[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-lm-arena-s-no-1-model-may-not-be-best-for-your-task-read-the-rank-spread":45,"article-ads":214},{"data":4},[5,32,39],{"name":6,"slug":7,"categories":8},"Technology","tech",[9,12,16,20,24,28],{"id":10,"title":6,"slug":11},28,"technology",{"id":13,"title":14,"slug":15},37,"Creator Economy","creator-economy",{"id":17,"title":18,"slug":19},20,"Work","work",{"id":21,"title":22,"slug":23},22,"Finance","finance",{"id":25,"title":26,"slug":27},31,"YouTube Blog","youtube-blog",{"id":29,"title":30,"slug":31},21,"For newbies","for-newbies",{"name":33,"slug":34,"categories":35},"News","news",[36],{"id":37,"title":33,"slug":38},18,"quasanews",{"name":40,"slug":41,"categories":42},"Business","business",[43],{"id":44,"title":40,"slug":41},16,{"post":46,"published_news":75,"popular_news":129,"categories":205},{"title":47,"description":48,"meta_title":49,"meta_description":50,"meta_keywords":51,"text":52,"slug":53,"created_at":54,"publish_at":55,"first_published_at":55,"updated_at":54,"formatted_created_at":56,"category_id":10,"links":57,"view_type":62,"video_url":63,"views":64,"likes":65,"lang":66,"comments_count":65,"is_indexable":67,"response_status":63,"category":68,"translations":74},"LM Arena’s No. 1 Model May Not Be Best for Your Task—Read the Rank Spread","LM Arena is reliable for identifying strong model candidates, not choosing a universal winner. Rank spread, prompt slices and workload tests reveal whether the leader fits your task.","LM Arena Rankings: Why No. 1 Is Not a Universal Winner","Use LM Arena to shortlist models, then check rank spread, prompt slices and production evaluations before choosing a winner for your workload.","LM Arena rankings, leaderboard reliability, rank spread, pairwise voting, prompt slices, model evaluation, task-specific benchmarks","\u003Cp>LM Arena is reliable enough to build a shortlist, but its overall leader is not automatically the best model for a specific workload. The ranking estimates aggregate human preference within Arena’s comparisons; it does not establish universal superiority in coding, mathematics, structured extraction or production reliability.\u003C/p>\u003Cp>Read the raw rank together with the rank spread, then compare slices that resemble your workload. If the leading candidates remain statistically close or change order across slices, the leaderboard has narrowed the field—not completed the buying decision.\u003C/p>\u003Ch2>How pairwise votes become leaderboard positions\u003C/h2>\u003Cp>In an Arena battle, a user submits a prompt, receives two anonymous responses and chooses a preferred answer or a tie. These outcomes form pairwise evidence: each comparison says which response the voter preferred in that encounter, not how either model performed against an absolute standard.\u003C/p>\u003Cp>A Bradley–Terry model fits those outcomes to estimate a relative score for every model. Sorting the fitted scores produces the raw ranking, so the first row is the highest point estimate within that model pool and set of comparisons. It is not a percentage score, and the distance between ordinal positions alone does not show how confidently two models are separated.\u003C/p>\u003Cp>The anonymity helps reduce direct brand bias, but it does not make the voters, prompts or preferences representative of every deployment. A model can win because people prefer its helpfulness, tone or presentation even when a buyer’s decisive criterion is schema compliance, repository-level correctness or verified factual support.\u003C/p>\u003Ch2>Rank spread shows whether No. 1 is clearly ahead\u003C/h2>\u003Cp>A raw ranking assigns each model a unique position even when nearby score estimates are uncertain. Arena’s \u003Ca href=\"https://arena.ai/blog/ranking-method\" target=\"_blank\" rel=\"nofollow noopener\">official definition of rank spread\u003C/a> explains why a No. 1 model may not be clearly separated: the spread gives the best and worst positions implied by comparisons among models’ confidence intervals, and overlapping spreads are treated as ties.\u003C/p>\u003Cp>Consider a hypothetical leaderboard in which Model A has raw rank 1 with a spread of 1–4, while Model B has raw rank 2 with a spread of 1–3. Model A remains the leading point estimate, but both are contenders for the top position under Arena’s uncertainty convention. Eliminating B solely because it appears on the second row would claim more precision than the ranking supports.\u003C/p>\u003Cp>The spread has a limited scope. It describes uncertainty around the fitted Arena ordering, not uncertainty about latency, factual accuracy, tool use or success on a buyer’s own tasks. A narrow spread can make the preference estimate precise while the underlying prompt population remains poorly matched to the intended workload.\u003C/p>\u003Ch2>Why the order changes across prompt slices\u003C/h2>\u003Cp>An aggregate leaderboard inherits the mixture of prompts and preferences in its data. Splitting that mixture by topic or task can change the ordering because models do not have uniform strengths and users do not assign the same importance to every kind of response.\u003C/p>\u003Cp>A \u003Ca href=\"https://arxiv.org/abs/2604.21769\" target=\"_blank\" rel=\"nofollow noopener\">study of LM Arena preference heterogeneity\u003C/a> found that the dataset was skewed toward particular topics and that rankings varied across prompt slices. Its interactive approach allowed users to select and weight slices, demonstrating how a single aggregate score can conceal priorities specific to a person or organization.\u003C/p>\u003Cp>Overall therefore answers a bounded question: which responses were preferred across the observed mixture. A coding-oriented slice narrows that question to coding-related comparisons, while a style-controlled fit adjusts for selected presentation features. Neither necessarily reproduces a company’s languages, context lengths, tools, repositories or consequences of failure.\u003C/p>\u003Ch2>A hypothetical choice across Overall, Coding and style\u003C/h2>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/images/news/w04bHpOEn5ANNf2W1YxykCg0I6jo8BMeO7Vrbuaa.webp\" type=\"image/webp\">\u003Cimg class=\"image-align-left\" src=\"https://cdn.quasa.io/images/news/w04bHpOEn5ANNf2W1YxykCg0I6jo8BMeO7Vrbuaa.jpg\" alt=\"Two models shortlisted through LM Arena complete the same repository repair, with task-specific tests determining which candidate succeeds.\" width=\"420\">\u003C/picture>\u003Cp>Suppose a team is choosing a model for an IDE assistant. Model A leads Overall, Model B is close behind and their rank spreads overlap. That result supports keeping both candidates; it does not justify purchasing A before examining task-aligned evidence.\u003C/p>\u003Cp>Now suppose B moves above A in a coding-oriented slice. The change is more relevant to the intended workload than the Overall order, but it still reflects coding comparisons conducted within Arena rather than successful edits to the team’s repositories. B gains a stronger reason to advance, not proof that it will be the production winner.\u003C/p>\u003Cp>If A then falls behind B under style control, presentation-related preferences may have contributed to A’s aggregate advantage. That interpretation matters when correct patches and passing tests outweigh polished exposition. For a customer-facing writing system, however, presentation may be part of the required outcome rather than a bias to remove.\u003C/p>\u003Cp>The defensible result is a shortlist of A and B, accompanied by an explanation of why each survived. Model C might remain relevant if it offers a necessary operational advantage, but averaging its Overall, Coding and style ranks into a new score would not solve the mismatch between ordinal positions and production requirements.\u003C/p>\u003Ch2>What Arena cannot decide for a production workload\u003C/h2>\u003Cp>Arena is strongest when the buying question resembles its evaluation: which of two visible responses people prefer for a submitted prompt. An \u003Ca href=\"https://www.toolcenter.ai/en/articles/lmarena-review-2026\" target=\"_blank\" rel=\"nofollow noopener\">independent review of the leaderboard\u003C/a> characterizes Overall as conversation-oriented and warns that its Coding and Math views are useful filters rather than substitutes for repository-level coding or rigorous mathematical evaluation.\u003C/p>\u003Cp>Validate the finalists with held-out, production-like inputs and criteria tied to the actual failure cost. Depending on the workload, those criteria may include tests passed, factual support, valid structured output, successful tool calls, qualified human acceptance, latency and cost.\u003C/p>\u003Cul>\u003Cli>Define the real task mix, languages, input sizes, required formats and unacceptable failures.\u003C/li>\u003Cli>Retain candidates whose rank spreads overlap instead of forcing a winner from the raw order.\u003C/li>\u003Cli>Use relevant slices to refine the shortlist, while recording where their prompt conditions differ from production.\u003C/li>\u003Cli>Evaluate the exact deployable model versions on representative inputs and operational constraints.\u003C/li>\u003Cli>Choose from task-level results; use Arena position as supporting evidence, not the final verdict.\u003C/li>\u003C/ul>\u003Cp>LM Arena’s leader is the best aggregate estimate within its observed preference data. Rank spread shows whether that lead is statistically distinct, slices show whether it survives a change in priorities, and workload evaluation determines whether it matters in production.\u003C/p>\n\n\u003Cp>Also read:\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"/media/claude-fable-5-leads-lm-arena-text-leaderboard-in-july-10-2026-snapshot\">Claude-Fable-5 Leads LM Arena Text Leaderboard in July 10 2026 Snapshot\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"/media/ai-agents-for-business-not-demos-how-selleo-approaches-agent-development\">AI Agents for Business, Not Demos: How Selleo Approaches Agent Development\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"/media/humanoid-robot-battles-become-reality-in-china-mecha-fighting-arena-competition-kicks-off-in-hangzhou\">Humanoid Robot Battles Become Reality in China: Mecha Fighting Arena Competition Kicks Off in Hangzhou\u003C/a>\u003C/li>\n\u003C/ul>","lm-arena-s-no-1-model-may-not-be-best-for-your-task-read-the-rank-spread","2026-08-09T11:16:11.000000Z","2026-08-12T19:00:00.000000Z","12.08.2026",{"image":58,"image_webp":59,"thumb":60,"thumb_webp":61},"https://cdn.quasa.io/images/news/sp0b7pKvFAKd8AU2Z4NQYCfRcBa2cJ0gihdwMTY8.jpg","https://cdn.quasa.io/images/news/sp0b7pKvFAKd8AU2Z4NQYCfRcBa2cJ0gihdwMTY8.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/sp0b7pKvFAKd8AU2Z4NQYCfRcBa2cJ0gihdwMTY8.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/sp0b7pKvFAKd8AU2Z4NQYCfRcBa2cJ0gihdwMTY8.webp","large",null,3,0,"en",true,{"id":10,"title":6,"slug":11,"meta_title":69,"meta_description":70,"meta_keywords":71,"show_on_homepage":67,"deleted_at":63,"created_at":72,"updated_at":73,"lang":66},"Discover the latest in AI, cybersecurity, research, and tech innovations. Fresh news, analysis, and breakthroughs from 2026 on QUASA Media","New technologies, discoveries, research, cybersecurity, inventions and releases from technology companies worldwide.","technology, discoveries, research, cybersecurity, inventions","2023-03-23T08:15:32.000000Z","2026-07-21T19:29:29.000000Z",[],[76,89,102,105,117],{"title":77,"description":78,"slug":79,"created_at":80,"publish_at":81,"first_published_at":81,"updated_at":80,"formatted_created_at":56,"category":82,"links":83,"view_type":62,"video_url":63,"views":65,"likes":65,"lang":66,"comments_count":65,"is_pinned":88},"Character.AI Chats Feel Private—Its Policy Still Treats Them as Platform Data","Character.AI chats are collected platform content, not user-only confidential records. The service may use, retain and disclose data even when a conversation is not public.","character-ai-chats-feel-private-its-policy-still-treats-them-as-platform-data","2026-08-09T11:16:12.000000Z","2026-08-12T21:00:00.000000Z",{"title":6,"slug":11},{"image":84,"image_webp":85,"thumb":86,"thumb_webp":87},"https://cdn.quasa.io/images/news/VqLNlxL9e24v3NxgJMhl0SCOqE3vnnU1Vwnb54NO.jpg","https://cdn.quasa.io/images/news/VqLNlxL9e24v3NxgJMhl0SCOqE3vnnU1Vwnb54NO.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/VqLNlxL9e24v3NxgJMhl0SCOqE3vnnU1Vwnb54NO.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/VqLNlxL9e24v3NxgJMhl0SCOqE3vnnU1Vwnb54NO.webp",false,{"title":90,"description":91,"slug":92,"created_at":93,"publish_at":93,"first_published_at":93,"updated_at":93,"formatted_created_at":56,"category":94,"links":95,"view_type":100,"video_url":63,"views":101,"likes":65,"lang":66,"comments_count":65,"is_pinned":88},"Airbrush vs Canva: Which Object Remover Is Better for Quick Photo Cleanup?","For quick photo cleanup, Airbrush is the better choice.\nIts advantage is not simply that it can remove an unwanted object.","airbrush-vs-canva-which-object-remover-is-better-for-quick-photo-cleanup","2026-08-12T19:28:55.000000Z",{"title":6,"slug":11},{"image":96,"image_webp":97,"thumb":98,"thumb_webp":99},"https://cdn.quasa.io/images/news/liJZZALnfgsTKGA7VepdZVHuVij5XhcUpWUQRrg9.jpg","https://cdn.quasa.io/images/news/liJZZALnfgsTKGA7VepdZVHuVij5XhcUpWUQRrg9.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/liJZZALnfgsTKGA7VepdZVHuVij5XhcUpWUQRrg9.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/liJZZALnfgsTKGA7VepdZVHuVij5XhcUpWUQRrg9.webp","small",4,{"title":47,"description":48,"slug":53,"created_at":54,"publish_at":55,"first_published_at":55,"updated_at":54,"formatted_created_at":56,"category":103,"links":104,"view_type":62,"video_url":63,"views":64,"likes":65,"lang":66,"comments_count":65,"is_pinned":88},{"title":6,"slug":11},{"image":58,"image_webp":59,"thumb":60,"thumb_webp":61},{"title":106,"description":107,"slug":108,"created_at":109,"publish_at":109,"first_published_at":109,"updated_at":109,"formatted_created_at":56,"category":110,"links":111,"view_type":100,"video_url":63,"views":116,"likes":65,"lang":66,"comments_count":65,"is_pinned":88},"AI in Shopify: How Smart Automation is Transforming eCommerce Operations","An experienced ecommerce development agency can help businesses evaluate where AI fits into their existing technology stack, identify integration requirements, and build workflows around actual business needs rather than adding AI simply because it is trending.","ai-in-shopify-how-smart-automation-is-transforming-ecommerce-operations","2026-08-12T17:57:39.000000Z",{"title":14,"slug":15},{"image":112,"image_webp":113,"thumb":114,"thumb_webp":115},"https://cdn.quasa.io/images/news/ook1fmIEFAkcVWim16CoyxldSGJqDcMu7mKS4Jao.jpg","https://cdn.quasa.io/images/news/ook1fmIEFAkcVWim16CoyxldSGJqDcMu7mKS4Jao.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/ook1fmIEFAkcVWim16CoyxldSGJqDcMu7mKS4Jao.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/ook1fmIEFAkcVWim16CoyxldSGJqDcMu7mKS4Jao.webp",10,{"title":118,"description":119,"slug":120,"created_at":121,"publish_at":122,"first_published_at":122,"updated_at":121,"formatted_created_at":56,"category":123,"links":124,"view_type":62,"video_url":63,"views":101,"likes":65,"lang":66,"comments_count":65,"is_pinned":88},"Hugging Face Spaces Leaked 11,557 Keys—Git History Is the Hidden Trap","A study of public Hugging Face Spaces found 11,557 unique keys exposed. Private Secrets prevent new leaks; revocation and Git-history cleanup contain an existing one.","hugging-face-spaces-leaked-11-557-keys-git-history-is-the-hidden-trap","2026-08-09T11:16:10.000000Z","2026-08-12T17:00:00.000000Z",{"title":14,"slug":15},{"image":125,"image_webp":126,"thumb":127,"thumb_webp":128},"https://cdn.quasa.io/images/news/wSUX0GFrqv0iHVfTKE5I6xf0J5ekZOIZjA70rmmU.jpg","https://cdn.quasa.io/images/news/wSUX0GFrqv0iHVfTKE5I6xf0J5ekZOIZjA70rmmU.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/wSUX0GFrqv0iHVfTKE5I6xf0J5ekZOIZjA70rmmU.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/wSUX0GFrqv0iHVfTKE5I6xf0J5ekZOIZjA70rmmU.webp",[130,146,159,175,190],{"title":131,"description":132,"slug":133,"created_at":134,"publish_at":135,"first_published_at":135,"updated_at":136,"formatted_created_at":137,"category":138,"links":139,"view_type":62,"video_url":63,"views":144,"likes":145,"lang":66,"comments_count":65,"is_pinned":88},"Advertising on QUASA","Quasa Media is part of the QUASA ecosystem, which drives more than 100,000 new customers to reputable brands every month.\nWe partner with businesses of all sizes to deliver highly targeted advertising that reaches motivated users across our platforms.","advertising-on-quasa","2022-07-06T07:33:02.000000Z","2026-05-15T14:33:02.000000Z","2026-08-12T06:32:03.000000Z","15.05.2026",{"title":33,"slug":38},{"image":140,"image_webp":141,"thumb":142,"thumb_webp":143},"https://cdn.quasa.io/images/news/W7eArlQV3VogkOkJhIxdXCkL0VjAIwKvxZ1AuyBU.jpg","https://cdn.quasa.io/images/news/W7eArlQV3VogkOkJhIxdXCkL0VjAIwKvxZ1AuyBU.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/W7eArlQV3VogkOkJhIxdXCkL0VjAIwKvxZ1AuyBU.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/W7eArlQV3VogkOkJhIxdXCkL0VjAIwKvxZ1AuyBU.webp",84817,42,{"title":147,"description":148,"slug":149,"created_at":150,"publish_at":151,"first_published_at":151,"updated_at":152,"formatted_created_at":153,"category":154,"links":155,"view_type":62,"video_url":63,"views":158,"likes":65,"lang":66,"comments_count":65,"is_pinned":88},"5 Things to Check When Choosing Commercial Fabrics for Upholstery","Commercial fabrics must be highly durable; they need to be exceptionally abrasion-resistant. I","5-things-to-check-when-choosing-commercial-fabrics-for-upholstery","2021-12-13T20:33:33.000000Z","2024-01-23T09:56:00.000000Z","2026-07-26T22:14:26.000000Z","23.01.2024",{"title":40,"slug":41},{"image":156,"image_webp":63,"thumb":157,"thumb_webp":157},"https://cdn.quasa.io/images/news/LkhtE7o5QGYAqJmbMi8hLmr1lvZ0OKn6r0qRlk52.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/LkhtE7o5QGYAqJmbMi8hLmr1lvZ0OKn6r0qRlk52.webp",55668,{"title":160,"description":161,"slug":162,"created_at":163,"publish_at":164,"first_published_at":164,"updated_at":165,"formatted_created_at":166,"category":167,"links":168,"view_type":100,"video_url":63,"views":173,"likes":101,"lang":66,"comments_count":174,"is_pinned":88},"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","2026-05-18T19:10:00.000000Z","2026-08-07T23:25:10.000000Z","18.05.2026",{"title":18,"slug":19},{"image":169,"image_webp":170,"thumb":171,"thumb_webp":172},"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",49952,1,{"title":176,"description":177,"slug":178,"created_at":179,"publish_at":180,"first_published_at":180,"updated_at":181,"formatted_created_at":182,"category":183,"links":184,"view_type":62,"video_url":63,"views":189,"likes":101,"lang":66,"comments_count":65,"is_pinned":88},"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","2026-08-12T02:03:19.000000Z","05.05.2025",{"title":14,"slug":15},{"image":185,"image_webp":186,"thumb":187,"thumb_webp":188},"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",48076,{"title":191,"description":192,"slug":193,"created_at":194,"publish_at":195,"first_published_at":195,"updated_at":196,"formatted_created_at":197,"category":198,"links":199,"view_type":62,"video_url":63,"views":204,"likes":64,"lang":66,"comments_count":65,"is_pinned":88},"Cyber Security – It’s Time You Protect You...","Subscribed to your new Spectrum Internet package today? Are you excited?","cyber-security-it-s-time-you-protect-you","2022-04-15T13:55:05.000000Z","2025-08-18T11:30:00.000000Z","2026-08-07T23:26:05.000000Z","18.08.2025",{"title":40,"slug":41},{"image":200,"image_webp":201,"thumb":202,"thumb_webp":203},"https://cdn.quasa.io/images/news/cuD3NzR7LD8bOePbMWlVJsNNW3oM7vDxha2hs6Zd.jpg","https://cdn.quasa.io/images/news/cuD3NzR7LD8bOePbMWlVJsNNW3oM7vDxha2hs6Zd.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/cuD3NzR7LD8bOePbMWlVJsNNW3oM7vDxha2hs6Zd.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/cuD3NzR7LD8bOePbMWlVJsNNW3oM7vDxha2hs6Zd.webp",31115,[206,207,208,209,210,211,212,213],{"title":14,"slug":15},{"title":26,"slug":27},{"title":6,"slug":11},{"title":22,"slug":23},{"title":30,"slug":31},{"title":18,"slug":19},{"title":33,"slug":38},{"title":40,"slug":41},{"data":215},[216,241,249,272,292,310],{"id":217,"order":65,"created_at":218,"expired_at":219,"news_id":220,"post":221},81,"2025-10-19T20:19:39.000000Z","2026-10-19 20:19:16",12864,{"id":220,"title":222,"description":223,"slug":224,"created_at":225,"publish_at":226,"formatted_created_at":227,"category":228,"links":234,"view_type":62,"video_url":63,"views":239,"likes":240,"lang":66,"comments_count":63},"Earning Money Through Website Surfing: A Simple Way to Make Cryptocurrency","Many believe that earning cryptocurrency online requires special skills or expensive equipment. However, this is far from the truth. Website surfing, or browsing websites for rewards, is an accessible way to earn money or cryptocurrency with just a computer or smartphone and an internet connection.One of the easiest methods to generate income in the digital space is through website surfing. The tasks involved are so simple that virtually anyone can participate, regardless of experience or technical expertise.In this article, we’ll introduce you to a platform where you can start earning money and cryptocurrency through website surfing: Quasa Rewards.","earning-money-through-website-surfing-a-simple-way-to-make-cryptocurrency","2025-09-26T10:51:12.000000Z","2025-12-11T10:51:12.000000Z","11.12.2025",{"id":37,"title":33,"slug":38,"meta_title":229,"meta_description":230,"meta_keywords":231,"show_on_homepage":67,"deleted_at":63,"created_at":232,"updated_at":233,"lang":66},"Technology, AI, Space and Robotics News | QUASA","Important technology, AI, space and robotics news from the US, Europe, China, India and the rest of the world.","technology news, AI news, space, robotics, technology companies","2021-08-09T19:09:44.000000Z","2026-07-16T20:17:45.000000Z",{"image":235,"image_webp":236,"thumb":237,"thumb_webp":238},"https://cdn.quasa.io/images/news/YSiJuxDAmWhSW9FRj9ySKpji0y7gn3H3M7GejA0x.jpg","https://cdn.quasa.io/images/news/YSiJuxDAmWhSW9FRj9ySKpji0y7gn3H3M7GejA0x.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/YSiJuxDAmWhSW9FRj9ySKpji0y7gn3H3M7GejA0x.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/YSiJuxDAmWhSW9FRj9ySKpji0y7gn3H3M7GejA0x.webp",9252,5,{"id":242,"order":65,"created_at":243,"expired_at":244,"news_id":245,"post":246},86,"2026-06-07T14:36:10.000000Z","2029-06-07 14:35:45",4545,{"id":245,"title":131,"description":132,"slug":133,"created_at":134,"publish_at":135,"formatted_created_at":137,"category":247,"links":248,"view_type":62,"video_url":63,"views":144,"likes":145,"lang":66,"comments_count":63},{"id":37,"title":33,"slug":38,"meta_title":229,"meta_description":230,"meta_keywords":231,"show_on_homepage":67,"deleted_at":63,"created_at":232,"updated_at":233,"lang":66},{"image":140,"image_webp":141,"thumb":142,"thumb_webp":143},{"id":250,"order":174,"created_at":251,"expired_at":252,"news_id":253,"post":254},92,"2026-06-07T15:05:49.000000Z","2033-06-07 15:05:26",13757,{"id":253,"title":255,"description":256,"slug":257,"created_at":258,"publish_at":259,"formatted_created_at":260,"category":261,"links":266,"view_type":100,"video_url":63,"views":271,"likes":64,"lang":66,"comments_count":63},"The State of Hybrid Freelance 2026: AI, Web3 and the Death of Traditional Work (Update June 2026)","New industry data from QUASA: How AI and Web3 are destroying traditional work in 2026. Download the full report.","report-2026","2026-02-02T08:38:20.000000Z","2026-07-04T15:26:00.000000Z","04.07.2026",{"id":17,"title":18,"slug":19,"meta_title":262,"meta_description":263,"meta_keywords":264,"show_on_homepage":88,"deleted_at":63,"created_at":265,"updated_at":233,"lang":66},"Remote Work, Freelancing and Careers | QUASA","Remote and hybrid work, freelancing, ways to earn, careers and labor-market changes around the world.","remote work, freelancing, earnings, hybrid work, careers","2021-09-03T20:21:41.000000Z",{"image":267,"image_webp":268,"thumb":269,"thumb_webp":270},"https://cdn.quasa.io/images/news/GD0ptwC1dSdOUluvqyI6Hkay9pmmzOQGaJPpn1ib.jpg","https://cdn.quasa.io/images/news/GD0ptwC1dSdOUluvqyI6Hkay9pmmzOQGaJPpn1ib.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/GD0ptwC1dSdOUluvqyI6Hkay9pmmzOQGaJPpn1ib.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/GD0ptwC1dSdOUluvqyI6Hkay9pmmzOQGaJPpn1ib.webp",7901,{"id":273,"order":274,"created_at":275,"expired_at":276,"news_id":277,"post":278},89,2,"2026-06-07T14:54:22.000000Z","2030-06-07 14:54:10",14533,{"id":277,"title":279,"description":280,"slug":281,"created_at":282,"publish_at":283,"formatted_created_at":284,"category":285,"links":286,"view_type":100,"video_url":63,"views":291,"likes":64,"lang":66,"comments_count":63},"Quasa Projects: The PPC Advertising Platform Powering the New Crypto Economy","The global PPC advertising market is more than 1,000 times larger than the old surfing niche — operating in the hundreds of billions of dollars.","quasa-projects-the-ppc-advertising-platform-powering-the-new-crypto-economy","2026-05-16T17:26:37.000000Z","2026-05-17T14:40:00.000000Z","17.05.2026",{"id":37,"title":33,"slug":38,"meta_title":229,"meta_description":230,"meta_keywords":231,"show_on_homepage":67,"deleted_at":63,"created_at":232,"updated_at":233,"lang":66},{"image":287,"image_webp":288,"thumb":289,"thumb_webp":290},"https://cdn.quasa.io/images/news/imwxgJ055ISr1tlKGDQLYBQFaE0ub84LDZnW3gvo.jpg","https://cdn.quasa.io/images/news/imwxgJ055ISr1tlKGDQLYBQFaE0ub84LDZnW3gvo.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/imwxgJ055ISr1tlKGDQLYBQFaE0ub84LDZnW3gvo.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/imwxgJ055ISr1tlKGDQLYBQFaE0ub84LDZnW3gvo.webp",6003,{"id":293,"order":64,"created_at":294,"expired_at":295,"news_id":296,"post":297},90,"2026-06-07T14:56:33.000000Z","2030-06-07 14:56:17",14531,{"id":296,"title":298,"description":299,"slug":300,"created_at":301,"publish_at":302,"formatted_created_at":284,"category":303,"links":304,"view_type":100,"video_url":63,"views":309,"likes":64,"lang":66,"comments_count":63},"Quasa Rewards: The World’s First and Only Crypto Platform for Earning by Surfing Websites","If you’re looking for the easiest and smartest way to start earning crypto online, Quasa Rewards is the clear choice.","quasa-rewards-the-world-s-first-and-only-crypto-platform-for-earning-by-surfing-websites","2026-05-16T16:17:13.000000Z","2026-05-17T14:01:00.000000Z",{"id":37,"title":33,"slug":38,"meta_title":229,"meta_description":230,"meta_keywords":231,"show_on_homepage":67,"deleted_at":63,"created_at":232,"updated_at":233,"lang":66},{"image":305,"image_webp":306,"thumb":307,"thumb_webp":308},"https://cdn.quasa.io/images/news/ES2wTuQRXXbpqrqE49nXtNegIQZi6ECYODo1Jpd9.jpg","https://cdn.quasa.io/images/news/ES2wTuQRXXbpqrqE49nXtNegIQZi6ECYODo1Jpd9.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/ES2wTuQRXXbpqrqE49nXtNegIQZi6ECYODo1Jpd9.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/ES2wTuQRXXbpqrqE49nXtNegIQZi6ECYODo1Jpd9.webp",1130,{"id":311,"order":64,"created_at":312,"expired_at":313,"news_id":296,"post":314},94,"2026-06-07T16:58:25.000000Z","2033-06-07 16:58:13",{"id":296,"title":298,"description":299,"slug":300,"created_at":301,"publish_at":302,"formatted_created_at":284,"category":315,"links":316,"view_type":100,"video_url":63,"views":309,"likes":64,"lang":66,"comments_count":63},{"id":37,"title":33,"slug":38,"meta_title":229,"meta_description":230,"meta_keywords":231,"show_on_homepage":67,"deleted_at":63,"created_at":232,"updated_at":233,"lang":66},{"image":305,"image_webp":306,"thumb":307,"thumb_webp":308}]