[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-the-quiet-startup-that-just-embarrassed-the-entire-agent-race":70},{"data":4},[5,37,57,64],{"name":6,"slug":7,"categories":8},"Productivity","productivity",[9,13,17,21,25,29,33],{"id":10,"title":11,"slug":12},17,"Branding","branding",{"id":14,"title":15,"slug":16},19,"Marketing","marketing",{"id":18,"title":19,"slug":20},20,"Work","work",{"id":22,"title":23,"slug":24},34,"Community","community",{"id":26,"title":27,"slug":28},21,"For newbies","for-newbies",{"id":30,"title":31,"slug":32},24,"Investment","investment",{"id":34,"title":35,"slug":36},22,"Finance","finance",{"name":38,"slug":39,"categories":40},"Tech","tech",[41,45,49,53],{"id":42,"title":43,"slug":44},28,"Technology","technology",{"id":46,"title":47,"slug":48},32,"Artificial Intelligence","artificial-intelligence",{"id":50,"title":51,"slug":52},26,"Security and protection","security-and-protection",{"id":54,"title":55,"slug":56},31,"YouTube Blog","youtube-blog",{"name":58,"slug":59,"categories":60},"News","news",[61],{"id":62,"title":58,"slug":63},18,"quasanews",{"name":65,"slug":66,"categories":67},"Business","business",[68],{"id":69,"title":65,"slug":66},16,{"post":71,"published_news":97,"popular_news":164,"categories":235},{"title":72,"description":73,"meta_title":72,"meta_description":74,"meta_keywords":75,"text":76,"slug":77,"created_at":78,"publish_at":79,"formatted_created_at":80,"category_id":10,"links":81,"view_type":86,"video_url":87,"views":88,"likes":89,"lang":90,"comments_count":89,"category":91},"The Quiet Startup That Just Embarrassed the Entire Agent Race","Sometimes the future doesn’t come from the places that spent the most money screaming about it. Sometimes it arrives quietly, with a bland corporate name and a score on a leaderboard that makes the giants choke on their own marketing slides.Welcome to the post-LLM agent era. It just started, and it already has a new king.","A virtually unknown team operating under the plain-vanilla name OpenAGI dropped a bomb this week: their model Lux has taken the crown on Online-Mind2Web","Welcome to the post-LLM agent era. It just started, and it already has a new king.","\u003Cp>A virtually unknown team operating under the plain-vanilla name \u003Ca href=\"https://www.agiopen.org/\">OpenAGI\u003C/a> dropped a bomb this week: their model Lux has taken the crown on Online-Mind2Web, the toughest public benchmark for fully autonomous computer-using agents, and it didn’t just win; it demolished the leaderboard.\u003C/p>\n\n\u003Cp>Where Claude 3.5 Sonnet + Computer Use scored 41.2 %, GPT-4o with tools hit 38.7 %, and even the previous open-source champion barely cracked 34 %, Lux posted 64.8 % on the same test, a gap so large it looks like a typo.\u003C/p>\n\n\u003Cp>\u003Cpicture class=\"image-align-left\">\u003Csource srcset=\"https://cdn.quasa.io/photos/00/image-2025-12-02t095911477.webp\" type=\"image/webp\">\u003Cimg alt=\"The Quiet Startup That Just Embarrassed the Entire Agent Race\" class=\"image-align-left\" height=\"447\" src=\"https://cdn.quasa.io/photos/00/image-2025-12-02t095911477.jpg\" width=\"300\" />\u003C/picture>The reason is brutally simple and, in hindsight, obvious: almost everyone else is still bolting “computer-use” capabilities onto language models that were trained for one thing only: predicting the next word. OpenAGI threw that architecture away.\u003C/p>\n\n\u003Cp>Lux was never asked to write beautiful prose. From day one it was trained end-to-end to output actions: mouse movements, clicks, keystrokes, and application commands. The training diet consisted of millions of real desktop screenshots paired with the exact sequence of low-level actions that followed.\u003C/p>\n\n\u003Cp>No intermediate text, no chain-of-thought, no “let me plan in natural language first.” Just perception → action, exactly like a human who has used computers for years learns to do without narrating every click to themselves.\u003C/p>\n\n\u003Cp>The payoff is an agent that isn’t limited to the browser sandbox most competitors live in. Lux can take over your entire machine: open Slack and send a message, switch to Excel and build a pivot table, jump to Photoshop and crop an image, then go back to Chrome and upload the result; all in one unbroken flow, using the same native APIs and accessibility layers you do.\u003C/p>\n\n\u003Cp>No special plugins, no remote browser instance, no “sorry, I can only control Chrome” excuses.\u003C/p>\n\n\u003Cp>\u003Cstrong>The model ships in three flavors that read like a manifesto:\u003C/strong>\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Cstrong>Tasker:\u003C/strong> fire-and-forget mode. You type “book me the cheapest flight from Berlin to Lisbon next Friday, under 200 €, window seat” and walk away.  \u003C/li>\n\t\u003Cli>\u003Cstrong>Actor:\u003C/strong> streaming low-latency actions for real-time co-piloting (think pair-programming with an AI that actually moves the cursor).  \u003C/li>\n\t\u003Cli>\u003Cstrong>Thinker\u003C/strong>: slower, multi-step planning mode for the gnarliest enterprise workflows.\u003C/li>\n\u003C/ul>\n\n\u003Cp>\u003Cpicture class=\"image-align-right\">\u003Csource srcset=\"https://cdn.quasa.io/photos/00/image-2025-12-02t095912443.webp\" type=\"image/webp\">\u003Cimg alt=\"The Quiet Startup That Just Embarrassed the Entire Agent Race\" class=\"image-align-right\" height=\"447\" src=\"https://cdn.quasa.io/photos/00/image-2025-12-02t095912443.jpg\" width=\"300\" />\u003C/picture>The website is full of the usual revolutionary rhetoric (“first true general computer-use foundation model,” “paradigm shift,” “end of prompt engineering,” etc.), but this time the benchmark score does the shouting for them. When an essentially anonymous team leapfrogs every billion-dollar lab by 50–80 % on the hardest public gauge, the hype writes itself.\u003C/p>\n\n\u003Cp>OpenAGI is wasting no time. They immediately open-sourced the inference code, dropped developer-friendly SDKs in Python and TypeScript, and shipped a ready-to-embed UX component kit so any app can add a “Lux inside” bar in days instead of months. The message is clear: don’t wait for the big labs to catch up; ship with Lux today.\u003C/p>\n\n\u003Cp>Of course, one benchmark does not make a revolution. Online-Mind2Web is tough, but it is still one benchmark. Real-world enterprise messiness; legacy Windows apps, VPNs, Citrix sessions, two-factor pop-ups, and capricious intranet portals; remains the ultimate judge. Independent reproductions and large-scale third-party evaluations are still pending.\u003C/p>\n\n\u003Cp>Yet the signal is unmistakable. For two years the entire industry has been grafting shaky tool-calling layers onto language models and calling the result “agents.” Lux just showed that if you optimize for actions instead of words from the very first token, the performance gap isn’t incremental; it’s an order of magnitude.\u003C/p>\n\n\u003Cp>The big labs will, of course, pivot. They have the compute and the data to train their own action-native models. But for the next six to twelve months at least, a tiny startup that barely anyone had heard of last week now owns the state-of-the-art in general computer control.\u003C/p>\n\n\u003Cp>Also read:\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/real-world-token-utility-how-quasa-connects-projects-users-and-qua\">Real-World Token Utility: How Quasa Connects Projects, Users, and QUA\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/the-essence-and-mechanics-of-quasa-rewards\">The Essence and Mechanics of QUASA Rewards\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/dwarf-statues-market-square-magic-and-craft-beer-wroclaw-is-europe-s-most-underrated-stag-do-secret-for-2026\">Dwarf Statues, Market Square Magic and Craft Beer – Wroclaw Is Europe's Most Underrated Stag Do Secret for 2026\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/best-cryptocurrencies-backed-by-precious-metals\">Best Cryptocurrencies Backed by Precious Metals\u003C/a>\u003C/li>\n\u003C/ul>\n\n\u003Cp>Sometimes the future doesn’t come from the places that spent the most money screaming about it. Sometimes it arrives quietly, with a bland corporate name and a score on a leaderboard that makes the giants choke on their own marketing slides.\u003C/p>\n\n\u003Cp>Welcome to the post-LLM agent era. It just started, and it already has a new king.\u003C/p>\n\n\u003Cp>Author: \u003Ca href=\"https://www.linkedin.com/in/slava-vasipenok/\">Slava Vasipenok\u003C/a>\u003Cbr />\nFounder and CEO of QUASA (quasa.io) — the world's first remote work platform with payments in cryptocurrency.\u003C/p>\n\n\u003Cp>Innovative entrepreneur with over 20 years of experience in IT, fintech, and blockchain. Specializes in decentralized solutions for freelancing, helping to overcome the barriers of traditional finance, especially in developing regions.\u003C/p>","the-quiet-startup-that-just-embarrassed-the-entire-agent-race","2025-12-02T09:00:22.000000Z","2025-12-12T09:54:00.000000Z","12.12.2025",{"image":82,"image_webp":83,"thumb":84,"thumb_webp":85},"https://cdn.quasa.io/images/news/6aaH7gtW0muPjMLMeGS7knMezi334JMoY9RI5ooY.jpg","https://cdn.quasa.io/images/news/6aaH7gtW0muPjMLMeGS7knMezi334JMoY9RI5ooY.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/6aaH7gtW0muPjMLMeGS7knMezi334JMoY9RI5ooY.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/6aaH7gtW0muPjMLMeGS7knMezi334JMoY9RI5ooY.webp","small",null,1208,0,"en",{"id":10,"title":11,"slug":12,"meta_title":92,"meta_description":93,"meta_keywords":94,"deleted_at":87,"created_at":95,"updated_at":96,"lang":90},"Branding Growth Hacks: AI Logos, Personal Brand & Strategy | QUASA","Our attention is everything! How to build a successful brand. Leadership experience and understanding. Exclusive interviews.","Branding, brand, marketing, design, identity, startup","2021-08-06T16:45:50.000000Z","2026-04-22T15:17:27.000000Z",[98,113,126,138,151],{"title":99,"description":100,"slug":101,"created_at":102,"publish_at":103,"formatted_created_at":104,"category":105,"links":106,"view_type":86,"video_url":87,"views":111,"likes":89,"lang":90,"comments_count":89,"is_pinned":112},"Death Tech in China: Family Creates AI Clone of Deceased Son to Protect Elderly Mother with Heart Condition","In a poignant and increasingly common example of “death tech” in China, a family has turned to artificial intelligence to shield an 80-year-old woman from the devastating news of her only son’s death.","death-tech-in-china-family-creates-ai-clone-of-deceased-son-to-protect-elderly-mother-with-heart-condition","2026-04-22T08:14:27.000000Z","2026-04-25T11:07:00.000000Z","25.04.2026",{"title":43,"slug":44},{"image":107,"image_webp":108,"thumb":109,"thumb_webp":110},"https://cdn.quasa.io/images/news/eCGL1N69PAahxTbJqNJH7pcF8DfWS4DsVRHmZ7pC.jpg","https://cdn.quasa.io/images/news/eCGL1N69PAahxTbJqNJH7pcF8DfWS4DsVRHmZ7pC.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/eCGL1N69PAahxTbJqNJH7pcF8DfWS4DsVRHmZ7pC.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/eCGL1N69PAahxTbJqNJH7pcF8DfWS4DsVRHmZ7pC.webp",72,false,{"title":114,"description":115,"slug":116,"created_at":117,"publish_at":118,"formatted_created_at":104,"category":119,"links":120,"view_type":86,"video_url":87,"views":125,"likes":89,"lang":90,"comments_count":89,"is_pinned":112},"The $500,000 Corporate Retreat from Hell: Plex’s Survivor Trip in Honduras Nearly Killed the Team","The $500,000 Corporate Retreat from Hell: How Plex’s “Survivor”-Themed Trip in Honduras Nearly Killed the Team (But Actually Bonded Them Forever)","the-500-000-corporate-retreat-from-hell-plex-s-survivor-trip-in-honduras-nearly-killed-the-team","2026-04-22T08:03:20.000000Z","2026-04-25T09:52:00.000000Z",{"title":27,"slug":28},{"image":121,"image_webp":122,"thumb":123,"thumb_webp":124},"https://cdn.quasa.io/images/news/gKi9YgxnNHSmqlIlVIvtCakxglLHMQjfc5Spi8ct.jpg","https://cdn.quasa.io/images/news/gKi9YgxnNHSmqlIlVIvtCakxglLHMQjfc5Spi8ct.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/gKi9YgxnNHSmqlIlVIvtCakxglLHMQjfc5Spi8ct.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/gKi9YgxnNHSmqlIlVIvtCakxglLHMQjfc5Spi8ct.webp",76,{"title":127,"description":128,"slug":129,"created_at":130,"publish_at":130,"formatted_created_at":104,"category":131,"links":132,"view_type":86,"video_url":87,"views":137,"likes":89,"lang":90,"comments_count":89,"is_pinned":112},"Inside the Solana Trading Bot Arms Race: Who Wins When Everyone Has the Same Speed?","There is a war happening on Solana right now, and most people watching the charts have no idea how it works. Every time a new memecoin launches on Pump.fun or liquidity gets added to a Raydium pool, dozens of automated bots compete to be the first buyer. The winner gets in at the lowest price. Everyone else pays more — sometimes dramatically more. The entire battle unfolds in under two seconds.","inside-the-solana-trading-bot-arms-race-who-wins-when-everyone-has-the-same-speed","2026-04-25T07:20:56.000000Z",{"title":58,"slug":63},{"image":133,"image_webp":134,"thumb":135,"thumb_webp":136},"https://cdn.quasa.io/images/news/L0T5zVXenp3SBYYimb8xU7vktCyCG6QUp1VtjZuu.jpg","https://cdn.quasa.io/images/news/L0T5zVXenp3SBYYimb8xU7vktCyCG6QUp1VtjZuu.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/L0T5zVXenp3SBYYimb8xU7vktCyCG6QUp1VtjZuu.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/L0T5zVXenp3SBYYimb8xU7vktCyCG6QUp1VtjZuu.webp",88,{"title":139,"description":140,"slug":141,"created_at":142,"publish_at":143,"formatted_created_at":104,"category":144,"links":145,"view_type":86,"video_url":87,"views":150,"likes":89,"lang":90,"comments_count":89,"is_pinned":112},"AI Office Warfare in China: Employees Train AI to Replace Colleagues — Then Fight Back with Sabotage Tools","In Chinese tech companies, a quiet but ruthless corporate war has broken out — and artificial intelligence has become the ultimate weapon in office politics.","ai-office-warfare-in-china-employees-train-ai-to-replace-colleagues-then-fight-back-with-sabotage-tools","2026-04-22T07:22:47.000000Z","2026-04-25T06:14:00.000000Z",{"title":19,"slug":20},{"image":146,"image_webp":147,"thumb":148,"thumb_webp":149},"https://cdn.quasa.io/images/news/4J5ItzmfW5ilMKxjISYPE0jQlZLKjVIPRF6i1a7j.jpg","https://cdn.quasa.io/images/news/4J5ItzmfW5ilMKxjISYPE0jQlZLKjVIPRF6i1a7j.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/4J5ItzmfW5ilMKxjISYPE0jQlZLKjVIPRF6i1a7j.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/4J5ItzmfW5ilMKxjISYPE0jQlZLKjVIPRF6i1a7j.webp",96,{"title":152,"description":153,"slug":154,"created_at":155,"publish_at":156,"formatted_created_at":104,"category":157,"links":158,"view_type":86,"video_url":87,"views":163,"likes":89,"lang":90,"comments_count":89,"is_pinned":112},"China Just Gamified School with Digital Pets — And Kids Are Begging for More Homework","China has gamified school with digital pets — and students are loving it.In a creative twist on traditional classroom motivation, a teacher in eastern China has turned homework and good behavior into a real-life Tamagotchi experience. Instead of nagging students to study, she lets them care for virtual companions that thrive only when the kids do their work.","china-just-gamified-school-with-digital-pets-and-kids-are-begging-for-more-homework","2026-04-22T07:09:46.000000Z","2026-04-25T03:58:00.000000Z",{"title":58,"slug":63},{"image":159,"image_webp":160,"thumb":161,"thumb_webp":162},"https://cdn.quasa.io/images/news/ioOYG0viQEqmDoy0nmvij8rQLYtfYSoykKqXZYE3.jpg","https://cdn.quasa.io/images/news/ioOYG0viQEqmDoy0nmvij8rQLYtfYSoykKqXZYE3.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/ioOYG0viQEqmDoy0nmvij8rQLYtfYSoykKqXZYE3.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/ioOYG0viQEqmDoy0nmvij8rQLYtfYSoykKqXZYE3.webp",104,[165,178,194,206,221],{"title":166,"description":167,"slug":168,"created_at":169,"publish_at":170,"formatted_created_at":171,"category":172,"links":173,"view_type":86,"video_url":87,"views":176,"likes":177,"lang":90,"comments_count":89,"is_pinned":112},"The Anatomy of an Entrepreneur","Entrepreneur is a French word that means an enterpriser. Enterprisers are people who undertake a business or enterprise with the chance of earning profits or suffering from loss.","the-anatomy-of-an-entrepreneur","2021-08-04T15:18:21.000000Z","2025-12-14T06:09:00.000000Z","14.12.2025",{"title":65,"slug":66},{"image":174,"image_webp":87,"thumb":175,"thumb_webp":175},"https://cdn.quasa.io/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp",71626,2,{"title":179,"description":180,"slug":181,"created_at":182,"publish_at":183,"formatted_created_at":184,"category":185,"links":186,"view_type":191,"video_url":87,"views":192,"likes":193,"lang":90,"comments_count":89,"is_pinned":112},"Advertising on QUASA","QUASA MEDIA is read by more than 400 thousand people a month. We offer to place your article, add a link or order the writing of an article for publication.","advertising-on-quasa","2022-07-06T07:33:02.000000Z","2025-12-15T17:33:02.000000Z","15.12.2025",{"title":58,"slug":63},{"image":187,"image_webp":188,"thumb":189,"thumb_webp":190},"https://cdn.quasa.io/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://cdn.quasa.io/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.webp","large",71405,4,{"title":195,"description":196,"slug":197,"created_at":198,"publish_at":199,"formatted_created_at":200,"category":201,"links":202,"view_type":86,"video_url":87,"views":205,"likes":193,"lang":90,"comments_count":89,"is_pinned":112},"What is a Startup?","A startup is not a new company, not a tech company, nor a new tech company. You can be a new tech company, if your goal is not to grow high and fast; then, you are not a startup. ","what-is-a-startup","2021-08-04T12:05:17.000000Z","2025-12-17T13:02:00.000000Z","17.12.2025",{"title":65,"slug":66},{"image":203,"image_webp":87,"thumb":204,"thumb_webp":204},"https://cdn.quasa.io/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp",69011,{"title":207,"description":208,"slug":209,"created_at":210,"publish_at":211,"formatted_created_at":212,"category":213,"links":214,"view_type":86,"video_url":87,"views":219,"likes":177,"lang":90,"comments_count":220,"is_pinned":112},"Top 5 Tips to Make More Money as a Content Creator","Content creators are one of the most desired job titles right now. Who wouldn’t want to earn a living online?","top-5-tips-to-make-more-money-as-a-content-creator","2022-01-17T17:31:51.000000Z","2026-01-17T11:30:00.000000Z","17.01.2026",{"title":19,"slug":20},{"image":215,"image_webp":216,"thumb":217,"thumb_webp":218},"https://cdn.quasa.io/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg","https://cdn.quasa.io/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.webp",42935,1,{"title":222,"description":223,"slug":224,"created_at":225,"publish_at":226,"formatted_created_at":227,"category":228,"links":229,"view_type":191,"video_url":87,"views":234,"likes":177,"lang":90,"comments_count":89,"is_pinned":112},"8 Logo Design Tips for Small Businesses","Your logo tells the story of your business and the values you stand for.","8-logo-design-tips-for-small-businesses","2021-12-04T21:59:52.000000Z","2025-05-05T03:30:00.000000Z","05.05.2025",{"title":15,"slug":16},{"image":230,"image_webp":231,"thumb":232,"thumb_webp":233},"https://cdn.quasa.io/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg","https://cdn.quasa.io/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.webp",41963,[236,237,238,239,240,241,242,243,244,245,246,247,248],{"title":23,"slug":24},{"title":47,"slug":48},{"title":55,"slug":56},{"title":43,"slug":44},{"title":51,"slug":52},{"title":31,"slug":32},{"title":35,"slug":36},{"title":27,"slug":28},{"title":19,"slug":20},{"title":15,"slug":16},{"title":58,"slug":63},{"title":11,"slug":12},{"title":65,"slug":66}]