{"id":1197,"date":"2026-05-04T17:01:48","date_gmt":"2026-05-04T07:01:48","guid":{"rendered":"https:\/\/www.reefwing.com.au\/?p=1197"},"modified":"2026-05-04T17:01:49","modified_gmt":"2026-05-04T07:01:49","slug":"why-arcs-2m-bet-against-priors-is-the-wrong-bet-for-embedded-ai","status":"publish","type":"post","link":"https:\/\/www.reefwing.com.au\/?p=1197","title":{"rendered":"Why ARC\u2019s $2M Bet Against Priors Is the Wrong Bet for Embedded AI"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.reefwing.com.au\/wp-content\/uploads\/2026\/05\/reefwing_Cross-section_diagram_of_a_vertebrate_brain_rendered_a94f702e-dac0-40e0-8655-dbe6a2313c25_2.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/www.reefwing.com.au\/wp-content\/uploads\/2026\/05\/reefwing_Cross-section_diagram_of_a_vertebrate_brain_rendered_a94f702e-dac0-40e0-8655-dbe6a2313c25_2-1024x574.png\" alt=\"\" class=\"wp-image-1198\" srcset=\"https:\/\/www.reefwing.com.au\/wp-content\/uploads\/2026\/05\/reefwing_Cross-section_diagram_of_a_vertebrate_brain_rendered_a94f702e-dac0-40e0-8655-dbe6a2313c25_2-1024x574.png 1024w, https:\/\/www.reefwing.com.au\/wp-content\/uploads\/2026\/05\/reefwing_Cross-section_diagram_of_a_vertebrate_brain_rendered_a94f702e-dac0-40e0-8655-dbe6a2313c25_2-300x168.png 300w, https:\/\/www.reefwing.com.au\/wp-content\/uploads\/2026\/05\/reefwing_Cross-section_diagram_of_a_vertebrate_brain_rendered_a94f702e-dac0-40e0-8655-dbe6a2313c25_2-768x430.png 768w, https:\/\/www.reefwing.com.au\/wp-content\/uploads\/2026\/05\/reefwing_Cross-section_diagram_of_a_vertebrate_brain_rendered_a94f702e-dac0-40e0-8655-dbe6a2313c25_2.png 1456w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p id=\"b8f2\"><em>ARC says intelligence emerges from learning when priors are minimised. Vertebrates disagree and have spent 500 million years proving the opposite.<\/em><\/p>\n\n\n\n<p id=\"b7d1\">The ARC Prize is a public competition with $2 million on the table, run by Fran\u00e7ois Chollet (creator of Keras) and Mike Knoop (co-founder of Zapier). The premise is that current AI benchmarks measure what a model already knows, not how well it learns. Their fix is ARC-AGI, a series of reasoning tasks that are easy for humans and, so far, brutal for machines. Frontier models score below 4% on ARC-AGI-2.<\/p>\n\n\n\n<p id=\"1e0c\">The newest version,&nbsp;<a href=\"https:\/\/arcprize.org\/arc-agi\/3\" rel=\"noreferrer noopener\" target=\"_blank\">ARC-AGI-3<\/a>, swaps static puzzles for interactive game environments where the agent has to figure out the rules by playing, with no instructions and no pre-loaded domain knowledge. Humans score 100%. AI scores under 1%. The gap demonstrates the point. Behind the gap is a philosophy about what intelligence is and where it comes from, and that philosophy is where the Primal Layers framework and ARC differ.<\/p>\n\n\n\n<p><a href=\"https:\/\/medium.com\/embedded-ai\/why-arcs-2m-bet-against-priors-is-the-wrong-bet-for-embedded-ai-0fdadc6e352c?sk=58c27287cbb6d02fc57c94500bba4fc4\">Read Full Article&#8230;<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ARC says intelligence emerges from learning when priors are minimised. Vertebrates disagree and have spent 500 million years proving the opposite. The ARC Prize is a public competition with $2 million on the table, run by Fran\u00e7ois Chollet (creator of Keras) and Mike Knoop (co-founder of Zapier). The premise is that current AI benchmarks measure [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","_wp_convertkit_post_meta":{"form":"-1","landing_page":"0","tag":"0","restrict_content":"0"},"footnotes":""},"categories":[49,45,43],"tags":[69],"class_list":{"0":"post-1197","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-ai","7":"category-embedded","8":"category-robotics","9":"tag-embedded-ai","10":"entry"},"_links":{"self":[{"href":"https:\/\/www.reefwing.com.au\/index.php?rest_route=\/wp\/v2\/posts\/1197","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.reefwing.com.au\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.reefwing.com.au\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.reefwing.com.au\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.reefwing.com.au\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1197"}],"version-history":[{"count":1,"href":"https:\/\/www.reefwing.com.au\/index.php?rest_route=\/wp\/v2\/posts\/1197\/revisions"}],"predecessor-version":[{"id":1199,"href":"https:\/\/www.reefwing.com.au\/index.php?rest_route=\/wp\/v2\/posts\/1197\/revisions\/1199"}],"wp:attachment":[{"href":"https:\/\/www.reefwing.com.au\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1197"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.reefwing.com.au\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1197"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.reefwing.com.au\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1197"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}