[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-martian-releases-largest-open-source-benchmark-for-ai-code-review-agents":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":96,"popular_news":163,"categories":234},{"title":72,"description":73,"meta_title":72,"meta_description":73,"meta_keywords":74,"text":75,"slug":76,"created_at":77,"publish_at":78,"formatted_created_at":79,"category_id":42,"links":80,"view_type":85,"video_url":86,"views":87,"likes":88,"lang":89,"comments_count":88,"category":90},"Martian Releases Largest Open-Source Benchmark for AI Code Review Agents","Martian, a leader in AI-driven code review tools, has launched Code Review Bench, touted as the largest benchmark for evaluating AI agents that review code.","As AI agents evolve, tools like Code Review Bench will be crucial in maintaining standards amid rapid innovation.","\u003Cp>Martian, a leader in AI-driven code review tools, has launched Code Review Bench, touted as the largest benchmark for evaluating AI agents that review code.\u003C/p>\n\n\u003Cp>\u003Cpicture class=\"image-align-right\">\u003Csource srcset=\"https://cdn.quasa.io/photos/00/image-2026-03-03t192110460.webp\" type=\"image/webp\">\u003Cimg alt=\"Martian Releases Largest Open-Source Benchmark for AI Code Review Agents\" class=\"image-align-right\" height=\"169\" src=\"https://cdn.quasa.io/photos/00/image-2026-03-03t192110460.jpg\" width=\"300\" />\u003C/picture>Fully open-source, this benchmark addresses a critical flaw in traditional AI tests: models eventually memorize answers, rendering evaluations unreliable and akin to "exams with known questions."\u003C/p>\n\n\u003Cp>By incorporating real-world data and a novel architecture, Code Review Bench ensures assessments reflect genuine capabilities rather than rote learning.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>Solving the Memorization Problem with Dual-Layer Evaluation\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Cpicture class=\"image-align-left\">\u003Csource srcset=\"https://cdn.quasa.io/photos/00/image-2026-03-03t192049756.webp\" type=\"image/webp\">\u003Cimg alt=\"Martian Releases Largest Open-Source Benchmark for AI Code Review Agents\" class=\"image-align-left\" height=\"343\" src=\"https://cdn.quasa.io/photos/00/image-2026-03-03t192049756.jpg\" width=\"230\" />\u003C/picture>Most AI benchmarks degrade over time as models are trained on leaked test data, leading to inflated scores that don't translate to practical performance.\u003C/p>\n\n\u003Cp>\u003Cstrong>Martian's solution is a Dual-Layer Evaluation system that prevents gaming:\u003C/strong>\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Cstrong>Offline Layer\u003C/strong>: Provides a fair, static comparison using historical data. It analyzes thousands of real pull requests (PRs) from GitHub where AI bots have participated, scoring models on precision (avoiding noise), recall (thoroughness), and F1 based on whether suggestions result in actual code changes.\u003C/li>\n\t\u003Cli>\u003Cstrong>Online Layer\u003C/strong>: Monitors real-time behavior in developer workflows, capturing how tools perform in live environments. Discrepancies between offline and online results flag overfitting or manipulation.\u003C/li>\n\u003C/ul>\n\n\u003Cp>This self-correcting mechanism makes the benchmark resistant to marketing hype or test-specific tuning, ensuring it remains a true measure of utility.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>What's Inside the Benchmark\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Cstrong>\u003Cpicture class=\"image-align-right\">\u003Csource srcset=\"https://cdn.quasa.io/photos/00/2026-03-03-19-18-37-1.webp\" type=\"image/webp\">\u003Cimg alt=\"Martian Releases Largest Open-Source Benchmark for AI Code Review Agents\" class=\"image-align-right\" height=\"208\" src=\"https://cdn.quasa.io/photos/00/2026-03-03-19-18-37-1.jpg\" width=\"400\" />\u003C/picture>Code Review Bench draws from an unprecedented dataset:\u003C/strong>\u003C/p>\n\n\u003Cul>\n\t\u003Cli>Over 1.2 million real code changes from GitHub PRs involving AI bots.\u003C/li>\n\t\u003Cli>Data on actual developer behaviors, including review timelines, responses, and outcomes.\u003C/li>\n\t\u003Cli>Evaluation of AI review quality in production settings, focusing on impact rather than lab metrics.\u003C/li>\n\t\u003Cli>Full neutrality: Martian does not sell coding assistants, avoiding conflicts of interest.\u003C/li>\n\u003C/ul>\n\n\u003Cp>As an open-source project, the benchmark is accessible for community contributions, fostering transparency and continuous improvement.\u003C/p>\n\n\u003Cp>\u003Cpicture class=\"image-align-left\">\u003Csource srcset=\"https://cdn.quasa.io/photos/00/image-2026-03-03t192048421.webp\" type=\"image/webp\">\u003Cimg alt=\"Martian Releases Largest Open-Source Benchmark for AI Code Review Agents\" class=\"image-align-left\" height=\"194\" src=\"https://cdn.quasa.io/photos/00/image-2026-03-03t192048421.jpg\" width=\"130\" />\u003C/picture>Also read:\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/mit-study-reveals-cognitive-debt-how-over-reliance-on-ai-weakens-independent-thinking\">MIT Study Reveals 'Cognitive Debt': How Over-Reliance on AI Weakens Independent Thinking\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/bytedance-pursues-custom-ai-chip-development-amid-samsung-manufacturing-talks\">ByteDance Pursues Custom AI Chip Development Amid Samsung Manufacturing Talks\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/china-ushers-in-a-new-era-for-phds-practical-achievements-replace-traditional-dissertations\">China Ushers in a New Era for PhDs: Practical Achievements Replace Traditional Dissertations\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/elon-musk-s-bold-claim-retirement-savings-may-become-obsolete-in-10-20-years\">Elon Musk's Bold Claim: Retirement Savings May Become Obsolete in 10-20 Years\u003C/a>\u003C/li>\n\u003C/ul>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>Implications for AI in Development\u003C/strong>\u003C/h4>\n\n\u003Cp>This benchmark is the first to not degrade over time, providing a reliable gauge of AI tools' real-world value. It shifts focus from synthetic tests to practical benefits, helping developers and companies select agents that truly enhance workflows.\u003C/p>\n\n\u003Cp>As AI agents evolve, tools like Code Review Bench will be crucial in maintaining standards amid rapid innovation.\u003C/p>\n\n\u003Cp>For more details, visit the official site at \u003Ca href=\"https://codereview.withmartian.com/\">https://codereview.withmartian.com/\u003C/a>.\u003C/p>","martian-releases-largest-open-source-benchmark-for-ai-code-review-agents","2026-03-03T18:23:59.000000Z","2026-03-10T06:15:00.000000Z","10.03.2026",{"image":81,"image_webp":82,"thumb":83,"thumb_webp":84},"https://cdn.quasa.io/images/news/OIlLoByhYwIC8lZN4GezznwcFfMZUAxHlGXRM2UQ.jpg","https://cdn.quasa.io/images/news/OIlLoByhYwIC8lZN4GezznwcFfMZUAxHlGXRM2UQ.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/OIlLoByhYwIC8lZN4GezznwcFfMZUAxHlGXRM2UQ.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/OIlLoByhYwIC8lZN4GezznwcFfMZUAxHlGXRM2UQ.webp","small",null,923,0,"en",{"id":42,"title":43,"slug":44,"meta_title":91,"meta_description":92,"meta_keywords":93,"deleted_at":86,"created_at":94,"updated_at":95,"lang":89},"Technology | AI Breakthroughs and Fresh News | QUASA","All the most interesting and useful about technologies. Exclusive articles from technologies you won't find anywhere else.","Technology, tech, business, ai, gadget, gadgets, life hacks","2023-03-23T08:15:32.000000Z","2026-04-22T15:05:32.000000Z",[97,111,124,137,150],{"title":98,"description":99,"slug":100,"created_at":101,"publish_at":101,"formatted_created_at":102,"category":103,"links":104,"view_type":85,"video_url":86,"views":109,"likes":88,"lang":89,"comments_count":88,"is_pinned":110},"Quasacoin (QUA) Trading Volumes Surge on Decentralized Exchanges Amid Shifting Holder Dynamics and Deflationary Momentum","As new buyers enter and the token’s free float tightens further, QUASA demonstrates resilience and strategic vision. With a decade of experience behind it and a clear commitment to value accrual for holders, the project stands out in a crowded market.","quasacoin-qua-trading-volumes-surge-on-decentralized-exchanges-amid-shifting-holder-dynamics-and-deflationary-momentum","2026-04-24T11:57:20.000000Z","24.04.2026",{"title":58,"slug":63},{"image":105,"image_webp":106,"thumb":107,"thumb_webp":108},"https://cdn.quasa.io/images/news/nXthVwSTsXspc8a25OCVfkqHNRNoAL2IcWqU3MV7.jpg","https://cdn.quasa.io/images/news/nXthVwSTsXspc8a25OCVfkqHNRNoAL2IcWqU3MV7.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/nXthVwSTsXspc8a25OCVfkqHNRNoAL2IcWqU3MV7.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/nXthVwSTsXspc8a25OCVfkqHNRNoAL2IcWqU3MV7.webp",44,false,{"title":112,"description":113,"slug":114,"created_at":115,"publish_at":116,"formatted_created_at":102,"category":117,"links":118,"view_type":85,"video_url":86,"views":123,"likes":88,"lang":89,"comments_count":88,"is_pinned":110},"Character AI Launches “Books” — Now You Can Step Inside Your Favorite Classic Novels","Character.AI, the popular platform known for letting users create and chat with AI-powered characters, has just introduced one of its most ambitious features yet: Books.","character-ai-launches-books-now-you-can-step-inside-your-favorite-classic-novels","2026-04-20T21:13:32.000000Z","2026-04-24T11:01:00.000000Z",{"title":65,"slug":66},{"image":119,"image_webp":120,"thumb":121,"thumb_webp":122},"https://cdn.quasa.io/images/news/RAwRg3ljforBHHGGH3NcJTJOMXPWeBoOmkzmtjGD.jpg","https://cdn.quasa.io/images/news/RAwRg3ljforBHHGGH3NcJTJOMXPWeBoOmkzmtjGD.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/RAwRg3ljforBHHGGH3NcJTJOMXPWeBoOmkzmtjGD.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/RAwRg3ljforBHHGGH3NcJTJOMXPWeBoOmkzmtjGD.webp",50,{"title":125,"description":126,"slug":127,"created_at":128,"publish_at":129,"formatted_created_at":102,"category":130,"links":131,"view_type":85,"video_url":86,"views":136,"likes":88,"lang":89,"comments_count":88,"is_pinned":110},"OpenAI Launches GPT-Rosalind: A Specialized AI Model Aimed at Accelerating Drug Discovery","For years, DeepMind has demonstrated with AlphaFold that the most impactful AI breakthroughs in science often come from highly specialized models rather than general-purpose ones.","openai-launches-gpt-rosalind-a-specialized-ai-model-aimed-at-accelerating-drug-discovery","2026-04-20T20:58:22.000000Z","2026-04-24T09:46:00.000000Z",{"title":43,"slug":44},{"image":132,"image_webp":133,"thumb":134,"thumb_webp":135},"https://cdn.quasa.io/images/news/4xcTp3eHMAlvSDdEakQSXR47BHBsjgOFeWeN4q7N.jpg","https://cdn.quasa.io/images/news/4xcTp3eHMAlvSDdEakQSXR47BHBsjgOFeWeN4q7N.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/4xcTp3eHMAlvSDdEakQSXR47BHBsjgOFeWeN4q7N.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/4xcTp3eHMAlvSDdEakQSXR47BHBsjgOFeWeN4q7N.webp",57,{"title":138,"description":139,"slug":140,"created_at":141,"publish_at":142,"formatted_created_at":102,"category":143,"links":144,"view_type":85,"video_url":86,"views":149,"likes":88,"lang":89,"comments_count":88,"is_pinned":110},"Mark Zuckerberg Is Building an AI Clone of Himself — And This Time It Might Actually Talk Back","Mark Zuckerberg has a thing for unconventional versions of himself. During the height of the metaverse hype, he proudly appeared as a cartoonish, legless avatar that became an instant meme. Instead of being embarrassed, he leaned into it.","mark-zuckerberg-is-building-an-ai-clone-of-himself-and-this-time-it-might-actually-talk-back","2026-04-20T20:41:24.000000Z","2026-04-24T06:33:00.000000Z",{"title":27,"slug":28},{"image":145,"image_webp":146,"thumb":147,"thumb_webp":148},"https://cdn.quasa.io/images/news/bBA2XntshiyuaM5Kzm3rMbkhPZcNbtLOApHh6i9y.jpg","https://cdn.quasa.io/images/news/bBA2XntshiyuaM5Kzm3rMbkhPZcNbtLOApHh6i9y.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/bBA2XntshiyuaM5Kzm3rMbkhPZcNbtLOApHh6i9y.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/bBA2XntshiyuaM5Kzm3rMbkhPZcNbtLOApHh6i9y.webp",75,{"title":151,"description":152,"slug":153,"created_at":154,"publish_at":155,"formatted_created_at":102,"category":156,"links":157,"view_type":85,"video_url":86,"views":162,"likes":88,"lang":89,"comments_count":88,"is_pinned":110},"ChatGPT Could Be Officially Labeled a Major Search Engine by the EU — And OpenAI Probably Isn’t Celebrating","The European Commission is seriously considering classifying ChatGPT (specifically its search feature) as a Very Large Online Search Engine (VLOSE) under the Digital Services Act (DSA).","chatgpt-could-be-officially-labeled-a-major-search-engine-by-the-eu-and-openai-probably-isn-t-celebrating","2026-04-20T20:29:50.000000Z","2026-04-24T03:15:00.000000Z",{"title":58,"slug":63},{"image":158,"image_webp":159,"thumb":160,"thumb_webp":161},"https://cdn.quasa.io/images/news/8Jo5X3fYs7LUgw5mOLm5cjzlsPihcQAlHSqAiw1e.jpg","https://cdn.quasa.io/images/news/8Jo5X3fYs7LUgw5mOLm5cjzlsPihcQAlHSqAiw1e.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/8Jo5X3fYs7LUgw5mOLm5cjzlsPihcQAlHSqAiw1e.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/8Jo5X3fYs7LUgw5mOLm5cjzlsPihcQAlHSqAiw1e.webp",89,[164,177,193,205,220],{"title":165,"description":166,"slug":167,"created_at":168,"publish_at":169,"formatted_created_at":170,"category":171,"links":172,"view_type":85,"video_url":86,"views":175,"likes":176,"lang":89,"comments_count":88,"is_pinned":110},"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":173,"image_webp":86,"thumb":174,"thumb_webp":174},"https://cdn.quasa.io/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp",71477,2,{"title":178,"description":179,"slug":180,"created_at":181,"publish_at":182,"formatted_created_at":183,"category":184,"links":185,"view_type":190,"video_url":86,"views":191,"likes":192,"lang":89,"comments_count":88,"is_pinned":110},"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":186,"image_webp":187,"thumb":188,"thumb_webp":189},"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",71252,4,{"title":194,"description":195,"slug":196,"created_at":197,"publish_at":198,"formatted_created_at":199,"category":200,"links":201,"view_type":85,"video_url":86,"views":204,"likes":192,"lang":89,"comments_count":88,"is_pinned":110},"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":202,"image_webp":86,"thumb":203,"thumb_webp":203},"https://cdn.quasa.io/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp",68865,{"title":206,"description":207,"slug":208,"created_at":209,"publish_at":210,"formatted_created_at":211,"category":212,"links":213,"view_type":85,"video_url":86,"views":218,"likes":176,"lang":89,"comments_count":219,"is_pinned":110},"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":214,"image_webp":215,"thumb":216,"thumb_webp":217},"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",42804,1,{"title":221,"description":222,"slug":223,"created_at":224,"publish_at":225,"formatted_created_at":226,"category":227,"links":228,"view_type":190,"video_url":86,"views":233,"likes":176,"lang":89,"comments_count":88,"is_pinned":110},"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":229,"image_webp":230,"thumb":231,"thumb_webp":232},"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",41857,[235,236,237,238,239,240,241,242,243,244,245,246,247],{"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}]