{"id":152849,"date":"2025-10-20T00:10:00","date_gmt":"2025-10-19T17:10:00","guid":{"rendered":"https:\/\/phongvu.vn\/cong-nghe\/?p=152849"},"modified":"2025-10-20T09:59:13","modified_gmt":"2025-10-20T02:59:13","slug":"nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple","status":"publish","type":"post","link":"https:\/\/phongvu.vn\/cong-nghe\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple\/","title":{"rendered":"Nghi\u00ean c\u1ee9u AI m\u1edbi c\u1ee7a Apple v\u1ec1 d\u1ef1 \u0111o\u00e1n l\u1ed7i ph\u1ea7n m\u1ec1m, vi\u1ebft b\u00e0i ki\u1ec3m tra v\u00e0 th\u1eadm ch\u00ed s\u1eeda m\u00e3"},"content":{"rendered":"\n<p><strong>PV Tech News &#8211; Apple v\u1eeba c\u00f4ng b\u1ed1 ba nghi\u00ean c\u1ee9u m\u1edbi cho th\u1ea5y h\u1ecd \u0111ang \u0111\u1ea9y m\u1ea1nh \u1ee9ng d\u1ee5ng AI v\u00e0o ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m.<\/strong><\/p>\n\n\n\n<p>Apple \u0111ang m\u1edf r\u1ed9ng h\u01b0\u1edbng nghi\u00ean c\u1ee9u AI sang l\u0129nh v\u1ef1c ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m v\u1edbi m\u1ee5c ti\u00eau t\u1ea1o ra nh\u1eefng h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n l\u1ed7i, vi\u1ebft b\u00e0i ki\u1ec3m th\u1eed v\u00e0 th\u1eadm ch\u00ed t\u1ef1 \u0111\u1ed9ng s\u1eeda m\u00e3. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 t\u1ed5ng h\u1ee3p ba nghi\u00ean c\u1ee9u m\u1edbi \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 g\u1ea7n \u0111\u00e2y h\u00e9 l\u1ed9 c\u00e1ch Apple \u1ee9ng d\u1ee5ng <a href=\"https:\/\/phongvu.vn\/cong-nghe\/xu-huong-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c, t\u1ed1c \u0111\u1ed9 v\u00e0 n\u0103ng su\u1ea5t trong quy tr\u00ecnh l\u1eadp tr\u00ecnh:<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_55 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 \" >M\u1ee5c l\u1ee5c<\/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\" role=\"button\"><label for=\"item-6a25ff0de4c2e\" ><span class=\"\"><span 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><\/label><input aria-label=\"Toggle\" aria-label=\"item-6a25ff0de4c2e\"  type=\"checkbox\" id=\"item-6a25ff0de4c2e\"><\/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-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/phongvu.vn\/cong-nghe\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple\/#I_AI_du_doan_loi_phan_mem_chinh_xac_gan_tuyet_doi\" title=\"I. AI d\u1ef1 \u0111o\u00e1n l\u1ed7i ph\u1ea7n m\u1ec1m ch\u00ednh x\u00e1c g\u1ea7n tuy\u1ec7t \u0111\u1ed1i\">I. AI d\u1ef1 \u0111o\u00e1n l\u1ed7i ph\u1ea7n m\u1ec1m ch\u00ednh x\u00e1c g\u1ea7n tuy\u1ec7t \u0111\u1ed1i<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/phongvu.vn\/cong-nghe\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple\/#II_He_thong_AI_tu_dong_hoa_quy_trinh_kiem_thu_phan_mem\" title=\"II. H\u1ec7 th\u1ed1ng AI t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh ki\u1ec3m th\u1eed ph\u1ea7n m\u1ec1m\">II. H\u1ec7 th\u1ed1ng AI t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh ki\u1ec3m th\u1eed ph\u1ea7n m\u1ec1m<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/phongvu.vn\/cong-nghe\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple\/#III_SWE-Gym_moi_truong_huan_luyen_AI_biet_tu_sua_ma\" title=\"III. SWE-Gym: m\u00f4i tr\u01b0\u1eddng hu\u1ea5n luy\u1ec7n AI bi\u1ebft t\u1ef1 s\u1eeda m\u00e3\">III. SWE-Gym: m\u00f4i tr\u01b0\u1eddng hu\u1ea5n luy\u1ec7n AI bi\u1ebft t\u1ef1 s\u1eeda m\u00e3<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"I_AI_du_doan_loi_phan_mem_chinh_xac_gan_tuyet_doi\"><\/span><strong>I. AI d\u1ef1 \u0111o\u00e1n l\u1ed7i ph\u1ea7n m\u1ec1m ch\u00ednh x\u00e1c g\u1ea7n tuy\u1ec7t \u0111\u1ed1i<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Nghi\u00ean c\u1ee9u \u0111\u1ea7u ti\u00ean gi\u1edbi thi\u1ec7u m\u00f4 h\u00ecnh ADE-QVAET, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 ph\u00e1t hi\u1ec7n v\u00e0 d\u1ef1 \u0111o\u00e1n l\u1ed7i ph\u1ea7n m\u1ec1m b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u li\u00ean quan \u0111\u1ebfn \u0111\u1ed9 ph\u1ee9c t\u1ea1p, k\u00edch th\u01b0\u1edbc v\u00e0 c\u1ea5u tr\u00fac m\u00e3. Kh\u00e1c v\u1edbi c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) th\u00f4ng th\u01b0\u1eddng, ADE-QVAET kh\u00f4ng \u0111\u1ecdc tr\u1ef1c ti\u1ebfp m\u00e3 ngu\u1ed3n m\u00e0 nh\u1eadn di\u1ec7n c\u00e1c m\u1eabu d\u1eef li\u1ec7u c\u00f3 kh\u1ea3 n\u0103ng d\u1eabn \u0111\u1ebfn l\u1ed7i.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1440\" height=\"900\" src=\"https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-1.jpg\" alt=\"M\u00f4 h\u00ecnh ADE QVAET c\u1ee7a Apple \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c 98 ph\u1ea7n tr\u0103m trong ph\u00e1t hi\u1ec7n l\u1ed7i ph\u1ea7n m\u1ec1m\" class=\"wp-image-152850\" srcset=\"https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-1.jpg 1440w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-1-300x188.jpg 300w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-1-768x480.jpg 768w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-1-150x94.jpg 150w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-1-600x375.jpg 600w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-1-696x435.jpg 696w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-1-1392x870.jpg 1392w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-1-1068x668.jpg 1068w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-1-672x420.jpg 672w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-1-1344x840.jpg 1344w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" title=\"\"><figcaption class=\"wp-element-caption\">M\u00f4 h\u00ecnh ADE QVAET c\u1ee7a Apple \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c 98% trong ph\u00e1t hi\u1ec7n l\u1ed7i ph\u1ea7n m\u1ec1m (Ngu\u1ed3n: Internet)<\/figcaption><\/figure>\n\n\n\n<p>Khi th\u1eed nghi\u1ec7m tr\u00ean b\u1ed9 d\u1eef li\u1ec7u t\u1eeb Kaggle, m\u00f4 h\u00ecnh \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c 98%, \u0111\u1ed9 thu h\u1ed3i 94,6%, v\u00e0 \u0111i\u1ec3m F1 98,1% \u2013 v\u01b0\u1ee3t xa m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc th\u00f4ng th\u01b0\u1eddng. Apple cho bi\u1ebft h\u1ec7 th\u1ed1ng n\u00e0y c\u00f3 th\u1ec3 gi\u00fap c\u00e1c nh\u00f3m ph\u00e1t tri\u1ec3n ph\u00e1t hi\u1ec7n l\u1ed7i ti\u1ec1m \u1ea9n s\u1edbm h\u01a1n, gi\u1ea3m th\u1eddi gian ki\u1ec3m th\u1eed v\u00e0 chi ph\u00ed b\u1ea3o tr\u00ec.<\/p>\n\n\n\n<h2><span class=\"ez-toc-section\" id=\"II_He_thong_AI_tu_dong_hoa_quy_trinh_kiem_thu_phan_mem\"><\/span><strong>II. H\u1ec7 th\u1ed1ng AI t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh ki\u1ec3m th\u1eed ph\u1ea7n m\u1ec1m<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Trong nghi\u00ean c\u1ee9u th\u1ee9 hai, Apple x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng AI s\u1eed d\u1ee5ng nhi\u1ec1u t\u00e1c nh\u00e2n t\u1ef1 \u0111\u1ed9ng (multi-agent) \u0111\u1ec3 t\u1ea1o v\u00e0 qu\u1ea3n l\u00fd k\u1ebf ho\u1ea1ch ki\u1ec3m th\u1eed cho c\u00e1c d\u1ef1 \u00e1n quy m\u00f4 l\u1edbn. C\u00f4ng c\u1ee5 c\u00f3 kh\u1ea3 n\u0103ng vi\u1ebft k\u1ebf ho\u1ea1ch, t\u1ea1o ca ki\u1ec3m th\u1eed, t\u1ea1o b\u00e1o c\u00e1o \u0111\u00e1nh gi\u00e1 v\u00e0 duy tr\u00ec li\u00ean k\u1ebft gi\u1eefa y\u00eau c\u1ea7u, logic nghi\u1ec7p v\u1ee5 v\u00e0 k\u1ebft qu\u1ea3 ki\u1ec3m th\u1eed.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1440\" height=\"900\" src=\"https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-2.jpg\" alt=\"Gi\u1ea3i ph\u00e1p AI \u0111a t\u00e1c nh\u00e2n gi\u00fap t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c ki\u1ec3m th\u1eed v\u00e0 r\u00fat ng\u1eafn \u0111\u00e1ng k\u1ec3 th\u1eddi gian ph\u00e1t tri\u1ec3n\" class=\"wp-image-152851\" srcset=\"https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-2.jpg 1440w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-2-300x188.jpg 300w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-2-768x480.jpg 768w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-2-150x94.jpg 150w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-2-600x375.jpg 600w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-2-696x435.jpg 696w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-2-1392x870.jpg 1392w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-2-1068x668.jpg 1068w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-2-672x420.jpg 672w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-2-1344x840.jpg 1344w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" title=\"\"><figcaption class=\"wp-element-caption\">Gi\u1ea3i ph\u00e1p AI \u0111a t\u00e1c nh\u00e2n gi\u00fap t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c ki\u1ec3m th\u1eed v\u00e0 r\u00fat ng\u1eafn \u0111\u00e1ng k\u1ec3 th\u1eddi gian ph\u00e1t tri\u1ec3n (Ngu\u1ed3n: Internet)<\/figcaption><\/figure>\n\n\n\n<p>K\u1ebft qu\u1ea3 cho th\u1ea5y h\u1ec7 th\u1ed1ng gi\u00fap t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c t\u1eeb 65% l\u00ean 94,8%, r\u00fat ng\u1eafn 85% th\u1eddi gian ki\u1ec3m th\u1eed, n\u00e2ng hi\u1ec7u su\u1ea5t b\u1ed9 test 85% v\u00e0 ti\u1ebft ki\u1ec7m kho\u1ea3ng 35% chi ph\u00ed, t\u01b0\u01a1ng \u0111\u01b0\u01a1ng vi\u1ec7c \u0111\u1ea9y nhanh ti\u1ebfn \u0111\u1ed9 tri\u1ec3n khai ph\u1ea7n m\u1ec1m th\u00eam hai th\u00e1ng. Tuy nhi\u00ean, nghi\u00ean c\u1ee9u hi\u1ec7n m\u1edbi \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong ph\u1ea1m vi n\u1ed9i b\u1ed9, g\u1ed3m c\u00e1c h\u1ec7 th\u1ed1ng nh\u00e2n s\u1ef1, t\u00e0i ch\u00ednh v\u00e0 SAP.<\/p>\n\n\n\n<h2><span class=\"ez-toc-section\" id=\"III_SWE-Gym_moi_truong_huan_luyen_AI_biet_tu_sua_ma\"><\/span><strong>III. SWE-Gym: m\u00f4i tr\u01b0\u1eddng hu\u1ea5n luy\u1ec7n AI bi\u1ebft t\u1ef1 s\u1eeda m\u00e3<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Nghi\u00ean c\u1ee9u th\u1ee9 ba \u2013 SWE-Gym \u2013 \u0111\u01b0\u1ee3c xem l\u00e0 d\u1ef1 \u00e1n tham v\u1ecdng nh\u1ea5t. H\u1ec7 th\u1ed1ng n\u00e0y cho ph\u00e9p AI h\u1ecdc c\u00e1ch \u0111\u1ecdc, ch\u1ec9nh s\u1eeda v\u00e0 x\u00e1c minh m\u00e3 ngu\u1ed3n th\u1ef1c t\u1ebf th\u00f4ng qua h\u01a1n 2.400 t\u00e1c v\u1ee5 Python tr\u00edch t\u1eeb 11 kho m\u00e3 ngu\u1ed3n m\u1edf. M\u1ed7i t\u00e1c v\u1ee5 \u0111\u01b0\u1ee3c g\u1eafn v\u1edbi m\u00f4i tr\u01b0\u1eddng th\u1ef1c thi v\u00e0 b\u1ed9 ki\u1ec3m th\u1eed ri\u00eang, gi\u00fap AI r\u00e8n luy\u1ec7n k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh v\u00e0 g\u1ee1 l\u1ed7i nh\u01b0 l\u1eadp tr\u00ecnh vi\u00ean th\u1eadt.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1440\" height=\"900\" src=\"https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-3-1.jpg\" alt=\"Apple ph\u00e1t tri\u1ec3n n\u1ec1n t\u1ea3ng gi\u00fap AI h\u1ecdc \u0111\u1ecdc hi\u1ec3u v\u00e0 ch\u1ec9nh s\u1eeda m\u00e3 ngu\u1ed3n nh\u01b0 l\u1eadp tr\u00ecnh vi\u00ean th\u1eadt\" class=\"wp-image-152853\" srcset=\"https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-3-1.jpg 1440w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-3-1-300x188.jpg 300w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-3-1-768x480.jpg 768w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-3-1-150x94.jpg 150w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-3-1-600x375.jpg 600w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-3-1-696x435.jpg 696w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-3-1-1392x870.jpg 1392w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-3-1-1068x668.jpg 1068w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-3-1-672x420.jpg 672w, https:\/\/phongvu.vn\/cong-nghe\/wp-content\/uploads\/2025\/10\/nghien-cuu-ai-phat-trien-phan-mem-moi-cua-apple-3-1-1344x840.jpg 1344w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" title=\"\"><figcaption class=\"wp-element-caption\">Apple ph\u00e1t tri\u1ec3n n\u1ec1n t\u1ea3ng gi\u00fap AI h\u1ecdc \u0111\u1ecdc hi\u1ec3u v\u00e0 ch\u1ec9nh s\u1eeda m\u00e3 ngu\u1ed3n nh\u01b0 l\u1eadp tr\u00ecnh vi\u00ean th\u1eadt (Ngu\u1ed3n: Internet)<\/figcaption><\/figure>\n\n\n\n<p>Phi\u00ean b\u1ea3n nh\u1eb9 h\u01a1n l\u00e0 SWE-Gym Lite, r\u00fat g\u1ecdn c\u00f2n 230 t\u00e1c v\u1ee5 \u0111\u1ec3 t\u0103ng t\u1ed1c hu\u1ea5n luy\u1ec7n m\u00e0 v\u1eabn duy tr\u00ec \u0111\u1ed9 ch\u00ednh x\u00e1c t\u01b0\u01a1ng \u0111\u01b0\u01a1ng. Theo Apple, c\u00e1c t\u00e1c nh\u00e2n \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n b\u1eb1ng SWE-Gym gi\u1ea3i \u0111\u00fang 72,5% b\u00e0i to\u00e1n, v\u01b0\u1ee3t h\u01a1n 20 \u0111i\u1ec3m ph\u1ea7n tr\u0103m so v\u1edbi m\u00f4 h\u00ecnh tr\u01b0\u1edbc \u0111\u00e2y, \u0111\u1ed3ng th\u1eddi gi\u1ea3m g\u1ea7n 50% th\u1eddi gian hu\u1ea5n luy\u1ec7n khi s\u1eed d\u1ee5ng b\u1ea3n Lite.<\/p>\n\n\n\n<p>Ba nghi\u00ean c\u1ee9u cho th\u1ea5y Apple \u0111ang \u0111\u1ea9y m\u1ea1nh h\u01b0\u1edbng ti\u1ebfp c\u1eadn \u201cAI h\u1ed7 tr\u1ee3 l\u1eadp tr\u00ecnh vi\u00ean\u201d v\u00e0 n\u1ebfu \u0111\u01b0\u1ee3c tri\u1ec3n khai r\u1ed9ng r\u00e3i, li\u1ec7u c\u00f4ng ngh\u1ec7 n\u00e0y c\u00f3 th\u1ec3 thay \u0111\u1ed5i c\u00e1ch l\u1eadp tr\u00ecnh vi\u00ean vi\u1ebft v\u00e0 qu\u1ea3n l\u00fd m\u00e3 ngu\u1ed3n, \u0111\u1ed3ng th\u1eddi m\u1edf \u0111\u01b0\u1eddng cho m\u1ed9t th\u1ebf h\u1ec7 c\u00f4ng c\u1ee5 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m th\u00f4ng minh trong h\u1ec7 sinh th\u00e1i c\u1ee7a Apple? \u0110\u1eebng qu\u00ean theo d\u00f5i <a href=\"https:\/\/phongvu.vn\/cong-nghe\/\" target=\"_blank\" rel=\"noreferrer noopener\">Phong V\u0169 Tech News<\/a> \u0111\u1ec3 c\u1eadp nh\u1eadt nh\u1eefng b\u01b0\u1edbc ti\u1ebfn m\u1edbi nh\u1ea5t c\u1ee7a Apple v\u00e0 xu h\u01b0\u1edbng AI trong ng\u00e0nh c\u00f4ng ngh\u1ec7 to\u00e0n c\u1ea7u nh\u00e9!<\/p>\n\n\n\n<p><strong>B\u00e0i vi\u1ebft li\u00ean quan:<\/strong><\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/phongvu.vn\/cong-nghe\/chatgpt-sap-tro-thanh-he-dieu-hanh-ai-moi-tich-hop-da-ung-dung\/\" target=\"_blank\" rel=\"noreferrer noopener\">ChatGPT s\u1eafp tr\u1edf th\u00e0nh h\u1ec7 \u0111i\u1ec1u h\u00e0nh AI m\u1edbi t\u00edch h\u1ee3p \u0111a \u1ee9ng d\u1ee5ng<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/phongvu.vn\/cong-nghe\/tinh-nang-thu-giay-bang-ai-google-shopping\/\" target=\"_blank\" rel=\"noreferrer noopener\">Google ra m\u1eaft t\u00ednh n\u0103ng th\u1eed gi\u00e0y \u1ea3o b\u1eb1ng AI tr\u00ean Google Shopping<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/phongvu.vn\/cong-nghe\/opal-ung-dung-ai-cua-google-mo-rong-them-15-quoc-gia-moi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Opal \u2013 \u1ee8ng d\u1ee5ng AI c\u1ee7a Google m\u1edf r\u1ed9ng th\u00eam 15 qu\u1ed1c gia m\u1edbi<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>PV Tech News &#8211; Apple v\u1eeba c\u00f4ng b\u1ed1 ba nghi\u00ean c\u1ee9u m\u1edbi cho th\u1ea5y h\u1ecd \u0111ang \u0111\u1ea9y m\u1ea1nh \u1ee9ng d\u1ee5ng AI v\u00e0o ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m. Apple \u0111ang m\u1edf r\u1ed9ng h\u01b0\u1edbng nghi\u00ean c\u1ee9u AI sang l\u0129nh v\u1ef1c ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m v\u1edbi m\u1ee5c ti\u00eau t\u1ea1o ra nh\u1eefng h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n l\u1ed7i, vi\u1ebft [&hellip;]<\/p>\n","protected":false},"author":40,"featured_media":152850,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false},"categories":[74,1864,4372],"tags":[4239],"_links":{"self":[{"href":"https:\/\/phongvu.vn\/cong-nghe\/wp-json\/wp\/v2\/posts\/152849"}],"collection":[{"href":"https:\/\/phongvu.vn\/cong-nghe\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/phongvu.vn\/cong-nghe\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/phongvu.vn\/cong-nghe\/wp-json\/wp\/v2\/users\/40"}],"replies":[{"embeddable":true,"href":"https:\/\/phongvu.vn\/cong-nghe\/wp-json\/wp\/v2\/comments?post=152849"}],"version-history":[{"count":1,"href":"https:\/\/phongvu.vn\/cong-nghe\/wp-json\/wp\/v2\/posts\/152849\/revisions"}],"predecessor-version":[{"id":152854,"href":"https:\/\/phongvu.vn\/cong-nghe\/wp-json\/wp\/v2\/posts\/152849\/revisions\/152854"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/phongvu.vn\/cong-nghe\/wp-json\/wp\/v2\/media\/152850"}],"wp:attachment":[{"href":"https:\/\/phongvu.vn\/cong-nghe\/wp-json\/wp\/v2\/media?parent=152849"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/phongvu.vn\/cong-nghe\/wp-json\/wp\/v2\/categories?post=152849"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/phongvu.vn\/cong-nghe\/wp-json\/wp\/v2\/tags?post=152849"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}