{"id":9278,"date":"2025-12-29T20:25:27","date_gmt":"2025-12-29T12:25:27","guid":{"rendered":"https:\/\/goutanddesign.com\/wpress\/?p=9278"},"modified":"2025-12-29T20:25:27","modified_gmt":"2025-12-29T12:25:27","slug":"rethinking-intelligence-as-the-path-toward-agis-arrival","status":"publish","type":"post","link":"https:\/\/goutanddesign.com\/wpress\/2025\/12\/rethinking-intelligence-as-the-path-toward-agis-arrival\/","title":{"rendered":"Rethinking Intelligence as the Path Toward AGI\u2019s Arrival"},"content":{"rendered":"<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time : <\/span> <span class=\"rt-time\"> 2<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span><p style=\"text-align: justify;\"><strong>A public exchange between Demis Hassabis and Yann LeCun has reignited one of artificial intelligence\u2019s oldest debates: what does \u201cgeneral intelligence\u201d actually mean. The discussion goes far beyond personality or rivalry, touching the core assumptions that guide how modern AI systems are designed, trained, and evaluated.<\/strong><\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_9281\" aria-describedby=\"caption-attachment-9281\" style=\"width: 1000px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-9281 size-full\" src=\"https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z2-20.jpg\" alt=\"\" width=\"1000\" height=\"563\" srcset=\"https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z2-20.jpg 1000w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z2-20-600x338.jpg 600w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z2-20-300x169.jpg 300w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z2-20-768x432.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption id=\"caption-attachment-9281\" class=\"wp-caption-text\">Demis Hassabis and Yann LeCun<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify;\">LeCun argues that intelligence is fundamentally fragmented, even in humans. What we casually label as general intelligence, he suggests, is really a collection of specialized abilities working together. From his perspective, today\u2019s large language models cannot reach true intelligence by scale alone, because understanding the world requires grounded perception, planning, and interaction with physical reality.<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-9282\" src=\"https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z3-4.png\" alt=\"\" width=\"1000\" height=\"563\" srcset=\"https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z3-4.png 1000w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z3-4-600x338.png 600w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z3-4-300x169.png 300w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z3-4-768x432.png 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify;\">Hassabis strongly disagrees, insisting that general intelligence is a coherent and meaningful concept. He views both human cognition and future AI systems as capable of learning across domains, given the right architectures and training regimes. For him, dismissing general intelligence risks slowing progress by framing ambition as illusion.<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-9283\" src=\"https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z4-3.png\" alt=\"\" width=\"1000\" height=\"569\" srcset=\"https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z4-3.png 1000w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z4-3-600x341.png 600w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z4-3-300x171.png 300w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/12\/z4-3-768x437.png 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify;\">This disagreement matters because it shapes the future of AI research. One path favors scaling existing systems with more data and compute, while the other demands fundamentally new designs inspired by how organisms model the world. Whichever vision prevails will influence not only technology, but how society defines intelligence itself.<\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_8029\" aria-describedby=\"caption-attachment-8029\" style=\"width: 1000px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-8029\" src=\"https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/06\/Ben-footer-jul2024.jpg\" alt=\"B\u00e9n\u00e9dicte Lin \u2013 Brussels, Paris, London, Beijing, Seoul, Bangkok, Tokyo, New York, Taipei, Hong Kong\" width=\"1000\" height=\"379\" srcset=\"https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/06\/Ben-footer-jul2024.jpg 1000w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/06\/Ben-footer-jul2024-600x227.jpg 600w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/06\/Ben-footer-jul2024-300x114.jpg 300w, https:\/\/goutanddesign.com\/wpress\/wp-content\/uploads\/2025\/06\/Ben-footer-jul2024-768x291.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption id=\"caption-attachment-8029\" class=\"wp-caption-text\">B\u00e9n\u00e9dicte Lin \u2013 Brussels, Paris, London, Beijing, Seoul, Bangkok, Tokyo, New York, Taipei, Hong Kong<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify;\">#ArtificialIntelligence #AGI #AIResearch #MachineLearning #TechDebate<\/p>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time : <\/span> <span class=\"rt-time\"> 2<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span>A sharp public debate between Demis Hassabis and Yann LeCun has reopened a fundamental question in artificial intelligence: does general intelligence truly exist? Their opposing views reveal two radically different paths for AI\u2019s future, one focused on scaling today\u2019s systems and the other on reinventing how machines understand and interact with the world.<\/p>\n","protected":false},"author":2,"featured_media":9284,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[30,79,483],"tags":[397,588,207,206,19,83,4,93],"class_list":["post-9278","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-entreprise-strategy","category-famous-people","category-technology","tag-397","tag-agi","tag-ai","tag-artificial-intelligence","tag-benedicte","tag-famous-people","tag-gout-design","tag-investments"],"_links":{"self":[{"href":"https:\/\/goutanddesign.com\/wpress\/wp-json\/wp\/v2\/posts\/9278","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/goutanddesign.com\/wpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/goutanddesign.com\/wpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/goutanddesign.com\/wpress\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/goutanddesign.com\/wpress\/wp-json\/wp\/v2\/comments?post=9278"}],"version-history":[{"count":3,"href":"https:\/\/goutanddesign.com\/wpress\/wp-json\/wp\/v2\/posts\/9278\/revisions"}],"predecessor-version":[{"id":9285,"href":"https:\/\/goutanddesign.com\/wpress\/wp-json\/wp\/v2\/posts\/9278\/revisions\/9285"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/goutanddesign.com\/wpress\/wp-json\/wp\/v2\/media\/9284"}],"wp:attachment":[{"href":"https:\/\/goutanddesign.com\/wpress\/wp-json\/wp\/v2\/media?parent=9278"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/goutanddesign.com\/wpress\/wp-json\/wp\/v2\/categories?post=9278"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/goutanddesign.com\/wpress\/wp-json\/wp\/v2\/tags?post=9278"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}