{"id":2198329,"date":"2026-10-14T16:05:21","date_gmt":"2026-10-14T13:05:21","guid":{"rendered":"https:\/\/analyse.optim.biz\/?p=2198329"},"modified":"2026-10-14T16:05:21","modified_gmt":"2026-10-14T13:05:21","slug":"microsoft-has-a-new-machine-learning-tool-to-improve-weather-forecasts","status":"publish","type":"post","link":"https:\/\/analyse.optim.biz\/?p=2198329","title":{"rendered":"Microsoft has a new machine learning tool to improve weather forecasts"},"content":{"rendered":"<p><main id=\"content\"><\/p>\n<div class>\n<div class=\"o1ls910 o1ls91 o1ls90 o1ls92g\">\n<div class=\"o1ls90 o1ls911\" data-concert=\"tablet_leaderboard\"><\/div>\n<\/div>\n<div class=\"o1ls912 o1ls91 o1ls90 o1ls92i\">\n<div class=\"o1ls90 o1ls913\" data-concert=\"desktop_leaderboard_variable\"><\/div>\n<\/div>\n<article>\n<div class=\"duet--article--lede duet--page-layout--standard-article\">\n<div class=\"duet--ledes--standard-lede h9mca10 _1044qiz3\">\n<div class=\"h9mca11 h9mca12\">\n<div 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_11kb06mg\"><span><title>Follow<\/title><\/span><span>Follow<\/span><\/button><\/p>\n<p class=\"fv263x4\"><a class=\"fv263x5\" href=\"https:\/\/www.theverge.com\/ai-artificial-intelligence\">See All <!-- -->AI<\/a><\/p>\n<\/div>\n<\/aside>\n<\/div>\n<\/li>\n<li>\n<div id=\"follow-category-breadcrumb-dmcyOmNhdGVnb3J5OjU4\"><button aria-expanded=\"false\" aria-haspopup=\"true\"><span class=\"gnx4pm0 _1618ekm1 _1uf8q814 _19wv7tc5 _1618ekm0\"><span class=\"_1ajq89ke _1ajq89k1 _1ajq89k0\"><\/span><span class=\"_1618ekm9\">Tech<\/span><\/span><\/button><\/p>\n<aside id=\"popover-dmcyOmNhdGVnb3J5OjU4-breadcrumb\" style=\"position:absolute;left:0;top:0;visibility:hidden\" class=\"_1wu3rm0 _1se63890\" aria-hidden=\"true\">\n<div class=\"_1wu3rm1\"><button class=\"_1wu3rm3\"><title>Close<\/title><\/button><\/p>\n<div class=\"_1wu3rm5\">Tech<\/div>\n<p class=\"fv263x1\">Posts from this topic will be added to your daily email digest and your homepage feed.<\/p>\n<p><button class=\"duet--cta--button _11kb06m1 _11kb06m0 fv263x2 _11kb06mg\"><span><title>Follow<\/title><\/span><span>Follow<\/span><\/button><\/p>\n<p class=\"fv263x4\"><a class=\"fv263x5\" href=\"https:\/\/www.theverge.com\/tech\">See All <!-- -->Tech<\/a><\/p>\n<\/div>\n<\/aside>\n<\/div>\n<\/li>\n<\/ul>\n<p><\/span><\/div>\n<div class>\n<h1 class=\"cbn62f1 cbn62f0 cbn62f6 _19wv7tca _19wv7tc9\">Microsoft has a new machine learning tool to improve weather forecasts<\/h1>\n<p class=\"duet--article--dangerously-set-cms-markup cbn62fh cbn62fg _19wv7tca _19wv7tc1\">New open-source software could make AI-enhanced weather forecasting more affordable.\ufeff<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"h9mca16\">\n<div class=\"h9mca17\">\n<div class=\"h9mca18\">\n<p class=\"duet--article--dangerously-set-cms-markup\">New open-source software could make AI-enhanced weather forecasting more affordable.\ufeff<\/p>\n<\/div>\n<div class=\"h9mca13 h9mca19\">\n<div class=\"_29pwo21 _29pwo20\">\n<div class=\"_29pwo2a _29pwo29\">\n<div class=\"duet--article--article-byline _19wv7tca _1p3b6390\"><span class><span>by<\/span> <!-- --> <span aria-expanded=\"false\" role=\"button\" tabindex=\"0\"><span id=\"follow-author-author_byline_lead-dmcyOmF1dGhvclByb2ZpbGU6Mjg3\" class=\"t0jcdf0 gnx4pm0 _1p3b6392 _1p3b6393 t0jcdf1\"><span class=\"t0jcdf2\"><span class=\"_1ajq89ke _1ajq89k1 _1ajq89k0\"><\/span><\/span><span>Justine Calma<\/span><\/span><\/span><\/p>\n<aside id=\"popover-dmcyOmF1dGhvclByb2ZpbGU6Mjg3-author_byline_lead\" style=\"position:absolute;left:0;top:0;visibility:hidden\" class=\"_1wu3rm0 _1se63890\" aria-hidden=\"true\">\n<div class=\"_1wu3rm1\"><button class=\"_1wu3rm3\"><title>Close<\/title><\/button><\/p>\n<div class=\"_1bw37384\"><img decoding=\"async\" alt=\"Justine Calma\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1bw37385 i7ks070\" 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g4xafw1 g4xafw0 _19wv7tc5 _19wv7tca\"><time datetime=\"2026-10-14T16:05:21+00:00\">Oct 14, 2026, 4:05 PM UTC<\/time><\/span><\/div>\n<div class=\"_29pwo2n _29pwo2m _29pwo2w\">\n<div class=\"_29pwo2y _29pwo2x\"><span class=\"_29pwo217\"><\/p>\n<ul class=\"duet--article--share-buttons _1e9wo7z0\">\n<li>\n<div class=\"_1e9wo7zo\"><button aria-label=\"Copy link\" class=\"_1e9wo7z2 _1e9wo7z1\"><title>Link<\/title><\/button><\/div>\n<\/li>\n<li><button aria-expanded=\"false\" aria-haspopup=\"true\" aria-label=\"Share article\" class=\"_1e9wo7z2 _1e9wo7z1\"><title>Share<\/title><\/button><\/li>\n<li>\n<div><button aria-expanded=\"false\" aria-haspopup=\"true\" aria-label=\"Gift this article\" class=\"_1e9wo7z2 _1e9wo7z1\"><title>Gift<\/title><\/button><\/div>\n<\/li>\n<\/ul>\n<p><\/span><span class=\"_29pwo223 _29pwo222 _1044qizr _29pwo217\"><\/span><\/div>\n<\/div>\n<div class=\"_29pwo21a _29pwo219\">\n<div class=\"o1ls9e o1ls98 o1ls90 o1ls92h\">\n<div class=\"o1ls90 o1ls9f o1ls99\" 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j2p4kx0 _1044qiz3 _1044qiz16\">\n<div class=\"j2p4kx1\">\n<div class=\"duet--layout--entry-body mebm7x0\">\n<div class=\"duet--ledes--standard-lede-bottom\">\n<div class=\"h9mca15\">\n<div class=\"waimqt1 waimqt0\">\n<div class=\"_4aoxp30 _4aoxp31\">\n<div class=\"_4aoxp33\"><a class=\"_4aoxp36\" href=\"https:\/\/www.theverge.com\/authors\/justine-calma\"><img decoding=\"async\" alt=\"Justine Calma\" data-chromatic=\"ignore\" loading=\"lazy\" width=\"36\" height=\"36\" data-nimg=\"1\" class=\"_4aoxp34\" style=\"color:transparent\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2025\/01\/Justine_BLURPLE.jpg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=96\"><\/a><\/div>\n<div class=\"_4aoxp35\"><span aria-expanded=\"false\" role=\"button\" tabindex=\"0\"><span id=\"follow-author-standard_article_details-dmcyOmF1dGhvclByb2ZpbGU6Mjg3\" class=\"t0jcdf0 gnx4pm0 _1p3b6392 _1p3b6393 t0jcdf1\"><span class=\"t0jcdf2\"><span class=\"_1ajq89ke _1ajq89k1 _1ajq89k0\"><\/span><\/span><span>Justine Calma<\/span><\/span><\/span><\/p>\n<aside id=\"popover-dmcyOmF1dGhvclByb2ZpbGU6Mjg3-standard_article_details\" style=\"position:absolute;left:0;top:0;visibility:hidden\" class=\"_1wu3rm0 _1se63890\" aria-hidden=\"true\">\n<div class=\"_1wu3rm1\"><button class=\"_1wu3rm3\"><title>Close<\/title><\/button><\/p>\n<div class=\"_1bw37384\"><img decoding=\"async\" alt=\"Justine Calma\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1bw37385 i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2025\/01\/Justine_BLURPLE.jpg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=2400\"><\/div>\n<div class=\"_1wu3rm5 _1bw37380\">Justine Calma<\/div>\n<div class=\"_1bw37381\"><\/div>\n<p class=\"fv263x1\">Posts from this author will be added to your daily email digest and your homepage feed.<\/p>\n<p><button class=\"duet--cta--button _11kb06m1 _11kb06m0 fv263x2 _11kb06mg\"><span><title>Follow<\/title><\/span><span>Follow<\/span><\/button><\/p>\n<p class=\"fv263x4\"><a class=\"fv263x5\" href=\"https:\/\/www.theverge.com\/authors\/justine-calma\">See All by <!-- -->Justine Calma<\/a><\/p>\n<\/div>\n<\/aside>\n<p> <span class=\"duet--article--dangerously-set-cms-markup _4aoxp37\">is a senior science reporter covering energy and the environment with more than a decade of experience. She is also the host of <a href=\"https:\/\/www.audible.com\/podcast\/Hell-or-High-Water-When-Disaster-Hits-Home\/B0C15QVQLM\"><b>Hell or High Water: When Disaster Hits Home<\/b><\/a>, a podcast from Vox Media and Audible Originals.<\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"zephr-anchor\" class=\"_1044qiz13\">\n<div class=\"duet--article--article-body-component\">\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">Old-school physics-based weather forecasting and even new AI models typically become less reliable beyond two weeks, a problem Microsoft claims to have solved using machine learning.<\/p>\n<\/div>\n<div class=\"duet--article--article-body-component\">\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">Researchers with the company say they\u2019ve found a new, cost-effective way to make more accurate weather forecasts two to six weeks in advance \u2014 allowing farmers and emergency responders to plan ahead with greater certainty. The findings were <a href=\"https:\/\/www.nature.com\/articles\/s41586-026-11126-x\">published<\/a> today in the journal <em>Nature<\/em>, and the tool is now <a href=\"https:\/\/github.com\/mouatadid\/pbc\">open-source software<\/a>.<\/p>\n<\/div>\n<div class=\"duet--article--article-body-component\">\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">Microsoft joins <a href=\"https:\/\/www.theverge.com\/tech\/988921\/weather-forecast-ai-model-google-satellite-update\">Google<\/a>, <a href=\"https:\/\/www.bloomberg.com\/news\/articles\/2026-01-26\/nvidia-launches-ai-technologies-to-aid-weather-forecasting?embedded-checkout=true\">Nvidia<\/a>, and other <a href=\"https:\/\/www.fastcompany.com\/91548095\/ai-just-changed-everything-about-how-we-forecast-the-weather\">companies developing AI tools<\/a> for weather forecasting. Instead of creating a new standalone weather model, Microsoft\u2019s latest research in this realm uses machine learning to correct bias in existing models. It\u2019s a more accessible way for resource-strapped weather agencies to improve accuracy using AI, the researchers hope.<\/p>\n<\/div>\n<div class=\"duet--article--block-placement _1xorkac2 _1xorkac0 duet--article--article-body-component\">\n<div class=\"duet--article--article-pullquote c39lj10\">\n<div class=\"c39lj11\"><\/div>\n<p class=\"duet--article--dangerously-set-cms-markup c39lj12 _19wv7tc9\">It\u2019s a more accessible way for resource-strapped weather agencies to improve accuracy using AI<\/p>\n<\/div>\n<\/div>\n<div class=\"duet--article--article-body-component\">\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">While physics-based modeling is a resource-intensive endeavor running on supercomputers and generative AI depends on <a href=\"https:\/\/www.theverge.com\/cs\/features\/937356\/ai-data-center-gpu-environmental-impact\">powerful GPUs<\/a>, Microsoft Research New England senior principal researcher Lester Mackey says the new tool can run just on CPUs. \u201cI have a lot of hope both for the increased resource efficiency of weather forecasting and the extended reliability of forecasts, especially for extreme weather,\u201d Mackey tells <em>The Verge<\/em>.<\/p>\n<\/div>\n<div class=\"duet--article--article-body-component\">\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">Physics-based and AI-based models run into similar problems when they start predicting the weather two weeks or more in advance. Traditional models attempt to simulate the complex physics of Earth\u2019s atmosphere, while AI models look for patterns in historical data to make forecasts. In both approaches, models rely on approximations to fill data gaps, whether from regions with sparse weather stations or complex atmospheric phenomena that scientists are still working to understand. The ways in which these models make up for those gaps in data can become a type of systematic bias. The resulting errors compound when making forecasts further ahead in time, making these predictions less precise.<\/p>\n<\/div>\n<div class=\"duet--article--article-body-component\">\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">Microsoft calls its method Probabilistic Bias Correction (PBC). The tool uses machine learning to identify systematic bias in a model and make corrections. One example Mackey gives is to correct for changes in climate. Greenhouse gas emissions from fossil fuels are heating up the planet, but a weather model might make predictions based on historical records that can bias it toward colder temperatures than the world is actually experiencing today.<\/p>\n<\/div>\n<div class=\"duet--article--article-body-component\">\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">The researchers found that PBC improved the accuracy of a leading physics-based weather model by the European Centre for Medium-Range Weather Forecasts (ECMWF) for 98 percent of precipitation and 92 percent of temperature targets. The machine learning framework also doubled the accuracy of ECMWF\u2019s new AI forecasting system in the study\u2019s analysis. Before the paper was published, the ECMWF had already awarded the authors\u2019 research on PBC in its <a href=\"https:\/\/www.ecmwf.int\/en\/about\/media-centre\/science-blog\/2026\/ai-weather-quest-2026\">AI Weather Quest competition<\/a>.<\/p>\n<\/div>\n<div class=\"duet--article--article-body-component\">\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">The new paper on PBC published by researchers at Microsoft, MIT, ECMWF, and other institutions \u201cis a good example of new ideas being developed for the benefit and consideration of the community,\u201d Matthew Chantry, ECMWF\u2019s strategic lead for machine learning, said in an emailed comment to <em>The Verge<\/em>.<\/p>\n<\/div>\n<div class=\"duet--article--article-body-component\">\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">\u201cAs always, turning ideas into reality [in] an operational process is a most challenging step,\u201d Chantry added.<\/p>\n<\/div>\n<div class=\"duet--article--article-body-component\">\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">The amount of compute and infrastructure needed for weather forecasting has often left technological advances out of reach for many agencies in economically developing countries. The paper\u2019s authors, however, think PBC can be different. \u201cOne of the things that\u2019s really exciting to me about models like PBC is how lightweight they are, how easy to train, that scientists without huge pools of resources can work on trying to configure [these] models and make them perform better in specific localities,\u201d says Genevieve Flaspohler, one of the authors of the paper.<\/p>\n<\/div>\n<div class=\"duet--article--article-body-component\">\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1044qizi _18mzr4b1 _18mzr4b0 _19wv7tc1\">Flaspohler worked on PBC as an intern at Microsoft with Mackey, and now she\u2019s the executive director of the nonprofit Rhiza Research, which is working with the Kenya Meteorological Service Authority \u2014 with <a href=\"https:\/\/www.gatesfoundation.org\/ideas\/media-center\/press-releases\/2025\/11\/smallholder-farmers-investment-cop30\">funding<\/a> from the Gates Foundation \u2014 to see whether AI can help get more accurate early warnings out to people. PBC is one of the methods they\u2019re testing ahead of what\u2019s expected to be a more extreme rainy season during a <a href=\"https:\/\/www.bbc.com\/weather\/articles\/cmlye0d7q7zno\">record-breaking El Ni\u00f1o<\/a>.<\/p>\n<\/div>\n<div class=\"tly2fw0\"><span class=\"tly2fw2\"><strong>Follow topics and authors<\/strong> from this story to see more like this in your personalized homepage feed and to receive email updates.<\/span><\/p>\n<ul class=\"tly2fw3\">\n<li id=\"follow-author-article_footer-dmcyOmF1dGhvclByb2ZpbGU6Mjg3\"><span aria-expanded=\"false\" role=\"button\" tabindex=\"0\"><span class=\"gnx4pm0 _1618ekm2 _1uf8q814 _19wv7tc5 _1618ekm0\"><span class=\"_1ajq89kf _1ajq89k1 _1ajq89k0\"><\/span><span class=\"_1618ekm9\">Justine Calma<\/span><\/span><\/span><br \/>\n<aside id=\"popover-dmcyOmF1dGhvclByb2ZpbGU6Mjg3-article_footer\" style=\"position:absolute;left:0;top:0;visibility:hidden\" class=\"_1wu3rm0 _1se63890\" aria-hidden=\"true\">\n<div class=\"_1wu3rm1\"><button 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href=\"https:\/\/www.theverge.com\/science\/1011110\/ukraine-starlink-restrictions-drone-mission-disruptions\">Ukraine claims Starlink is suddenly disrupting service for its military<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class>\n<div class=\"duet--content-cards--content-card up4voo1 up4voo0 _7uluu53\">\n<div class=\"up4voo8 up4voo7 up4voop up4vooa _1cnxcye3\"><img decoding=\"async\" alt=\"The Tesla Roadster could have stayed vaporware\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/Roadster_08.jpg?quality=90&amp;strip=all&amp;crop=0%2C0.0062492188476426%2C100%2C99.987501562305&amp;w=2400\"><\/div>\n<div class>\n<div class=\"up4voo6\">\n<div>\n<div>\n<div class><\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd7 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54 _7uluu55\" href=\"https:\/\/www.theverge.com\/transportation\/1010694\/tesla-roadster-reveal-vaporware-spacex-elon-musk\">The Tesla Roadster could have stayed vaporware<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class>\n<div class=\"duet--content-cards--content-card up4voo1 up4voo0 _7uluu53\">\n<div class=\"up4voo8 up4voo7 up4voop up4vooa _1cnxcye3\"><img decoding=\"async\" alt=\"NASA dumped over 800GB of Artemis II data online\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" 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style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2025\/05\/STKB355_SPACEX_C.jpg?quality=90&amp;strip=all&amp;crop=0.95588235294118%2C0%2C98.088235294118%2C100&amp;w=2400\"><\/div>\n<div class>\n<div class=\"up4voo6\">\n<div>\n<div>\n<div class><\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd7 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54 _7uluu55\" href=\"https:\/\/www.theverge.com\/science\/1008467\/spacex-announces-plan-to-become-a-major-mobile-carrier\">SpaceX announces plan to become a \u2018major mobile carrier\u2019<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class>\n<div class=\"duet--content-cards--content-card up4voo1 up4voo0 _7uluu53\">\n<div class=\"up4voo8 up4voo7 up4voop up4vooa _1cnxcye3\"><img decoding=\"async\" alt=\"The scariest thing about gray-market peptides is how little we know\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2025\/12\/258214_wellness_wild_west_is_back_with_GLP-3s_CVirginia2.jpg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=2400\"><\/div>\n<div class>\n<div class=\"up4voo6\">\n<div>\n<div>\n<div class><\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd7 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54 _7uluu55\" href=\"https:\/\/www.theverge.com\/column\/1006902\/optimizer-bpc-157-gray-market-real-world-usage\">The scariest thing about gray-market peptides is how little we know<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class>\n<div class=\"duet--content-cards--content-card up4voo1 up4voo0 _7uluu53\">\n<div class=\"up4voo8 up4voo7 up4voop up4vooa _1cnxcye3\"><img decoding=\"async\" alt=\"Google invests millions in Mark Zuckerberg\u2019s efforts to create a \u2018virtual cell\u2019\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/gettyimages-2243532165.jpg?quality=90&amp;strip=all&amp;crop=0%2C0.54993400791905%2C100%2C98.900131984162&amp;w=2400\"><\/div>\n<div class>\n<div class=\"up4voo6\">\n<div>\n<div>\n<div class><\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd7 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54 _7uluu55\" href=\"https:\/\/www.theverge.com\/tech\/1006766\/google-meta-biohub-investment-virtual-cell\">Google invests millions in Mark Zuckerberg\u2019s efforts to create a \u2018virtual cell\u2019<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"_1hofmaw2\">\n<div class=\"duet--content-cards--content-card _1ismqj1 _1ismqj0 _7uluu53 _1ismqjj _1ismqj5\">\n<div class=\"_1ismqj7 _1ismqj6 _1ismqjc _1ismqjh _1cnxcye3\"><img decoding=\"async\" alt=\"Ukraine claims Starlink is suddenly disrupting service for its military\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjf i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/gettyimages-2299992780.jpg?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=2400\"><img decoding=\"async\" alt=\"Ukraine claims Starlink is suddenly disrupting service for its military\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjg i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/gettyimages-2299992780.jpg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=2400\"><\/div>\n<div class=\"_1ismqji\">\n<div>\n<div>\n<div class><\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd3 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54\" href=\"https:\/\/www.theverge.com\/science\/1011110\/ukraine-starlink-restrictions-drone-mission-disruptions\">Ukraine claims Starlink is suddenly disrupting service for its military<\/a><\/div>\n<\/div>\n<div class=\"jelpeph jelpepd jelpep0\"><span><span class=\"_1g89o322 _1g89o321 _19wv7tc5\"><span><span>Emma Roth<\/span><\/span><\/span><\/span><span class=\"duet--article--timestamp g4xafw2 g4xafw0 _19wv7tc5 _1044qizs\"><time datetime=\"2026-10-14T15:06:12+00:00\">Two hours ago<\/time><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"duet--content-cards--content-card _1ismqj1 _1ismqj0 _7uluu53 _1ismqj5\">\n<div class=\"_1ismqj7 _1ismqj6 _1ismqjc _1ismqjh _1cnxcye3\"><img decoding=\"async\" alt=\"The Tesla Roadster could have stayed vaporware\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjf i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/Roadster_08.jpg?quality=90&amp;strip=all&amp;crop=16.6625%2C0%2C66.675%2C100&amp;w=2400\"><img decoding=\"async\" alt=\"The Tesla Roadster could have stayed vaporware\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjg i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/Roadster_08.jpg?quality=90&amp;strip=all&amp;crop=0%2C0.0062492188476426%2C100%2C99.987501562305&amp;w=2400\"><\/div>\n<div class=\"_1ismqji\">\n<div>\n<div>\n<div class><\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd3 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54\" href=\"https:\/\/www.theverge.com\/transportation\/1010694\/tesla-roadster-reveal-vaporware-spacex-elon-musk\">The Tesla Roadster could have stayed vaporware<\/a><\/div>\n<\/div>\n<div class=\"jelpeph jelpepd jelpep0\"><span><span class=\"_1g89o322 _1g89o321 _19wv7tc5\"><span><span>Andrew J. Hawkins<\/span><\/span><\/span><\/span><span class=\"duet--article--timestamp g4xafw2 g4xafw0 _19wv7tc5 _1044qizs\"><time datetime=\"2026-10-14T11:00:00+00:00\">11:00 AM UTC<\/time><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"duet--content-cards--content-card _1ismqj1 _1ismqj0 _7uluu53 _1ismqj5\">\n<div class=\"_1ismqj7 _1ismqj6 _1ismqjc _1ismqjh _1cnxcye3\"><img decoding=\"async\" alt=\"NASA dumped over 800GB of Artemis II data online\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjf i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/art002e016252_impactflash_annotation_croppedlarge.jpg?quality=90&amp;strip=all&amp;crop=21.875%2C0%2C56.25%2C100&amp;w=2400\"><img decoding=\"async\" alt=\"NASA dumped over 800GB of Artemis II data online\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjg i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/art002e016252_impactflash_annotation_croppedlarge.jpg?quality=90&amp;strip=all&amp;crop=7.8125%2C0%2C84.375%2C100&amp;w=2400\"><\/div>\n<div class=\"_1ismqji\">\n<div>\n<div>\n<div class><\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd3 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54\" href=\"https:\/\/www.theverge.com\/science\/1009379\/nasa-800gb-artemis-ii-data\">NASA dumped over 800GB of Artemis II data online<\/a><\/div>\n<\/div>\n<div class=\"jelpeph jelpepd jelpep0\"><span><span class=\"_1g89o322 _1g89o321 _19wv7tc5\"><span><span>Terrence O&#8217;Brien<\/span><\/span><\/span><\/span><span class=\"duet--article--timestamp g4xafw2 g4xafw0 _19wv7tc5 _1044qizs\"><time datetime=\"2026-10-11T15:34:40+00:00\">Oct 11<\/time><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"duet--content-cards--content-card _1ismqj1 _1ismqj0 _7uluu53 _1ismqj5\">\n<div class=\"_1ismqj7 _1ismqj6 _1ismqjc _1ismqjh _1cnxcye3\"><img decoding=\"async\" alt=\"SpaceX announces plan to become a \u2018major mobile carrier\u2019\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjf i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2025\/05\/STKB355_SPACEX_C.jpg?quality=90&amp;strip=all&amp;crop=17.303921568627%2C0%2C65.392156862745%2C100&amp;w=2400\"><img decoding=\"async\" alt=\"SpaceX announces plan to become a \u2018major mobile carrier\u2019\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjg i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2025\/05\/STKB355_SPACEX_C.jpg?quality=90&amp;strip=all&amp;crop=0.95588235294118%2C0%2C98.088235294118%2C100&amp;w=2400\"><\/div>\n<div class=\"_1ismqji\">\n<div>\n<div>\n<div class><\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd3 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54\" href=\"https:\/\/www.theverge.com\/science\/1008467\/spacex-announces-plan-to-become-a-major-mobile-carrier\">SpaceX announces plan to become a \u2018major mobile carrier\u2019<\/a><\/div>\n<\/div>\n<div class=\"jelpeph jelpepd jelpep0\"><span><span class=\"_1g89o322 _1g89o321 _19wv7tc5\"><span><span>Emma Roth<\/span><\/span><\/span><\/span><span class=\"duet--article--timestamp g4xafw2 g4xafw0 _19wv7tc5 _1044qizs\"><time datetime=\"2026-10-08T21:23:31+00:00\">Oct 8<\/time><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"duet--content-cards--content-card _1ismqj1 _1ismqj0 _7uluu53 _1ismqj5\">\n<div class=\"_1ismqj7 _1ismqj6 _1ismqjc _1ismqjh _1cnxcye3\"><img decoding=\"async\" alt=\"The scariest thing about gray-market peptides is how little we know\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjf i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2025\/12\/258214_wellness_wild_west_is_back_with_GLP-3s_CVirginia2.jpg?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=2400\"><img decoding=\"async\" alt=\"The scariest thing about gray-market peptides is how little we know\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjg i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2025\/12\/258214_wellness_wild_west_is_back_with_GLP-3s_CVirginia2.jpg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=2400\"><\/div>\n<div class=\"_1ismqji\">\n<div>\n<div>\n<div class><\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd3 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54\" href=\"https:\/\/www.theverge.com\/column\/1006902\/optimizer-bpc-157-gray-market-real-world-usage\">The scariest thing about gray-market peptides is how little we know<\/a><\/div>\n<\/div>\n<div class=\"jelpeph jelpepd jelpep0\"><span><span class=\"_1g89o322 _1g89o321 _19wv7tc5\"><span><span>Victoria Song<\/span><\/span><\/span><\/span><span class=\"duet--article--timestamp g4xafw2 g4xafw0 _19wv7tc5 _1044qizs\"><time datetime=\"2026-10-07T17:00:00+00:00\">Oct 7<\/time><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"duet--content-cards--content-card _1ismqj1 _1ismqj0 _7uluu53 _1ismqjk _1ismqjl _1ismqj5\">\n<div class=\"_1ismqj7 _1ismqj6 _1ismqjc _1ismqjh _1cnxcye3\"><img decoding=\"async\" alt=\"Google invests millions in Mark Zuckerberg\u2019s efforts to create a \u2018virtual cell\u2019\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjf i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/gettyimages-2243532165.jpg?quality=90&amp;strip=all&amp;crop=16.295966785291%2C0%2C67.408066429419%2C100&amp;w=2400\"><img decoding=\"async\" alt=\"Google invests millions in Mark Zuckerberg\u2019s efforts to create a \u2018virtual cell\u2019\" data-chromatic=\"ignore\" loading=\"lazy\" data-nimg=\"fill\" class=\"_1ismqjg i7ks070\" style=\"position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat\" src=\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/10\/gettyimages-2243532165.jpg?quality=90&amp;strip=all&amp;crop=0%2C0.54993400791905%2C100%2C98.900131984162&amp;w=2400\"><\/div>\n<div class=\"_1ismqji\">\n<div>\n<div>\n<div class><\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd3 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54\" href=\"https:\/\/www.theverge.com\/tech\/1006766\/google-meta-biohub-investment-virtual-cell\">Google invests millions in Mark Zuckerberg\u2019s efforts to create a \u2018virtual cell\u2019<\/a><\/div>\n<\/div>\n<div class=\"jelpeph jelpepd jelpep0\"><span><span class=\"_1g89o322 _1g89o321 _19wv7tc5\"><span><span>Emma Roth<\/span><\/span><\/span><\/span><span class=\"duet--article--timestamp g4xafw2 g4xafw0 _19wv7tc5 _1044qizs\"><time datetime=\"2026-10-07T14:40:52+00:00\">Oct 7<\/time><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"duet--ad--native-ad-linkset _14xz0mv4 _14xz0mv5 _14xz0mva hidden\" data-native-ad-id=\"container\">\n<div>\n<div class=\"visually-hidden\">\n<div class=\"dynamic-native-ad-native_ad_linkset_link\"><\/div>\n<\/div>\n<p><a href=\"https:\/\/www.theverge.com\/\" aria-label=\"Advertisement\"><\/p>\n<div class>\n<div class=\"_14xz0mv7\"><span data-native-ad-id=\"preamble\" class=\"_14xz0mv8 _14xz0mv9\">Advertiser Content From<\/span><\/p>\n<div><img data-native-ad-id=\"logo\" src alt=\"Sponsor Logo\" class=\"_14xz0mvg\"><\/div>\n<\/div>\n<p class=\"_14xz0mvj\" data-native-ad-id=\"title\">This is the title for the native ad<\/p>\n<\/div>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<div class=\"e3czlx6\">\n<div class=\"duet--layout--header-pattern _75r1tr2\">\n<div class=\"_75r1tr3\">\n<div class=\"duet--layout--page-header bpecqn0\">\n<div class=\"bpecqnj bpecqnf\">\n<h2 class=\"duet--article--dangerously-set-cms-markup bpecqno bpecqnm _19wv7tc2\">Top Stories<\/h2>\n<\/div>\n<div class=\"sticky-nav-trigger\"><\/div>\n<\/div>\n<\/div>\n<div class=\"_75r1tr4\">\n<div class=\"duet--content-cards--content-card _1ismqj4 _1ismqj0 _7uluu53 _1ismqjj _1ismqj5\">\n<div class=\"_1ismqji\">\n<div>\n<div>\n<div class>\n<div class=\"jelpep7 jelpep4 jelpep0\"><span class=\"duet--article--timestamp g4xafw8 g4xafw0 _19wv7tc5\"><time datetime=\"2026-10-14T11:00:00+00:00\">11:00 AM UTC<\/time><\/span><\/div>\n<\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd7 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54 _7uluu55\" href=\"https:\/\/www.theverge.com\/transportation\/1010694\/tesla-roadster-reveal-vaporware-spacex-elon-musk\">The Tesla Roadster could have stayed vaporware<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"duet--content-cards--content-card _1ismqj4 _1ismqj0 _7uluu53 _1ismqj5\">\n<div class=\"_1ismqji\">\n<div>\n<div>\n<div class>\n<div class=\"jelpep7 jelpep4 jelpep0\"><span class=\"duet--article--timestamp g4xafw8 g4xafw0 _19wv7tc5\"><time datetime=\"2026-10-14T13:00:00+00:00\">1:00 PM UTC<\/time><\/span><\/div>\n<\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd7 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54 _7uluu55\" href=\"https:\/\/www.theverge.com\/games\/1010101\/zelda-ocarina-of-time-remake-switch-2-preview-hands-on\">The Ocarina of Time remake feels remarkably modern \u2014 and surprisingly terrifying<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"duet--content-cards--content-card _1ismqj4 _1ismqj0 _7uluu53 _1ismqj5\">\n<div class=\"_1ismqji\">\n<div>\n<div>\n<div class>\n<div class=\"jelpep7 jelpep4 jelpep0\"><span class=\"duet--article--timestamp g4xafw8 g4xafw0 _19wv7tc5\"><time datetime=\"2026-10-14T14:00:00+00:00\">2:00 PM UTC<\/time><\/span><\/div>\n<\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd7 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54 _7uluu55\" href=\"https:\/\/www.theverge.com\/entertainment\/1010433\/jason-jones-ai-novel-halo-destiny\">Halo\u2019s co-creator wrote a novel about AI taking over the world<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"duet--content-cards--content-card _1ismqj4 _1ismqj0 _7uluu53 _1ismqj5\">\n<div class=\"_1ismqji\">\n<div>\n<div>\n<div class>\n<div class=\"jelpep7 jelpep4 jelpep0\"><span class=\"duet--article--timestamp g4xafw8 g4xafw0 _19wv7tc5\"><time datetime=\"2026-10-14T15:19:02+00:00\">Two hours ago<\/time><\/span><\/div>\n<\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd7 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54 _7uluu55\" href=\"https:\/\/www.theverge.com\/ai-artificial-intelligence\/1011108\/anthropic-self-replicating-ai-smart-devices-risk\">Anthropic\u2019s self-replicating AI warning is alarming deja vu<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"duet--content-cards--content-card _1ismqj4 _1ismqj0 _7uluu53 _1ismqjk _1ismqjl _1ismqj5\">\n<div class=\"_1ismqji\">\n<div>\n<div>\n<div class>\n<div class=\"jelpep7 jelpep4 jelpep0\"><span class=\"duet--article--timestamp g4xafw8 g4xafw0 _19wv7tc5\"><time datetime=\"2026-10-14T13:00:00+00:00\">1:00 PM UTC<\/time><\/span><\/div>\n<\/div>\n<div>\n<div class=\"_19wv7tc9 _1d4s5vd7 _1d4s5vd0\"><a class=\"_7uluu50 _7uluu54 _7uluu55\" href=\"https:\/\/www.theverge.com\/tech\/1010780\/alexa-tablet-12-pro-review\">The Alexa Tablet 12 Pro is almost the Android tablet we needed<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><!--\/$--><\/div>\n<p><\/main><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Science Close Science Posts from this topic will be added to your daily email digest and your homepage feed. 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