[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-ai-just-beat-law-professors-at-their-own-game-stanford-study":66},{"data":4},[5,53,60],{"name":6,"slug":7,"categories":8},"Tech","tech",[9,13,17,21,25,29,33,37,41,45,49],{"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",{"id":38,"title":39,"slug":40},28,"Technology","technology",{"id":42,"title":43,"slug":44},32,"Artificial Intelligence","artificial-intelligence",{"id":46,"title":47,"slug":48},26,"Security and protection","security-and-protection",{"id":50,"title":51,"slug":52},31,"YouTube Blog","youtube-blog",{"name":54,"slug":55,"categories":56},"News","news",[57],{"id":58,"title":54,"slug":59},18,"quasanews",{"name":61,"slug":62,"categories":63},"Business","business",[64],{"id":65,"title":61,"slug":62},16,{"post":67,"published_news":92,"popular_news":147,"categories":219},{"title":68,"description":69,"meta_title":68,"meta_description":70,"meta_keywords":71,"text":72,"slug":73,"created_at":74,"publish_at":75,"formatted_created_at":76,"category_id":42,"links":77,"view_type":82,"video_url":83,"views":65,"likes":84,"lang":85,"comments_count":84,"category":86},"AI Just Beat Law Professors at Their Own Game — Stanford Study","The study demonstrates that AI isn’t just matching surface-level style — it is meeting (and exceeding) the implicit professional standard that expert lawyers use to judge each other’s work.","the study titled “Law Professors Prefer AI Over Peer Answers” was published in June 2026.","This is deeper than factual recall; it involves nuanced reasoning, balanced analysis, and clear explanation under ambiguity.","\u003Cp>In a landmark blind study from Stanford Law School, law professors overwhelmingly preferred AI-generated answers to student questions over responses written by their own colleagues. The results are striking — and have major implications for legal education and professional services.\u003C/p>\n\n\u003Cp>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/photos/0001/image-2026-06-09t145342272.webp\" type=\"image/webp\">\u003Cimg alt=\"AI Just Beat Law Professors at Their Own Game — Stanford Study\" class=\"image-align-right\" height=\"447\" src=\"https://cdn.quasa.io/photos/0001/image-2026-06-09t145342272.jpg\" width=\"300\" />\u003C/picture>Led by Professor \u003Cstrong>Julian Nyarko\u003C/strong> of Stanford’s Legal Innovation through Frontier Technology Lab (liftlab), the study titled “\u003Ca href=\"https://law.stanford.edu/press/ai-outperforms-law-professors-in-stanford-law-study/\">\u003Cstrong>Law Professors Prefer AI Over Peer Answers\u003C/strong>\u003C/a>” was published in June 2026.\u003C/p>\n\n\u003Ch4>\u003Cstrong>How the Experiment Was Designed\u003C/strong>\u003C/h4>\n\n\u003Cul>\n\t\u003Cli>16 professors from 14 top U.S. law schools, all teaching contracts law from the same textbook.\u003C/li>\n\t\u003Cli>They collectively created \u003Cstrong>40 realistic questions\u003C/strong> that students typically ask during office hours.\u003C/li>\n\t\u003Cli>Each professor wrote their own concise answers (~90 words).\u003C/li>\n\t\u003Cli>AI systems (primarily \u003Cstrong>Gemini 2.5 Pro\u003C/strong> and \u003Ca href=\"https://quasa.io/media/notebooklm-s-new-slide-feature-sparks-hype-but-it-s-not-quite-video-generation\">\u003Cstrong>NotebookLM\u003C/strong>\u003C/a>) generated matching responses.\u003C/li>\n\t\u003Cli>In nearly \u003Cstrong>3,000 anonymized, blind comparisons\u003C/strong>, the same professors evaluated which answer was better for students — without knowing the source.\u003C/li>\n\u003C/ul>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>The Results\u003C/strong>\u003C/h4>\n\n\u003Cul>\n\t\u003Cli>\u003Cstrong>AI won 75%\u003C/strong> of head-to-head matchups against human professors.\u003C/li>\n\t\u003Cli>Professors flagged AI answers as “potentially harmful or misleading for student learning” in only \u003Cstrong>3.5%\u003C/strong> of cases — compared to \u003Cstrong>12%\u003C/strong> for peer-written answers (with one professor’s answers flagged nearly 40% of the time).\u003C/li>\n\t\u003Cli>The best AI models performed at the level of the strongest human instructor in the sample.\u003C/li>\n\u003C/ul>\n\n\u003Cp>When the researchers later evaluated additional frontier models using an AI judge (calibrated against human judgments), \u003Cstrong>every single LLM tested outperformed the human professors\u003C/strong>. The leaderboard was topped by \u003Cstrong>Claude Opus 4.7\u003C/strong>, followed by \u003Cstrong>ChatGPT 5.4\u003C/strong> and \u003Cstrong>Gemini 2.5 Pro\u003C/strong>. The gap appears to be widening with each new model generation.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>Two Surprising Product-Building Lessons\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Cstrong>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/photos/0001/image-2026-06-09t145344506.webp\" type=\"image/webp\">\u003Cimg alt=\"AI Just Beat Law Professors at Their Own Game — Stanford Study\" class=\"image-align-right\" height=\"402\" src=\"https://cdn.quasa.io/photos/0001/image-2026-06-09t145344506.jpg\" width=\"270\" />\u003C/picture>1. RAG Is Not Always King\u003C/strong>\u003C/p>\n\n\u003Cp>Stock \u003Ca href=\"https://quasa.io/media/gemini-2-5-pro-update-enhanced-coding-math-and-instruction-following-capabilities\">\u003Cstrong>Gemini 2.5 Pro\u003C/strong>\u003C/a> (no custom retrieval) actually outperformed both \u003Ca href=\"https://quasa.io/media/google-s-notebooklm-to-introduce-one-click-video-presentations-in-upcoming-update\">\u003Cstrong>NotebookLM\u003C/strong>\u003C/a> and dedicated commercial AI tutoring systems that used RAG grounded in the textbook.  \u003C/p>\n\n\u003Cp>The authors’ hypothesis: The base model already knows contract law doctrine well. Injecting long context via RAG can introduce noise and cause “lost in the middle” problems, while custom system prompts sometimes interfere with the model’s natural pedagogical strengths.\u003C/p>\n\n\u003Cp>\u003Cstrong>2. Reasoning Budget Matters More Than Freshness\u003C/strong>\u003C/p>\n\n\u003Cp>Gemini Flash with extra “thinking”/reasoning steps significantly outperformed the same model without it. Interestingly, newer models weren’t always better — \u003Cstrong>Gemini 3.1 Pro\u003C/strong> underperformed 2.5 Pro, suggesting that post-training and specific fine-tuning for educational use can outweigh raw recency.\u003C/p>\n\n\u003Cp>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/photos/0001/image-2026-06-09t145345823.webp\" type=\"image/webp\">\u003Cimg alt=\"AI Just Beat Law Professors at Their Own Game — Stanford Study\" class=\"image-align-left\" height=\"201\" src=\"https://cdn.quasa.io/photos/0001/image-2026-06-09t145345823.jpg\" width=\"300\" />\u003C/picture>Also read:\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/lovable-0-400m-arr-in-14-months-a-brutal-teardown-of-the-playbook-and-what-s-probably-wrong-with-it\">Lovable: $0 → $400M ARR in 14 Months — A Brutal Teardown of the Playbook (and What’s Probably Wrong With It)\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/ai-is-rewriting-the-economics-of-outsourcing\">AI Is Rewriting the Economics of Outsourcing\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/hollywood-finally-gets-it-sydney-sweeney-isn-t-just-a-star-she-s-a-business\">Hollywood Finally Gets It: Sydney Sweeney Isn’t Just a Star — She’s a Business\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/the-golden-age-of-being-a-hired-developer-is-over\">The Golden Age of Being a Hired Developer Is Over\u003C/a>\u003C/li>\n\u003C/ul>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>What This Really Means\u003C/strong>\u003C/h4>\n\n\u003Cp>The study demonstrates that AI isn’t just matching surface-level style — it is meeting (and exceeding) the \u003Cstrong>implicit professional standard\u003C/strong> that expert lawyers use to judge each other’s work. This is deeper than factual recall; it involves nuanced reasoning, balanced analysis, and clear explanation under ambiguity.\u003C/p>\n\n\u003Cp>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/photos/0001/image-2026-06-09t145432101.webp\" type=\"image/webp\">\u003Cimg alt=\"AI Just Beat Law Professors at Their Own Game — Stanford Study\" class=\"image-align-right\" height=\"201\" src=\"https://cdn.quasa.io/photos/0001/image-2026-06-09t145432101.jpg\" width=\"300\" />\u003C/picture>For legal education, this suggests AI tutors could dramatically increase access to high-quality, on-demand guidance. For the legal profession more broadly, it adds to the growing evidence that many cognitive tasks long considered “safe” from automation are now within reach of frontier models.\u003C/p>\n\n\u003Cp>As Professor Nyarko and his co-authors emphasize, the findings don’t mean we should replace professors wholesale. But they do challenge blanket skepticism. The conversation should move from “Can AI do this?” to “How do we deploy it responsibly to help students learn better?”\u003C/p>\n\n\u003Cp>The era in which elite legal reasoning was an exclusively human domain is ending faster than most expected. And the disruption is coming not from the bottom up, but from the very top of the profession.\u003C/p>","ai-just-beat-law-professors-at-their-own-game-stanford-study","2026-06-09T12:56:29.000000Z","2026-06-11T03:41:00.000000Z","11.06.2026",{"image":78,"image_webp":79,"thumb":80,"thumb_webp":81},"https://cdn.quasa.io/images/news/Pu78Srv7YDw7pex4Z8l6OzQ8RVK5XzNQL00OAWAK.jpg","https://cdn.quasa.io/images/news/Pu78Srv7YDw7pex4Z8l6OzQ8RVK5XzNQL00OAWAK.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/Pu78Srv7YDw7pex4Z8l6OzQ8RVK5XzNQL00OAWAK.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/Pu78Srv7YDw7pex4Z8l6OzQ8RVK5XzNQL00OAWAK.webp","small",null,0,"en",{"id":42,"title":43,"slug":44,"meta_title":87,"meta_description":88,"meta_keywords":88,"show_on_homepage":89,"deleted_at":83,"created_at":90,"updated_at":91,"lang":85},"Artificial Intelligence | AI Breakthroughs, Agents & Tools | QUASA","Artificial Intelligence, ai, ml, machine learning, chatgpt, future",true,"2024-09-22T08:08:27.000000Z","2026-05-28T13:57:36.000000Z",[93,97,110,122,134],{"title":68,"description":69,"slug":73,"created_at":74,"publish_at":75,"formatted_created_at":76,"category":94,"links":95,"view_type":82,"video_url":83,"views":65,"likes":84,"lang":85,"comments_count":84,"is_pinned":96},{"title":43,"slug":44},{"image":78,"image_webp":79,"thumb":80,"thumb_webp":81},false,{"title":98,"description":99,"slug":100,"created_at":101,"publish_at":101,"formatted_created_at":102,"category":103,"links":104,"view_type":82,"video_url":83,"views":109,"likes":84,"lang":85,"comments_count":84,"is_pinned":96},"The $120 Billion Question: How Claude Fable 5 Just Rewrote the Rules of Crypto Security","The era of \"security through obscurity\" is over. We are now in the era of \"security through velocity.\" If you aren't auditing yourself with the same tools your enemies are using, you are already gone.","the-120-billion-question-how-claude-fable-5-just-rewrote-the-rules-of-crypto-security","2026-06-10T16:14:50.000000Z","10.06.2026",{"title":54,"slug":59},{"image":105,"image_webp":106,"thumb":107,"thumb_webp":108},"https://cdn.quasa.io/images/news/Nkuf6Q3UgRmtqLShvqEeCr9dUkqO6eM79gXnOkYE.jpg","https://cdn.quasa.io/images/news/Nkuf6Q3UgRmtqLShvqEeCr9dUkqO6eM79gXnOkYE.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/Nkuf6Q3UgRmtqLShvqEeCr9dUkqO6eM79gXnOkYE.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/Nkuf6Q3UgRmtqLShvqEeCr9dUkqO6eM79gXnOkYE.webp",78,{"title":111,"description":112,"slug":113,"created_at":114,"publish_at":114,"formatted_created_at":102,"category":115,"links":116,"view_type":82,"video_url":83,"views":121,"likes":84,"lang":85,"comments_count":84,"is_pinned":96},"AI Neurodigest: The Last Two Weeks (Late May – Early June 2026)","Another packed fortnight in AI. Models keep getting smarter, smaller, and weirder, while the infrastructure money flows at absurd scale.","ai-neurodigest-the-last-two-weeks-late-may-early-june-2026","2026-06-10T14:47:49.000000Z",{"title":43,"slug":44},{"image":117,"image_webp":118,"thumb":119,"thumb_webp":120},"https://cdn.quasa.io/images/news/EEbLn5tuvSMoztZQbWVQpYXB5p7VeRHo4rukJlhO.jpg","https://cdn.quasa.io/images/news/EEbLn5tuvSMoztZQbWVQpYXB5p7VeRHo4rukJlhO.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/EEbLn5tuvSMoztZQbWVQpYXB5p7VeRHo4rukJlhO.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/EEbLn5tuvSMoztZQbWVQpYXB5p7VeRHo4rukJlhO.webp",88,{"title":123,"description":124,"slug":125,"created_at":126,"publish_at":126,"formatted_created_at":102,"category":127,"links":128,"view_type":82,"video_url":83,"views":133,"likes":84,"lang":85,"comments_count":84,"is_pinned":96},"Anthropic Just Dropped Claude Fable 5 and Claude Mythos 5 — The Most Powerful Models They’ve Ever Released","Anthropic has officially launched two new flagship models: Claude Fable 5 (now available to everyone) and Claude Mythos 5 (restricted access for trusted partners).","anthropic-just-dropped-claude-fable-5-and-claude-mythos-5-the-most-powerful-models-they-ve-ever-released","2026-06-10T11:47:30.000000Z",{"title":61,"slug":62},{"image":129,"image_webp":130,"thumb":131,"thumb_webp":132},"https://cdn.quasa.io/images/news/MND8RxcSlQXt2jyWp1VBVZv7q0ZwhyqzPtjowcF5.jpg","https://cdn.quasa.io/images/news/MND8RxcSlQXt2jyWp1VBVZv7q0ZwhyqzPtjowcF5.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/MND8RxcSlQXt2jyWp1VBVZv7q0ZwhyqzPtjowcF5.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/MND8RxcSlQXt2jyWp1VBVZv7q0ZwhyqzPtjowcF5.webp",103,{"title":135,"description":136,"slug":137,"created_at":138,"publish_at":139,"formatted_created_at":102,"category":140,"links":141,"view_type":82,"video_url":83,"views":146,"likes":84,"lang":85,"comments_count":84,"is_pinned":96},"Lovable: $0 → $400M ARR in 14 Months — A Brutal Teardown of the Playbook (and What’s Probably Wrong With It)","In one of the most explosive growth stories in SaaS history, Lovable went from zero to $400 million ARR in just 14 months.","lovable-0-400m-arr-in-14-months-a-brutal-teardown-of-the-playbook-and-what-s-probably-wrong-with-it","2026-06-09T12:16:51.000000Z","2026-06-10T11:07:00.000000Z",{"title":61,"slug":62},{"image":142,"image_webp":143,"thumb":144,"thumb_webp":145},"https://cdn.quasa.io/images/news/pkzd8GZQjPUvF3TBZWP2lmCQoRPWKD3SNcsTQSyM.jpg","https://cdn.quasa.io/images/news/pkzd8GZQjPUvF3TBZWP2lmCQoRPWKD3SNcsTQSyM.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/pkzd8GZQjPUvF3TBZWP2lmCQoRPWKD3SNcsTQSyM.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/pkzd8GZQjPUvF3TBZWP2lmCQoRPWKD3SNcsTQSyM.webp",106,[148,161,177,190,205],{"title":149,"description":150,"slug":151,"created_at":152,"publish_at":153,"formatted_created_at":154,"category":155,"links":156,"view_type":82,"video_url":83,"views":159,"likes":160,"lang":85,"comments_count":84,"is_pinned":96},"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":61,"slug":62},{"image":157,"image_webp":83,"thumb":158,"thumb_webp":158},"https://cdn.quasa.io/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp",77718,4,{"title":162,"description":163,"slug":164,"created_at":165,"publish_at":166,"formatted_created_at":167,"category":168,"links":169,"view_type":174,"video_url":83,"views":175,"likes":176,"lang":85,"comments_count":84,"is_pinned":96},"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","15.05.2026",{"title":54,"slug":59},{"image":170,"image_webp":171,"thumb":172,"thumb_webp":173},"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","large",77616,5,{"title":178,"description":179,"slug":180,"created_at":181,"publish_at":182,"formatted_created_at":183,"category":184,"links":185,"view_type":82,"video_url":83,"views":188,"likes":189,"lang":85,"comments_count":84,"is_pinned":96},"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":61,"slug":62},{"image":186,"image_webp":83,"thumb":187,"thumb_webp":187},"https://cdn.quasa.io/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp",74946,6,{"title":191,"description":192,"slug":193,"created_at":194,"publish_at":195,"formatted_created_at":196,"category":197,"links":198,"view_type":82,"video_url":83,"views":203,"likes":160,"lang":85,"comments_count":204,"is_pinned":96},"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","18.05.2026",{"title":19,"slug":20},{"image":199,"image_webp":200,"thumb":201,"thumb_webp":202},"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",48420,1,{"title":206,"description":207,"slug":208,"created_at":209,"publish_at":210,"formatted_created_at":211,"category":212,"links":213,"view_type":174,"video_url":83,"views":218,"likes":160,"lang":85,"comments_count":84,"is_pinned":96},"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":214,"image_webp":215,"thumb":216,"thumb_webp":217},"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",47060,[220,221,222,223,224,225,226,227,228,229,230,231,232],{"title":23,"slug":24},{"title":43,"slug":44},{"title":51,"slug":52},{"title":39,"slug":40},{"title":47,"slug":48},{"title":31,"slug":32},{"title":35,"slug":36},{"title":27,"slug":28},{"title":19,"slug":20},{"title":15,"slug":16},{"title":54,"slug":59},{"title":11,"slug":12},{"title":61,"slug":62}]