{"id":235788,"date":"2026-04-23T18:18:29","date_gmt":"2026-04-23T23:18:29","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2026\/04\/training-compute-of-frontier-ai-models-grows-by-4-5x-per-year"},"modified":"2026-04-23T18:18:29","modified_gmt":"2026-04-23T23:18:29","slug":"training-compute-of-frontier-ai-models-grows-by-4-5x-per-year","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2026\/04\/training-compute-of-frontier-ai-models-grows-by-4-5x-per-year","title":{"rendered":"Training compute of frontier AI models grows by 4-5x per year"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/training-compute-of-frontier-ai-models-grows-by-4-5x-per-year2.jpg\"><\/a><\/p>\n<p>I\u2019m curious if anyone knows what this translates to in terms of physical infrastructure \u2014 i.e. How many m^3 of data center are need for x FLOP of compute\/day?<\/p>\n<hr>\n<p>Our expanded AI model database shows that training compute grew 4-5x\/year from 2010 to 2024, with similar trends in frontier and large language models.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I\u2019m curious if anyone knows what this translates to in terms of physical infrastructure \u2014 i.e. How many m^3 of data center are need for x FLOP of compute\/day? Our expanded AI model database shows that training compute grew 4-5x\/year from 2010 to 2024, with similar trends in frontier and large language models.<\/p>\n","protected":false},"author":636,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-235788","post","type-post","status-publish","format-standard","hentry","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/235788","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/636"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=235788"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/235788\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=235788"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=235788"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=235788"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}