[{"@context":"https:\/\/schema.org\/","@type":"BlogPosting","@id":"https:\/\/blog.terabox.com\/insights\/agi-beyond-scaling-laws-arc-benchmark#BlogPosting","mainEntityOfPage":"https:\/\/blog.terabox.com\/insights\/agi-beyond-scaling-laws-arc-benchmark","headline":"The Path to AGI: Beyond Scaling Laws and LLMs","name":"The Path to AGI: Beyond Scaling Laws and LLMs","description":"\ud83d\udcfa Today’s recommended deep-dive video: https:\/\/www.youtube.com\/watch?v=5QcCeSsNRks Beyond Scaling: The New Architecture for Fluid IntelligenceThe Illusion of Progress Through ScaleThe ARC Benchmark: A Tool for DiscoveryThe Path Forward: Type 1 and Type 2 AbstractionsKey TakeawaysQ&A Beyond Scaling: The New Architecture for... ","datePublished":"2026-06-30","dateModified":"2026-06-30","author":{"@type":"Person","@id":"https:\/\/blog.terabox.com\/author\/flextech-admin\/#Person","name":"flextech-admin","url":"https:\/\/blog.terabox.com\/author\/flextech-admin\/","image":{"@type":"ImageObject","@id":"https:\/\/secure.gravatar.com\/avatar\/ad516503a11cd5ca435acc9bb6523536?s=150&d=mm&r=gforcedefault=1","url":"https:\/\/secure.gravatar.com\/avatar\/ad516503a11cd5ca435acc9bb6523536?s=150&d=mm&r=gforcedefault=1","height":96,"width":96}},"publisher":{"@type":"Organization","name":"terabox","logo":{"@type":"ImageObject","@id":"http:\/\/blog.terabox.com\/wp-content\/uploads\/2021\/11\/logo\u4ea7\u54c1\u540d-\u7ad6\u7248.png","url":"http:\/\/blog.terabox.com\/wp-content\/uploads\/2021\/11\/logo\u4ea7\u54c1\u540d-\u7ad6\u7248.png","width":900,"height":900}},"image":{"@type":"ImageObject","@id":"https:\/\/img.youtube.com\/vi\/5QcCeSsNRks\/maxresdefault.jpg","url":"https:\/\/img.youtube.com\/vi\/5QcCeSsNRks\/maxresdefault.jpg","height":"","width":""},"url":"https:\/\/blog.terabox.com\/insights\/agi-beyond-scaling-laws-arc-benchmark","video":{"@context":"http:\/\/schema.org\/","@type":"VideoObject","@id":"https:\/\/www.youtube.com\/watch?v=5QcCeSsNRks#VideoObject","contentUrl":"https:\/\/www.youtube.com\/watch?v=5QcCeSsNRks","name":"Fran\u00e7ois Chollet: How We Get To AGI","description":"Fran\u00e7ois Chollet on June 16, 2025 at AI Startup School in San Francisco.\n\nFran\u00e7ois\u202fChollet is a leading voice in AI. He's the creator of the Keras library, author of Deep Learning with Python, and the founder of the ARC Prize, a global competition aimed at measuring true general intelligence.\n\nHe's spent years thinking deeply about what intelligence actually is, and why scaling up today\u2019s AI models isn\u2019t enough to reach it.\n\nIn this talk, he walks through the limits of pretraining and memorized skills, and lays out a path toward true general intelligence\u2014 AI that can adapt on the fly, reason in new situations, and invent novel solutions. He explains why abstraction and compositionality matter, how ARC became the benchmark for progress, and what his team at a new research lab called Ndea is building next.\n\nApply to Y Combinator: https:\/\/ycombinator.com\/apply\nWork at a startup: https:\/\/workatastartup.com\n\nChapters:\n00:00 - The Falling Cost of Compute\n00:57 - Deep-Learning\u2019s Scaling Era & Benchmarks\n01:59 - The ARC Benchmark\n03:02 - The 2024 Shift to Test-Time Adaptation\n05:01 - What Is Intelligence?\n07:12 - Why Benchmarks Matter (and Mislead)\n08:57 - ARC 1 Exposes Scaling Limits\n10:58 - ARC 2: Compositional Reasoning Arrives\n12:55 - Humans vs. Models on ARC 2\n14:58 - Previewing ARC 3 & Interactive Agency\n17:00 - Kaleidoscopic Hypothesis and Abstractions\n22:00 - Type 1 vs. Type 2 Abstractions\n26:00 - Discrete Program Search & Inventive AI\n29:00 - Fusing Intuition with Symbolic Reasoning\n32:00 - Building AGI Through Meta-Learning Systems\n33:44 - NDEA: a new AI research lab","thumbnailUrl":["https:\/\/i.ytimg.com\/vi\/5QcCeSsNRks\/default.jpg","https:\/\/i.ytimg.com\/vi\/5QcCeSsNRks\/mqdefault.jpg","https:\/\/i.ytimg.com\/vi\/5QcCeSsNRks\/hqdefault.jpg","https:\/\/i.ytimg.com\/vi\/5QcCeSsNRks\/sddefault.jpg","https:\/\/i.ytimg.com\/vi\/5QcCeSsNRks\/maxresdefault.jpg"],"uploadDate":"2025-07-03T14:00:10+00:00","duration":"PT34M48S","embedUrl":"https:\/\/www.youtube.com\/embed\/5QcCeSsNRks","publisher":{"@type":"Organization","@id":"https:\/\/www.youtube.com\/channel\/UCcefcZRL2oaA_uBNeo5UOWg#Organization","url":"https:\/\/www.youtube.com\/channel\/UCcefcZRL2oaA_uBNeo5UOWg","name":"Y Combinator","description":"All the world is changing around technology and you may contribute a line of code. What will yours be? \n\nSubscribe for startup advice, founder stories, and a look inside Y Combinator.\n\nWhat is Y Combinator?\nWe invest $500,000 in every startup and work intensively with the founders for three months. For the life of their company, founders have access to the most powerful community in the world, essential advice, later-stage funding and programs, recruiting resources, and exclusive deals. \n\nVisit ycombinator.com to learn more.\n\n","logo":{"url":"https:\/\/yt3.ggpht.com\/dGyATx87Fp_s1nZvnupUFSnMqbAPZ6nqRby9Esk1m6YE41iBq-9Z8iGoIgHTCT9SiDBUpP2V=s800-c-k-c0x00ffffff-no-rj","width":800,"height":800,"@type":"ImageObject","@id":"https:\/\/www.youtube.com\/watch?v=5QcCeSsNRks#VideoObject_publisher_logo_ImageObject"}},"potentialAction":{"@type":"SeekToAction","@id":"https:\/\/www.youtube.com\/watch?v=5QcCeSsNRks#VideoObject_potentialAction","target":"https:\/\/www.youtube.com\/watch?v=5QcCeSsNRks&t={seek_to_second_number}","startOffset-input":"required name=seek_to_second_number"},"interactionStatistic":[[{"@type":"InteractionCounter","@id":"https:\/\/www.youtube.com\/watch?v=5QcCeSsNRks#VideoObject_interactionStatistic_WatchAction","interactionType":{"@type":"WatchAction"},"userInteractionCount":138513}],{"@type":"InteractionCounter","@id":"https:\/\/www.youtube.com\/watch?v=5QcCeSsNRks#VideoObject_interactionStatistic_LikeAction","interactionType":{"@type":"LikeAction"},"userInteractionCount":3057}]},"about":["\u300eEnglish\u300f","Insights"],"wordCount":1476},{"@context":"https:\/\/schema.org\/","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Insights","item":"https:\/\/blog.terabox.com\/insights\/#breadcrumbitem"},{"@type":"ListItem","position":2,"name":"The Path to AGI: Beyond Scaling Laws and LLMs","item":"https:\/\/blog.terabox.com\/insights\/agi-beyond-scaling-laws-arc-benchmark#breadcrumbitem"}]}]