{"id":60150,"date":"2026-04-02T21:12:14","date_gmt":"2026-04-02T15:42:14","guid":{"rendered":"https:\/\/officechai.com\/?p=60150"},"modified":"2026-04-02T22:01:15","modified_gmt":"2026-04-02T16:31:15","slug":"openai-spud-model","status":"publish","type":"post","link":"https:\/\/officechai.com\/ai\/openai-spud-model\/","title":{"rendered":"OpenAI&#8217;s New &#8216;Spud&#8217; Model Is A Fresh Pretrain, Outcome Of 2 Years Of Research: Greg Brockman"},"content":{"rendered":"\n<p>OpenAI has come out with some <a href=\"https:\/\/officechai.com\/ai\/gpt-5-4-benchmarks\/\">capable models<\/a> in the last couple of years, but its upcoming model &#8212; codenamed &#8216;Spud&#8217; &#8212; might be a bigger step change than most people expect.<\/p>\n\n\n\n<p>Greg Brockman, co-founder and president of OpenAI, recently shed light on what makes Spud different from recent releases: it is a brand new base model, not an iteration on existing foundations, and it carries roughly two years of accumulated research.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"336\" src=\"https:\/\/i0.wp.com\/officechai.com\/wp-content\/uploads\/2026\/04\/MixCollage-02-Apr-2026-09-11-PM-2248.jpg?resize=640%2C336\" alt=\"greg brockman spud openai\" class=\"wp-image-60151\" srcset=\"https:\/\/i0.wp.com\/officechai.com\/wp-content\/uploads\/2026\/04\/MixCollage-02-Apr-2026-09-11-PM-2248.jpg?resize=1024%2C538&amp;ssl=1 1024w, https:\/\/i0.wp.com\/officechai.com\/wp-content\/uploads\/2026\/04\/MixCollage-02-Apr-2026-09-11-PM-2248.jpg?resize=300%2C158&amp;ssl=1 300w, https:\/\/i0.wp.com\/officechai.com\/wp-content\/uploads\/2026\/04\/MixCollage-02-Apr-2026-09-11-PM-2248.jpg?resize=768%2C403&amp;ssl=1 768w, https:\/\/i0.wp.com\/officechai.com\/wp-content\/uploads\/2026\/04\/MixCollage-02-Apr-2026-09-11-PM-2248.jpg?w=1200&amp;ssl=1 1200w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p>&#8220;The way that our development process works is you have pre-training,&#8221; Brockman <a href=\"https:\/\/www.youtube.com\/watch?v=J6vYvk7R190\">explained<\/a>. &#8220;So you produce a new base model, that then is the foundation that we build further improvements on top of. And that is always a huge effort across many people in the company.&#8221;<\/p>\n\n\n\n<p>Brockman revealed that he has been deeply involved in the infrastructure work behind this effort. &#8220;That&#8217;s where I&#8217;ve actually been spending most of my efforts over the past eighteen months &#8212; really focused on our GPU infrastructure, on supporting the teams that do all of the training frameworks to scale up at these big runs.&#8221;<\/p>\n\n\n\n<p>On Spud specifically, he was direct about its significance: &#8220;I think of Spud as a new base, as a new pre-train, and I&#8217;d say it&#8217;s like we have maybe two years worth of research that is coming to fruition in this model.&#8221;<\/p>\n\n\n\n<p>As for what users will actually experience, Brockman kept it measured but optimistic. &#8220;It&#8217;s going to be very exciting, and I think that the way that the world will experience it is just improved capabilities.&#8221;<\/p>\n\n\n\n<p>The implications are significant. A fresh pretrain from OpenAI would likely be the first since GPT-4o in May 2024 &#8212; a gap that semiconductor research firm SemiAnalysis had <a href=\"https:\/\/officechai.com\/ai\/openai-hasnt-completed-a-successful-full-scale-pretraining-run-since-gpt-4o-in-may-2024-says-semianalysis\/\">flagged as a concern<\/a>, suggesting that OpenAI&#8217;s newer models had been built on older foundations rather than new base runs. If Spud represents a genuinely fresh pretrain, it would directly address that criticism and signal that OpenAI has resolved the infrastructure and scaling challenges that had reportedly plagued its training runs. Brockman&#8217;s mention of eighteen months spent on GPU infrastructure suggests the company has been systematically working toward exactly this.<\/p>\n\n\n\n<p>The timing also matters. OpenAI has <a href=\"https:\/\/officechai.com\/ai\/grok4-benchmark-results-how-xais-latest-model-left-openai-google-behind\/\">lost the benchmark crown<\/a> to competitors in the past year, with Google and xAI trading top spots while OpenAI&#8217;s releases drew mixed reviews. Meanwhile, Google has publicly credited <a href=\"https:\/\/officechai.com\/ai\/googles-logan-kilpatrick-explains-why-even-small-pre-training-gains-lead-to-big-improvements-in-models\/\">pretraining improvements<\/a> as a key driver of Gemini 3&#8217;s performance. Brockman&#8217;s comments suggest OpenAI is now positioned to make the same leap. Two years of research compressing into a single model launch is, if accurate, a meaningful event &#8212; not just an incremental update. Whether Spud lives up to that framing will be one of the more consequential AI releases to watch.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>OpenAI has come out with some capable models in the last couple of years, but its upcoming model &#8212; codenamed &#8216;Spud&#8217; &#8212; might&#8230;<\/p>\n","protected":false},"author":1,"featured_media":60151,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1029],"tags":[],"class_list":["post-60150","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>OpenAI&#039;s New &#039;Spud&#039; 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