{"id":25884,"date":"2026-07-23T10:36:06","date_gmt":"2026-07-23T03:36:06","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=25884"},"modified":"2026-07-23T10:36:06","modified_gmt":"2026-07-23T03:36:06","slug":"alphaevolve-chinh-thuc-phat-hanh-tren-google-cloud-ho-tro-xu-ly-cac-bai-toan-thuat-toan-kho-nhat-cho-doanh-nghiep","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/alphaevolve-chinh-thuc-phat-hanh-tren-google-cloud-ho-tro-xu-ly-cac-bai-toan-thuat-toan-kho-nhat-cho-doanh-nghiep\/","title":{"rendered":"AlphaEvolve ch\u00ednh th\u1ee9c ph\u00e1t h\u00e0nh tr\u00ean Google Cloud h\u1ed7 tr\u1ee3 x\u1eed l\u00fd c\u00e1c b\u00e0i to\u00e1n thu\u1eadt to\u00e1n kh\u00f3 nh\u1ea5t cho doanh nghi\u1ec7p"},"content":{"rendered":"<p>Nhi\u1ec1u v\u1ea5n \u0111\u1ec1 th\u00e1ch th\u1ee9c v\u00e0 quan tr\u1ecdng nh\u1ea5t tr\u00ean th\u1ebf gi\u1edbi li\u00ean quan \u0111\u1ebfn t\u1ed1i \u01b0u h\u00f3a. Gi\u1edd \u0111\u00e2y, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang gi\u00fap gi\u1ea3i quy\u1ebft nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng h\u01a1n. N\u1ebfu b\u1ea1n t\u1eebng th\u1eed thi\u1ebft k\u1ebf m\u1ed9t vi m\u1ea1ch, l\u1eadp k\u1ebf ho\u1ea1ch m\u1ea1ng l\u01b0\u1edbi ph\u00e2n ph\u1ed1i ho\u1eb7c t\u1ed1i \u01b0u h\u00f3a ki\u1ebfn \u200b\u200btr\u00fac hu\u1ea5n luy\u1ec7n cho m\u1ed9t m\u00f4 h\u00ecnh AI l\u1edbn, b\u1ea1n s\u1ebd bi\u1ebft vi\u1ec7c t\u00ecm ra m\u00e3 t\u1ed1i \u01b0u nh\u1ea5t kh\u00f3 kh\u0103n nh\u01b0 th\u1ebf n\u00e0o. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p l\u1eadp tr\u00ecnh truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng kh\u00f4ng th\u1ec3 kh\u00e1m ph\u00e1 h\u1ebft t\u1ea5t c\u1ea3 c\u00e1c thu\u1eadt to\u00e1n v\u00e0 c\u00e1ch tri\u1ec3n khai kh\u1ea3 thi v\u00ec kh\u00f4ng gian t\u00ecm ki\u1ebfm qu\u00e1 r\u1ed9ng l\u1edbn. \u0110\u1ec3 h\u1ed7 tr\u1ee3, Google \u0111\u00e3 gi\u1edbi thi\u1ec7u AlphaEvolve v\u00e0o n\u0103m ngo\u00e1i trong bu\u1ed5i gi\u1edbi thi\u1ec7u h\u1ea1n ch\u1ebf \u2014 m\u1ed9t c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 gi\u00fap b\u1ea1n thi\u1ebft k\u1ebf c\u00e1c thu\u1eadt to\u00e1n t\u1ed1t h\u01a1n tr\u00ean Google Cloud.<\/p>\n<p><b><a href=\"https:\/\/gcloudvn.com\/en\/ai-overviews-in-drive-now-available-on-mobile\/attachment\/1-blog_hero_pic-max-2000x2000\/\" rel=\"attachment wp-att-25832\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25832\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/1-Blog_hero_pic.max-2000x2000-1.png\" alt=\"\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/1-Blog_hero_pic.max-2000x2000-1.png 1920w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/1-Blog_hero_pic.max-2000x2000-1-768x432.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/1-Blog_hero_pic.max-2000x2000-1-1536x864.png 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/1-Blog_hero_pic.max-2000x2000-1-18x10.png 18w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/a>What\u2019s changing: <\/b><span style=\"font-weight: 400;\">H\u00f4m nay, AlphaEvolve \u0111\u00e3 ch\u00ednh th\u1ee9c \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh (GA) tr\u00ean n\u1ec1n t\u1ea3ng Gemini Enterprise Agent. AlphaEvolve l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 t\u1ed1i \u01b0u h\u00f3a v\u00e0 kh\u00e1m ph\u00e1 m\u00e3 ngu\u1ed3n \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean n\u1ec1n t\u1ea3ng Gemini, gi\u00fap gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n thu\u1eadt to\u00e1n kh\u00f3 nh\u1ea5t v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng \u0111\u1ed9t ph\u00e1 cho doanh nghi\u1ec7p v\u00e0 nghi\u00ean c\u1ee9u c\u1ee7a b\u1ea1n. N\u00f3 \u0111\u00e3 \u0111\u01b0\u1ee3c th\u1eed nghi\u1ec7m trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau nh\u01b0 h\u1eadu c\u1ea7n, ch\u1ea5t b\u00e1n d\u1eabn, gen h\u1ecdc, \u0111i\u1ec7n to\u00e1n hi\u1ec7u n\u0103ng cao v\u00e0 d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh trong ch\u01b0\u01a1ng tr\u00ecnh truy c\u1eadp s\u1edbm c\u1ee7a Google. N\u00f3 kh\u00e1m ph\u00e1 kh\u00f4ng gian t\u00ecm ki\u1ebfm m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng \u0111\u1ec3 t\u00ecm ra c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho v\u1ea5n \u0111\u1ec1 c\u1ee7a b\u1ea1n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c tri\u1ec3n khai AlphaEvolve trong m\u00f4i tr\u01b0\u1eddng c\u1ee7a b\u1ea1n tu\u00e2n theo quy tr\u00ecnh b\u1ed1n b\u01b0\u1edbc c\u00f3 c\u1ea5u tr\u00fac, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 chuy\u1ec3n t\u1eeb vi\u1ec7c x\u00e1c \u0111\u1ecbnh v\u1ea5n \u0111\u1ec1 ban \u0111\u1ea7u \u0111\u1ebfn m\u00e3 s\u1ea3n ph\u1ea9m \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a ho\u00e0n to\u00e0n:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">X\u00e1c \u0111\u1ecbnh: Cung c\u1ea5p thu\u1eadt to\u00e1n g\u1ed1c v\u00e0 \u0111\u1ecbnh ngh\u0129a b\u00e0i to\u00e1n, c\u00f9ng v\u1edbi ki\u1ebfn \u200b\u200bth\u1ee9c n\u1ec1n t\u1ea3ng cung c\u1ea5p b\u1ed1i c\u1ea3nh v\u1ec1 b\u00e0i to\u00e1n b\u1ea1n mu\u1ed1n gi\u1ea3i quy\u1ebft.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110o l\u01b0\u1eddng: Thi\u1ebft l\u1eadp h\u00e0m ch\u1ea5m \u0111i\u1ec3m \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 kh\u00e1ch quan c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh \u1ee9ng c\u1eed vi\u00ean d\u1ef1a tr\u00ean m\u1ed9t ho\u1eb7c nhi\u1ec1u ch\u1ec9 s\u1ed1 quan tr\u1ecdng \u0111\u1ed1i v\u1edbi b\u00e0i to\u00e1n c\u1ee7a b\u1ea1n, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u00ednh \u0111\u00fang \u0111\u1eafn, hi\u1ec7u su\u1ea5t v\u00e0 c\u00e1c r\u00e0ng bu\u1ed9c v\u1eadn h\u00e0nh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ed1i \u01b0u h\u00f3a: S\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 t\u1ed1i \u01b0u h\u00f3a c\u1ee7a AlphaEvolve \u0111\u1ec3 t\u1ea1o m\u00e3 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a, \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a r\u00f5 r\u00e0ng d\u1ef1a tr\u00ean c\u00e1c ch\u1ec9 s\u1ed1 trong h\u00e0m ch\u1ea5m \u0111i\u1ec3m \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp \u1edf b\u01b0\u1edbc \u0111o l\u01b0\u1eddng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00c1p d\u1ee5ng: Tri\u1ec3n khai thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cao tr\u1ef1c ti\u1ebfp v\u00e0o kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng s\u1ea3n xu\u1ea5t c\u1ee7a b\u1ea1n.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Trong b\u00e0i vi\u1ebft n\u00e0y, Google s\u1ebd chia s\u1ebb c\u00e1ch c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u00e3 v\u00e0 \u0111ang nh\u1eadn th\u1ea5y t\u00e1c \u0111\u1ed9ng t\u00edch c\u1ef1c t\u1eeb AlphaEvolve v\u00e0 c\u00e1ch b\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u s\u1eed d\u1ee5ng.<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/gcloudvn.com\/en\/alphaevolve-chinh-thuc-phat-hanh-tren-google-cloud-ho-tro-xu-ly-cac-bai-toan-thuat-toan-kho-nhat-cho-doanh-nghiep\/#Cac_to_chuc_dang_su_dung_AlphaEvolve_nhu_the_nao\" >C\u00e1c t\u1ed5 ch\u1ee9c \u0111ang s\u1eed d\u1ee5ng AlphaEvolve nh\u01b0 th\u1ebf n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/gcloudvn.com\/en\/alphaevolve-chinh-thuc-phat-hanh-tren-google-cloud-ho-tro-xu-ly-cac-bai-toan-thuat-toan-kho-nhat-cho-doanh-nghiep\/#Tang_cuong_co_so_ha_tang_va_nghien_cuu_khoa_hoc_cua_chinh_chung_ta\" >T\u0103ng c\u01b0\u1eddng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng v\u00e0 nghi\u00ean c\u1ee9u khoa h\u1ecdc c\u1ee7a ch\u00ednh ch\u00fang ta.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gcloudvn.com\/en\/alphaevolve-chinh-thuc-phat-hanh-tren-google-cloud-ho-tro-xu-ly-cac-bai-toan-thuat-toan-kho-nhat-cho-doanh-nghiep\/#Hay_bat_dau_nang_cap_ma_nguon_cua_ban_ngay_hom_nay\" >H\u00e3y b\u1eaft \u0111\u1ea7u n\u00e2ng c\u1ea5p m\u00e3 ngu\u1ed3n c\u1ee7a b\u1ea1n ngay h\u00f4m nay!<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"Cac_to_chuc_dang_su_dung_AlphaEvolve_nhu_the_nao\"><\/span><b>C\u00e1c t\u1ed5 ch\u1ee9c \u0111ang s\u1eed d\u1ee5ng AlphaEvolve nh\u01b0 th\u1ebf n\u00e0o?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AlphaEvolve \u0111\u00e3 ph\u00e1t tri\u1ec3n t\u1eeb m\u1ed9t d\u1ef1 \u00e1n nghi\u00ean c\u1ee9u th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 quan tr\u1ecdng \u0111ang s\u1eed d\u1ee5ng t\u1ea1i Google. Gi\u1edd \u0111\u00e2y, m\u1ed9t s\u1ed1 t\u1ed5 ch\u1ee9c s\u00e1ng t\u1ea1o nh\u1ea5t th\u1ebf gi\u1edbi c\u0169ng \u0111ang s\u1eed d\u1ee5ng n\u00f3 \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 thu\u1eadt to\u00e1n c\u1ee7a h\u1ecd.<\/span><\/p>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/ai-overviews-in-drive-now-available-on-mobile\/attachment\/2-alphaevolve_logo_wall-max-2200x2200\/\" rel=\"attachment wp-att-25834\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25834\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/2-AlphaEvolve_logo_wall.max-2200x2200-1.png\" alt=\"\" width=\"2200\" height=\"1083\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/2-AlphaEvolve_logo_wall.max-2200x2200-1.png 2200w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/2-AlphaEvolve_logo_wall.max-2200x2200-1-768x378.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/2-AlphaEvolve_logo_wall.max-2200x2200-1-1536x756.png 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/2-AlphaEvolve_logo_wall.max-2200x2200-1-2048x1008.png 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/2-AlphaEvolve_logo_wall.max-2200x2200-1-18x9.png 18w\" sizes=\"auto, (max-width: 2200px) 100vw, 2200px\" \/><\/a><\/p>\n<p><b>BASF: X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh song sinh k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng to\u00e0n c\u1ea7u<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u201cCh\u00fang t\u00f4i \u0111\u00e3 nhi\u1ec1u l\u1ea7n c\u1ed1 g\u1eafng x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh song sinh k\u1ef9 thu\u1eadt s\u1ed1 cho m\u1ea1ng l\u01b0\u1edbi cung \u1ee9ng ph\u1ee9c t\u1ea1p c\u1ee7a m\u00ecnh b\u1eb1ng c\u00e1c m\u00f4 h\u00ecnh x\u00e1c \u0111\u1ecbnh, v\u00e0 t\u1ea5t c\u1ea3 \u0111\u1ec1u th\u1ea5t b\u1ea1i. B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng AlphaEvolve, gi\u1edd \u0111\u00e2y ch\u00fang t\u00f4i kh\u00f4ng ch\u1ec9 c\u00f3 th\u1ec3 l\u1eadp b\u1ea3n \u0111\u1ed3 m\u1ea1ng l\u01b0\u1edbi ph\u1ee9c t\u1ea1p d\u1ef1a tr\u00ean d\u1eef li\u1ec7u h\u1ec7 th\u1ed1ng, m\u00e0 \u0111\u1ed3ng th\u1eddi c\u00f2n hi\u1ec3u v\u00e0 sao ch\u00e9p c\u00e1c quy\u1ebft \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi chi ph\u1ed1i ho\u1ea1t \u0111\u1ed9ng h\u00e0ng ng\u00e0y c\u1ee7a ch\u00fang t\u00f4i. \u0110i\u1ec1u n\u00e0y mang l\u1ea1i cho ch\u00fang t\u00f4i m\u1ed9t m\u00f4 h\u00ecnh song sinh k\u1ef9 thu\u1eadt s\u1ed1 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao v\u00e0 d\u1ec5 b\u1ea3o tr\u00ec c\u1ee7a to\u00e0n b\u1ed9 m\u1ea1ng l\u01b0\u1edbi.\u201d \u2014 Ti\u1ebfn s\u0129 Goetz Krabbe, Ph\u00f3 Ch\u1ee7 t\u1ecbch Chu\u1ed7i cung \u1ee9ng to\u00e0n c\u1ea7u, BASF.<\/span><\/p>\n<p><b>Coolblue: T\u1ed1i \u01b0u h\u00f3a d\u1ef1 b\u00e1o nhu c\u1ea7u th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u201cC\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u1ee7a Coolblue \u0111\u00e3 s\u1eed d\u1ee5ng AlphaEvolve \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a tr\u1ef1c ti\u1ebfp quy tr\u00ecnh d\u1ef1 b\u00e1o nhu c\u1ea7u 28 ng\u00e0y c\u1ee7a h\u1ecd, t\u1eadp trung v\u00e0o k\u1ef9 thu\u1eadt \u0111\u1eb7c tr\u01b0ng t\u1ef1 \u0111\u1ed9ng, ti\u1ec1n x\u1eed l\u00fd m\u1ee5c ti\u00eau v\u00e0 l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh. Ch\u1ec9 sau v\u00e0i (200) l\u1ea7n l\u1eb7p, AlphaEvolve \u0111\u00e3 c\u1ea3i thi\u1ec7n d\u1ef1 b\u00e1o s\u1ea3n l\u01b0\u1ee3ng c\u1ee7a ch\u00fang t\u00f4i (b\u1eb1ng c\u00e1ch gi\u1ea3m WMAPE so v\u1edbi gi\u1ea3i ph\u00e1p hi\u1ec7n c\u00f3) h\u01a1n 5%. Nh\u1eefng c\u1ea3i ti\u1ebfn n\u00e0y \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1edd k\u1ef9 thu\u1eadt \u0111\u1eb7c tr\u01b0ng \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n, s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh h\u1ed3i quy kh\u00e1c nhau v\u00e0 ti\u1ec1n x\u1eed l\u00fd m\u1ee5c ti\u00eau t\u1ed1t h\u01a1n \u0111\u01b0\u1ee3c AlphaEvolve \u0111\u1ec1 xu\u1ea5t v\u00e0 x\u00e1c nh\u1eadn. \u0110\u1ec3 \u0111\u1ea3m b\u1ea3o \u0111\u1ee7 h\u00e0ng t\u1ed3n kho, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 d\u1ef1 b\u00e1o nhu c\u1ea7u ph\u1ea3i ch\u00ednh x\u00e1c c\u1ea3 trong ng\u1eafn h\u1ea1n (7 ng\u00e0y \u0111\u1ea7u ti\u00ean) v\u00e0 d\u00e0i h\u1ea1n (28 ng\u00e0y). AlphaEvolve \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u1ed9t ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1 k\u1ebft h\u1ee3p c\u1ea3 hai giai \u0111o\u1ea1n, c\u00f9ng v\u1edbi m\u1ed9t h\u00ecnh ph\u1ea1t nghi\u00eam ng\u1eb7t cho vi\u1ec7c d\u1ef1 b\u00e1o th\u1ea5p h\u01a1n th\u1ef1c t\u1ebf. AlphaEvolve \u0111\u00e3 ch\u1ee9ng minh kh\u1ea3 n\u0103ng c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 c\u00e1c quy\u1ebft \u0111\u1ecbnh mua h\u00e0ng s\u1ed1 l\u01b0\u1ee3ng l\u1edbn v\u00e0 gi\u00fap ch\u00fang t\u00f4i duy tr\u00ec m\u1ee9c t\u1ed3n kho t\u1ed1i \u01b0u trong nh\u1eefng tu\u1ea7n t\u1edbi.\u201d \u2014 Cas Ruger, Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ea1i Coolblue.<\/span><\/p>\n<p><b>FM Logistic: T\u1ed1i \u01b0u h\u00f3a tuy\u1ebfn \u0111\u01b0\u1eddng kho h\u00e0ng<\/b><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">\u201cTh\u00f4ng qua s\u1ef1 h\u1ee3p t\u00e1c v\u1edbi Google Cloud v\u00e0 vi\u1ec7c tri\u1ec3n khai AlphaEvolve v\u00e0 Gemini, ch\u00fang t\u00f4i \u0111\u00e3 t\u1ed1i \u01b0u h\u00f3a h\u01a1n n\u1eefa ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ecbnh tuy\u1ebfn cho c\u00e1c ho\u1ea1t \u0111\u1ed9ng v\u1eadn chuy\u1ec3n nhanh. M\u1ee9c c\u1ea3i thi\u1ec7n 10,4% \u0111\u1ea1t \u0111\u01b0\u1ee3c tr\u00ean n\u1ec1n t\u1ea3ng \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cao, n\u01a1i m\u00e0 vi\u1ec7c \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng c\u1ea3i ti\u1ebfn h\u01a1n n\u1eefa th\u01b0\u1eddng r\u1ea5t kh\u00f3 kh\u0103n. \u0110i\u1ec1u n\u00e0y tr\u1ef1c ti\u1ebfp d\u1eabn \u0111\u1ebfn vi\u1ec7c ho\u00e0n th\u00e0nh \u0111\u01a1n h\u00e0ng nhanh h\u01a1n, \u0111i\u1ec1u ki\u1ec7n l\u00e0m vi\u1ec7c t\u1ed1t h\u01a1n cho \u0111\u1ed9i ng\u0169 c\u1ee7a ch\u00fang t\u00f4i v\u00e0 gi\u1ea3m hao m\u00f2n cho \u0111\u1ed9i xe.\u201d \u2014 Rodolphe Bey, Gi\u00e1m \u0111\u1ed1c CNTT T\u1eadp \u0111o\u00e0n t\u1ea1i FM Logistic.<\/span><\/p>\n<p><b>Infineon: T\u1ed1i \u01b0u h\u00f3a thi\u1ebft k\u1ebf chip<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u201cNh\u1eefng th\u1eed nghi\u1ec7m ban \u0111\u1ea7u c\u1ee7a ch\u00fang t\u00f4i v\u1edbi AlphaEvolve r\u1ea5t t\u00edch c\u1ef1c, ch\u1ee9ng minh ti\u1ec1m n\u0103ng c\u1ee7a n\u00f3 trong vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i v\u00f2ng \u0111\u1eddi thi\u1ebft k\u1ebf chip. Ch\u00fang t\u00f4i nh\u1eadn th\u1ea5y r\u00f5 ti\u1ec1m n\u0103ng \u0111\u00f3ng g\u00f3p c\u1ee7a n\u00f3 v\u00e0o nhi\u1ec1u giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n, bao g\u1ed3m c\u1ea3 c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 m\u00f4 h\u00ecnh h\u00f3a thay th\u1ebf.\u201d \u2014 Michael Kollig, Gi\u00e1m \u0111\u1ed1c CNTT, Infineon.<\/span><\/p>\n<p><b>JetBrains: T\u0103ng t\u1ed1c hi\u1ec7u su\u1ea5t IDE<\/b><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">\u201cAlphaEvolve c\u00f3 th\u1ec3 thay \u0111\u1ed5i c\u00e1ch ch\u00fang ta ti\u1ebfp c\u1eadn c\u00f4ng vi\u1ec7c t\u1ed1i \u01b0u hi\u1ec7u n\u0103ng ph\u1ee9c t\u1ea1p. N\u00f3 bi\u1ebfn nh\u1eefng t\u1ed1i \u01b0u h\u00f3a t\u1eebng qu\u00e1 t\u1ed1n th\u1eddi gian \u0111\u1ec3 nghi\u00ean c\u1ee9u th\u00e0nh nh\u1eefng \u1ee9ng vi\u00ean m\u00e0 ch\u00fang ta c\u00f3 th\u1ec3 ki\u1ec3m tra th\u01b0\u1eddng xuy\u00ean. C\u00e1c k\u1ef9 s\u01b0 v\u1eabn n\u1eafm quy\u1ec1n ki\u1ec3m \u0111\u1ecbnh, xem x\u00e9t v\u00e0 quy\u1ebft \u0111\u1ecbnh ph\u00e1t h\u00e0nh. Ch\u1ec9 c\u00f3 ph\u1ea1m vi t\u00ecm ki\u1ebfm l\u00e0 \u0111\u01b0\u1ee3c thu h\u1eb9p l\u1ea1i.\u201d \u2014 Dmitrii Batkovich, Gi\u00e1m \u0111\u1ed1c K\u1ef9 thu\u1eadt, JetBrains.<\/span><\/p>\n<p><b>Kinaxis: C\u1ea3i thi\u1ec7n h\u1ec7 th\u1ed1ng t\u1ed1i \u01b0u h\u00f3a v\u00e0 d\u1ef1 b\u00e1o<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u201cC\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u c\u1ee7a Kinaxis \u0111\u00e3 s\u1eed d\u1ee5ng AlphaEvolve \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 c\u1ea3 t\u1ed1c \u0111\u1ed9 v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a c\u00e1c thu\u1eadt to\u00e1n d\u1ef1 b\u00e1o v\u00e0 t\u1ed1i \u01b0u h\u00f3a \u0111\u00e3 \u0111\u01b0\u1ee3c ho\u00e0n thi\u1ec7n. Trong c\u00e1c th\u1eed nghi\u1ec7m ban \u0111\u1ea7u, ch\u00fang t\u00f4i \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ef1 c\u1ea3i thi\u1ec7n h\u01a1n 22% trong c\u00e1c ch\u1ec9 s\u1ed1 ch\u00ednh v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 b\u00e1o, \u0111\u1ed3ng th\u1eddi gi\u1ea3m th\u1eddi gian ch\u1ea1y h\u01a1n 90% tr\u00ean c\u00e1c b\u1ed9 d\u1eef li\u1ec7u chu\u1ea9n. Khi chu\u1ed7i cung \u1ee9ng ng\u00e0y c\u00e0ng tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p v\u00e0 kh\u00f3 d\u1ef1 \u0111o\u00e1n, AlphaEvolve c\u00f3 ti\u1ec1m n\u0103ng gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c l\u1edbn nh\u1ea5t th\u1ebf gi\u1edbi \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh h\u01a1n, s\u00e1ng su\u1ed1t h\u01a1n v\u00e0 th\u00edch \u1ee9ng v\u1edbi s\u1ef1 t\u1ef1 tin cao h\u01a1n.\u201d \u2014 Gelu Ticala, Gi\u00e1m \u0111\u1ed1c C\u00f4ng ngh\u1ec7, Kinaxis<\/span><\/p>\n<p><b>Klarna: T\u0103ng g\u1ea5p \u0111\u00f4i hi\u1ec7u su\u1ea5t \u0111\u1ed3ng th\u1eddi c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng m\u00f4 h\u00ecnh<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">&#8220;Klarna \u0111\u00e3 \u00e1p d\u1ee5ng AlphaEvolve v\u00e0o m\u1ed9t trong nh\u1eefng h\u1ec7 th\u1ed1ng hu\u1ea5n luy\u1ec7n h\u1ecdc m\u00e1y l\u1edbn nh\u1ea5t c\u1ee7a h\u1ecd v\u00e0 t\u0103ng g\u1ea5p \u0111\u00f4i hi\u1ec7u su\u1ea5t \u0111\u1ed3ng th\u1eddi c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng m\u00f4 h\u00ecnh, t\u1ea5t c\u1ea3 \u0111\u1ec1u tu\u00e2n th\u1ee7 c\u00e1c r\u00e0ng bu\u1ed9c nghi\u00eam ng\u1eb7t v\u1ec1 kh\u1ea3 n\u0103ng t\u00e1i t\u1ea1o c\u1ee7a c\u00e1c d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd. Trong h\u01a1n ba tu\u1ea7n, h\u1ec7 th\u1ed1ng \u0111\u00e3 kh\u00e1m ph\u00e1 g\u1ea7n 6.000 ch\u01b0\u01a1ng tr\u00ecnh \u1ee9ng c\u1eed vi\u00ean, ph\u00e1t hi\u1ec7n ra nh\u1eefng s\u1ef1 thay \u0111\u1ed5i ki\u1ebfn \u200b\u200btr\u00fac s\u00e2u r\u1ed9ng m\u00e0 kh\u00f4ng k\u1ef9 s\u01b0 n\u00e0o t\u1eebng th\u1eed.&#8221; \u2014 Nh\u00f3m k\u1ef9 thu\u1eadt c\u1ee7a Klarna.<\/span><\/p>\n<p><b>Kuro Games: T\u1ed1i \u01b0u h\u00f3a ph\u00eda m\u00e1y ch\u1ee7<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u201cT\u1ea1i Kuro Games, nguy\u00ean t\u1eafc ch\u1ec9 \u0111\u1ea1o c\u1ee7a ch\u00fang t\u00f4i l\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o kh\u00f4ng ch\u1ec9 gi\u00fap c\u00f4ng vi\u1ec7c c\u1ee7a ch\u00fang t\u00f4i nhanh h\u01a1n m\u00e0 c\u00f2n ph\u1ea3i l\u00e0m cho c\u00f4ng vi\u1ec7c c\u1ee7a ch\u00fang t\u00f4i t\u1ed1t h\u01a1n. AlphaEvolve l\u00e0 minh ch\u1ee9ng th\u1ef1c t\u1ebf cho nguy\u00ean t\u1eafc \u0111\u00f3. Ch\u00fang t\u00f4i \u0111\u00e3 \u00e1p d\u1ee5ng n\u00f3 v\u00e0o m\u1ed9t th\u00e1ch th\u1ee9c t\u1ed1i \u01b0u h\u00f3a h\u1ec7 th\u1ed1ng ph\u1ee5 tr\u1ee3 ph\u1ee9c t\u1ea1p v\u00e0 nh\u1eadn th\u1ea5y s\u1ef1 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t \u0111\u00e1ng k\u1ec3 trong c\u00e1c t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3 ph\u00eda m\u00e1y ch\u1ee7. AlphaEvolve x\u1eed l\u00fd c\u00e1c lo\u1ea1i c\u00f4ng vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a m\u00e0 m\u00e1y m\u00f3c l\u00e0m t\u1ed1t nh\u1ea5t, v\u00ec v\u1eady c\u00e1c k\u1ef9 s\u01b0 c\u1ee7a ch\u00fang t\u00f4i c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o nh\u1eefng g\u00ec ch\u1ec9 con ng\u01b0\u1eddi m\u1edbi c\u00f3 th\u1ec3 l\u00e0m: t\u1ea1o ra nh\u1eefng tr\u00f2 ch\u01a1i tuy\u1ec7t v\u1eddi.\u201d \u2014 Lin Chenchen, Gi\u00e1m \u0111\u1ed1c C\u00f4ng ngh\u1ec7, Kuro Games<\/span><\/p>\n<p><b>Ph\u00f2ng th\u00ed nghi\u1ec7m qu\u1ed1c gia Oak Ridge: T\u1ea1o nh\u00e2n GPU cho \u0111i\u1ec7n to\u00e1n exascale<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Theo ch\u01b0\u01a1ng tr\u00ecnh Genesis Mission c\u1ee7a Google DeepMind h\u1ee3p t\u00e1c v\u1edbi B\u1ed9 N\u0103ng l\u01b0\u1ee3ng \u0111\u1ec3 cung c\u1ea5p quy\u1ec1n truy c\u1eadp s\u1edbm v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ph\u1ee5c v\u1ee5 khoa h\u1ecdc c\u1ee7a ch\u00fang t\u00f4i.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cPh\u00f2ng th\u00ed nghi\u1ec7m qu\u1ed1c gia Oak Ridge (ORNL) g\u1ea7n \u0111\u00e2y \u0111\u00e3 h\u1ee3p t\u00e1c v\u1edbi Google \u0111\u1ec3 tri\u1ec3n khai AlphaEvolve tr\u00ean Frontier, si\u00eau m\u00e1y t\u00ednh exascale \u0111\u1ea7u ti\u00ean tr\u00ean th\u1ebf gi\u1edbi. Nh\u00f3m nghi\u00ean c\u1ee9u \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed9t ki\u1ebfn \u200b\u200btr\u00fac \u0111\u00e1nh gi\u00e1 v\u00f2ng k\u00edn, k\u1ebft n\u1ed1i vi\u1ec7c t\u1ea1o m\u00e3 m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y v\u1edbi m\u00f4i tr\u01b0\u1eddng th\u1ef1c thi c\u1ee7a Frontier. H\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf t\u1ed1i \u01b0u h\u00f3a c\u00e1c nh\u00e2n GPU \u0111\u1ed9 ch\u00ednh x\u00e1c h\u1ed7n h\u1ee3p \u2014 \u0111\u00f2i h\u1ecfi c\u00e1c quy\u1ebft \u0111\u1ecbnh ph\u1ee9c t\u1ea1p, li\u00ean k\u1ebft v\u1edbi nhau v\u1ec1 b\u1ed9 nh\u1edb, b\u1ed1 c\u1ee5c d\u1eef li\u1ec7u v\u00e0 \u0111\u1ed3ng b\u1ed9 h\u00f3a ph\u1ea7n c\u1ee9ng \u2014 b\u1eb1ng c\u00e1ch t\u1ea1o, bi\u00ean d\u1ecbch, ch\u1ea1y v\u00e0 x\u00e1c th\u1ef1c c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh \u1ee9ng c\u1eed vi\u00ean m\u1ed9t c\u00e1ch l\u1eb7p \u0111i l\u1eb7p l\u1ea1i, tr\u1ef1c ti\u1ebfp tr\u00ean GPU AMD c\u1ee7a si\u00eau m\u00e1y t\u00ednh. Khung t\u00ecm ki\u1ebfm c\u00f3 th\u1ec3 th\u1ef1c thi n\u00e0y \u0111\u00e1nh gi\u00e1 t\u1eebng t\u1ed1i \u01b0u h\u00f3a c\u1ea5u tr\u00fac \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t d\u1ef1a tr\u00ean c\u00e1c quy t\u1eafc \u0111\u1ed9 ch\u00ednh x\u00e1c s\u1ed1 h\u1ecdc.\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cS\u1ef1 h\u1ee3p t\u00e1c c\u1ee7a ch\u00fang t\u00f4i v\u1edbi nh\u00f3m AlphaEvolve c\u1ee7a Google \u0111\u00e3 cho ch\u00fang t\u00f4i c\u00e1i nh\u00ecn s\u1edbm v\u1ec1 c\u00e1ch l\u1eadp tr\u00ecnh ti\u1ebfn h\u00f3a c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p v\u1edbi si\u00eau m\u00e1y t\u00ednh h\u00e0ng \u0111\u1ea7u. B\u1eb1ng c\u00e1ch ch\u1ea1y AlphaEvolve tr\u00ean Frontier, ch\u00fang t\u00f4i \u0111\u00e3 kh\u00e1m ph\u00e1 m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng l\u1edbn c\u00e1c \u1ee9ng c\u1eed vi\u00ean t\u1ed1i \u01b0u h\u00f3a song song, bao g\u1ed3m c\u1ea3 c\u00e1c bi\u1ebfn th\u1ec3 tri\u1ec3n khai m\u1edbi gi\u00fap ch\u00fang t\u00f4i kh\u00e1m ph\u00e1 nh\u1eefng ph\u1ea7n c\u1ee7a kh\u00f4ng gian thi\u1ebft k\u1ebf m\u00e0 ch\u00fang t\u00f4i c\u00f3 th\u1ec3 kh\u00f4ng \u0111\u1ea1t \u0111\u01b0\u1ee3c ch\u1ec9 b\u1eb1ng t\u1ed1i \u01b0u h\u00f3a th\u1ee7 c\u00f4ng. \u0110\u00e2y l\u00e0 m\u1ed9t b\u01b0\u1edbc ti\u1ebfn \u0111\u00e1ng kh\u00edch l\u1ec7 \u0111\u1ea7u ti\u00ean h\u01b0\u1edbng t\u1edbi vi\u1ec7c \u00e1p d\u1ee5ng t\u1ed1i \u01b0u h\u00f3a h\u1ed7 tr\u1ee3 AI v\u00e0o ph\u1ea7n m\u1ec1m khoa h\u1ecdc ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p.\u201d\u2014Oscar Hernandez Mendoza, Ti\u1ebfn s\u0129, Nh\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh c\u1ea5p cao, ORNL<\/span><\/p>\n<p><b>\u0110\u1ea1i h\u1ecdc Old Dominion: M\u00f4 h\u00ecnh h\u00f3a t\u1ef7 l\u1ec7 t\u1eed vong do l\u00e3o h\u00f3a sinh h\u1ecdc<\/b><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;Ph\u00f2ng th\u00ed nghi\u1ec7m Qin t\u1ea1i \u0110\u1ea1i h\u1ecdc Old Dominion \u0111\u00e3 s\u1eed d\u1ee5ng AlphaEvolve \u0111\u1ec3 t\u00ecm ki\u1ebfm trong kh\u00f4ng gian c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh Python m\u00f4 h\u00ecnh h\u00f3a t\u1ef7 l\u1ec7 t\u1eed vong do l\u00e3o h\u00f3a sinh h\u1ecdc, m\u1ed9t v\u1ea5n \u0111\u1ec1 trong sinh h\u1ecdc l\u00e3o h\u00f3a t\u00ednh to\u00e1n, n\u01a1i c\u00e1c ph\u01b0\u01a1ng tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n tr\u1ea3i r\u1ed9ng tr\u00ean nhi\u1ec1u \u0111\u1ecbnh lu\u1eadt th\u1ef1c nghi\u1ec7m. S\u1eed d\u1ee5ng c\u1ee5m m\u00e1y t\u00ednh hi\u1ec7u n\u0103ng cao (HPC) tr\u00ean Google Cloud nh\u01b0 m\u1ed9t ph\u1ea7n c\u1ee7a s\u00e1ng ki\u1ebfn \u200b\u200bODU MonarchSphere, AlphaEvolve \u2013 qua kho\u1ea3ng 500 l\u1ea7n \u0111\u00e1nh gi\u00e1 \u2013 \u0111\u00e3 t\u1ef1 \u0111\u1ed9ng t\u00e1i kh\u00e1m ph\u00e1 m\u00f4 h\u00ecnh t\u1eed vong logistic Kannisto (m\u1ed9t k\u1ebft qu\u1ea3 \u0111\u00e3 \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 t\u1eeb t\u00e0i li\u1ec7u sinh h\u1ecdc l\u00e3o h\u00f3a nh\u1eefng n\u0103m 1990) m\u00e0 kh\u00f4ng c\u1ea7n bi\u1ebft tr\u01b0\u1edbc v\u1ec1 t\u00e0i li\u1ec7u \u0111\u00f3, c\u1ea3i thi\u1ec7n \u0111i\u1ec3m s\u1ed1 \u0111\u1ed9 ph\u00f9 h\u1ee3p t\u1ed5ng h\u1ee3p c\u1ee7a M\u00f4 h\u00ecnh L\u00e3o h\u00f3a M\u1edbi n\u1ed5i l\u00ean 19% th\u00f4ng qua ph\u00e2n b\u1ed1 t\u1ef7 l\u1ec7 suy gi\u1ea3m kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t, v\u00e0 ch\u1ee9ng minh m\u1ed1i t\u01b0\u01a1ng quan Strehler-Mildvan g\u1ea7n nh\u01b0 ho\u00e0n h\u1ea3o (0,949) th\u00f4ng qua c\u1ea5u tr\u00fac m\u1ea1ng kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o quy m\u00f4 v\u1edbi l\u00e3o h\u00f3a ph\u1ed5 Laplacian qua kho\u1ea3ng 500 l\u1ea7n \u0111\u00e1nh gi\u00e1. Ph\u00e1t hi\u1ec7n quan tr\u1ecdng l\u00e0 c\u00e1c m\u00f4 h\u00ecnh \u0111a d\u1ea1ng v\u1ec1 c\u1ea5u tr\u00fac \u0111\u1ec1u h\u1ed9i t\u1ee5 v\u1ec1 c\u00f9ng m\u1ed9t \u0111\u1ecbnh lu\u1eadt l\u00e3o h\u00f3a th\u1ef1c nghi\u1ec7m, cung c\u1ea5p b\u1eb1ng ch\u1ee9ng cho th\u1ea5y c\u00e1c quy lu\u1eadt Gompertz, Strehler-Mildvan v\u00e0 Kannisto l\u00e0 nh\u1eefng \u0111i\u1ec3m thu h\u00fat m\u1ea1nh m\u1ebd c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng sinh h\u1ecdc. Nh\u00f3m nghi\u00ean c\u1ee9u d\u1ef1 \u0111\u1ecbnh m\u1edf r\u1ed9ng c\u00f4ng vi\u1ec7c n\u00e0y sang&#8230; &#8220;&#8230;c\u00e1c t\u1eadp d\u1eef li\u1ec7u \u0111a lo\u00e0i v\u00e0 k\u1ebft n\u1ed1i c\u00e1c c\u1ea5u tr\u00fac ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e3 ph\u00e1t tri\u1ec3n v\u1edbi c\u00e1c c\u01a1 ch\u1ebf sinh h\u1ecdc c\u00f3 th\u1ec3 ki\u1ec3m ch\u1ee9ng \u0111\u01b0\u1ee3c.&#8221; \u2014 Ti\u1ebfn s\u0129 Hong Qin, Khoa Khoa h\u1ecdc M\u00e1y t\u00ednh, \u0110\u1ea1i h\u1ecdc Old Dominion<\/span><\/p>\n<p><b>PacBio: N\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 gi\u1ea3m chi ph\u00ed trong l\u0129nh v\u1ef1c gen h\u1ecdc.<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u201cGi\u1ea3i ph\u00e1p m\u00e0 nh\u00f3m nghi\u00ean c\u1ee9u c\u1ee7a Google t\u00ecm ra b\u1eb1ng AlphaEvolve gi\u00fap t\u0103ng \u0111\u00e1ng k\u1ec3 \u0111\u1ed9 ch\u00ednh x\u00e1c cho c\u00e1c thi\u1ebft b\u1ecb gi\u1ea3i tr\u00ecnh t\u1ef1 c\u1ee7a ch\u00fang t\u00f4i. \u0110\u1ed1i v\u1edbi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u, d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao h\u01a1n n\u00e0y c\u00f3 th\u1ec3 gi\u00fap ph\u00e1t hi\u1ec7n ra c\u00e1c \u0111\u1ed9t bi\u1ebfn g\u00e2y b\u1ec7nh ti\u1ec1m \u1ea9n tr\u01b0\u1edbc \u0111\u00e2y.\u201d \u2014 Aaron Wenger, Gi\u00e1m \u0111\u1ed1c c\u1ea5p cao, PacBio.<\/span><\/p>\n<p><b>Pebble: T\u1ed1i \u01b0u h\u00f3a hi\u1ec7u n\u0103ng ph\u1ee5c v\u1ee5 tr\u00ean GPU<\/b><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;T\u1ed1i \u01b0u h\u00f3a vi\u1ec7c ph\u1ee5c v\u1ee5 suy lu\u1eadn l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 v\u00f4 c\u00f9ng kh\u00f3 kh\u0103n v\u00ec n\u00f3 l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng \u0111a chi\u1ec1u, thay \u0111\u1ed5i li\u00ean t\u1ee5c gi\u1eefa c\u00e1c r\u00e0ng bu\u1ed9c v\u1ec1 b\u1ed9 nh\u1edb, t\u00ednh to\u00e1n v\u00e0 \u0111i\u1ec1u ph\u1ed1i ph\u1ea7n c\u1ee9ng. M\u00f4 h\u00ecnh \u0111\u1ed9 tr\u1ec5 c\u1ee7a AI Configurator c\u1ee7a NVIDIA b\u1ecb t\u1eafc ngh\u1ebdn nghi\u00eam tr\u1ecdng b\u1edfi m\u1ed9t h\u1ec7 s\u1ed1 hi\u1ec7u ch\u1ec9nh th\u1ef1c nghi\u1ec7m t\u0129nh duy nh\u1ea5t l\u00e0 0,8 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng \u0111\u1ed3ng \u0111\u1ec1u cho t\u1ea5t c\u1ea3 c\u00e1c kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c, v\u00e0 kh\u00f4ng m\u00f4 h\u00ecnh h\u00f3a s\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 hi\u1ec7u qu\u1ea3 gi\u1eefa FP8 v\u00e0 BF16, khi\u1ebfn c\u00e1c c\u1ea5u h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t l\u1ec7ch kh\u1ecfi m\u1ee9c t\u1ed1i \u01b0u. AlphaEvolve \u0111\u00e3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y b\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng kh\u00e1m ph\u00e1 c\u00e1c c\u00f4ng th\u1ee9c m\u00f4 h\u00ecnh h\u00f3a hi\u1ec7u su\u1ea5t GPU tr\u1ef1c ti\u1ebfp t\u1eeb d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n tr\u01b0\u1edbc \u0111\u00f3 c\u1ee7a ch\u00fang t\u00f4i. Ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfn h\u00f3a \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi Gemini n\u00e0y \u0111\u00e3 gi\u1ea3m \u0111\u00e1ng k\u1ec3 l\u1ed7i m\u00f4 h\u00ecnh c\u1ee7a ch\u00fang t\u00f4i, mang l\u1ea1i m\u1ee9c gi\u1ea3m l\u1ed7i t\u01b0\u01a1ng \u0111\u1ed1i h\u01a1n 56%. Ch\u00fang t\u00f4i r\u1ea5t vui m\u1eebng \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p ch\u1ee9c n\u0103ng hi\u1ec7u qu\u1ea3 \u0111\u01b0\u1ee3c h\u1ecdc h\u1ecfi m\u01b0\u1ee3t m\u00e0 h\u01a1n n\u00e0y v\u00e0 t\u1eadn d\u1ee5ng AlphaEvolve \u0111\u1ec3 li\u00ean t\u1ee5c l\u1eadp b\u1ea3n \u0111\u1ed3 c\u00e1c th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt ph\u1ea7n c\u1ee9ng m\u1edbi n\u1ed5i m\u00e0 kh\u00f4ng c\u1ea7n \u0111i\u1ec1u ch\u1ec9nh th\u1ee7 c\u00f4ng.&#8221; \u2014 Keval Shah, Tr\u01b0\u1edfng b\u1ed9 ph\u1eadn AI, Pebble<\/span><\/p>\n<p><b>Qbraid: Th\u00fac \u0111\u1ea9y \u0111i\u1ec7n to\u00e1n l\u01b0\u1ee3ng t\u1eed<\/b><\/p>\n<p><span style=\"font-weight: 400;\">\u201cAlphaEvolve \u0111\u00e3 mang l\u1ea1i k\u1ebft qu\u1ea3 v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi m\u1ed9t h\u1ec7 th\u1ed1ng m\u00e3 h\u00f3a m\u00e0 ch\u00fang t\u00f4i \u0111\u00e3 d\u00e0nh nhi\u1ec1u n\u0103m \u0111\u1ec3 ho\u00e0n thi\u1ec7n. N\u00f3 \u0111\u00e3 t\u00ecm ki\u1ebfm trong m\u1ed9t kh\u00f4ng gian thi\u1ebft k\u1ebf qu\u00e1 r\u1ed9ng l\u1edbn \u0111\u1ec3 c\u00f3 th\u1ec3 r\u00e0 so\u00e1t th\u1ee7 c\u00f4ng v\u00e0 tr\u1ea3 v\u1ec1 k\u1ebft qu\u1ea3 m\u00e0 ch\u00fang t\u00f4i c\u00f3 th\u1ec3 \u0111\u1ecdc, x\u00e1c minh v\u00e0 hi\u1ec3u \u0111\u01b0\u1ee3c. C\u00e1c h\u1ec7 th\u1ed1ng nh\u01b0 AlphaEvolve s\u1ebd th\u00fac \u0111\u1ea9y \u0111\u00e1ng k\u1ec3 ti\u1ebfn tr\u00ecnh h\u01b0\u1edbng t\u1edbi \u0111i\u1ec7n to\u00e1n l\u01b0\u1ee3ng t\u1eed h\u1eefu \u00edch.\u201d \u2014 Kenny Heitritter, Ph\u00f3 Ch\u1ee7 t\u1ecbch Nghi\u00ean c\u1ee9u v\u00e0 Ph\u00e1t tri\u1ec3n t\u1ea1i qBraid.<\/span><\/p>\n<p><b>Schr\u00f6dinger: Shortening cycles for molecular simulations for drug discovery<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">\u201cAlphaEvolve cho ph\u00e9p ch\u00fang t\u00f4i kh\u00e1m ph\u00e1 kh\u00f4ng gian h\u00f3a h\u1ecdc r\u1ed9ng l\u1edbn h\u01a1n m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n bao gi\u1edd h\u1ebft. Suy lu\u1eadn MLFF nhanh h\u01a1n mang l\u1ea1i t\u00e1c \u0111\u1ed9ng kinh doanh th\u1ef1c s\u1ef1, r\u00fat \u200b\u200bng\u1eafn chu k\u1ef3 nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n trong vi\u1ec7c kh\u00e1m ph\u00e1 thu\u1ed1c, thi\u1ebft k\u1ebf ch\u1ea5t x\u00fac t\u00e1c v\u00e0 ph\u00e1t tri\u1ec3n v\u1eadt li\u1ec7u, \u0111\u1ed3ng th\u1eddi cho ph\u00e9p c\u00e1c c\u00f4ng ty s\u00e0ng l\u1ecdc c\u00e1c \u1ee9ng vi\u00ean ph\u00e2n t\u1eed ch\u1ec9 trong v\u00e0i ng\u00e0y thay v\u00ec v\u00e0i th\u00e1ng.\u201d \u2014 Gabriel Marques, Tr\u01b0\u1edfng nh\u00f3m C\u00f4ng ngh\u1ec7 H\u1ecdc m\u00e1y, Schr\u00f6dinger.<\/span><\/p>\n<p><b>Substrate: T\u0103ng t\u1ed1c \u0111\u1ed9 th\u1ef1c thi cho m\u00f4 ph\u1ecfng b\u00e1n d\u1eabn<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">\u201cAlphaEvolve \u0111\u00e3 thay \u0111\u1ed5i t\u1ed1c \u0111\u1ed9 v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c khung c\u00f4ng ngh\u1ec7 in th\u1ea1ch b\u1ea3n \u0111i\u1ec7n to\u00e1n c\u1ee7a ch\u00fang t\u00f4i v\u00e0, \u1ea5n t\u01b0\u1ee3ng h\u01a1n n\u1eefa, \u0111\u00e3 ch\u1ee9ng minh ti\u1ec1m n\u0103ng c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh n\u00e0y trong vi\u1ec7c thi\u1ebft k\u1ebf ch\u00ednh ch\u00fang trong t\u01b0\u01a1ng lai, \u0111\u1ebfn t\u1eadn c\u1ea5p \u0111\u1ed9 nguy\u00ean t\u1eed.\u201d \u2014 James Proud, Gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh, Substrate.<\/span><\/p>\n<p><b>WPP: Gi\u1ea3i m\u00e3 b\u00ed quy\u1ebft th\u00e0nh c\u00f4ng c\u1ee7a chi\u1ebfn d\u1ecbch<\/b><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;WPP g\u1eb7p ph\u1ea3i gi\u1edbi h\u1ea1n trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n hi\u1ec7u qu\u1ea3 c\u00e1c chi\u1ebfn d\u1ecbch qu\u1ea3ng c\u00e1o s\u00e1ng t\u1ea1o, v\u00ec vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a m\u00f4 h\u00ecnh th\u1ee7 c\u00f4ng ch\u1ec9 mang l\u1ea1i m\u1ee9c t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c khi\u00eam t\u1ed1n 1% m\u1eb7c d\u00f9 \u0111\u00e3 t\u1ed1n r\u1ea5t nhi\u1ec1u th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c. \u0110\u1ec3 kh\u1eafc ph\u1ee5c th\u00e1ch th\u1ee9c n\u00e0y, nh\u00f3m Nghi\u00ean c\u1ee9u c\u1ee7a WPP \u0111\u00e3 s\u1eed d\u1ee5ng AlphaEvolve \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng \u0111\u1ec1 xu\u1ea5t, \u0111\u00e1nh gi\u00e1 v\u00e0 tinh ch\u1ec9nh c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac m\u00f4 h\u00ecnh \u1ee9ng c\u1eed vi\u00ean thay v\u00ec d\u1ef1a v\u00e0o qu\u00e1 tr\u00ecnh th\u1eed nghi\u1ec7m th\u1ee7 c\u00f4ng ch\u1eadm ch\u1ea1p. Khung l\u00e0m vi\u1ec7c d\u1ef1a tr\u00ean Agent n\u00e0y \u0111\u00e3 v\u01b0\u1ee3t qua hi\u1ec7u qu\u1ea3 nh\u1eefng h\u1ea1n ch\u1ebf c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p th\u1eed v\u00e0 sai, th\u00e0nh c\u00f4ng trong vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u chi\u1ebfn d\u1ecbch ph\u1ee9c t\u1ea1p, \u0111a chi\u1ec1u v\u00e0 s\u1ef1 m\u1ea5t c\u00e2n b\u1eb1ng l\u1edbp. K\u1ebft qu\u1ea3 l\u00e0, WPP \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee9c t\u0103ng \u0111\u00e1ng k\u1ec3 t\u1eeb 5-10% (trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng kh\u00e1c nhau) c\u1ea3 v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n v\u00e0 \u0111i\u1ec3m s\u1ed1 \u0111\u1ec1 xu\u1ea5t ti\u1ebfp theo, v\u01b0\u1ee3t tr\u1ed9i h\u01a1n t\u1ea5t c\u1ea3 c\u00e1c m\u00f4 h\u00ecnh c\u01a1 b\u1ea3n tr\u01b0\u1edbc \u0111\u00e2y, bao g\u1ed3m c\u1ea3 c\u00e1c m\u00f4 h\u00ecnh m\u1ea1ng n\u01a1-ron v\u00e0 m\u00f4 h\u00ecnh Gemma \u0111\u01b0\u1ee3c tinh ch\u1ec9nh.&#8221; \u2014 Anastasios Tsourtis, Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u h\u00e0ng \u0111\u1ea7u, WPP.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tang_cuong_co_so_ha_tang_va_nghien_cuu_khoa_hoc_cua_chinh_chung_ta\"><\/span><b>T\u0103ng c\u01b0\u1eddng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng v\u00e0 nghi\u00ean c\u1ee9u khoa h\u1ecdc c\u1ee7a ch\u00ednh ch\u00fang ta.<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i vi\u1ec7c tri\u1ec3n khai b\u00ean ngo\u00e0i, Google \u0111\u00e3 t\u00edch h\u1ee3p AlphaEvolve nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 c\u1ed1t l\u00f5i \u0111\u1ec3 m\u1edf r\u1ed9ng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng hi\u1ec7n \u0111\u1ea1i c\u1ee7a ri\u00eang m\u00ecnh. Theo chi ti\u1ebft t\u1eeb Google DeepMind, AlphaEvolve \u0111\u00e3 t\u1ed1i \u01b0u h\u00f3a th\u00e0nh c\u00f4ng thi\u1ebft k\u1ebf silicon c\u1ee7a c\u00e1c b\u1ed9 x\u1eed l\u00fd Tensor (TPU) th\u1ebf h\u1ec7 ti\u1ebfp theo v\u1edbi b\u1ed1 c\u1ee5c m\u1ea1ch hi\u1ec7u qu\u1ea3 cao v\u00e0 \u0111\u1ed9c \u0111\u00e1o, tinh ch\u1ec9nh thu\u1eadt to\u00e1n n\u00e9n c\u00e2y h\u1ee3p nh\u1ea5t c\u1ea5u tr\u00fac nh\u1eadt k\u00fd c\u1ee7a Google Spanner \u0111\u1ec3 gi\u1ea3m hi\u1ec7n t\u01b0\u1ee3ng khu\u1ebfch \u0111\u1ea1i ghi xu\u1ed1ng 20%, v\u00e0 gi\u1ea3m dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef ph\u1ea7n m\u1ec1m xu\u1ed1ng g\u1ea7n 9% th\u00f4ng qua c\u00e1c chi\u1ebfn l\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a tr\u00ecnh bi\u00ean d\u1ecbch m\u1edbi. Th\u00eam v\u00e0o \u0111\u00f3, Agent n\u00e0y \u0111\u00e3 \u0111\u00f3ng g\u00f3p quan tr\u1ecdng v\u00e0o nghi\u00ean c\u1ee9u khoa h\u1ecdc, t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c d\u1ef1 \u0111o\u00e1n tr\u00ean 20 lo\u1ea1i r\u1ee7i ro thi\u00ean tai l\u00ean 5%, v\u00e0 ph\u00e1t hi\u1ec7n ra c\u00e1c m\u1ea1ch l\u01b0\u1ee3ng t\u1eed v\u1edbi t\u1ef7 l\u1ec7 l\u1ed7i th\u1ea5p h\u01a1n 10 l\u1ea7n khi ch\u1ea1y c\u00e1c m\u00f4 ph\u1ecfng ph\u00e2n t\u1eed ph\u1ee9c t\u1ea1p tr\u00ean b\u1ed9 x\u1eed l\u00fd l\u01b0\u1ee3ng t\u1eed Willow c\u1ee7a Google.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Theo Pushmeet Kohli, nh\u00e0 khoa h\u1ecdc tr\u01b0\u1edfng c\u1ee7a Google Cloud ki\u00eam Ph\u00f3 ch\u1ee7 t\u1ecbch khoa h\u1ecdc t\u1ea1i Google DeepMind, \u201cTr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang v\u01b0\u1ee3t ra kh\u1ecfi vai tr\u00f2 tr\u1ee3 l\u00fd n\u0103ng su\u1ea5t gi\u00fap t\u0103ng t\u1ed1c qu\u00e1 tr\u00ecnh l\u00e0m vi\u1ec7c, tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 kh\u00e1m ph\u00e1 m\u1edf r\u1ed9ng nh\u1eefng g\u00ec ch\u00fang ta c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c. B\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u h\u01b0\u1edbng trong kh\u00f4ng gian t\u00ecm ki\u1ebfm t\u00ednh to\u00e1n ph\u1ee9c t\u1ea1p, c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 AlphaEvolve \u0111ang gi\u00fap c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 k\u1ef9 s\u01b0 kh\u00e1m ph\u00e1 ra c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ed9t ph\u00e1, b\u1ed5 sung cho tr\u1ef1c gi\u00e1c truy\u1ec1n th\u1ed1ng c\u1ee7a con ng\u01b0\u1eddi\u201d.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Hay_bat_dau_nang_cap_ma_nguon_cua_ban_ngay_hom_nay\"><\/span><b>H\u00e3y b\u1eaft \u0111\u1ea7u n\u00e2ng c\u1ea5p m\u00e3 ngu\u1ed3n c\u1ee7a b\u1ea1n ngay h\u00f4m nay!<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 b\u1eaft \u0111\u1ea7u s\u1eed d\u1ee5ng AlphaEvolve, b\u1ea1n ch\u1ec9 c\u1ea7n th\u1ef1c hi\u1ec7n hai thao t\u00e1c ch\u00ednh:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ch\u01b0\u01a1ng tr\u00ecnh h\u1ea1t gi\u1ed1ng: Thu\u1eadt to\u00e1n ban \u0111\u1ea7u \u0111\u01b0\u1ee3c vi\u1ebft d\u01b0\u1edbi d\u1ea1ng m\u00e3. B\u1ea1n ch\u1ec9 \u0111\u1ecbnh c\u00e1c \u0111o\u1ea1n m\u00e3 n\u00e0o c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a v\u00e0 cung c\u1ea5p ch\u00fang cho AlphaEvolve.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ed9 \u0111\u00e1nh gi\u00e1: M\u1ed9t k\u1ecbch b\u1ea3n \u0111\u00e1nh gi\u00e1 ph\u00eda m\u00e1y kh\u00e1ch mang t\u00ednh x\u00e1c \u0111\u1ecbnh, bi\u00ean d\u1ecbch, ki\u1ec3m tra v\u00e0 ch\u1ea5m \u0111i\u1ec3m c\u00e1c \u1ee9ng vi\u00ean \u0111\u00e3 \u0111\u01b0\u1ee3c bi\u1ebfn \u0111\u1ed5i, tr\u1ea3 v\u1ec1 m\u1ed9t ho\u1eb7c nhi\u1ec1u ch\u1ec9 s\u1ed1 v\u00f4 h\u01b0\u1edbng \u0111\u1ec3 AlphaEvolve t\u1ed1i \u0111a h\u00f3a.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Tr\u00ecnh ch\u1ea1y ph\u00eda m\u00e1y kh\u00e1ch c\u1ee7a b\u1ea1n truy v\u1ea5n API c\u1ee7a AlphaEvolve \u0111\u1ec3 l\u1ea5y c\u00e1c gi\u1ea3i ph\u00e1p \u1ee9ng c\u1eed vi\u00ean \u0111\u00e3 \u0111\u01b0\u1ee3c bi\u1ebfn \u0111\u1ed5i, ch\u1ea1y ch\u00fang th\u00f4ng qua tr\u00ecnh \u0111\u00e1nh gi\u00e1 ph\u00eda m\u00e1y kh\u00e1ch c\u1ee7a b\u1ea1n (c\u00f3 th\u1ec3 ch\u1ea1y \u1edf b\u1ea5t c\u1ee9 \u0111\u00e2u) v\u00e0 g\u1eedi \u0111i\u1ec3m s\u1ed1 tr\u1edf l\u1ea1i AlphaEvolve \u0111\u1ec3 b\u1ea1n l\u1ea5y m\u1eabu.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/gcloudvn.com\/en\/ai-overviews-in-drive-now-available-on-mobile\/attachment\/3-ae_animation_8xmtinr\/\" rel=\"attachment wp-att-25833\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25833\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/3-AE_animation_8xMTiNr.gif\" alt=\"\" width=\"2370\" height=\"1456\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/3-AE_animation_8xMTiNr.gif 2370w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/3-AE_animation_8xMTiNr-768x472.gif 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/3-AE_animation_8xMTiNr-1536x944.gif 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/3-AE_animation_8xMTiNr-2048x1258.gif 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/07\/3-AE_animation_8xMTiNr-18x12.gif 18w\" sizes=\"auto, (max-width: 2370px) 100vw, 2370px\" \/><\/a><\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 s\u1eed d\u1ee5ng AlphaEvolve, Google khuy\u00ean b\u1ea1n n\u00ean b\u1eaft \u0111\u1ea7u b\u1eb1ng c\u00e1ch l\u00e0m theo T\u00e0i li\u1ec7u sau Sau khi\u00a0 thi\u1ebft l\u1eadp API AlphaEvolve b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng h\u01b0\u1edbng d\u1eabn nh\u1eadp m\u00f4n v\u1edbi c\u00e1c v\u00ed d\u1ee5 c\u01a1 b\u1ea3n tr\u00ean Colab \u0111\u1ec3 hi\u1ec3u c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a thu\u1eadt to\u00e1n AlphaEvolve. \u0110\u1ed1i v\u1edbi c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c d\u1ef1a tr\u00ean Agent, b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng b\u1eaft \u0111\u1ea7u s\u1eed d\u1ee5ng K\u1ef9 n\u0103ng AlphaEvolve trong IDE m\u00e0 b\u1ea1n l\u1ef1a ch\u1ecdn, ch\u1eb3ng h\u1ea1n nh\u01b0 Antigravity ho\u1eb7c Claude Code. \u0110\u1ec3 th\u1eed nghi\u1ec7m ph\u1ee9c t\u1ea1p h\u01a1n, h\u00e3y tham kh\u1ea3o t\u00e0i li\u1ec7u h\u01b0\u1edbng d\u1eabn v\u00e0 c\u00e1c v\u00ed d\u1ee5 n\u00e2ng cao cung c\u1ea5p th\u00eam t\u00e0i nguy\u00ean ho\u1eb7c li\u00ean h\u1ec7 v\u1edbi <a href=\"https:\/\/gcloudvn.com\/en\/dang-ky-dung-thu\/\">Gimasys<\/a> \u0111\u1ec3 th\u1ef1c hi\u1ec7n chi ti\u1ebft quy tr\u00ecnh th\u00ed nghi\u1ec7m AlphaEvolve.<br \/>\n<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Nhi\u1ec1u v\u1ea5n \u0111\u1ec1 th\u00e1ch th\u1ee9c v\u00e0 quan tr\u1ecdng nh\u1ea5t tr\u00ean th\u1ebf gi\u1edbi li\u00ean quan \u0111\u1ebfn t\u1ed1i \u01b0u h\u00f3a. Gi\u1edd \u0111\u00e2y, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang gi\u00fap gi\u1ea3i quy\u1ebft nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng h\u01a1n. N\u1ebfu b\u1ea1n&hellip;<\/p>","protected":false},"author":2,"featured_media":25831,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1,135],"tags":[],"class_list":["post-25884","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kienthuc","category-google-cloud-platform","entry","has-media"],"_links":{"self":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25884","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/comments?post=25884"}],"version-history":[{"count":1,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25884\/revisions"}],"predecessor-version":[{"id":25887,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/25884\/revisions\/25887"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/25831"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=25884"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=25884"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=25884"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}