{"id":6720,"date":"2026-09-09T14:45:27","date_gmt":"2026-09-09T14:45:27","guid":{"rendered":"https:\/\/silvybrand.com\/?p=6720"},"modified":"2026-09-09T14:45:27","modified_gmt":"2026-09-09T14:45:27","slug":"a-new-dollar400-million-startup-wants-to-fix-the-ai-memory-bottleneck","status":"publish","type":"post","link":"https:\/\/silvybrand.com\/?p=6720","title":{"rendered":"A Stealth Startup Thinks It Just Hacked the Memory Shortage"},"content":{"rendered":"<p><br \/>\n<\/p>\n<div>\n<p class=\"paywall\">Kepler also says it has improved the density of SRAM using ferroelectrics, which can <a href=\"https:\/\/www.science.org\/content\/article\/new-materials-could-supercharge-computer-memory-chips\" class=\"text link\">read and write data at lower voltages<\/a> than the mechanisms typically used to process and store data in semiconductors. The startup did this by developing a new, low-voltage, composite material that works with this ferroelectric approach.<\/p>\n<p class=\"paywall\">Sasi Manipatruni, a Kepler cofounder and its chief technology officer, says the Kepler team went through 35 iterations of composites before they landed on a material class that they thought would make memory chips easier and cheaper to make.<\/p>\n<p class=\"paywall\">\u201cOnce we found a way to solve the physics problem\u2014as in the physical limitations for HBM\u2014we came up with a material innovation that helps with the amount of memory you can have between chips,\u201d he says.<\/p>\n<p class=\"paywall\">In its early build-outs with GlobalFoundries, Kepler says it was able to convert a fab into a \u201cnext-generation\u201d fab in just eight months, compared to a typical 24-month timeframe.<\/p>\n<p class=\"paywall\">\u201cOut goal is to take the fabs and architectures already built, and push them to the limits of physics,\u201d Olaosebikan says.<\/p>\n<p class=\"paywall\">Basically Kepler is betting that any additional costs that come from new materials or retooling existing fabs would far outweigh the $20 billion to $40 billion it costs to build new ones and outfit them with equipment worth hundreds of millions of dollars.<\/p>\n<h2 class=\"paywall\">Waiting to Scale<\/h2>\n<p class=\"paywall\">Kepler Computing still has a long road ahead before it reaches full-scale production\u2014assuming it gets there. To date, the company has run its technology on around 2,000 wafers. The startup says it\u2019s planning to ship its first samples of HBM chips later this year, ramp up production out of Singapore next year, and start chip production in the US in 2028.<\/p>\n<p class=\"paywall\">Kaste, the GlobalFoundries executive, says he\u2019s confident that the \u201cfundamental breakthroughs have happened. What remains is getting good results on thousands of wafers and millions of devices.\u201d<\/p>\n<p class=\"paywall\">He points out that one of the challenges with a material system like the one Kepler is using is that it includes iron in its composite. \u201cIron is a tough contaminant to introduce into a production facility. So Kepler\u2019s solution has to run on dedicated equipment, or be fully encapsulated so that it can\u2019t escape,\u201d he says.<\/p>\n<p class=\"paywall\">\u201cThe art is in keeping that material really well isolated through our production flow,\u201d Kaste says.<\/p>\n<figure class=\"AssetEmbedWrapper-iJvQnD cOWUYC asset-embed\">\n<div class=\"AssetEmbedAssetContainer-fnduJP iaVSwI asset-embed__asset-container\"><span class=\"SpanWrapper-kFnjvc eKnjjD responsive-asset AssetEmbedResponsiveAsset-gaAbQ hXaxHA asset-embed__responsive-asset\"><picture class=\"ResponsiveImagePicture-jKunQM gjCCFj AssetEmbedResponsiveAsset-gaAbQ hXaxHA asset-embed__responsive-asset responsive-image\"><img decoding=\"async\" alt=\"Image may contain Light\" loading=\"lazy\" class=\"ResponsiveImageContainer-dkeESL cQPiWi responsive-image__image\" srcset=\"https:\/\/media.wired.com\/photos\/6a99ec3086ff0b77d06b72ef\/master\/w_120,c_limit\/selected-48-DSC05023.JPG 120w, https:\/\/media.wired.com\/photos\/6a99ec3086ff0b77d06b72ef\/master\/w_240,c_limit\/selected-48-DSC05023.JPG 240w, https:\/\/media.wired.com\/photos\/6a99ec3086ff0b77d06b72ef\/master\/w_320,c_limit\/selected-48-DSC05023.JPG 320w, https:\/\/media.wired.com\/photos\/6a99ec3086ff0b77d06b72ef\/master\/w_640,c_limit\/selected-48-DSC05023.JPG 640w, https:\/\/media.wired.com\/photos\/6a99ec3086ff0b77d06b72ef\/master\/w_768,c_limit\/selected-48-DSC05023.JPG 768w, https:\/\/media.wired.com\/photos\/6a99ec3086ff0b77d06b72ef\/master\/w_960,c_limit\/selected-48-DSC05023.JPG 960w, https:\/\/media.wired.com\/photos\/6a99ec3086ff0b77d06b72ef\/master\/w_1280,c_limit\/selected-48-DSC05023.JPG 1280w, https:\/\/media.wired.com\/photos\/6a99ec3086ff0b77d06b72ef\/master\/w_1600,c_limit\/selected-48-DSC05023.JPG 1600w\" sizes=\"100vw\" src=\"https:\/\/media.wired.com\/photos\/6a99ec3086ff0b77d06b72ef\/master\/w_1600%2Cc_limit\/selected-48-DSC05023.JPG\"\/><\/picture><\/span><\/div>\n<div class=\"CaptionWrapper-bpPcvW kzGGxb caption AssetEmbedCaption-eZIMNW gMgneI asset-embed__caption\" data-testid=\"caption-wrapper\"><span class=\"BaseText-fEwdHD CaptionText-cQpRdU gZqZYz hbiMYj caption__text\"><\/p>\n<p>Automated wafer-handling equipment used by Kepler in its dedicated test fab.<\/p>\n<p><\/span><span class=\"BaseText-fEwdHD CaptionCredit-cUgOGk fSrqtv hRFzlA caption__credit\">Photograph: Courtesy of Kepler Computing<\/span><\/div>\n<\/figure>\n<\/div>\n<p><br \/>\n<br \/><a href=\"https:\/\/www.wired.com\/story\/a-new-dollar400-million-startup-wants-to-fix-the-ai-memory-bottleneck\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Kepler also says it has improved the density of SRAM using ferroelectrics, which can read and write data at lower voltages than the mechanisms typically used to process and store data in semiconductors. The startup did this by developing a new, low-voltage, composite material that works with this ferroelectric approach. Sasi Manipatruni, a Kepler cofounder [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":6721,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[31,83,409,794,1016,354],"class_list":["post-6720","post","type-post","status-publish","format-standard","has-post-thumbnail","category-gadgets","tag-ai","tag-artificial-intelligence","tag-chips","tag-memory","tag-semiconductors","tag-startups"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>A Stealth Startup Thinks It Just Hacked the Memory Shortage - Silvybrand Lifestyle Blog<\/title>\n<meta name=\"description\" content=\"Kepler Computing claims a new approach to chip design\u2014and a proprietary material\u2014can help end the supply bottlenecks that have sent memory prices surging.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/silvybrand.com\/?p=6720\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A Stealth Startup Thinks It Just Hacked the Memory Shortage - 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