setup 指不依赖电脑 DAW(数字音频工作站)进行创作的硬件工作流,因此设备的独立编曲能力尤其重要。用户也在寻找适合初学者与儿童的配套软件和离线移动创作方式,并把这种可编程乐器视为学习音乐与软件概念的入口。 📌 讨论焦点 固件生态是核心卖点 评论者认为 FM-1 最吸引人的并非原始功能,而是不断涌现的 custom firmware。厂商对社区改机和固件开发的接纳,被视为 post-LLM 音乐技术中少见的积极现象。用户推荐 The Firmware Hub 作为发现项目simonebrunozzi
  • 0244
    原标题: 《The avalanche that hit math is coming for AI development》 评分: 44 | 作者: crescit_eundo 💭 产品越做越差,雪崩究竟落在谁头上? 🎯 讨论背景 文章将数学中可由机器检验答案的工作加速,类比为 AI development 可能出现的递归加速:模型帮助完成 AI R&D(研究与开发),产出又被用于训练和改进下一代模型。评论反复提到 Anthropic(一家开发 Claude 模型的 AI 实验室)大量采用 AI 辅助研发的说法,但争论其内部效率能否外推为行业级的指数增长。核心技术分歧是:coding、theorem proving(定理证明)和工程基准等可验证任务的进步,是否会迁移到架构设计、需求定义、可用性与科学判断等难以客观评分的任务。讨论还连接到开源模型与封闭实验室的竞争、AI 对劳动和资源价格的影响,以及美国政治中将 AI 改称 superintelligence 的命名争议。 📌 讨论焦点 可验证任务可形成 AI 自我改进闭环 支持者认为,AI development 中存在大量可自动评crescit_eundo
  • 03127
    原标题: 《The Dawn of the Data Intelligence Engineer》 评分: 127 | 作者: jonbaer 💭 把 ETL 改名 DIE,就能让 AI 懂收入吗? 🎯 讨论背景 原文提出“Data Intelligence Engineer”这一角色,意在让其为 AI agent 准备可信的数据语境、业务定义、提示词和评估机制,使自然语言分析能回答公司问题而不误用数据。讨论建立在现代数据栈之上:data warehouse(集中存放分析数据的仓库)、ETL(数据提取转换加载流程)和 BI(Business Intelligence,商业分析工具)常由不同团队分别维护。核心争议是,LLM(Large Language Model,大语言模型)是否能通过接入 Slack(团队即时通信工具)、Confluence(企业知识库)等材料获得业务语义,还是必须依赖受治理的指标层与人工判断。评论同时置于 AI coding agent(可自主执行编程任务的代理)快速进步的背景下,讨论其究竟会替代数据岗位,还是会提高对架构、审计和业务责任人的需求。 📌 讨论焦点 岗jonbaer
  • 0423
    原标题: 《After 600 experiments, here's what I discovered about JEPA world models》 评分: 23 | 作者: halcdev 💭 从示范帧挑目标,也算证明机器人泛化吗? 🎯 讨论背景 这篇个人博客总结了约 600 次围绕 JEPA(Joint Embedding Predictive Architecture,一种预测抽象表征的自监督架构)world model 的实验,场景涉及 Push-T/T-shoving(推动 T 形物块到目标姿态的二维机器人操作基准)。文章似乎用专家 demonstrations(示范轨迹)中的画面构造起点和目标,并探讨通过层级规划、sub-goals 与 action chunking 让模型完成操控任务。评论者因此追问:这种评测究竟验证了对任意物理状态的泛化,还是只验证了对示范数据分布的插值。讨论还将其与 Gumbel-MCTS(带 Gumbel 噪声的蒙特卡洛树搜索)等无需训练的规划方法对照,并延伸到 JEPA 能否成为比 autoregressive LLM 更通用的表征学习范halcdev
  • 0530
    原标题: 《Models can now transmit viruses in weight-space》 评分: 30 | 作者: mkglees 💭 连自我传播都没演示,标题先替病毒庆功? 🎯 讨论背景 讨论围绕一篇研究模型权重编辑风险的论文展开:模型权重是决定神经网络行为的大量数值参数,weight space(权重空间)则是这些参数构成的高维空间。论文研究所谓 weight-space misfolding(权重空间错误折叠),即不完美编辑可能让模型出现异常或隐藏行为,并用 prion disease(朊病毒病中的错误蛋白折叠)作类比。作者展示了造成损害与潜在传播所需的一些基础操作在 frontier models(能力最强的一类模型)中可以稳定出现,却明确没有证明自我传播或真正的权重空间病毒。争论的实际背景是开放下载模型的供应链安全:恶意权重可能被伪装成正常微调或改良版本,而哈希校验、统计检测和行为审计是否足以发现它仍未确定。 📌 讨论焦点 标题与论文结论不符 多位评论者指出,论文摘要明确说实验没有展示 self-propagation(自我传播)或真实攻击能力。正文还特别mkglees
  • 0622
    原标题: 《Show HN: Isometric SF – A pixel-art map of the SF Bay Area》 评分: 22 | 作者: juscha1 💭 线条都歪了,凭什么叫像素艺术? 🎯 讨论背景 这是一个 Show HN 项目:将旧金山湾区的现实地理与建筑数据转成可浏览的等距视角地图。其底层采用 Google 3D Photorealistic Tiles API(提供真实世界城市三维重建瓦片的数据服务),并通过 three.js(Web 端 3D 渲染库)以固定角度渲染;评论显示图像生成模型还参与了视觉风格转换。争议集中于作品所称的 pixel art 是否成立:AI 图像模型容易让本应规整的道路、屋顶和立面出现扭曲伪影。类似的 Isometric Toronto 项目及 Tiny Valencia 项目说明,基于地图数据批量制作城市“像素风”图像已形成一类创作实践,成本、尺度与风格忠实度都是关键问题。 📌 讨论焦点 制作管线与成本效率 作品使用 Google 3D Photorealistic Tiles API 获取真实城市的三维瓦片数据,再在 thrjuscha1
  • 0789
    原标题: 《Lonewolf 0.3 – A standalone XMPP server written in Rust》 评分: 89 | 作者: ortuman 💭 聊天协议靠 AGENTS.md 生成,隐私谁来审? 🎯 讨论背景 Lonewolf 0.3 是一个用 Rust 编写的独立 XMPP 服务器;XMPP(也称 Jabber)是历史悠久的开放式、可联邦即时通信协议,曾通过网关连接 ICQ 等网络。现有的 Prosody(轻量级 Lua XMPP 服务器)已较成熟,因此讨论焦点不只是新软件是否必要,也在于开放标准是否应保有多套实现。Matrix(去中心化实时通信协议)常被视作 XMPP 的现代替代者,但评论围绕其服务器资源成本、移动端推送和功能复杂度展开争论。仓库中的 AGENTS.md 指供 AI coding agent 遵循的项目指令,这引出了用 LLM 参与实现隐私敏感协议时的可审计性与责任问题。 📌 讨论焦点 标准协议需要多种独立实现 评论者认为标准协议拥有多个实现本身就是健康信号,能避免生态被单一软件绑定,并检验互操作性。Prosody 被视为已经足够轻量、成ortuman
  • 0877
    原标题: 《AI unlocks G ödel's notebooks, said to contain hundreds of proved theorems》 评分: 77 | 作者: bookofjoe 💭 读懂速记的 AI,能替数学家署名吗? 🎯 讨论背景 报道所称的哥德尔笔记,是 Kurt G ödel(以不完备性定理闻名的奥地利裔逻辑学家)留下的大量 Gabelsberger shorthand(德语速记体系)手稿;其内容据称含有数百条已证明定理和多条研究路线。Jan von Plato 是 Helsinki University 的逻辑学研究者,也是 Godel Enigma(研究、转录和阐释哥德尔遗稿的团队)的核心人物,他与团队先建立了稀缺的速记解读能力和转录资料。项目现以 AI 辅助转录与检索,但评论强调模型依赖既有人工转录数据,不能把成果简单说成机器独立理解数学。讨论同时触及学术界对未发表手稿、优先权记录和“publish or perish”评价机制的长期矛盾。 📌 讨论焦点 手稿发掘的学术价值 评论者认为这项工作令人振奋,因为哥德尔被视为逻辑学史上最重要的人物之bookofjoe
  • 0985
    原标题: 《A technical vision for the Haskell ecosystem》 评分: 85 | 作者: cosmic_quanta 💭 装个 Haskell 先学三套工具,谁还敢写代码? 🎯 讨论背景 Haskell(一门强静态类型、纯函数式编程语言)长期以类型安全和抽象能力著称,但其生态常被批评在安装、构建、调试和跨平台应用成品方面不如主流语言顺滑。讨论围绕一份 Haskell 生态技术愿景展开,焦点包括用 GHC(Glasgow Haskell Compiler,主流 Haskell 编译器)改善编译与工具能力,以及整合 Cabal、Stack、ghcup 等构建和安装入口。LLM 驱动的编程 agent 让强类型语言重新受到关注:类型检查可作为自动反馈,但前提是编译快、错误可定位、代码也便于人类审阅。Cardano(使用 Plutus 智能合约平台的区块链项目)相对 Solidity 生态的案例则提醒人们,语言优势本身难以战胜既有开发者、资金和应用网络效应。 📌 讨论焦点 AI 编程需要快速、可理解的反馈,而非只靠严格类型 部分观点认为,Haskellcosmic_quanta
  • 10208
    原标题: 《"LibreOffice works 365 days a year. Just saying."》 评分: 208 | 作者: mksaunders2 💭 宕机两天,就能让企业抛弃 365 协作生态吗? 🎯 讨论背景 LibreOffice 是由 The Document Foundation(总部位于柏林的非营利软件基金会)维护的开源办公套件,源自 OpenOffice 项目,可离线处理 Writer、Calc 等本地文档。原帖借一次 Microsoft 365(微软的云端生产力与协作服务)故障宣称 LibreOffice 一年 365 天都能工作,意在强调不依赖云端的韧性。讨论同时区分了本地 Microsoft Office 应用与 Outlook、Teams 等云端协作服务:前者通常可离线运行,后者的邮件、身份认证和多人协作价值却是企业难以替换的部分。争议还涉及 OOXML(Microsoft Office 常用的 XML 文档格式)兼容、复杂 Excel 工作簿,以及开源替代品如何改善 UX、可访问性和跨组织协作。 📌 讨论焦点 离线桌面软件并非 M365 宕机的mksaunders2
  • 11393
    原标题: 《Reverse Engineering My Coway Air Purifier to Ditch the Cloud》 评分: 393 | 作者: scottjg 💭 调个三档风速,为什么得先向云端请示? 🎯 讨论背景 Coway(韩国空气净化器厂商)的一台联网净化器被逆向后,可摆脱原厂 cloud,通过本地控制接入既有的家庭自动化;动机包括将睡眠时的高风速白噪声纳入自动场景。讨论指出该设备会通过 plain HTTP 下载 root CA certificate(根证书),使攻击者可借助 MitM(man-in-the-middle,中间人攻击)伪造服务端,这是其云端依赖得以被替换的关键漏洞。话题处在“数字自主权”与 IoT(联网设备)商业模式的交叉点:厂商以 app、遥测、订阅或广告延续收入,用户则担心停服、隐私泄露和设备功能被远程限制。LLM(大语言模型)正在降低协议分析和固件逆向的劳动成本,但 Philips 使用 AWS IoT(亚马逊物联网云)、mTLS(双向 TLS 身份认证)与 Secure Boot(安全启动)的案例也显示,不同设备的防护强度差异很大。scottjg
  • 1257
    原标题: 《Brazil's Caixa insurer breach exposes names and tax IDs of all 7.6M customers》 评分: 57 | 作者: dvaplima 💭 CPF 早已公开,泄露七百六十万就算安全吗? 🎯 讨论背景 Caixa 是巴西的联邦储蓄银行体系,其保险业务客户数据库据称遭入侵,涉及 760 万活跃客户的姓名和 CPF(巴西个人纳税人登记号)。CPF 被用于税务、银行和大量日常交易,巴西长期频繁的公共与私营部门泄露,使评论者认为它已接近可公开获取的标识符。争议的关键不只是号码本身,而是泄露方是否真的未暴露金融资料,以及姓名、CPF 与其他数据能否被拼接为可用于诈骗、跟踪或身份冒用的完整画像。讨论也置于巴西长期数据收集扩张与网络安全事件反复发生的背景中。 📌 讨论焦点 CPF 已普遍泄露且被过度索取 多位评论者认为,CPF 在巴西早已不是稀缺秘密:历次政府与私营机构泄露后,几乎所有公民的号码都可在地下数据库取得。药店、超市、健身房等日常消费场景也常索要 CPF,政府办事、银行服务更离不开它,形成了“CPF-icationdvaplima
  • 13309
    原标题: 《Doomsday: Friday, 13 November, A.D. 2026 (1960)》 评分: 309 | 作者: voxleone 💭 人口没爆炸,就该拿气候和 AI 继续豪赌吗? 🎯 讨论背景 这篇 1960 年的论文由 Heinz von Foerster(奥地利裔美国控制论学者)等人发表,把历史人口数据拟合为双曲线,并以 2026 年 11 月 13 日作为人口趋于无穷大的戏谑性“末日”。论文的日期既对应模型的有限时间奇点,也带有作者生日和星期五十三号的玩笑意味,而现实人口增长后来明显放缓,全球总人口正接近峰值。讨论发生在低生育率、人口老龄化已成为日本、韩国和许多欧洲国家政策焦点的背景下:争议从“人口会不会过多”转为“谁来承担养老和照护”。同时,Paul Ehrlich(美国人口学警示作家)式资源悲观论与 Julian Simon(美国经济学家)式技术乐观论,仍是气候、粮食、水资源和长期风险争论的两端。 📌 讨论焦点 双曲线模型与末日预测的讽刺 讨论者指出,论文并非严肃宣告世界将在当天毁灭,而是将当时人口数据拟合为双曲线,并故意外推至有限时间内的无穷大“奇voxleone
  • 14362
    原标题: 《Dwarf planet candidate appears which takes roughly 280 years to orbit our sun》 评分: 362 | 作者: cybermango 💭 冥王星名分尚未吵完,九号行星先去哪找? 🎯 讨论背景 2026 ED138 是一个新发现的跨海王星矮行星候选体,估计直径约 1000 公里、轨道周期约 282 年,与冥王星的 248 年量级相近,并可在 1937 年摄影底片中回溯找到。Vera Rubin Observatory(智利的大口径广视场巡天望远镜)在为 LSST(时空遗产巡天)积累早期数据时发现了它;目标位于银河系平面方向,背景恒星极多,传统移动目标搜索更困难。它并非 Planet Nine(用以解释远外太阳系小天体轨道异常的假设大质量行星),后者预期远比 ED138 大且远。此事重新触发了 IAU(国际天文学联合会)2006 年将冥王星归为 dwarf planet 的争议:核心分歧是应以轨道动力学的“清空邻域”划界,还是将近球形的行星级天体都视作 planet 的不同子类。 📌 讨论焦点 ED138cybermango
  • 15389
    原标题: 《Elevated errors on claude.ai, Claude Code, and platform.claude.com》 评分: 389 | 作者: __vivek 💭 Claude 挂了,谁来提示人类按下修复键? 🎯 讨论背景 Anthropic 的 Claude.ai、Claude Code 和 platform.claude.com 出现 elevated errors、登录失败及部分 Connector 不可用;状态页一度称已部署修复,但随后仍有新事件。故障发生时 Microsoft 365/Outlook 也在大范围中断,因 Claude 登录可能依赖 Microsoft Entra 或企业邮箱,用户无法收到 magic link,评论者因而猜测两者存在直接或间接关联,但没有确证为同一根因。Claude Code 是 Anthropic 提供的 agentic coding 工具,许多开发者已用它生成代码、编写测试、审查 PR 和操作 IaC,这使一次服务中断成为对工作流依赖程度的压力测试。讨论延伸到多模型故障转移、自托管开源模型,以及企业在安全合规__vivek
  • 16727
    原标题: 《Nvidia employees petition to bring back Jensen Huang》 评分: 727 | 作者: lavendermon 💭 CEO 把客户下属都睡了,算战略远见? 🎯 讨论背景 该帖围绕一篇称 Nvidia 员工请愿让创始人黄仁勋回归 CEO 职位的报道展开,前提是他已在多段亲密关系、董事会信任破裂及对华芯片交易疑云后离任。争议中的 Alice Huang 被一些报道描述为与 MegaSpeed(东南亚 GPU 采购及算力运营商)有关联的潜在中国情报关系人,但评论反复强调该身份尚无公开定论。更实质的背景是美国以 EAR(出口管理条例)限制先进 AI GPU 流向中国,而 MegaSpeed 向中国企业提供 GPU 的方式究竟是合法的境外远程算力租赁,还是规避管制的实体转运,仍待调查。Nvidia 之所以被视为地缘政治核心资产,是因为其 GPU、CUDA(GPU 并行计算软件生态)和与 TSMC(台湾晶圆代工企业)的供应链关系支撑了全球 AI compute 市场。 📌 讨论焦点 关系丑闻是私人事务,还是公司治理失职 支持免职者认为,争lavendermon
  • 17124
    原标题: 《Show HN: AgentRun – open-source, Self-improving Managed Agents》 评分: 124 | 作者: miguelrios 💭 代码都让 Agent 写了,最后还得人类背锅吗? 🎯 讨论背景 AgentRun 是一个开源的托管 Agent 平台,主张先用 frontier model(能力最强的一类大模型)完成任务并积累经验,再把重复环节沉淀为低成本 workflow(确定性工作流)。讨论的直接背景是 Agent 令代码生成速度提升后,PR(Pull Request,合并代码前的审查请求)审查、质量把关和部署可信度反而成为瓶颈。SLSA(Supply-chain Levels for Software Artifacts,软件供应链完整性标准)及其 attestation 被提出用于验证自动构建和部署的来源;MCP(Model Context Protocol,连接模型与外部工具/数据源的协议)则被视为接入企业数据能力的接口。平台还要面对实际运行治理问题,包括订阅制模型的额度兼容、后台进程绕过计算限额,以及开源控制台的miguelrios
  • 18241
    原标题: 《Foundation Models Framework (macOS)》 评分: 241 | 作者: kermatt 💭 连计时器都设不稳,Siri 凭什么替我选模型? 🎯 讨论背景 Foundation Models framework 是 Apple 面向 Swift 开发者的模型调用框架,可使用设备端小模型,并正扩展到 Private Cloud Compute(PCC,一种由 Apple 托管的隐私云推理服务)及第三方 server models。它的吸引力在于开发者可借助统一 API、tool calling 和 guided generation 把生成式功能嵌入 macOS/iOS 应用,而小型 App 在特定资格下可免付 PCC API 费用。争论的核心是这种费用实际由用户 iCloud 额度承载、限额规则尚不透明,且本地 3B 级模型受性能、上下文长度与 Guardrails 限制。评论还将其置于移动端安全接入 LLM 的现实问题中:App Attest(Apple 的设备证明服务)可减少直接暴露 API key 的风险,但并不能消除不同供应商模型能力和特kermatt
  • 19361
    原标题: 《Former Nvidia CEO Huang had a relationship with a second employee, sources say》 评分: 361 | 作者: jbredeche 💭 两段绯闻就能替代出口管制调查吗? 🎯 讨论背景 报道所称对象是 NVIDIA(主导 AI 计算用 GPU 的美国芯片公司)联合创始人黄仁勋,标题称其被消息人士指与第二名员工存在关系。评论建立在此前另一则涉及中国关联人士的报道之上:该人士被部分报道描述为潜在情报关联对象,并曾与一家据称向中国模型提供 GPU 算力的新加坡实体有关,但这些严重指控在讨论中也被反复质疑尚未获得官方证实。由于高端 NVIDIA GPU 同时是 AI 训练基础设施和美国对华出口管制的重点,员工关系被认为可能触发董事会对权力滥用、合规和可被胁迫风险的审查。讨论还折射出更广泛的争议:AI 产业是否应支持 Open weights(开放权重)模型,以及芯片供应集中于少数 hyperscaler(超大规模云服务商)和 AI 实验室的市场影响。 📌 讨论焦点 连续爆料是调查扩散还是协调打击 一派认为不必jbredeche
  • 20277
    原标题: 《IceWM》 评分: 277 | 作者: inatreecrown2 💭 二十年后换协议,为什么连窗口都摆不稳? 🎯 讨论背景 IceWM 是一个诞生于 1990 年代末、至今仍发布新版本的 X11(传统 Unix/Linux 图形显示协议)轻量 window manager;它以低内存占用、主题和集成菜单/任务栏著称,曾广泛用于老旧硬件与早期 Linux 发行版。如今它仍适合 xrdp(Linux 的 RDP 远程桌面服务)和 RustDesk(开源远程桌面软件)等远程会话,但其仅支持 X11,使其处在 Linux 桌面转向 Wayland(新一代显示协议)的大背景中。Wayland 通常由 compositor(兼管窗口合成、显示和输入的组件)实现,带来更现代的显示栈,但也改变了远程转发、窗口自动化、截图和全局输入等长期依赖 X11 的工作方式。讨论同时映照了 Linux 桌面长期的路线之争:用户是在完整的 GNOME/KDE 桌面、可高度脚本化的 tiling WM,还是 IceWM 一类稳定简洁的 floating WM 之间取舍。 📌 讨论焦点 轻量、开箱即用仍有inatreecrown2
  • 21628
    原标题: 《Show HN: My $300 embroidery machine needed a subscription, so I built my own app》 评分: 628 | 作者: simpsoka 💭 买了机器还得月供,所有权也是订阅的吗? 🎯 讨论背景 该项目针对 Brother Skitch PP1(一款可通过 Bluetooth 传输设计的消费级刺绣机)制作替代应用,目标是摆脱官方软件对编辑功能和素材的订阅限制,并导出 PES、DST 等机器格式。刺绣“数字化”是将图形转成可缝制针迹的过程,因针迹密度、顺序和材料影响实际成品,远比把图片直接传给机器复杂。讨论还提及 Respira(Brother 设备通信协议的开源实现)、Ink/Stitch(Inkscape 的开源刺绣插件)以及用 ESP32 微控制器连接旧机器的开源方案,说明该领域已有分散但活跃的替代生态。更广泛的背景是 LLM 辅助编程正在让用户修补、改造和重新控制被订阅、停服或封闭协议束缚的硬件,同时也促使厂商考虑用加密固件和签名启动机制反制。 📌 讨论焦点 LLM 降低个人定制与逆向门槛 评论者simpsoka
  • 2220
    原标题: 《Is there a 'right amount' of AI?》 评分: 20 | 作者: milali 💭 几句提示词就能复制的 SaaS,凭什么收费? 🎯 讨论背景 讨论围绕一篇追问“AI 是否存在恰当用量”的文章展开,其前提是 LLM(Large Language Model,大语言模型)可快速生成代码,却未必能产出有品味、可靠且被充分理解的软件。支持者把它视为个人自动化和定制小工具的强力杠杆,尤其适合本地运行、需求狭窄、传统 SaaS(Software as a Service,按订阅提供的软件服务)覆盖不好的场景。质疑者则关注 agent(可自主执行多步任务的 AI 软件代理)生成代码的维护风险、GPU(图形处理器)基础设施的高投入、知识劳动岗位受冲击,以及训练数据与版权报酬的关系。竞赛、奖项和专业交付还面临归责难题:开发者即便只向模型查询思路再自行重写,也难以被技术手段可靠识别和分类。 📌 讨论焦点 LLM 难替代品味与原创判断 一方认为,能生成可运行代码不等于能做出经过打磨、直觉自然的产品;许多 AI 应用显得模板化、笨重,且把“能做 app”误当成“编程已milali
  • 231010
    原标题: 《Outlook is down, and so is Microsoft's status page》 评分: 1010 | 作者: dkpk 💭 把邮件全托管后,断网时谁来发故障通知? 🎯 讨论背景 2026 年 11 月,Microsoft 365(微软的企业办公 SaaS 套件)发生全球性服务故障,最初集中在 Exchange Online(微软托管邮件、日历和联系人服务),随后波及依赖它的 Teams 日历、Microsoft Graph(微软的统一业务数据 API)、Defender、Purview 等功能。微软的事故更新称,多台前端服务器因自动健康检查失败而下线,剩余容量被压垮;恢复中的服务器重新接收流量后又会失去响应,因此团队尝试重启、回滚网络配置、限流和分区域逐步恢复。Azure(微软公有云平台)与 Microsoft 365 使用不同基础设施和发布体系,故 Azure 并未整体宕机,而 Teams 的核心聊天和会议也大多仍可使用。争论的更大背景是企业长期把邮件、身份、文档和协作集中托管给少数 hyperscaler(超大规模云服务商),使一次服务故障能同时dkpk
  • 24150
    原标题: 《Brave Search API now accepts agentic payments via the x402 protocol》 评分: 150 | 作者: sjdh76 💭 给 agent 钱包后,谁来为无限重试买单? 🎯 讨论背景 Brave Search 是 Brave 提供的搜索引擎和 Search API,此次宣布 API 可通过 x402(基于 HTTP 402 的机器可读支付协议)接受 AI agent 的按次付款。其推荐路径是使用 Purl Wallet(Stripe 开发的命令行 wallet),充值 Base(Coinbase 推出的 Ethereum Layer 2 网络)上的 USDC(与美元挂钩的 stablecoin),而非创建每个 API 服务各自的账户和 API key。讨论建立在 agentic Web 的设想上:自动化 agent 会替人发起大量搜索、抓取和购买决策,因此传统依赖广告的搜索商业模式、信用卡的小额收费能力和内容付费墙都可能被重构。Brave 此前曾推广 BAT(Basic Attention Token,一种用于浏览sjdh76
  • 25347
    原标题: 《Microsoft Outlook/365 still down after 12 hours》 评分: 347 | 作者: player85 💭 裁掉懂系统的人后,谁替 Copilot 修宕机? 🎯 讨论背景 2026 年 11 月 12 日至 13 日,Microsoft Outlook/Microsoft 365 的 Exchange Online 被报告持续大范围不可用超过 12 小时,用户无法收发邮件,部分依赖邮件的认证与审批流程也随之中断。Microsoft 365 是将 Exchange、Entra(Microsoft 的云身份与访问管理服务)、OneDrive、SharePoint 和 Teams 整合在一起的企业 SaaS 套件,因此邮件故障的影响会跨越多个业务环节。评论中流传过第三方 ISP 连接、rogue process、DDoS、BGP hijack 和 AI 代码等不同解释,但其中至少一条 BGP 引文被证实是 2021 年旧帖,正式根因仍应以 postmortem 为准。争论的深层背景是企业 IT 对少数 hyperscaler 的依赖、云迁移player85
  • 26274
    原标题: 《Abandoned Quake 4 expansion finished by modders and now playable》 评分: 274 | 作者: klaussilveira 💭 提示词补完烂尾,就能继承原作灵魂? 🎯 讨论背景 《Quake 4》是 Raven Software(曾制作《Heretic》《Hexen》的工作室)基于 id Tech 4(《Doom 3》引擎)开发的 2005 年第一人称射击游戏,故事延续《Quake 2》的 Strogg 战争设定,但更强调单人战役而非《Quake 3 Arena》的竞技 multiplayer。此次消息所指的是一项曾被放弃的《Quake 4》扩展内容,如今被 Mod 制作者补完并可游玩;项目还公开以“proudly vibecoded”描述其 AI/LLM 辅助开发方式。争论因而不只涉及这个扩展值不值得玩,也涉及 AI 生成代码能否算创作、人工测试如何证明质量,以及游戏厂商能否把 AI Mod 工具发展为受控的平台。评论中提到德国版《Quake 4》曾删去 Stroggification 等血腥内容,导致关键剧klaussilveira
  • 27378
    原标题: 《I'm making LLMs work on small and old devices》 评分: 378 | 作者: mrashad74 💭 把权重从光盘慢慢读来,算不算真正的边缘智能? 🎯 讨论背景 该项目是一次开源的边缘 LLM 推理实验:尝试通过修改模型、压缩内存占用和编写硬件专用 kernel,让较大的语言模型在初代 iPad Air、电视盒子等旧设备上本地运行。其前提是 LLM 推理主要受矩阵乘法、内存容量和权重读取带宽制约,因此可借助量化、weight streaming(权重流式加载)及 SIMD 优化来交换速度、精度与存储。讨论同时关联到 Raspberry Pi、PlayStation 2、Wii、FPGA(可重构逻辑芯片)和薄客户端等复古或嵌入式硬件上的部署尝试。更广泛的争论在于:这些系统目前多数仅适合演示或窄领域 fine-tuning,但也可能为隐私敏感的离线设备、长期服役的工业系统和低成本本地 AI 铺路。 📌 讨论焦点 内存、带宽与硬件特化才是核心瓶颈 项目已在初代 iPad Air 和 Xiaomi TV Box 上运行 16B 模型,二者mrashad74
  • 2838
    原标题: 《Claude Is Down》 评分: 38 | 作者: cornfieldlabs 💭 AI 和邮件一起宕机后,裁掉的程序员谁来救火? 🎯 讨论背景 Claude(Anthropic 提供的大语言模型与编程助手)发生服务中断时,用户正将其用于演示制作、代码处理和日常项目推进,因此宕机会立即阻断交付。同期 Outlook(Microsoft 的企业邮件与日历客户端)也被报故障,连依赖邮件触发的 hook(自动执行的事件回调)都未运行,放大了办公自动化链路的单点风险。评论中的 H100 是 Nvidia 面向 AI 训练和推理的高性能 GPU,open-weight models 则是可在企业自有硬件部署、权重公开或可取得的模型;两者被视为云端 AI 不可用时的本地备援。讨论也触及企业以 AI 替代或缩减技术人力的争议:云服务一旦失效,人类流程和替代工具是否仍能维持运作。 📌 讨论焦点 关键工作流过度依赖 Claude 有人在演示前仅剩 39 分钟时被 Claude 强制退出,直接失去最后准备阶段的辅助。另有人称工作日刚开始就有四个项目因源文件被修改而受影响,显示 AI 工具cornfieldlabs
  • 29671
    原标题: 《Rust 1.100》 评分: 671 | 作者: mbStavola 💭 有了 AI 代写,90GB 编译缓存也算进步吗? 🎯 讨论背景 Rust 1.100 是 Rust 编程语言及其 Cargo(官方构建与包管理工具)的重大稳定版,官方发布说明集中展示了 `! `、自定义 allocator、Cargo 依赖解析和若干标准库 API。Cargo 新增的 dependency cooldown 依赖于 registry(crate 注册表)记录发布时间;crates.io(Rust 官方包注册表)已为所有版本补齐 `pubtime ` 字段。讨论建立在 Rust 默认从源码构建依赖、通过泛型单态化生成高性能机器码的前提上,这既带来可移植和优化空间,也使编译缓存、链接和 ABI 兼容格外重要。Rust 的 Edition(可由 crate 选择的语言版本模式)让语言能逐步演进,同时让不同 Edition 的 crate 继续在同一编译器中协作。 📌 讨论焦点 Cargo 依赖治理与供应链安全 Cargo 开始默认报告未使用依赖,社区认为这将替代 machete、shearmbStavola
  • 30120
    原标题: 《ExcalidrawZ: Local Native Excalidraw on macOS/iOS》 评分: 120 | 作者: Qision 💭 加个 Z 就算原生创新,商标和协作都不用管吗? 🎯 讨论背景 ExcalidrawZ 是面向 macOS 和 iOS 的本地原生绘图应用,名称和功能显然围绕 Excalidraw(开源手绘风白板编辑器)展开。原版 Excalidraw 本身可通过 NPM package(JavaScript 包管理生态中的可嵌入组件)部署为离线 Web 应用,因此讨论的关键不只是“能否本地运行”,而是原生封装能否带来更低延迟的触控笔支持与更好的系统集成。iPad 浏览器受限于 Apple 对 JavaScript 暴露的笔迹输入接口,Apple Pencil 绘图可能不如原生应用流畅;Obsidian(本地 Markdown 笔记软件)的相关插件也被拿来比较。另一方面,Excalidraw 的多人协作主要在 Web 共享环境中完成,原生应用若要补齐同步和分享,通常仍需服务器;项目名称又因接近原品牌而招致商标和可信度争议。 📌 讨论焦点 原生体验Qision
  • 3138
    原标题: 《Scientists claim the universe is twice as old as believed》 评分: 38 | 作者: mattm 💭 宇宙年龄翻倍,暗能量就能被裁员吗? 🎯 讨论背景 标准 ΛCDM 宇宙学模型(以冷暗物质和 dark energy 为核心的主流模型)结合宇宙膨胀、恒星演化与 CMB(宇宙微波背景,即早期宇宙遗留辐射)数据,通常给出约 138 亿年的宇宙年龄。报道讨论的是一项尚未同行评审的替代模型:它试图在不依赖 dark energy(用于解释加速膨胀的假设成分)的条件下,将宇宙年龄推至约 270 亿年。Hubble tension(不同观测方法推得的 Hubble 常数、即当前膨胀率不一致)是评论者愿意关注替代理论的背景,但它并不自动支持年龄翻倍。围绕常数的讨论还涉及 Dirac 大数假说(一种将宇宙尺度大数与微观物理常数联系起来的猜想),而评论者提醒单位归一化和数值巧合不能替代可检验预测。 📌 讨论焦点 证据门槛与既有年龄共识 多位评论者首先追问该说法是否已有发表于可靠期刊的同行评审论文,认为新闻式的大胆结论不足以推翻既有宇宙mattm
  • 32126
    原标题: 《Researchers discover rare star system that emits radio signals every 8 minutes》 评分: 126 | 作者: giuliomagnifico 💭 波束扫到地球八分钟一次,标题就敢叫它发信号? 🎯 讨论背景 报道所涉目标 GPM J071507 −114153 是约 5,000 光年外的罕见双星无线电源,研究者将其约 8 分钟一次的可见无线电脉冲与白矮星及其伴星的相互作用联系起来,并借此探测伴星上的恒星风暴。它被放入 long-period radio transient(长周期无线电暂现源,一类周期远慢于普通脉冲星的罕见无线电天体)这一新兴类别,而典型 pulsar(脉冲星,旋转中子星的波束扫过地球所见的周期信号)通常快得多。讨论的关键前提是:望远镜记录的是地球方向上的信号强弱,不必意味着天体每 8 分钟才开始产生无线电辐射。评论还借双星形成、恒星无线电噪声和光速传播延迟,讨论该发现的物理解释与观测局限。 📌 讨论焦点 “发射”还是“被观测到” 多位评论者认为标题把观测结果说成了物理机制:天体很可giuliomagnifico
  • 33883
    原标题: 《Anthropic IPO》 评分: 883 | 作者: josephljohnston 💭 快造出上帝了,为何还急着找散户续费? 🎯 讨论背景 Anthropic 是开发 Claude 系列 LLM 的美国 AI 公司,此次拟以 ANT 代码在 Nasdaq 上市;文件所列价格区间为每股 70 至 78 美元,并配有约 260 亿美元同期私募。其 S-1 文件披露,截至 2026 年前九个月收入约 332 亿美元,计算与基础设施成本约 188 亿美元,同时签下约 9009 亿美元、延续至 2045 年的数据中心和算力承诺。讨论建立在生成式 AI 行业的资本竞赛之上:Anthropic、OpenAI 及云厂商持续投入 GPU、数据中心和电力,而 DeepSeek、Qwen 等 open-weight 模型及模型聚合平台则可能削弱闭源前沿模型的定价权。争议因此不只是 Claude 是否好用,而是其收入增长、巨额固定承诺、公开市场融资和所谓 AGI 或 RSI 前景能否共同支撑万亿美元估值。 📌 讨论焦点 IPO 实为融资续命与早期持股者流动性窗口 评论者认为 IPO 不只是为josephljohnston
  • 34151
    原标题: 《Making a €40 USB-C hub work as a Nintendo Switch 2 dock》 评分: 151 | 作者: mkopec 💭 USB-C 叫标准,接电视为何还得先向任天堂报到? 🎯 讨论背景 Switch 2(Nintendo 的混合式游戏机)虽然使用 USB-C(通用可逆接口),其电视输出却要求与 Dock 进行特定识别,而非让普通 Hub 直接按标准 DP Alt Mode(通过 USB-C 输出 DisplayPort 视频)工作。文章展示了把约 40 欧元的 USB-C Hub 通过逆向 Nintendo Alt Mode(Nintendo 的专有扩展坞协商流程)改造成可用 Dock 的方法,相关脚本也被要求开源。初代 Switch 同样存在类似的专有协商步骤,但两代主机的 handshake 不同,Dock 不能直接互换。争议的核心是这种限制究竟是为安全、整机体验与兼容性负责,还是借 USB-C 外形实现配件控制、授权和对第三方设备的排斥。 📌 讨论焦点 授权与封闭配件生态的动机 一派认为限制第三方 Dock 的主要目的在于配件授mkopec
  • 3543
    原标题: 《Don't argue with me. $100k is fair, and you know it》 评分: 43 | 作者: sammatilda 💭 把历史工程折成股票收益,谁还敢拿工资? 🎯 讨论背景 这篇旧文围绕早期 Macintosh 软件 Switcher 的交易展开,其中“10 万美元很公平”是对其开发价值的辩护;评论还提到可能附带 5 万美元 royalty 的细节。1980 年代个人电脑内存和处理能力极其有限,看似很小的应用切换、拼写检查或常驻工具,往往需要直接处理 assembly、内存布局和硬件行为。DOS 阵营同期流行 TSR(Terminate and Stay Resident,退出后仍驻留内存的程序)工具,例如可能被混淆的 Borland Sidekick(DOS 个人信息与辅助工具)及已找到史料的 MemoryShift。讨论因此既是在重估早期软件工程的创造性,也是在用后来 S&P 500 和 AAPL 的回报反衬一次性报酬的机会成本。 📌 讨论焦点 10 万美元的实际价值与机会成本 按通胀换算,1984 年的 10 万美元相当于今天超过sammatilda
  • 36135
    原标题: 《AI is turning Apple's app review process into a nightmare for synth developers》 评分: 135 | 作者: anigbrowl 💭 收 30% 还要开发者拍视频替你审核吗? 🎯 讨论背景 报道聚焦一款 iOS 合成器应用遭 App Review 以“design spam”“重复现有应用”及疑似模板生成等理由多次拒绝,开发者在数周来回沟通后只能先发布不含完整 MIDI 功能的版本。AI 驱动的 vibe coding 让大量非程序员也能快速提交应用,平台因此同时面对真正创新作品、复制模板和潜在恶意软件的筛选压力。iOS 采用 Apple 主导的 App Store 分发和审核体系,开发者须缴纳 Apple Developer Program 年费,普通用户也难以像在桌面系统那样随意安装软件。合成器等音乐创作软件特别依赖低延迟音频、MIDI、AUv3(Apple 音频插件格式)和 DAW 集成,因而 PWA(渐进式 Web 应用)或 TestFlight(Apple 测试分发服务)通常无法成为等价anigbrowl
  • 37147
    原标题: 《Edge0-145B: Frontier AI Capabilities on Your Own Computer》 评分: 147 | 作者: sroussey 💭 另要 40GB 内存和 48GB SSD,29GB 算哪门子本地? 🎯 讨论背景 Edge0-145B 是 Edge0 AI 发布的本地大语言模型,宣称通过稀疏 MoE(每次只激活部分专家)和共享矩阵,在个人电脑上提供接近前沿模型的能力,主打“峰值 29GB”内存。该模型被发现以 Qwen3.8-Flash-Next(Qwen 团队发布的 MoE 基础模型)为基础,并由 Strata(Edge0 的本地推理引擎)部署,因此其新颖性、量化比较是否公平及附带授权条件成为焦点。发布内容同时展示模型操作 Blender(3D 建模与动画软件)和 TerminalBench(测试终端 coding agent 的基准)的能力,但评论者要求独立复测,并担心自动生成资产难以编辑。硬件争议来自 NVFP4(主要面向 NVIDIA Blackwell GPU 的低精度格式)与 CUDA 支持现状:宣传提及 Apple M 系列sroussey
  • 3843
    原标题: 《Africa's solar revolution is vast and speedy》 评分: 43 | 作者: andsoitis 💭 太阳能三周并网,谁还该苦等昂贵大电网十年? 🎯 讨论背景 报道聚焦非洲太阳能部署迅速扩大,以及中国制造的低价光伏组件和电池如何改变发展中地区的供电路径。许多非洲国家长期面临全国电网覆盖不足、供电不稳或依赖柴油和 LNG(液化天然气)发电的问题,因此户用和商业屋顶系统可绕开部分集中式基建瓶颈。评论者将此比作移动通信取代固定电话的 Leapfrogging(跨越式发展),并认为中国的规模化制造与产业补贴压低了设备价格、加快了扩散。对比之下,瑞典等高纬度、冬季夜间供暖负荷高的地区仍须处理峰荷、储能、核电和燃气调峰等更复杂的电力系统约束。 📌 讨论焦点 中国供应链与地缘战略是关键推手 多位评论者认为,这场变化的实际主角更接近中国的光伏制造、融资能力和廉价商品供应,而不只是非洲自身的能源转型。中美关系恶化被视为促使中国将资源、产能和市场重心转向非洲及其他发展中地区的因素。非洲的矿产资源、较少的历史领土纠纷,以及未来对 EV 等中国产品的消费潜力andsoitis
  • 39126
    原标题: 《Relax: JIT compiler for Rust to reduce build times》 评分: 126 | 作者: adamnemecek 💭 一个月让 Claude 重写 Rust,生产环境谁敢按回车? 🎯 讨论背景 Relax 是 Makepad 团队推出的 Rust JIT 编译器项目,宣称不只是给 rustc(Rust 官方编译器)加包装,而是重做编译器、LLVM(常用编译器优化与代码生成基础设施)、部分 Cargo(Rust 构建与包管理工具)和 linker(链接器)之间的链路。它试图通过立即运行、热加载和延后检查来缩短 Rust 的 edit-build-test 循环,尤其面向需要频繁获得结果的 LLM agent 与本地调试。讨论发生在 Rust 长期受构建耗时困扰的背景下:大型依赖图、泛型 trait 求解、LLVM 优化和 procedural macro 都会放大冷构建成本。与此同时,Cranelift(可嵌入的编译器后端)、kache 和 sccache(编译缓存工具)代表了不重写整套工具链的替代路线。 📌 讨论焦点 AI 降低编译adamnemecek
  • 4020
    原标题: 《Show HN: Kapso – Iterative learning from enterprise data》 评分: 20 | 作者: alireza_msh 💭 榜单分数再高,换个数据库和预算还剩多少? 🎯 讨论背景 Kapso 是 Leeroo-AI 提出的开源框架,主张让自主 Agent 在企业数据及关系型数据库预测任务中反复试验,把成功经验保存在可见的 Agent harness 中。该路线与 tabular foundation model(预训练后以模型权重承载通用表格知识的模型)形成对比:前者强调按任务迭代和透明经验库,后者强调预训练与后训练。讨论涉及 RelBench(Stanford 推出的关系型数据库预测基准)及 RelArena(Prior Labs 维护、会重跑提交代码以控制评测的对应平台),争点在于自报榜单成绩能否反映公平、可扩展的自动化能力。团队还以 IOAI2(国际人工智能奥林匹克竞赛的 Agent 赛道)中单 GPU、两小时且无人工干预的成绩,作为受限环境下的佐证。 📌 讨论焦点 迭代 harness 可替代部分模型再训练 Kapsoalireza_msh
  • 41130
    原标题: 《Libreagi – Save OSS Models》 评分: 130 | 作者: satuke 💭 保存公共模型,先靠登录把保存者赶走? 🎯 讨论背景 Libreagi 是一个试图通过 BitTorrent 保存 OSS(开源软件)模型权重的项目,尤其关心可能因下架、版本迭代或托管服务消失而失传的旧模型。它采用私有 tracker(需要登录或申请的种子追踪机制),以账号分享率和持续做种规则把大模型的上传成本分摊给下载者。争议在于,归档对象往往是无人下载的冷门 LLM(大型语言模型),这使依赖下载回传的激励机制与长期保存目标发生冲突。讨论也将其与 Pirateface(模型 torrent tracker)及历史音乐私有站作比较,并质疑为何不兼容 ONNX(跨框架神经网络交换格式)等模型封装。 📌 讨论焦点 私有 Tracker 的带宽与做种约束 支持者认为,大型模型体积高,若完全开放下载,少数最初持有文件的人会承担绝大多数上传流量。私有 BitTorrent tracker 可通过账号和 1:1 分享率要求,迫使下载者回传数据,避免 swarm 很快失去 seed。对于冷satuke
  • 42301
    原标题: 《Gemini 4 Hydrogen and Orchestrator》 评分: 301 | 作者: jonbaer 💭 连模型大小都要靠元素周期表猜,编排能省谁的脑子? 🎯 讨论背景 该帖讨论 Google 为 Gemini 4 推出的 Hydrogen 模型及 Orchestrator:后者是一种 AI coding agent 编排机制,让 Carbon(偏重规划与检查的模型)和 Hydrogen(偏快的执行模型)在同一任务轨迹中交替工作。其设想属于“强模型规划或复核、便宜快速模型执行”的多模型路由路线,可与 Anthropic 的 advisor mode(向更强模型征询建议的模式)、GitHub 的 HydraFusion(多模型流水线)以及 subagent 架构对照。争论的前提是长上下文、文件搜索、日志检查和测试执行会消耗大量 token 与时间,因此厂商试图以缓存、模型分工和动态升级降低成本而不显著损失成功率。Google 同时把 Gemini 型号改为 Argon、Carbon、Hydrogen 等元素代号,且 Antigravity(Google 的 AIjonbaer
  • 43138
    原标题: 《22-Year-Old PostgreSQL Bug Turned into Remote Code Execution》 评分: 138 | 作者: ozirus 💭 先拿到数据库账号,才配叫远程 RCE 吗? 🎯 讨论背景 该文披露 PostgreSQL(开源关系型数据库)中一个存续约 22 年的漏洞:攻击者在登录 primary(主库)后,可借构造的 SQL 路径触发服务器端代码执行。讨论所依赖的技术背景是 PostgreSQL 的 Datum(内部通用数据值表示)及类型系统;当 AST(抽象语法树,SQL 被解析后的内部结构)被构造成异常状态时,值与类型信息的错配可能形成 type confusion(把一类数据按另一类数据解释的内存安全问题)。风险并不只取决于数据库是否直接暴露公网:许多生产库仅对应用开放,但企业内网中的旧版本、弱 ACL(访问控制列表)和已泄露账号仍可能让它成为横向移动跳板。文章被称为 zero-day,意指披露时可能尚无公开修复或防护,因此实际影响还取决于补丁状态、认证配置与网络隔离。 📌 讨论焦点 RCE 定性与实际攻击门槛 多数评论认为这更ozirus
  • 44266
    原标题: 《Nintendo Takes Down Emulators and Firmware in Massive GitHub DMCA Sweep》 评分: 266 | 作者: CharlesW 💭 卖爆五百万后,还要靠删仓库证明游戏好? 🎯 讨论背景 任天堂正以 DMCA 通知要求 GitHub 下架一批与 Nintendo Switch、Switch 2 相关的模拟器、fork、modchip firmware 和工具项目。争议源于 Yuzu(曾广泛使用的 Switch 模拟器)与 Ryujinx 等项目曾遭任天堂施压,而游戏运行通常还涉及从主机提取的 firmware、加密密钥及 ROM。支持保存的一方担忧,现行版权与 DRM 规则会阻碍旧游戏、停服内容及失效硬件的研究和保存;任天堂则试图阻止新作在自家主机之外被快速运行和传播。GitHub 是中心化代码托管平台,但 Git(分布式版本控制系统)允许项目被复制到自托管服务器、GitLab、Forgejo 或点对点网络,故执法重点往往是提高公开分发和协作的成本。 📌 讨论焦点 模拟器合法性与 DMCA 1201 边界 评论者CharlesW
  • 45158
    原标题: 《Our software engineering interviews are changing (a little)》 评分: 158 | 作者: maitland 💭 让 LLM 开 PR 都算能力,面试究竟在招谁? 🎯 讨论背景 Jane Street(一家以量化交易和做市为主的金融公司)发布的文章称,正调整校园候选人的 onsite(现场招聘)软件工程面试,以适应 LLM(大型语言模型)已进入日常开发流程的现实。讨论者普遍假定,传统白板题和禁止外部工具的编码测试,未必能反映开发者使用 AI IDE(集成 LLM 的开发环境)、代码审查和现有代码库协作的真实能力。争议尤其集中在 Git(分布式版本控制系统)与 PR(代码托管平台的变更评审请求):前者是底层版本控制模型,后者则是 GitHub、GitLab 或 Bitbucket 等平台上的协作流程。Jane Street 因高薪、OCaml(一种函数式编程语言)技术生态投入及量化交易声望而长期受 HN 关注,近期多篇投稿同时出现也使其招聘宣传动机受到审视。 📌 讨论焦点 LLM 时代应考核驾驭与审查能力 不少人主张现maitland
  • 4640
    原标题: 《Why You Should Expect an AI Crash》 评分: 40 | 作者: toomuchtodo 💭 人人都预言泡沫,谁还在给泡沫续费? 🎯 讨论背景 讨论围绕《The Economist》一篇预测 AI crash(AI 投资与估值急剧回落)的社论展开,但该文受订阅付费墙限制,许多人未能读到全文。评论所依赖的核心背景是生成式 AI 热潮带来的巨额数据中心、GPU 与模型公司投资,以及市场对这些投入能否产生足够商业回报的疑虑。所谓循环融资,指 AI 公司、云服务商和芯片供应商之间通过投资、采购和合作相互强化营收与估值预期的结构,因此被质疑会掩盖终端需求不足。争论也涉及舆论反馈循环:社交平台上的泡沫警告、看多宣传,以及 proprietary LLMs(私有大语言模型)生成内容,可能共同放大市场情绪。 📌 讨论焦点 循环融资与技术回报撑不起估值 评论者认为,AI 行业存在不顾技术限制的循环融资,资金与商业合作相互抬高估值,却未必对应可持续的真实收入。这个问题被认为早已显现,因此争论不在于会不会崩,而在于何时崩。还有人批评部分 AI 宣传社群压制质疑声音,toomuchtodo
  • 47151
    原标题: 《Data centers need power – lower income, rural residents pay the price》 评分: 151 | 作者: PaulHoule 💭 千亿公司用电,为什么让穷人众筹电网? 🎯 讨论背景 讨论围绕一项关于美国数据中心扩张的研究:研究认为,服务数据中心增长的电网升级成本中,大部分没有由数据中心直接承担,而是进入当地公用事业的费率体系。AI 训练与云计算推动的大型 data center 往往需要数十至数百 MW 的稳定负荷,建设地点因土地、电价和税收优惠而常落在农村或低收入地区。美国的电力系统由区域性 utility(受监管的公用事业公司)和州级监管机构主导,新增发电、变电站、输电线路的许可和建设需要多年,因此短期内可能同时发生供给紧张与费用转嫁。争论的关键是应通过 BAAJA(两党许可改革法案)等措施快速扩网,还是优先强制大型用电者支付其接入和扩容的全部成本,并保留环境与社区保护。 📌 讨论焦点 争点在成本分摊还是供给瓶颈 一方认为电价上涨的根源是美国发电、输电与配电建设许可过慢,需求突然增加而供给短期刚性,数据中心PaulHoule
  • 48286
    原标题: 《Ask HN: Microsoft/Azure Outage?》 评分: 286 | 作者: nazgulsenpai 💭 连状态页都随服务宕机,云的冗余到底冗在哪? 🎯 讨论背景 2026 年 11 月 12 日,Microsoft 365(Microsoft 的企业办公 SaaS 套件)发生跨区域连接故障,最初集中表现为 Exchange Online 邮箱无法通过 Outlook on the web、MAPI、EAS 和 REST API 访问,随后波及 Teams、SharePoint、OneDrive、Copilot 365 与 Defender XDR 等关联服务。Microsoft 表示,问题源于部分服务器的自动健康检查失败,使大量服务器被标记为不可用,剩余基础设施因承接流量而过载;团队暂停变更、重新分配流量并重启服务器。Azure(Microsoft 的云基础设施平台)似乎未发生同等范围的核心故障,因此讨论重点是 Microsoft 365 产品层而非整个 Azure。事故期间 status.cloud.microsoft(官方状态站点)本身也难以访问,放nazgulsenpai
  • 49321
    原标题: 《Why Writing Correct Software Is Hard》 评分: 321 | 作者: AriFordsham 💭 需求都没定,先给会变的业务写完备证明? 🎯 讨论背景 原文围绕“正确软件为何困难”讨论计算理论与工程实践的鸿沟,涉及 Rice's theorem(关于任意程序语义性质不可通用判定的定理)、Halting Problem(判断程序是否停止的不可判定问题)和 G ödel's incompleteness theorem(限制单一形式系统完备性的定理)。评论者将这些理论限制同 Formal verification(用机器可检查证明保证程序性质)相对照,争论它究竟适合高风险核心,还是能扩展到日常应用。争议的关键在于,软件不仅执行算法,还要承受变化的业务语义、外部服务、操作系统、硬件与传感器输入;证明通常只能覆盖明确建模的那一层。生成式 AI 与 vibe coding(以自然语言提示快速生成代码的做法)令问题更迫切:代码生成更快,但需求澄清、模型建立与可靠性责任并不会自动消失。 📌 讨论焦点 “正确”首先是不断变化的需求问题 多位评论者认为,最难AriFordsham
  • 50613
    原标题: 《Jane Street: Socratic Tutor》 评分: 613 | 作者: tosh 💭 把“别直接给答案”写进 Markdown,教育革命就来了? 🎯 讨论背景 Jane Street(以量化交易和技术文化闻名的金融公司)发布了一个 Socratic Tutor Skill,即为 Claude Code 等 LLM agent 编写的 Markdown 指令,要求模型先评估学习者基础、逐步提问,并在答错时不要直接揭晓答案。它处在一波“用 LLM 做私人导师”的实践中:用户把教材、课程文档或 arXiv 论文交给模型,再结合练习、代码终端、RAG(检索增强生成)和间隔重复来组织自学。讨论的前提是,聊天模型已足够擅长即时解释和生成练习,但在跨会话记忆、课程排序、可靠评估与避免幻觉上仍有明显缺口。争议同时触及教育学中的主动学习、掌握学习和认知摩擦:AI 若负责追问与反馈可能促进思考,若替人完成表达和解题则可能制造理解幻觉。 📌 讨论焦点 作为陪练与卡点助手确有实用价值 不少使用者认为,该 Skill 能抑制 LLM 直接给答案的惯性,改以缩小问题范围、暴露推理矛盾的方tosh
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  • 0198.0亿
    排名:1 · 版本:14.0.1-beta2 · Json.NET is a popular high-performance JSON framework for .NET · 累计下载:9,795,683,748 · 标签:jsondotnetfoundation, jamesnk, newtonsoft
  • 0284.8亿
    排名:2 · 版本:11.0.0 · Default implementation of dependency injection for Microsoft.Extensions.DependencyInjection. · 累计下载:8,476,178,249aspnet, dotnetframework, Microsoft
  • 0384.3亿
    排名:3 · 版本:11.0.0 · Logging infrastructure default implementation for Microsoft.Extensions.Logging. · 累计下载:8,426,413,067aspnet, dotnetframework, Microsoft
  • 0466.7亿
    排名:4 · 版本:11.0.0 · Provides high-performance and low-allocating types that serialize objects to JavaScript Object Notation (JSON) text and deserialize JSON text to objects, with UTF-8 support built-in. Also provides types to read... · 累计下载:6,667,450,332dotnetframework, Microsoft
  • 0551.5亿
    排名:5 · 版本:11.0.0 · Provides the IAsyncEnumerable<T> and IAsyncDisposable interfaces and helper types for .NET Standard 2.0. This package is not required starting with .NET Standard 2.1 and .NET Core 3.0. · 累计下载:5,148,454,791dotnetframework, Microsoft
  • 0648.2亿
    排名:6 · 版本:1.65.0 · This is the implementation of the Azure Client Pipeline · 累计下载:4,823,556,083 · 标签:Microsoft, Azure, Client, Pipelineazure-sdk, Microsoft
  • 0735.9亿
    排名:7 · 版本:4.4.1-dev-02453 · Simple .NET logging with fully-structured events · 累计下载:3,585,176,356 · 标签:serilog, logging, semantic, structuredserilog
  • 0835.0亿
    排名:8 · 版本:8.23.0 · A package containing thin abstractions for Microsoft.IdentityModel. · 累计下载:3,499,131,700 · 标签:.NET, Windows, Authentication, Identity, AbstractionsAzureAD, Microsoft
  • 0930.8亿
    排名:9 · 版本:4.92.0 · This package contains the binaries of the Microsoft Authentication Library for .NET (MSAL.NET). MSAL.NET makes it easy to obtain tokens from the Microsoft identity platform for developers (formerly Azure... · 累计下载:3,084,518,258 · 标签:Microsoft, Authentication, Library, MSA, MSAL, B2C, Azure, Active, Directory, AAD, More tagsAzureAD, Microsoft
  • 1030.2亿
    排名:10 · 版本:11.0.0 · Provides the System.Diagnostics.EventLog class, which allows the applications to use the Windows event log service. Commonly Used Types: System.Diagnostics.EventLog · 累计下载:3,017,372,143dotnetframework, Microsoft
  • 1129.9亿
    排名:11 · 版本:11.0.0 · Provides access to GDI+ graphics functionality. Commonly Used Types: System.Drawing.Bitmap System.Drawing.BitmapData System.Drawing.Brush System.Drawing.Font... · 累计下载:2,986,067,418dotnetframework, Microsoft
  • 1228.4亿
    排名:12 · 版本:11.0.0 · The HttpClient factory is a pattern for configuring and retrieving named HttpClients in a composable way. The HttpClient factory provides extensibility to plug in DelegatingHandlers that address cross-cutting... · 累计下载:2,839,829,211aspnet, dotnetframework, Microsoft
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    排名:13 · 版本:11.0.0 · Provides access to Windows system event notifications. Commonly Used Types: Microsoft.Win32.SystemEvents · 累计下载:2,738,147,010dotnetframework, Microsoft
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    排名:14 · 版本:11.0.0 · Entity Framework Core is a modern object-database mapper for .NET. It supports LINQ queries, change tracking, updates, and schema migrations. EF Core works with SQL Server, Azure SQL Database, SQLite, Azure... · 累计下载:2,727,046,519 · 标签:Entity, Framework, Core, entity-framework-core, EF, Data, O/RM, EntityFramework, EntityFrameworkCore, EFCoreaspnet, dotnetframework, EntityFramework, Microsoft
  • 1526.2亿
    排名:15 · 版本:11.0.0 · Provides support for PKCS and CMS algorithms. Commonly Used Types: System.Security.Cryptography.Pkcs.EnvelopedCms · 累计下载:2,623,916,720dotnetframework, Microsoft
  • 1623.2亿
    排名:16 · 版本:11.0.0 · Provides miscellaneous Windows-specific types Commonly Used Types: System.Security.Cryptography.X509Certificates.X509Certificate2UI System.Security.Cryptography.X509Certificates.X509SelectionFlag · 累计下载:2,316,116,353dotnetframework, Microsoft
  • 1722.8亿
    排名:17 · 版本:11.0.0 · A lightweight abstraction for a payload of bytes. Provides methods for converting between strings, streams, JSON, and bytes. Commonly Used Types: System.BinaryData · 累计下载:2,279,663,754azure-sdk, dotnetframework, Microsoft
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    排名:18 · 版本:11.0.0 · Diagnostic abstractions for Microsoft.Extensions.Diagnostics. Commonly Used... · 累计下载:2,262,887,997dotnetframework, Microsoft
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    排名:19 · 版本:1.21.0 · Provides APIs for authenticating to Microsoft Entra ID · 累计下载:2,211,687,959 · 标签:Microsoft, Azure, Identity, windowsazureofficial, azureofficialazure-sdk, Microsoft
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    排名:20 · 版本:4.1.0 · The Amazon Web Services SDK for .NET - Core Runtime · 累计下载:2,192,498,725 · 标签:AWS, Amazon, cloud, aws-sdk-v4awsdotnet
4小时前更新
  • 01
    From pediatric research to smart hospitals, AI is helping care teams spend less time on routine tasks and more time with patients. Health systems and startups are putting it to work across healthcare, from matching patients to clinical trials to supporting radiologists, hospital teams and patients at home. Clinicians stay at the center, reviewing AI […]NVIDIA Writers
  • 02
    Rally the ranks this GFN Thursday. Warhammer 40,000: Dawn of War IV is coming to GeForce NOW, allowing players to experience the battle for Kronus through cloud gaming. There’s more on the horizon, with NVIDIA DLSS 5 technology coming to War Thunder and Where Winds Meet. Meanwhile, Dragon’s Dogma 2: Dark Arisen brings new tales […]GeForce NOW Community
  • 03
    Vision AI and robotics pick what’s worth recovering out of conveyor belts of used clothing, bottles and mixed recyclables, diverting thousands of tons of materials from landfills.Katie Michel
  • 04
    Kubernetes, the open source system that manages how applications run across thousands of AI factories, has become the foundation for AI, and the demands on it are only growing. To help meet them, NVIDIA is deepening its commitment to open source at KubeCon + CloudNativeCon, the flagship conference for the Kubernetes and cloud-native communities. NVIDIA […]Warren Barkley
  • 05
    Simulation, which has long been the proving ground for robots learning to walk, roll and hop, is now helping researchers teach robots tasks that require a finer touch: aligning gears, connecting cables and assembling small components. The shift from locomotion to manipulation is taking center stage at this week’s Conference on Robot Learning (CoRL) in […]Sasa Docca
  • 06
    Korea’s Ministry of Science and ICT and NVIDIA hosted the MSIT-NVIDIA AI Startup Partnership Forum at COEX. Representatives from the Ministry of Science and ICT and NVIDIA met with over 20 Korean startups across foundation models, physical AI, AI infrastructure and AI semiconductors. NVIDIA also announced an investment in Korean startup Point2, with additional investments […]NVIDIA Writers
  • 07
    Tapping into the country’s strengths in manufacturing and engineering, NVIDIA is helping advance Korea’s physical AI ecosystem. The country’s industry leaders are applying accelerated computing, AI and simulation to everything from semiconductor manufacturing to robotics and autonomous vehicles. These efforts are helping bring physical AI from development into real-world production. Samsung Advances Semiconductor Engineering With […]NVIDIA Writers
  • 08
    As AI agents take on more work, they need capable open models and security that advances alongside them. Hyundai Motor Group is exploring NVIDIA NemoClaw blueprints and the NVIDIA OpenShell runtime, while AIM Intelligence is integrating its Starfort platform with NVIDIA OpenShell to support secure AI agents for employee productivity and enterprise workflows. A key […]Nicola Sessions
  • 09
    NVIDIA and Korea’s Ministry of Science and ICT (MSIT) are expanding their collaboration across the country’s sovereign AI ecosystem, from AI semiconductors and data center infrastructure to talent, startups, models, agents and security. The collaboration lays the groundwork for Korean NPU and XPU companies to explore participation in the NVIDIA NVLink Fusion ecosystem, and includes […]Jesse Clayton
  • 10
    NVIDIA is releasing Dynamo-optimized deployment recipes for Korea’s leading open models: A.X K2 from SK Telecom, K-EXAONE 2.0 from LG AI Research, Solar Open 2 from Upstage and Motif-3 from Motif Technologies. As models grow beyond the capacity of a single GPU, they must be split across multiple GPUs, requiring careful coordination of request routing […]Amr Elmeleegy
  • 11
    A year ago, NVIDIA open sourced its Aerial wireless software, joining Sionna and a broader suite of open source tools for accelerating next-generation 6G network development. Together, they give researchers a foundation for testing ideas, comparing results and building on each other’s work — connecting simulation and AI training with experiments on real over-the-air wireless […]Soma Velayutham
  • 12
    AI agents do more than generate answers. They search for information, query databases, write and test code and take action. Each of those steps relies on a CPU, with agents moving between GPU reasoning and CPU execution throughout a task. As businesses put more agents to work, AI factories need CPUs that can execute those […]Hannah Coutand
  • 13
    Turning a simulation idea into a working application means assembling assets, connecting physics and rendering, and checking that the scene behaves as intended. Developers are combining frontier AI models with NVIDIA Omniverse libraries to help carry out that work — building applications for exploring scenarios, investigating failures and improving designs. Developers direct AI agents through […]NVIDIA Writers
  • 14
    Chris Alexiuk has a simple rule about open source AI: If you believe in it, be loud about it. “We should be shouting about this technology from the rooftops,” said Alexiuk, a Toronto-based senior product research engineer in deep learning at NVIDIA who specializes in making open large language models (LLMs) practical for working developers. […]Matthew Leib
  • 15
    Larger models, longer contexts and agentic applications are increasing GPU memory pressure while supply tightens and prices rise — a trend expected to continue through the near term. NVIDIA works closely with memory partners to rapidly adopt the latest memory technologies. NVIDIA was first to adopt HBM3e and HBM4 technologies into an accelerated computing stack. […]Amr Elmeleegy
  • 16
    Hogwarts Legacy receives an NVIDIA DLSS 5 upgrade with 3D-Guided Neural Rendering today, bringing lifelike lighting and materials to the wizarding world on GeForce NOW. Blizzard Entertainment’s World of Warcraft: Forever also opens a new chapter in Azeroth, with a launch-week access reward available for GeForce NOW members. Meanwhile, Ubisoft brings fresh challenges with expansions […]GeForce NOW Community
  • 17
    Demand for advanced chips is rising. The processes to build them are getting more complex. And the margin for error is shrinking. For engineers, understanding how a process change will behave, how a material will interact with a new step, how a defect maps back to a root cause are critical, challenging steps in semiconductor […]Timothy Costa
  • 18
    Cities generate enormous amounts of data from cameras, sensors and operational systems, but turning it into useful action — for planning, maintenance and public services — remains a challenge. Physical and agentic AI offer new ways to close that gap, from digital twins for infrastructure planning to vision and service agents, while keeping local governments […]Esther Lee
  • 01
    ROSCon Global 2026 took place recently in Toronto, and the numbers speak for themselves: it was our largest ROSCon Global ever.Open Robotics
  • 02
    Open Robotics works to support the development, distribution, and adoption of open-source software for use in robotics. As an organisation and as a movement, we know a lot about the software that we build, but we do not know enough about the people who use them. To find out, we are asking anyone and everyone who is in robotics, in any way, to answer a survey.Geoffrey Biggs
  • 03
    The Open Source Robotics Foundation, Inc. is pleased to announce that Red Hat Enterprise Linux (RHEL) is now a Tier 1-supported platform for ROS.Geoffrey Biggs
  • 04
    If you are still using ROS 1 in your products, this list of resources will help you get commercial support for a few more years.Geoffrey Biggs
  • 05
    The OSRA is pleased to announce that the Open Robotics Technology Strategy for 2026 has been published.Geoffrey Biggs
  • 06
    The OSRA is pleased to announce the completion of a significant milestone in overhauling our project documentation: the design of the new information architecture is complete, and we are ready to begin modifying our documentation tool chains and content to deploy it.Geoffrey Biggs
  • 07
    Ever wonder how sudo apt install just works for ROS? That’s the magic of the OSRF Build Farm! This beast serves over half a billion packages a year, saving us all from the headache of compiling from source. But maintaining this critical utility takes massive server power and a dedicated team of engineers. To keep the lights on and the builds green, we are launching the Build Farm Backer campaign! We need your help to support the hardware and the humans behind the open source robotics ecosystem.Open Robotics
  • 08
    Please join us on the official Open Robotics Zulip chat server. This chat server brings together all parts of our community, including the project maintainers, in a unified space where everyone can talk to each other and see what’s going on.Geoffrey Biggs
  • 09
    The OSRA Technical Governance Committee has officially ratified a new Robotics Enhancement Proposal (REP) process. This is the successor to the original ROS Enhancement Proposal process and creates a unified framework for developing technical specifications across all OSRA projects.Geoffrey Biggs
  • 10
    The Technical Governance Committee (TGC) of the Open Source Robotics Alliance (OSRA) has approved funding of US$250,000 to significantly enhance project infrastructure and documentation across the OSRA ecosystem. This funding will focus on maximising value across all OSRA projects through strategic improvements in two key areas.Geoffrey Biggs
  • 11
    Meet our 2025 Google Summer of Code students!Katherine Scott
  • 12
    Happy World Turtle Day! Today, we are happy to announce the eleventh release of ROS 2: Kilted Kaiju! Kilted is a standard release, and will be supported until November, 2026. If you like the fantasic release art by our artist, Ryan Hungerford, our Kilted t-shirt and merchandise store is still open! All proceeds help support the Open Source Robotics Foundation (OSRF) and its projects.Geoffrey Biggs
  • 13
    The rise of Generative AI tools in software development presents both challenges and opportunities for open-source projects. While these tools can boost productivity and creativity, they also raise concerns about ownership and ethical use. The OSRF is developing a comprehensive policy to address these issues, ensuring project integrity and fostering an inclusive environment. The Technical Governance Committee initiated a Technical Committee to explore how other foundations handle these challengeGeoffrey Biggs
  • 14
    ROSCon 2024 is sold out!Vanessa Yamzon Orsi
  • 15
    The Open Source Robotics Foundation (OSRF, Open Robotics) is very proud to announce that it has joined the Eclipse Foundation . The Eclipse Foundation is one of the premier open-source software foundations in the world. Originally created by IBM in 2001 to act as an unbiased steward of the Eclipse open-source IDE and its developer community, the Eclipse Foundation is now home to well over 400 open-source software projects. Users of OSRF software such as ROS may recognise it from ROS’s use of EclGeoffrey Biggs
  • 16
    We're happy to announce the availability of the latest binary and source packages for Open-RMF on ROS 2 Jazzy Jalisco ! This is a feature packed release along with several critical bug fixes and improvements. The most notable features, available exclusively on the Jazzy release, are: Commissioning : The ability to selectively commission/decommission robots from particular fleets and manage how tasks are assigned to the robot during these phases. Runtime charging swaps : Allow robots to swap charYadu
  • 17
    It’s time for another Google Summer of Code (GSoC)! We have five contributors this year, all working on improving aspects of Gazebo. Rakesh Vivekanandan, Helena Moyan and Gaurav Kumar will be working with Woensug Choi and Mabel Zhang on physics-based sonar simulation for underwater robots. Saurabh Kamat will be working with Jose Luis Rivero on improving how users install Gazebo. Yaswanth Gonna is going to help Steve Peters put together an improved set of worlds for benchmarking physics engines.Geoffrey Biggs
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    The OSRF is are happy to announce the tenth release of ROS 2, Jazzy Jalisco, released on May the 23rd, 2024! Jazzy is a Long Term Support release that will be supported until the end of May, 2029.Geoffrey Biggs
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    Open Robotics (OSRF) is pleased to announce the creation of the Open Source Robotics Alliance (OSRA). The OSRA is a new initiative from the OSRF to ensure the long-term stability and health of our open-source robot software projects.Open Robotics
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    Audrow Nash is moving on to the next phase of his podcasting career and will be stepping down as the host of the OSRF’s Sense, Think, Act podcast. Under Audrow’s masterful leadership and hosting, Sense, Think, Act has become one of the premier places to hear interviews with leaders in the world of robotics.Open Robotics