[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-yann-lecun-s-continued-crusade-why-llms-are-not-the-path-to-human-level-intelligence":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":94,"popular_news":149,"categories":220},{"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":46,"links":81,"view_type":86,"video_url":87,"views":30,"likes":88,"lang":89,"comments_count":88,"category":90},"Yann LeCun’s Continued Crusade: Why LLMs Are Not the Path to Human-Level Intelligence","Yann LeCun, Meta’s Chief AI Scientist and one of the most respected figures in deep learning, continues his long-standing campaign against the idea that large language models (LLMs) represent the main road to artificial general intelligence.","Good ideas come from the interactions between people working on different assumptions with different motivations in different environments","In other words, the healthy competition between fundamentally different worldviews is exactly what will drive real progress.","\u003Cp>Yann LeCun, Meta’s Chief AI Scientist and one of the most respected figures in deep learning, continues his long-standing campaign against the idea that large language models (LLMs) represent the main road to artificial general intelligence.\u003C/p>\n\n\u003Cp>\u003Ca href=\"https://www.brown.edu/news/2026-04-01/yann-lecun-artificial-intelligence-pioneer\">In a recent lecture at Brown University, LeCun laid out his position with unusual clarity and textbook-style precision — aimed directly at students who will shape the next decade of AI research.\u003C/a>\u003C/p>\n\n\u003Cp>\u003Cstrong>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/photos/0001/image-2026-04-17t203520357.webp\" type=\"image/webp\">\u003Cimg alt=\"Yann LeCun’s Continued Crusade: Why LLMs Are Not the Path to Human-Level Intelligence\" class=\"image-align-right\" height=\"447\" src=\"https://cdn.quasa.io/photos/0001/image-2026-04-17t203520357.jpg\" width=\"300\" />\u003C/picture>Here are his core arguments, presented cleanly and without hype:\u003C/strong>\u003C/p>\n\n\u003Ch3>\u003Cstrong>1. Language Models Are Not the Future of AI\u003C/strong>\u003C/h3>\n\n\u003Cp>LLMs are impressive at generating fluent text, but they are fundamentally limited. They operate purely on statistical patterns in language and have no genuine understanding of the physical or social world. According to LeCun, relying on text alone cannot lead to human-level intelligence.\u003C/p>\n\n\u003Ch3>\u003Cstrong>2. True Intelligence Means Solving New Problems Without Retraining\u003C/strong>\u003C/h3>\n\n\u003Cp>One of the hallmarks of human intelligence is the ability to tackle novel situations with very little or no additional training. Current LLMs do not possess this capability — they require massive fine-tuning or prompting engineering for every new task. This, LeCun argues, is a critical missing piece.\u003C/p>\n\n\u003Ch3>\u003Cstrong>3. We Need World Models Built on Sensory Data\u003C/strong>\u003C/h3>\n\n\u003Cp>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/photos/0001/image-2026-04-17t203525974.webp\" type=\"image/webp\">\u003Cimg alt=\"Yann LeCun’s Continued Crusade: Why LLMs Are Not the Path to Human-Level Intelligence\" class=\"image-align-left\" height=\"372\" src=\"https://cdn.quasa.io/photos/0001/image-2026-04-17t203525974.jpg\" width=\"250\" />\u003C/picture>The right path forward, in LeCun’s view, is the development of **world models** — systems that learn rich, abstract internal representations of the world from sensory inputs (vision, sound, touch, interaction), not just from text. Only such models can enable safe, robust, and meaningful action in the real world.\u003C/p>\n\n\u003Ch3>\u003Cstrong>4. There Is a Huge Gap Between Impressive Demos and Real Robotics\u003C/strong>\u003C/h3>\n\n\u003Cp>LeCun pointed out the stark difference between flashy AI demos and practical embodied systems. A human teenager can learn to drive a car in about 20 hours of practice and pass a driving test.\u003C/p>\n\n\u003Cp>No autonomous vehicle today can match that level of efficient, generalizable learning from limited experience. This gap remains enormous.\u003C/p>\n\n\u003Ch3>\u003Cstrong>5. The Road to Human-Level AI Is Long — But the Scientific Opportunity Is Huge Right Now\u003C/strong>\u003C/h3>\n\n\u003Cp>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/photos/0001/image-2026-04-17t203523992.webp\" type=\"image/webp\">\u003Cimg alt=\"Yann LeCun’s Continued Crusade: Why LLMs Are Not the Path to Human-Level Intelligence\" class=\"image-align-right\" height=\"298\" src=\"https://cdn.quasa.io/photos/0001/image-2026-04-17t203523992.jpg\" width=\"200\" />\u003C/picture>While LeCun remains skeptical about near-term AGI timelines, he is highly optimistic about AI’s immediate impact on science. He believes AI tools will dramatically accelerate scientific discovery across fields in the coming years, even if true human-level intelligence is still far away.\u003C/p>\n\n\u003Cp>Also read:\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/when-cursor-wiped-a-user-s-pc-a-cautionary-tale-of-ai-overreach\">When Cursor Wiped a User's PC: A Cautionary Tale of AI Overreach\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/the-great-ai-talent-paradox-why-everyone-is-hiring-ai-engineers-but-nobody-can-find-them\">The Great AI Talent Paradox: Why Everyone is Hiring "AI Engineers" but Nobody Can Find Them\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/the-dawn-of-the-wisdom-era-why-your-intelligence-is-no-longer-enough\">The Dawn of the Wisdom Era: Why Your Intelligence is No Longer Enough\u003C/a>\u003C/li>\n\u003C/ul>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>A Healthy Clash of Visions\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Cpicture>\u003Csource srcset=\"https://cdn.quasa.io/photos/0001/image-2026-04-17t203522155.webp\" type=\"image/webp\">\u003Cimg alt=\"Yann LeCun’s Continued Crusade: Why LLMs Are Not the Path to Human-Level Intelligence\" class=\"image-align-left\" height=\"447\" src=\"https://cdn.quasa.io/photos/0001/image-2026-04-17t203522155.jpg\" width=\"300\" />\u003C/picture>LeCun’s views stand in clear contrast to those of Sam Altman and others at OpenAI, who have repeatedly suggested that the path to AGI is largely understood and that scaling current architectures (with enough compute and data) will get us there.\u003C/p>\n\n\u003Cp>This philosophical and technical disagreement is not just academic — it is well-funded on both sides. Meta continues to invest heavily in LeCun’s vision of world models and embodied AI, while OpenAI, Anthropic, and others push the scaling hypothesis.\u003C/p>\n\n\u003Cp>LeCun himself acknowledged the value of this tension. When asked about competing approaches, he noted:\u003C/p>\n\n\u003Cp>\u003Cem>> “\u003Ca href=\"https://www.browndailyherald.com/article/2026/04/ai-pioneer-yann-lecun-discusses-new-frontiers-in-the-field-at-brown-lecture\">Good ideas come from the interactions between people working on different assumptions with different motivations in different environments\u003C/a>.”\u003C/em>\u003C/p>\n\n\u003Cp>In other words, the healthy competition between fundamentally different worldviews is exactly what will drive real progress.\u003C/p>\n\n\u003Cp>Whether the future belongs to ever-larger language models or to sophisticated world models grounded in sensory experience remains one of the most important open questions in AI today. LeCun’s clear, uncompromising stance serves as a valuable counterweight to the dominant scaling narrative — and ensures that students (and the broader research community) are exposed to more than one vision of the road ahead.\u003C/p>","yann-lecun-s-continued-crusade-why-llms-are-not-the-path-to-human-level-intelligence","2026-04-17T18:37:38.000000Z","2026-04-22T09:30:00.000000Z","22.04.2026",{"image":82,"image_webp":83,"thumb":84,"thumb_webp":85},"https://cdn.quasa.io/images/news/jepXgVYshqhhHivVOOF6DNljHWDpoeswxC11H342.jpg","https://cdn.quasa.io/images/news/jepXgVYshqhhHivVOOF6DNljHWDpoeswxC11H342.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/jepXgVYshqhhHivVOOF6DNljHWDpoeswxC11H342.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/jepXgVYshqhhHivVOOF6DNljHWDpoeswxC11H342.webp","small",null,0,"en",{"id":46,"title":47,"slug":48,"meta_title":47,"meta_description":91,"meta_keywords":91,"deleted_at":87,"created_at":92,"updated_at":93,"lang":89},"Artificial Intelligence, ai, ml, machine learning, chatgpt, future","2024-09-22T08:08:27.000000Z","2024-09-23T12:49:38.000000Z",[95,109,120,123,136],{"title":96,"description":97,"slug":98,"created_at":99,"publish_at":100,"formatted_created_at":80,"category":101,"links":102,"view_type":86,"video_url":87,"views":107,"likes":88,"lang":89,"comments_count":88,"is_pinned":108},"The Generative Music Wars Heat Up: While Musicians Fight AI, New Platforms Are Thriving","The battle over AI-generated music continues to escalate, but the battlefield is shifting.","the-generative-music-wars-heat-up-while-musicians-fight-ai-new-platforms-are-thriving","2026-04-17T18:50:34.000000Z","2026-04-22T11:41:00.000000Z",{"title":65,"slug":66},{"image":103,"image_webp":104,"thumb":105,"thumb_webp":106},"https://cdn.quasa.io/images/news/e0P68JQyInirQ3jfkFJtZFk7cmztICoGAexABUfu.jpg","https://cdn.quasa.io/images/news/e0P68JQyInirQ3jfkFJtZFk7cmztICoGAexABUfu.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/e0P68JQyInirQ3jfkFJtZFk7cmztICoGAexABUfu.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/e0P68JQyInirQ3jfkFJtZFk7cmztICoGAexABUfu.webp",12,false,{"title":110,"description":111,"slug":112,"created_at":113,"publish_at":113,"formatted_created_at":80,"category":114,"links":115,"view_type":86,"video_url":87,"views":62,"likes":88,"lang":89,"comments_count":88,"is_pinned":108},"a16z Invests in MTS: The 24/7 “Monitoring the Situation” Livestream That Wants to Own Real-Time News on X","Andreessen Horowitz has just backed one of the most straightforward — and potentially most influential — media experiments of 2026.","a16z-invests-in-mts-the-24-7-monitoring-the-situation-livestream-that-wants-to-own-real-time-news-on-x","2026-04-22T10:26:16.000000Z",{"title":58,"slug":63},{"image":116,"image_webp":117,"thumb":118,"thumb_webp":119},"https://cdn.quasa.io/images/news/863CSHWk8jqXvpZzTsOjd14NyQfaBFERd09zQxFm.jpg","https://cdn.quasa.io/images/news/863CSHWk8jqXvpZzTsOjd14NyQfaBFERd09zQxFm.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/863CSHWk8jqXvpZzTsOjd14NyQfaBFERd09zQxFm.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/863CSHWk8jqXvpZzTsOjd14NyQfaBFERd09zQxFm.webp",{"title":72,"description":73,"slug":77,"created_at":78,"publish_at":79,"formatted_created_at":80,"category":121,"links":122,"view_type":86,"video_url":87,"views":30,"likes":88,"lang":89,"comments_count":88,"is_pinned":108},{"title":47,"slug":48},{"image":82,"image_webp":83,"thumb":84,"thumb_webp":85},{"title":124,"description":125,"slug":126,"created_at":127,"publish_at":128,"formatted_created_at":80,"category":129,"links":130,"view_type":86,"video_url":87,"views":135,"likes":88,"lang":89,"comments_count":88,"is_pinned":108},"Nearly Half of US College Students Are Considering Changing Their Major Because of AI","A striking new statistic reveals how deeply artificial intelligence is already reshaping the career plans of the next generation.","nearly-half-of-us-college-students-are-considering-changing-their-major-because-of-ai","2026-04-17T18:27:03.000000Z","2026-04-22T06:21:00.000000Z",{"title":27,"slug":28},{"image":131,"image_webp":132,"thumb":133,"thumb_webp":134},"https://cdn.quasa.io/images/news/pFSRpFXdqsFcPJ4wpjQ3KTYW7aaPLFG8hZc3uB17.jpg","https://cdn.quasa.io/images/news/pFSRpFXdqsFcPJ4wpjQ3KTYW7aaPLFG8hZc3uB17.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/pFSRpFXdqsFcPJ4wpjQ3KTYW7aaPLFG8hZc3uB17.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/pFSRpFXdqsFcPJ4wpjQ3KTYW7aaPLFG8hZc3uB17.webp",42,{"title":137,"description":138,"slug":139,"created_at":140,"publish_at":141,"formatted_created_at":80,"category":142,"links":143,"view_type":86,"video_url":87,"views":148,"likes":88,"lang":89,"comments_count":88,"is_pinned":108},"OpenClaw Is Becoming the “ChatGPT Moment” for AI Agents — And Everyone’s Already Feeling It","Nvidia CEO Jensen Huang recently called OpenClaw “the next ChatGPT.” At the time, it sounded like typical tech hype. A few months later, it doesn’t look like hype at all.","openclaw-is-becoming-the-chatgpt-moment-for-ai-agents-and-everyone-s-already-feeling-it","2026-04-17T18:16:09.000000Z","2026-04-22T03:08:00.000000Z",{"title":47,"slug":48},{"image":144,"image_webp":145,"thumb":146,"thumb_webp":147},"https://cdn.quasa.io/images/news/tu3GnZjhouXks0bYC7enXONb9HR8uIEgOSs5dc0Y.jpg","https://cdn.quasa.io/images/news/tu3GnZjhouXks0bYC7enXONb9HR8uIEgOSs5dc0Y.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/tu3GnZjhouXks0bYC7enXONb9HR8uIEgOSs5dc0Y.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/tu3GnZjhouXks0bYC7enXONb9HR8uIEgOSs5dc0Y.webp",59,[150,163,179,191,206],{"title":151,"description":152,"slug":153,"created_at":154,"publish_at":155,"formatted_created_at":156,"category":157,"links":158,"view_type":86,"video_url":87,"views":161,"likes":162,"lang":89,"comments_count":88,"is_pinned":108},"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":159,"image_webp":87,"thumb":160,"thumb_webp":160},"https://cdn.quasa.io/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp",71183,2,{"title":164,"description":165,"slug":166,"created_at":167,"publish_at":168,"formatted_created_at":169,"category":170,"links":171,"view_type":176,"video_url":87,"views":177,"likes":178,"lang":89,"comments_count":88,"is_pinned":108},"Advertising on QUASA","QUASA MEDIA is read by more than 400 thousand people a month. 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