{"id":319245,"date":"2025-12-16T15:12:09","date_gmt":"2025-12-16T15:12:09","guid":{"rendered":"https:\/\/www.newsbeep.com\/uk\/319245\/"},"modified":"2025-12-16T15:12:09","modified_gmt":"2025-12-16T15:12:09","slug":"dual-pcb-linux-computer-with-843-components-designed-by-ai-boots-on-first-attempt-project-speedrun-was-made-in-just-one-week-and-required-less-than-40-hours-of-human-work","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/uk\/319245\/","title":{"rendered":"Dual-PCB Linux computer with 843 components designed by AI boots on first attempt \u2014 Project Speedrun was made in just one week and required less than 40 hours of human work"},"content":{"rendered":"<p id=\"80ec9a42-6751-4400-9777-347fec7d069b\">LA-based startup Quilter has outlined <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.quilter.ai\/project-speedrun\" data-url=\"https:\/\/www.quilter.ai\/project-speedrun\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" rel=\"nofollow noopener\">Project Speedrun<\/a>, which marks a milestone in computer design by AI. The headlining claims are that Quilter\u2019s AI facilitated the design of a new <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.tomshardware.com\/news\/tiny-linux-box-in-phone-charger\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.tomshardware.com\/news\/tiny-linux-box-in-phone-charger\" rel=\"nofollow noopener\" target=\"_blank\">Linux SBC<\/a>, using 843 parts and dual-PCBs, taking just one week to finish, then successfully booting Debian the first time it was powered up. The Quilter team reckon that the AI-enhanced process it demonstrated could unlock a new generation of computer hardware makers.<\/p>\n<p><a id=\"elk-6822951f-0db4-4629-a0ca-344c1b95079f\" data-url=\"\" href=\"\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\"\/><a id=\"elk-6da4462b-84fd-4031-82c7-cadefdd32cc5\" class=\"paywall\" aria-hidden=\"true\" data-url=\"\" href=\"\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\"\/>Tenfold time saver<\/p>\n<p id=\"ce1fd51a-f75f-4af9-b56e-1a1a1d3b53fa\">The great attraction of AI-enhanced PCB design is that it offers the promise of removing a consistent bottleneck from computer system design. With just one week of AI-powered processing, augmented by 38.5 hours of human expert assistance, the Project Speedrun computer was completed. Normally, this kind of project would require approximately three months for a skilled human engineer (approximately 430 hours of work).<\/p>\n<p>Quilter claims that prior expert human-based workflows would face a serious bottleneck to iterate a three-step process of setup, execution, and cleanup.<\/p>\n<p>You may like<\/p>\n<p class=\"vanilla-image-block\" style=\"padding-top:49.89%;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/uk\/wp-content\/uploads\/2025\/12\/oRYN4dGQpeMCjJVNU3zx6g.jpg\" alt=\"Project Speedrun\"   loading=\"lazy\" data-new-v2-image=\"true\" data-original-mos=\"https:\/\/www.newsbeep.com\/uk\/wp-content\/uploads\/2025\/12\/oRYN4dGQpeMCjJVNU3zx6g.jpg\" data-pin-media=\"https:\/\/www.newsbeep.com\/uk\/wp-content\/uploads\/2025\/12\/oRYN4dGQpeMCjJVNU3zx6g.jpg\" class=\"inline expandable\"\/><br \/>\n<a href=\"https:\/\/www.newsbeep.com\/uk\/wp-content\/uploads\/2025\/12\/oRYN4dGQpeMCjJVNU3zx6g.jpg\" target=\"_blank\" class=\"expand-button icon-expand-image icon\" data-url=\"https:\/\/www.newsbeep.com\/uk\/wp-content\/uploads\/2025\/12\/oRYN4dGQpeMCjJVNU3zx6g.jpg\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\"><\/p>\n<p>(Image credit: <a href=\"https:\/\/www.quilter.ai\/project-speedrun\" target=\"_blank\" data-url=\"https:\/\/www.quilter.ai\/project-speedrun\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" rel=\"nofollow noopener\">Quilter AI <\/a>)<a id=\"elk-32d6ca35-4bfc-40aa-aad1-cd7483a648da\" class=\"paywall\" aria-hidden=\"true\" data-url=\"\" href=\"\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\"\/>Before and after Quilter AI<a id=\"elk-seasonal\" class=\"paywall\" aria-hidden=\"true\" data-url=\"\" href=\"\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\"\/><\/p>\n<p id=\"5bb31485-e662-4aa1-b9e9-db070a451c39-0\">Previously, humans would shepherd a design through all three of these key stages. However, with Quilter&#8217;s AI on hand, they can instead focus on the creative setup and refinement at the cleanup stage, leaving the donkey work of the execution to AI. The Quilter team indicates its AI can handle all three stages, if you wish, though.<\/p>\n<p>Streamlining the time-consuming execution stage using AI is very canny, for the reasons mentioned above \u2013 thus unlocking creativity, allowing engineers to try more designs, and\/or get faster to market. Moreover, human execution of the design\/setup can often have errors, meaning even more time needs to be focused on this middle step, holding up the entire project.<\/p>\n<p><a id=\"elk-d0539df4-c015-4c1f-8093-49e34546bf86\" class=\"paywall\" aria-hidden=\"true\" data-url=\"\" href=\"\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\"\/>How this AI was trained<\/p>\n<p id=\"339146d3-807d-4638-8d32-e1e237fddb74\">Venture Beat\u2019s <a data-analytics-id=\"inline-link\" href=\"https:\/\/venturebeat.com\/ai\/quilters-ai-just-designed-an-843-part-linux-computer-that-booted-on-the\" target=\"_blank\" data-url=\"https:\/\/venturebeat.com\/ai\/quilters-ai-just-designed-an-843-part-linux-computer-that-booted-on-the\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" rel=\"nofollow noopener\">coverage<\/a> contrasts Quilter AI against LLMs like <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.tomshardware.com\/tech-industry\/artificial-intelligence\/openais-rocky-gpt-5-launch-is-the-beginning-of-an-uphill-battle-for-ai-as-meta-announces-another-restructuring\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.tomshardware.com\/tech-industry\/artificial-intelligence\/openais-rocky-gpt-5-launch-is-the-beginning-of-an-uphill-battle-for-ai-as-meta-announces-another-restructuring\" rel=\"nofollow noopener\" target=\"_blank\">GPT-5<\/a> and Claude. Indeed, circuit board design isn\u2019t a language task or problem. Thus, the AI behind this tool is basically trained by playing an optimization game against the laws of physics.<\/p>\n<p>Surprisingly, there were no earlier stages where Quilter AI was trained on human-designed sample boards. This decision was made because humans frequently make mistakes in board design, and to make sure Quilter AI\u2019s capabilities weren\u2019t somehow capped at human-level.<\/p>\n<p class=\"newsletter-form__strapline\">Get Tom&#8217;s Hardware&#8217;s best news and in-depth reviews, straight to your inbox.<\/p>\n<p>With Project Speedrun&#8217;s success, if it wasn\u2019t a fluke, this philosophy seems to have paid off, with one engineer obviously surprised at the first-boot success, exclaiming, \u201cHoly crap, it\u2019s working.\u201d<\/p>\n<p>As we have hinted at above, the longer-term goal of Quilter&#8217;s AI is to end up with a <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.tomshardware.com\/pc-components\/cooling\/a-new-pcb-design-can-boost-heat-dissipation-by-55x-copper-coins-placed-under-heat-generating-components-drop-temps-drastically\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.tomshardware.com\/pc-components\/cooling\/a-new-pcb-design-can-boost-heat-dissipation-by-55x-copper-coins-placed-under-heat-generating-components-drop-temps-drastically\" rel=\"nofollow noopener\" target=\"_blank\">PCB design<\/a> system that doesn\u2019t just match humans but can \u201ccome up with better designs for circuit boards than humans have ever tried to do,\u201d Sergiy Nesterenko, Quilter\u2019s CEO and former SpaceX engineer, said.<\/p>\n<p>Importantly, the abilities of Quilter are not only touted as time, iteration, effort, and human creativity savers. The startup heralds its project&#8217;s potential to unlock a new generation of hardware startups, as it removes a significant barrier to entry.<\/p>\n<p><a href=\"https:\/\/news.google.com\/publications\/CAAqLAgKIiZDQklTRmdnTWFoSUtFSFJ2YlhOb1lYSmtkMkZ5WlM1amIyMG9BQVAB\" id=\"cdf7d5fa-5584-4f63-864d-ee2d5e486a88\" data-url=\"https:\/\/news.google.com\/publications\/CAAqLAgKIiZDQklTRmdnTWFoSUtFSFJ2YlhOb1lYSmtkMkZ5WlM1amIyMG9BQVAB\" target=\"_blank\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" rel=\"nofollow noopener\"><\/p>\n<p class=\"vanilla-image-block\" style=\"padding-top:31.51%;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/uk\/wp-content\/uploads\/2025\/10\/7cUTDmN2PHNRiNBVqbKf56.png\" alt=\"Google Preferred Source\"   loading=\"lazy\" data-new-v2-image=\"true\" data-original-mos=\"https:\/\/www.newsbeep.com\/uk\/wp-content\/uploads\/2025\/10\/7cUTDmN2PHNRiNBVqbKf56.png\" data-pin-media=\"https:\/\/www.newsbeep.com\/uk\/wp-content\/uploads\/2025\/10\/7cUTDmN2PHNRiNBVqbKf56.png\" class=\"pull-left\"\/>\n<\/p>\n<p><\/a><\/p>\n<p id=\"8ef8f1b2-bf06-47d6-9739-9db646d3acd8\">Follow<a data-analytics-id=\"inline-link\" href=\"https:\/\/news.google.com\/publications\/CAAqLAgKIiZDQklTRmdnTWFoSUtFSFJ2YlhOb1lYSmtkMkZ5WlM1amIyMG9BQVAB\" target=\"_blank\" data-url=\"https:\/\/news.google.com\/publications\/CAAqLAgKIiZDQklTRmdnTWFoSUtFSFJ2YlhOb1lYSmtkMkZ5WlM1amIyMG9BQVAB\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" rel=\"nofollow noopener\"> Tom&#8217;s Hardware on Google News<\/a>, or<a data-analytics-id=\"inline-link\" href=\"https:\/\/google.com\/preferences\/source?q=\" target=\"_blank\" data-url=\"https:\/\/google.com\/preferences\/source?q=\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" rel=\"nofollow noopener\"> add us as a preferred source<\/a>, to get our latest news, analysis, &amp; reviews in your feeds.<\/p>\n","protected":false},"excerpt":{"rendered":"LA-based startup Quilter has outlined Project Speedrun, which marks a milestone in computer design by AI. The headlining&hellip;\n","protected":false},"author":2,"featured_media":319246,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[554,733,4308,86,56,54,55],"class_list":{"0":"post-319245","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artificial-intelligence","8":"tag-ai","9":"tag-artificial-intelligence","10":"tag-artificialintelligence","11":"tag-technology","12":"tag-uk","13":"tag-united-kingdom","14":"tag-unitedkingdom"},"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/uk\/wp-json\/wp\/v2\/posts\/319245","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/uk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/uk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/uk\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/uk\/wp-json\/wp\/v2\/comments?post=319245"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/uk\/wp-json\/wp\/v2\/posts\/319245\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/uk\/wp-json\/wp\/v2\/media\/319246"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/uk\/wp-json\/wp\/v2\/media?parent=319245"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/uk\/wp-json\/wp\/v2\/categories?post=319245"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/uk\/wp-json\/wp\/v2\/tags?post=319245"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}