{"id":129082,"date":"2026-07-30T17:55:11","date_gmt":"2026-07-30T10:55:11","guid":{"rendered":"https:\/\/tino.vn\/blog\/?p=129082"},"modified":"2026-07-30T17:58:43","modified_gmt":"2026-07-30T10:58:43","slug":"swe-1-7-cua-devin-ai-co-gi-moi","status":"publish","type":"post","link":"https:\/\/tino.vn\/blog\/swe-1-7-cua-devin-ai-co-gi-moi\/","title":{"rendered":"Kh\u00e1m ph\u00e1 m\u00f4 h\u00ecnh SWE-1.7 c\u1ee7a Devin AI c\u00f3 g\u00ec m\u1edbi?"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>Ng\u00e0y 8 th\u00e1ng 7 n\u0103m 2026, Cognition &#8211; c\u00f4ng ty \u0111\u1ee9ng sau tr\u1ee3 l\u00fd l\u1eadp tr\u00ecnh AI n\u1ed5i ti\u1ebfng Devin AI &#8211; ch\u00ednh th\u1ee9c ra m\u1eaft SWE-1.7, m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c xem l\u00e0 b\u01b0\u1edbc ti\u1ebfn m\u1ea1nh m\u1ebd nh\u1ea5t t\u1eeb tr\u01b0\u1edbc \u0111\u1ebfn nay c\u1ee7a \u0111\u1ed9i ng\u0169 n\u00e0y. V\u1eady\u00a0m\u00f4 h\u00ecnh SWE-1.7 c\u1ee7a Devin AI c\u00f3 g\u00ec m\u1edbi? C\u00f9ng Tino kh\u00e1m ph\u00e1 chi ti\u1ebft qua b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y nh\u00e9!<\/strong><\/p>\n\n\n\n<h2 id=\"T\u1ed5ng_quan_v\u1ec1_SWE-1.7\"><strong>T\u1ed5ng quan v\u1ec1 SWE-1.7<\/strong><\/h2>\n\n\n\n<h3 id=\"SWE-1.7_l\u00e0_g\u00ec?\"><strong>SWE-1.7 l\u00e0 g\u00ec?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/cognition.com\/blog\/swe-1-7\" target=\"_blank\" data-type=\"link\" data-id=\"https:\/\/cognition.com\/blog\/swe-1-7\" rel=\"noreferrer noopener nofollow\">SWE-1.7<\/a> l\u00e0 m\u00f4 h\u00ecnh AI chuy\u00ean v\u1ec1 k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m do Cognition ph\u00e1t tri\u1ec3n \u0111\u1ec3 s\u1eed d\u1ee5ng trong h\u1ec7 sinh th\u00e1i Devin AI. D\u00f2ng SWE \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng ri\u00eang cho c\u00e1c c\u00f4ng vi\u1ec7c nh\u01b0 \u0111\u1ecdc codebase, vi\u1ebft m\u00e3, s\u1eeda l\u1ed7i, ch\u1ea1y c\u00f4ng c\u1ee5, ki\u1ec3m th\u1eed v\u00e0 ho\u00e0n th\u00e0nh nhi\u1ec7m v\u1ee5 theo m\u00f4 h\u00ecnh AI Agent. \u0110\u00e2y c\u0169ng l\u00e0 phi\u00ean b\u1ea3n m\u1edbi nh\u1ea5t trong nh\u00f3m m\u00f4 h\u00ecnh n\u1ed9i b\u1ed9 c\u1ee7a Cognition.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng trong m\u1ed9t quy tr\u00ecnh ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m ho\u00e0n ch\u1ec9nh. M\u00f4 h\u00ecnh c\u00f3 th\u1ec3 kh\u1ea3o s\u00e1t d\u1ef1 \u00e1n, \u0111\u1ecdc t\u1ec7p li\u00ean quan, d\u00f9ng terminal, ch\u1ea1y th\u1eed nghi\u1ec7m, ch\u1ec9nh s\u1eeda m\u00e3 v\u00e0 ti\u1ebfp t\u1ee5c x\u1eed l\u00fd qua nhi\u1ec1u b\u01b0\u1edbc.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Xem th\u00eam: <a href=\"https:\/\/tino.vn\/blog\/devin-ai-la-gi\/\" target=\"_blank\" data-type=\"post\" data-id=\"122768\" rel=\"noreferrer noopener\">Devin AI l\u00e0 g\u00ec?<\/a><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-1.png\" alt=\"SWE-1.7 l\u00e0 g\u00ec?\" class=\"wp-image-129084\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-1.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-1-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>SWE-1.7 l\u00e0 g\u00ec?<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"SWE_trong_SWE-1.7_c\u00f3_ngh\u0129a_l\u00e0_g\u00ec?\"><strong>SWE trong SWE-1.7 c\u00f3 ngh\u0129a l\u00e0 g\u00ec?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SWE l\u00e0 vi\u1ebft t\u1eaft c\u1ee7a \u201c<strong>Software Engineering<\/strong>\u201d, ngh\u0129a l\u00e0 <em>k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m<\/em>. Do \u0111\u00f3, SWE-1.7 kh\u00f4ng ph\u1ea3i m\u00f4 h\u00ecnh \u0111a d\u1ee5ng \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u \u0111\u1ed3ng \u0111\u1ec1u cho m\u1ecdi lo\u1ea1i n\u1ed9i dung. Tr\u1ecdng t\u00e2m ch\u00ednh c\u1ee7a SWE-1.7 l\u00e0 c\u00e1c nhi\u1ec7m v\u1ee5 li\u00ean quan \u0111\u1ebfn l\u1eadp tr\u00ecnh v\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m, ch\u1eb3ng h\u1ea1n nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ph\u00e2n t\u00edch c\u1ea5u tr\u00fac d\u1ef1 \u00e1n.<\/li>\n\n\n\n<li>T\u00ecm nguy\u00ean nh\u00e2n g\u00e2y l\u1ed7i.<\/li>\n\n\n\n<li>Vi\u1ebft v\u00e0 ch\u1ec9nh s\u1eeda m\u00e3 ngu\u1ed3n.<\/li>\n\n\n\n<li>Ch\u1ea1y l\u1ec7nh trong terminal.<\/li>\n\n\n\n<li>Ki\u1ec3m tra k\u1ebft qu\u1ea3 b\u1eb1ng test.<\/li>\n\n\n\n<li>\u0110\u1ec1 xu\u1ea5t k\u1ebf ho\u1ea1ch ph\u00e1t tri\u1ec3n t\u00ednh n\u0103ng.<\/li>\n\n\n\n<li>Ho\u00e0n th\u00e0nh c\u00f4ng vi\u1ec7c qua nhi\u1ec1u giai \u0111o\u1ea1n.<\/li>\n<\/ul>\n\n\n\n<h3 id=\"SWE-1.7_\u0111\u01b0\u1ee3c_ph\u00e1t_tri\u1ec3n_t\u1eeb_n\u1ec1n_t\u1ea3ng_n\u00e0o?\"><strong>SWE-1.7 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1eeb n\u1ec1n t\u1ea3ng n\u00e0o?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Theo Cognition, SWE-1.7 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n t\u1eeb n\u1ec1n t\u1ea3ng <strong>Kimi K2.7<\/strong> v\u00e0 ti\u1ebfp t\u1ee5c tr\u1ea3i qua qu\u00e1 tr\u00ecnh h\u1eadu hu\u1ea5n luy\u1ec7n b\u1eb1ng h\u1ecdc t\u0103ng c\u01b0\u1eddng, th\u01b0\u1eddng \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 <strong>Reinforcement Learning &#8211; RL<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cognition cho bi\u1ebft c\u00e1c c\u1ea3i ti\u1ebfn l\u1edbn \u0111\u1ebfn t\u1eeb h\u1ea1 t\u1ea7ng hu\u1ea5n luy\u1ec7n t\u1ed1t h\u01a1n, quy tr\u00ecnh \u1ed5n \u0111\u1ecbnh h\u01a1n, d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao h\u01a1n v\u00e0 k\u1ef9 thu\u1eadt m\u1edbi d\u00e0nh cho t\u00e1c v\u1ee5 k\u00e9o d\u00e0i.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hi\u1ec3u \u0111\u01a1n gi\u1ea3n, Cognition kh\u00f4ng x\u00e2y d\u1ef1ng to\u00e0n b\u1ed9 m\u00f4 h\u00ecnh t\u1eeb \u0111i\u1ec3m xu\u1ea5t ph\u00e1t ban \u0111\u1ea7u. \u0110\u1ed9i ng\u0169 s\u1eed d\u1ee5ng m\u1ed9t m\u00f4 h\u00ecnh n\u1ec1n \u0111\u00e3 m\u1ea1nh, sau \u0111\u00f3 ti\u1ebfp t\u1ee5c hu\u1ea5n luy\u1ec7n \u0111\u1ec3 ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi c\u00e1ch m\u1ed9t AI Agent \u0111\u1ecdc, ph\u00e2n t\u00edch, ch\u1ec9nh s\u1eeda v\u00e0 ki\u1ec3m tra ph\u1ea7n m\u1ec1m trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-2.png\" alt=\"SWE-1.7 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1eeb n\u1ec1n t\u1ea3ng n\u00e0o?\" class=\"wp-image-129085\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-2.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-2-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>SWE-1.7 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1eeb n\u1ec1n t\u1ea3ng n\u00e0o?<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h2 id=\"SWE-1.7_c\u1ee7a_Devin_AI_c\u00f3_g\u00ec_m\u1edbi?\"><strong>SWE-1.7 c\u1ee7a Devin AI c\u00f3 g\u00ec m\u1edbi?<\/strong><\/h2>\n\n\n\n<h3 id=\"1._X\u1eed_l\u00fd_t\u1ed1t_h\u01a1n_c\u00e1c_t\u00e1c_v\u1ee5_l\u1eadp_tr\u00ecnh_d\u00e0i&nbsp;\"><strong>1. X\u1eed l\u00fd t\u1ed1t h\u01a1n c\u00e1c t\u00e1c v\u1ee5 l\u1eadp tr\u00ecnh d\u00e0i&nbsp;<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t trong nh\u1eefng m\u1ee5c ti\u00eau ch\u00ednh c\u1ee7a SWE-1.7 l\u00e0 x\u1eed l\u00fd c\u00e1c nhi\u1ec7m v\u1ee5 c\u00f3 nhi\u1ec1u b\u01b0\u1edbc v\u00e0 k\u00e9o d\u00e0i trong th\u1eddi gian l\u1edbn. \u0110\u00e2y l\u00e0 nh\u00f3m c\u00f4ng vi\u1ec7c th\u01b0\u1eddng xu\u1ea5t hi\u1ec7n khi s\u1eeda l\u1ed7i kh\u00f3, n\u00e2ng c\u1ea5p h\u1ec7 th\u1ed1ng c\u0169, ph\u00e1t tri\u1ec3n t\u00ednh n\u0103ng li\u00ean quan nhi\u1ec1u th\u00e0nh ph\u1ea7n ho\u1eb7c ki\u1ec3m tra m\u1ed9t codebase l\u1edbn.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cognition cho bi\u1ebft SWE-1.7 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u cho c\u00e1c t\u00e1c v\u1ee5 b\u1ea5t \u0111\u1ed3ng b\u1ed9 c\u00f3 th\u1eddi l\u01b0\u1ee3ng d\u00e0i. Trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, m\u1ed9t s\u1ed1 phi\u00ean l\u00e0m vi\u1ec7c c\u1ee7a m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 k\u00e9o d\u00e0i \u0111\u1ebfn s\u00e1u gi\u1edd.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ed1i v\u1edbi ng\u01b0\u1eddi d\u00f9ng, c\u1ea3i ti\u1ebfn n\u00e0y c\u00f3 th\u1ec3 mang l\u1ea1i 3 l\u1ee3i \u00edch quan tr\u1ecdng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Duy tr\u00ec m\u1ee5c ti\u00eau t\u1ed1t h\u01a1n khi nhi\u1ec7m v\u1ee5 g\u1ed3m nhi\u1ec1u giai \u0111o\u1ea1n.<\/li>\n\n\n\n<li>Gi\u1ea3m nguy c\u01a1 qu\u00ean c\u00e1c ph\u00e1t hi\u1ec7n quan tr\u1ecdng t\u1eeb nh\u1eefng b\u01b0\u1edbc tr\u01b0\u1edbc.<\/li>\n\n\n\n<li>C\u00f3 kh\u1ea3 n\u0103ng ti\u1ebfp t\u1ee5c ph\u00e2n t\u00edch sau khi \u0111\u00e3 d\u00f9ng l\u01b0\u1ee3ng ng\u1eef c\u1ea3nh l\u1edbn.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ec v\u1eady, SWE-1.7 ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi nh\u1eefng y\u00eau c\u1ea7u nh\u01b0 n\u00e2ng c\u1ea5p framework, thay \u0111\u1ed5i ki\u1ebfn tr\u00fac, s\u1eeda l\u1ed7i li\u00ean quan nhi\u1ec1u module ho\u1eb7c tri\u1ec3n khai m\u1ed9t t\u00ednh n\u0103ng c\u1ea7n ch\u1ec9nh s\u1eeda c\u1ea3 backend, frontend v\u00e0 database.<\/p>\n\n\n\n<h3 id=\"2._T\u1ef1_t\u00f3m_t\u1eaft_tr\u1ea1ng_th\u00e1i_\u0111\u1ec3_ti\u1ebfp_t\u1ee5c_c\u00f4ng_vi\u1ec7c\"><strong>2. T\u1ef1 t\u00f3m t\u1eaft tr\u1ea1ng th\u00e1i \u0111\u1ec3 ti\u1ebfp t\u1ee5c c\u00f4ng vi\u1ec7c<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n v\u1edbi k\u1ef9 thu\u1eadt self-compaction, c\u00f3 th\u1ec3 hi\u1ec3u l\u00e0 t\u1ef1 c\u00f4 \u0111\u1ecdng tr\u1ea1ng th\u00e1i l\u00e0m vi\u1ec7c. Khi ti\u1ebfn g\u1ea7n gi\u1edbi h\u1ea1n ng\u1eef c\u1ea3nh, m\u00f4 h\u00ecnh t\u1ea1o b\u1ea3n t\u00f3m t\u1eaft v\u1ec1 nh\u1eefng g\u00ec \u0111\u00e3 \u0111\u1ecdc, \u0111\u00e3 th\u1eed, \u0111\u00e3 s\u1eeda v\u00e0 c\u1ea7n l\u00e0m ti\u1ebfp. Sau \u0111\u00f3, qu\u00e1 tr\u00ecnh x\u1eed l\u00fd \u0111\u01b0\u1ee3c ti\u1ebfp t\u1ee5c t\u1eeb b\u1ea3n t\u00f3m t\u1eaft n\u00e0y.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u01a1 ch\u1ebf tr\u00ean \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch v\u1edbi d\u1ef1 \u00e1n l\u1edbn. Thay v\u00ec gi\u1eef to\u00e0n b\u1ed9 l\u1ecbch s\u1eed chi ti\u1ebft trong m\u1ed9t c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh, SWE-1.7 \u01b0u ti\u00ean l\u01b0u l\u1ea1i c\u00e1c th\u00f4ng tin quan tr\u1ecdng \u0111\u1ec3 ti\u1ebfp t\u1ee5c nhi\u1ec7m v\u1ee5 m\u00e0 kh\u00f4ng ph\u1ea3i ph\u00e2n t\u00edch l\u1ea1i m\u1ecdi th\u1ee9 t\u1eeb \u0111\u1ea7u.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ed d\u1ee5, khi x\u1eed l\u00fd m\u1ed9t l\u1ed7i ph\u1ee9c t\u1ea1p, b\u1ea3n t\u00f3m t\u1eaft c\u00f3 th\u1ec3 l\u01b0u l\u1ea1i:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Nguy\u00ean nh\u00e2n \u0111\u00e3 \u0111\u01b0\u1ee3c lo\u1ea1i tr\u1eeb.<\/li>\n\n\n\n<li>T\u1ec7p v\u00e0 h\u00e0m \u0111\u00e3 ki\u1ec3m tra.<\/li>\n\n\n\n<li>L\u1ec7nh \u0111\u00e3 ch\u1ea1y.<\/li>\n\n\n\n<li>K\u1ebft qu\u1ea3 test hi\u1ec7n t\u1ea1i.<\/li>\n\n\n\n<li>Gi\u1ea3 thuy\u1ebft \u0111ang \u0111\u01b0\u1ee3c xem x\u00e9t.<\/li>\n\n\n\n<li>Ph\u1ea7n c\u00f4ng vi\u1ec7c c\u1ea7n ti\u1ebfp t\u1ee5c.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u1ea3 n\u0103ng n\u00e0y gi\u00fap AI duy tr\u00ec m\u1ea1ch x\u1eed l\u00fd t\u1ed1t h\u01a1n trong c\u00e1c phi\u00ean l\u00e0m vi\u1ec7c d\u00e0i.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-3.png\" alt=\"SWE-1.7 c\u1ee7a Devin AI c\u00f3 g\u00ec m\u1edbi?\" class=\"wp-image-129086\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-3.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-3-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>SWE-1.7 c\u1ee7a Devin AI c\u00f3 g\u00ec m\u1edbi?<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"3._Kh\u1ea3o_s\u00e1t_codebase_k\u1ef9_tr\u01b0\u1edbc_khi_ch\u1ec9nh_s\u1eeda\"><strong>3. Kh\u1ea3o s\u00e1t codebase k\u1ef9 tr\u01b0\u1edbc khi ch\u1ec9nh s\u1eeda<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Cognition ghi nh\u1eadn SWE-1.7 th\u1ef1c hi\u1ec7n nhi\u1ec1u l\u01b0\u1ee3t g\u1ecdi c\u00f4ng c\u1ee5, \u0111\u1ecdc t\u1ec7p v\u00e0 t\u00ecm ki\u1ebfm trong codebase h\u01a1n so v\u1edbi Kimi K2.7 Code, GPT-5.5 v\u00e0 Opus 4.8 trong \u0111\u00e1nh gi\u00e1 FrontierCode 1.1 Main.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u00f4 h\u00ecnh c\u0169ng c\u00f3 xu h\u01b0\u1edbng ki\u1ec3m tra nguy\u00ean nh\u00e2n g\u1ed1c, tr\u01b0\u1eddng h\u1ee3p bi\u00ean, \u0111\u1ea7u v\u00e0o b\u1ea5t th\u01b0\u1eddng v\u00e0 c\u00e1c y\u00eau c\u1ea7u ch\u01b0a \u0111\u01b0\u1ee3c m\u00f4 t\u1ea3 r\u00f5 tr\u01b0\u1edbc khi \u0111\u01b0a ra thay \u0111\u1ed5i.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y l\u00e0 thay \u0111\u1ed5i \u0111\u00e1ng quan t\u00e2m v\u00ec m\u1ed9t l\u1ed7i ph\u1ea7n m\u1ec1m th\u01b0\u1eddng kh\u00f4ng n\u1eb1m ri\u00eang t\u1ea1i d\u00f2ng m\u00e3 \u0111ang b\u00e1o l\u1ed7i. Nguy\u00ean nh\u00e2n c\u00f3 th\u1ec3 xu\u1ea5t ph\u00e1t t\u1eeb:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ki\u1ec3u d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t.<\/li>\n\n\n\n<li>Lu\u1ed3ng x\u00e1c th\u1ef1c ho\u1eb7c ph\u00e2n quy\u1ec1n.<\/li>\n\n\n\n<li>C\u1ea5u h\u00ecnh m\u00f4i tr\u01b0\u1eddng.<\/li>\n\n\n\n<li>API li\u00ean quan.<\/li>\n\n\n\n<li>Tr\u1ea1ng th\u00e1i trong c\u01a1 s\u1edf d\u1eef li\u1ec7u.<\/li>\n\n\n\n<li>Thay \u0111\u1ed5i t\u1ea1i m\u1ed9t t\u1ec7p kh\u00e1c.<\/li>\n\n\n\n<li>Tr\u01b0\u1eddng h\u1ee3p \u0111\u1ea7u v\u00e0o ch\u01b0a \u0111\u01b0\u1ee3c x\u1eed l\u00fd.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Vi\u1ec7c kh\u1ea3o s\u00e1t r\u1ed9ng h\u01a1n gi\u00fap t\u0103ng c\u01a1 h\u1ed9i t\u00ecm \u0111\u00fang v\u1ea5n \u0111\u1ec1 thay v\u00ec ch\u1ec9 s\u1eeda bi\u1ec3u hi\u1ec7n b\u00ean ngo\u00e0i.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Trong c\u00e1c t\u00ecnh hu\u1ed1ng ch\u01b0a r\u00f5 y\u00eau c\u1ea7u, SWE-1.7 c\u00f2n c\u00f3 xu h\u01b0\u1edbng vi\u1ebft script nh\u1ecf ho\u1eb7c ch\u1ea1y th\u1eed nghi\u1ec7m \u0111\u1ec3 ki\u1ec3m ch\u1ee9ng gi\u1ea3 thuy\u1ebft thay v\u00ec \u0111\u01b0a ra k\u1ebft lu\u1eadn d\u1ef1a tr\u00ean ph\u1ecfng \u0111o\u00e1n.<\/p>\n\n\n\n<h3 id=\"4._Suy_lu\u1eadn_ng\u1eafn_g\u1ecdn_nh\u01b0ng_v\u1eabn_gi\u1eef_chi\u1ec1u_s\u00e2u\"><strong>4. Suy lu\u1eadn ng\u1eafn g\u1ecdn nh\u01b0ng v\u1eabn gi\u1eef chi\u1ec1u s\u00e2u<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">M\u00f4 h\u00ecnh AI Agent c\u00f3 th\u1ec3 g\u1eb7p hai v\u1ea5n \u0111\u1ec1 tr\u00e1i ng\u01b0\u1ee3c. M\u1ed9t m\u1eb7t, qu\u00e1 tr\u00ecnh suy lu\u1eadn qu\u00e1 d\u00e0i g\u00e2y t\u1ed1n t\u00e0i nguy\u00ean v\u00e0 l\u00e0m ng\u01b0\u1eddi d\u00f9ng ph\u1ea3i ch\u1edd. M\u1eb7t kh\u00e1c, suy lu\u1eadn qu\u00e1 ng\u1eafn d\u1ec5 d\u1eabn \u0111\u1ebfn k\u1ebft lu\u1eadn v\u1ed9i v\u00e0ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n v\u1edbi c\u01a1 ch\u1ebf ph\u1ea1t \u0111\u1ed9 d\u00e0i lu\u00e2n phi\u00ean. \u1ede nhi\u1ec7m v\u1ee5 \u0111\u01a1n gi\u1ea3n, m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c khuy\u1ebfn kh\u00edch x\u1eed l\u00fd g\u1ecdn v\u00e0 ti\u1ebft ki\u1ec7m t\u00e0i nguy\u00ean. \u1ede nhi\u1ec7m v\u1ee5 kh\u00f3, m\u00f4 h\u00ecnh v\u1eabn c\u00f3 th\u1ec3 d\u00e0nh th\u00eam th\u1eddi gian cho qu\u00e1 tr\u00ecnh suy lu\u1eadn, g\u1ecdi c\u00f4ng c\u1ee5 v\u00e0 ki\u1ec3m th\u1eed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y nh\u1eb1m c\u00e2n b\u1eb1ng hai y\u00eau c\u1ea7u:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kh\u00f4ng d\u00e0nh qu\u00e1 nhi\u1ec1u l\u01b0\u1ee3t x\u1eed l\u00fd cho m\u1ed9t ch\u1ec9nh s\u1eeda nh\u1ecf.<\/li>\n\n\n\n<li>Kh\u00f4ng k\u1ebft lu\u1eadn qu\u00e1 s\u1edbm v\u1edbi m\u1ed9t l\u1ed7i ph\u1ee9c t\u1ea1p.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Khi \u00e1p d\u1ee5ng hi\u1ec7u qu\u1ea3, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 nh\u1eadn \u0111\u01b0\u1ee3c c\u00e2u tr\u1ea3 l\u1eddi ng\u1eafn g\u1ecdn h\u01a1n \u1edf t\u00e1c v\u1ee5 \u0111\u01a1n gi\u1ea3n nh\u01b0ng v\u1eabn c\u00f3 chi\u1ec1u s\u00e2u khi d\u1ef1 \u00e1n y\u00eau c\u1ea7u ph\u00e2n t\u00edch k\u1ef9.<\/p>\n\n\n\n<h3 id=\"5._T\u1ed1c_\u0111\u1ed9_ph\u1ea3n_h\u1ed3i_cao_v\u1edbi_SWE-1.7_Lightning\"><strong>5. T\u1ed1c \u0111\u1ed9 ph\u1ea3n h\u1ed3i cao v\u1edbi SWE-1.7 Lightning<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 hi\u1ec7n c\u00f3 th\u00eam bi\u1ebfn th\u1ec3 SWE-1.7 Lightning. Theo t\u00e0i li\u1ec7u Devin, phi\u00ean b\u1ea3n Lightning ch\u1ea1y tr\u00ean h\u1ea1 t\u1ea7ng Cerebras v\u00e0 h\u01b0\u1edbng \u0111\u1ebfn \u0111\u1ed9 tr\u1ec5 th\u1ea5p h\u01a1n trong khi v\u1eabn gi\u1eef c\u00f9ng m\u1ee9c n\u0103ng l\u1ef1c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00e0i c\u00f4ng b\u1ed1 c\u1ee7a Cognition cho bi\u1ebft SWE-1.7 \u0111\u01b0\u1ee3c ph\u1ee5c v\u1ee5 v\u1edbi t\u1ed1c \u0111\u1ed9 l\u00ean \u0111\u1ebfn 1.000 token m\u1ed7i gi\u00e2y tr\u00ean Cerebras.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Token c\u00f3 th\u1ec3 hi\u1ec3u \u0111\u01a1n gi\u1ea3n l\u00e0 \u0111\u01a1n v\u1ecb d\u1eef li\u1ec7u v\u0103n b\u1ea3n m\u00e0 m\u00f4 h\u00ecnh x\u1eed l\u00fd v\u00e0 t\u1ea1o ra. T\u1ed1c \u0111\u1ed9 token cao th\u01b0\u1eddng gi\u00fap c\u00e2u tr\u1ea3 l\u1eddi xu\u1ea5t hi\u1ec7n nhanh h\u01a1n, \u0111\u1eb7c bi\u1ec7t khi AI c\u1ea7n t\u1ea1o l\u01b0\u1ee3ng m\u00e3 ho\u1eb7c n\u1ed9i dung l\u1edbn.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">T\u1ed1c \u0111\u1ed9 cao t\u1ea1o kh\u00e1c bi\u1ec7t r\u00f5 khi AI c\u1ea7n:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0110\u1ecdc nhi\u1ec1u d\u1eef li\u1ec7u.<\/li>\n\n\n\n<li>Ph\u1ea3n h\u1ed3i qua nhi\u1ec1u l\u01b0\u1ee3t.<\/li>\n\n\n\n<li>G\u1ecdi c\u00f4ng c\u1ee5 li\u00ean t\u1ee5c.<\/li>\n\n\n\n<li>T\u1ea1o thay \u0111\u1ed5i tr\u00ean nhi\u1ec1u t\u1ec7p.<\/li>\n\n\n\n<li>Vi\u1ebft b\u1ed9 test l\u1edbn.<\/li>\n\n\n\n<li>Ph\u00e2n t\u00edch log d\u00e0i.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 nh\u1eadn k\u1ebft qu\u1ea3 s\u1edbm h\u01a1n m\u00e0 kh\u00f4ng ph\u1ea3i chuy\u1ec3n sang m\u1ed9t m\u00f4 h\u00ecnh nh\u1eb9 h\u01a1n.<\/p>\n\n\n\n<h2 id=\"Hi\u1ec7u_n\u0103ng_c\u1ee7a_SWE-1.7_qua_c\u00e1c_b\u00e0i_benchmark\"><strong>Hi\u1ec7u n\u0103ng c\u1ee7a SWE-1.7 qua c\u00e1c b\u00e0i benchmark<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Cognition c\u00f4ng b\u1ed1 k\u1ebft qu\u1ea3 c\u1ee7a SWE-1.7 tr\u00ean ba nh\u00f3m benchmark d\u00e0nh cho AI Agent l\u1eadp tr\u00ecnh. C\u00e1c s\u1ed1 li\u1ec7u d\u01b0\u1edbi \u0111\u00e2y l\u00e0 t\u1ef7 l\u1ec7 ho\u00e0n th\u00e0nh b\u00e0i ki\u1ec3m tra theo ph\u01b0\u01a1ng ph\u00e1p \u0111\u00e1nh gi\u00e1 \u0111\u01b0\u1ee3c Cognition m\u00f4 t\u1ea3 trong b\u00e0i c\u00f4ng b\u1ed1.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>Benchmark<\/th><th>SWE-1.7<\/th><th>SWE-1.6<\/th><th>GPT-5.5<\/th><th>Opus 4.8<\/th><\/tr><tr><td>FrontierCode 1.1 Main<\/td><td>42,3%<\/td><td>9,4%<\/td><td>43,0%<\/td><td>46,5%<\/td><\/tr><tr><td>Terminal-Bench 2.1<\/td><td>81,5%<\/td><td>39,7%<\/td><td>84,2%<\/td><td>86,9%<\/td><\/tr><tr><td>SWE-Bench Multilingual<\/td><td>77,8%<\/td><td>58,3%<\/td><td>76,8%<\/td><td>84,4%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"K\u1ebft_qu\u1ea3_FrontierCode_1.1_Main\"><strong>K\u1ebft qu\u1ea3 FrontierCode 1.1 Main<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 \u0111\u1ea1t 42,3%, g\u1ea7n v\u1edbi GPT-5.5 \u1edf m\u1ee9c 43,0% v\u00e0 th\u1ea5p h\u01a1n Opus 4.8 \u1edf m\u1ee9c 46,5%. \u0110i\u1ec3m \u0111\u00e1ng ch\u00fa \u00fd l\u00e0 m\u1ee9c t\u0103ng l\u1edbn so v\u1edbi SWE-1.6, phi\u00ean b\u1ea3n ch\u1ec9 \u0111\u1ea1t 9,4% trong c\u00f9ng b\u1ea3ng \u0111\u00e1nh gi\u00e1.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">FrontierCode 1.1 \u0111\u01b0\u1ee3c Cognition x\u00e2y d\u1ef1ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 kh\u00f4ng ch\u1ec9 t\u00ednh ch\u00ednh x\u00e1c c\u1ee7a m\u00e3 m\u00e0 c\u00f2n c\u1ea3 ch\u1ea5t l\u01b0\u1ee3ng code. C\u00e1c nhi\u1ec7m v\u1ee5 \u0111\u01b0\u1ee3c l\u1ea5y t\u1eeb pull request th\u1ef1c t\u1ebf trong nh\u1eefng d\u1ef1 \u00e1n m\u00e3 ngu\u1ed3n m\u1edf v\u00e0 c\u00f3 ti\u00eau ch\u00ed ch\u1ea5m \u0111i\u1ec3m t\u01b0\u01a1ng t\u1ef1 quy tr\u00ecnh review ph\u1ea7n m\u1ec1m.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">K\u1ebft qu\u1ea3 n\u00e0y ph\u00f9 h\u1ee3p v\u1edbi \u0111\u1ecbnh h\u01b0\u1edbng c\u1ee7a SWE-1.7 d\u00e0nh cho c\u00f4ng vi\u1ec7c c\u00f3 y\u00eau c\u1ea7u m\u1edf, nhi\u1ec1u b\u01b0\u1edbc v\u00e0 c\u1ea7n \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh thi\u1ebft k\u1ebf. Tuy nhi\u00ean, SWE-1.7 ch\u01b0a \u0111\u1ee9ng \u0111\u1ea7u b\u1ea3ng. Opus 4.8 v\u1eabn \u0111\u1ea1t k\u1ebft qu\u1ea3 cao h\u01a1n, trong khi GPT-5.5 nh\u1ec9nh h\u01a1n m\u1ed9t kho\u1ea3ng nh\u1ecf.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"884\" height=\"592\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/Screenshot_1-3.png\" alt=\"FrontierCode 1.1 Main\" class=\"wp-image-129087\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/Screenshot_1-3.png 884w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/Screenshot_1-3-300x201.png 300w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/Screenshot_1-3-768x514.png 768w\" sizes=\"(max-width: 884px) 100vw, 884px\" \/><figcaption class=\"wp-element-caption\"><strong>FrontierCode 1.1 Main<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"K\u1ebft_qu\u1ea3_Terminal-Bench_2.1\"><strong>K\u1ebft qu\u1ea3 Terminal-Bench 2.1<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 \u0111\u1ea1t 81,5% tr\u00ean Terminal-Bench 2.1. K\u1ebft qu\u1ea3 n\u00e0y g\u1ea7n v\u1edbi GPT-5.5 \u1edf m\u1ee9c 84,2%, Opus 4.7 \u1edf m\u1ee9c 83,0% v\u00e0 Opus 4.8 \u1edf m\u1ee9c 86,9%. SWE-1.6 \u0111\u1ea1t 39,7%.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Terminal-Bench l\u00e0 b\u1ed9 benchmark d\u00f9ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 kh\u1ea3 n\u0103ng l\u00e0m ch\u1ee7 m\u00f4i tr\u01b0\u1eddng terminal c\u1ee7a AI Agent. C\u00e1c nhi\u1ec7m v\u1ee5 c\u00f3 th\u1ec3 li\u00ean quan \u0111\u1ebfn l\u1eadp tr\u00ecnh, qu\u1ea3n tr\u1ecb h\u1ec7 th\u1ed1ng, b\u1ea3o m\u1eadt, x\u1eed l\u00fd t\u1ec7p, d\u1eef li\u1ec7u v\u00e0 c\u1ea5u h\u00ecnh ph\u1ea7n m\u1ec1m.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec3m s\u1ed1 81,5% cho th\u1ea5y SWE-1.7 c\u00f3 kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng l\u1ec7nh, c\u00f4ng c\u1ee5 v\u00e0 m\u00f4i tr\u01b0\u1eddng th\u1ef1c thi kh\u00e1 hi\u1ec7u qu\u1ea3 trong c\u00e1c quy tr\u00ecnh mang t\u00ednh Agent.<\/p>\n\n\n\n<h3 id=\"K\u1ebft_qu\u1ea3_SWE-Bench_Multilingual\"><strong>K\u1ebft qu\u1ea3 SWE-Bench Multilingual<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 \u0111\u1ea1t 77,8% tr\u00ean SWE-Bench Multilingual, cao h\u01a1n GPT-5.5 trong b\u1ea3ng c\u00f4ng b\u1ed1 c\u1ee7a Cognition v\u00e0 cao h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi SWE-1.6. Opus 4.8 v\u1eabn d\u1eabn \u0111\u1ea7u v\u1edbi 84,4%.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-Bench Multilingual g\u1ed3m 300 nhi\u1ec7m v\u1ee5 k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c tuy\u1ec3n ch\u1ecdn t\u1eeb 42 repository v\u00e0 ch\u00edn ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh, bao g\u1ed3m C, C++, Go, Java, JavaScript, TypeScript, PHP, Ruby v\u00e0 Rust.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">K\u1ebft qu\u1ea3 cho th\u1ea5y SWE-1.7 kh\u00f4ng ch\u1ec9 t\u1eadp trung v\u00e0o m\u1ed9t h\u1ec7 sinh th\u00e1i m\u00e3 ngu\u1ed3n duy nh\u1ea5t. \u0110\u00e2y l\u00e0 l\u1ee3i th\u1ebf \u0111\u00e1ng ch\u00fa \u00fd \u0111\u1ed1i v\u1edbi d\u1ef1 \u00e1n s\u1eed d\u1ee5ng nhi\u1ec1u ng\u00f4n ng\u1eef ho\u1eb7c c\u00f3 ki\u1ebfn tr\u00fac g\u1ed3m nhi\u1ec1u d\u1ecbch v\u1ee5 kh\u00e1c nhau.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-4.png\" alt=\"Hi\u1ec7u n\u0103ng c\u1ee7a SWE-1.7 qua c\u00e1c b\u00e0i benchmark\" class=\"wp-image-129088\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-4.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-4-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>Hi\u1ec7u n\u0103ng c\u1ee7a SWE-1.7 qua c\u00e1c b\u00e0i benchmark<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"Benchmark_tr\u00ean_ph\u1ea3n_\u00e1nh_\u0111i\u1ec1u_g\u00ec_trong_th\u1ef1c_t\u1ebf?\"><strong>Benchmark tr\u00ean ph\u1ea3n \u00e1nh \u0111i\u1ec1u g\u00ec trong th\u1ef1c t\u1ebf?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Benchmark gi\u00fap so s\u00e1nh c\u00e1c m\u00f4 h\u00ecnh trong \u0111i\u1ec1u ki\u1ec7n t\u01b0\u01a1ng \u0111\u1ed1i ki\u1ec3m so\u00e1t, nh\u01b0ng kh\u00f4ng b\u1ea3o \u0111\u1ea3m k\u1ebft qu\u1ea3 gi\u1ed1ng nhau \u1edf m\u1ecdi d\u1ef1 \u00e1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ch\u1ea5t l\u01b0\u1ee3ng \u0111\u1ea7u ra c\u00f2n ph\u1ee5 thu\u1ed9c v\u00e0o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C\u1ea5u tr\u00fac codebase.<\/li>\n\n\n\n<li>C\u00e1ch m\u00f4 t\u1ea3 y\u00eau c\u1ea7u.<\/li>\n\n\n\n<li>M\u00f4i tr\u01b0\u1eddng ch\u1ea1y.<\/li>\n\n\n\n<li>B\u1ed9 test hi\u1ec7n c\u00f3.<\/li>\n\n\n\n<li>Quy\u1ec1n truy c\u1eadp.<\/li>\n\n\n\n<li>Ch\u1ea5t l\u01b0\u1ee3ng t\u00e0i li\u1ec7u n\u1ed9i b\u1ed9.<\/li>\n\n\n\n<li>Framework v\u00e0 phi\u00ean b\u1ea3n th\u01b0 vi\u1ec7n.<\/li>\n\n\n\n<li>M\u1ee9c \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a ki\u1ebfn tr\u00fac.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ngo\u00e0i ra, Cognition s\u1eed d\u1ee5ng nhi\u1ec1u m\u00f4i tr\u01b0\u1eddng Agent kh\u00e1c nhau khi \u0111\u00e1nh gi\u00e1: Claude Code cho m\u00f4 h\u00ecnh Anthropic, Codex cho m\u00f4 h\u00ecnh OpenAI v\u00e0 Devin CLI cho c\u00e1c m\u00f4 h\u00ecnh kh\u00e1c. V\u00ec v\u1eady, b\u1ea3ng \u0111i\u1ec3m n\u00ean \u0111\u01b0\u1ee3c xem nh\u01b0 d\u1eef li\u1ec7u tham kh\u1ea3o thay v\u00ec k\u1ebft lu\u1eadn tuy\u1ec7t \u0111\u1ed1i v\u1ec1 m\u1ecdi t\u00ecnh hu\u1ed1ng s\u1eed d\u1ee5ng.<\/p>\n\n\n\n<h2 id=\"So_s\u00e1nh_SWE-1.7_v\u00e0_SWE-1.6\u00a0\"><strong>So s\u00e1nh SWE-1.7 v\u00e0 SWE-1.6\u00a0<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Ti\u00eau ch\u00ed<\/strong><\/td><td><strong>SWE-1.7<\/strong><\/td><td><strong>SWE-1.6<\/strong><\/td><\/tr><tr><td><strong>\u0110\u1ecbnh h\u01b0\u1edbng ch\u00ednh<\/strong><\/td><td>T\u00e1c v\u1ee5 d\u00e0i, codebase l\u1edbn, \u0111i\u1ec1u tra s\u00e2u<\/td><td>T\u1ed1c \u0111\u1ed9, tr\u1ea3i nghi\u1ec7m m\u01b0\u1ee3t, gi\u1ea3m l\u1eb7p<\/td><\/tr><tr><td><strong>N\u1ec1n t\u1ea3ng ph\u00e1t tri\u1ec3n<\/strong><\/td><td>Hu\u1ea5n luy\u1ec7n t\u1eeb Kimi K2.7<\/td><td>Th\u1ebf h\u1ec7 tr\u01b0\u1edbc c\u1ee7a d\u00f2ng SWE<\/td><\/tr><tr><td><strong>T\u1ef1 c\u00f4 \u0111\u1ecdng ng\u1eef c\u1ea3nh<\/strong><\/td><td>\u0110\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n chuy\u00ean bi\u1ec7t<\/td><td>Ch\u01b0a ph\u1ea3i \u0111i\u1ec3m nh\u1ea5n ch\u00ednh<\/td><\/tr><tr><td><strong>Kh\u1ea3o s\u00e1t nguy\u00ean nh\u00e2n g\u1ed1c<\/strong><\/td><td>S\u00e2u v\u00e0 ch\u1ee7 \u0111\u1ed9ng h\u01a1n<\/td><td>Ph\u00f9 h\u1ee3p nhi\u1ec1u t\u00e1c v\u1ee5 th\u01b0\u1eddng ng\u00e0y<\/td><\/tr><tr><td><strong>Hi\u1ec7u n\u0103ng benchmark<\/strong><\/td><td>T\u0103ng m\u1ea1nh tr\u00ean ba b\u1ea3ng c\u00f4ng b\u1ed1<\/td><td>Th\u1ea5p h\u01a1n \u0111\u00e1ng k\u1ec3<\/td><\/tr><tr><td><strong>Bi\u1ebfn th\u1ec3 t\u1ed1c \u0111\u1ed9 cao<\/strong><\/td><td>SWE-1.7 Lightning<\/td><td>SWE-1.6 Fast<\/td><\/tr><tr><td><strong>T\u00e1c v\u1ee5 ph\u00f9 h\u1ee3p<\/strong><\/td><td>C\u00f4ng vi\u1ec7c ph\u1ee9c t\u1ea1p, nhi\u1ec1u b\u01b0\u1edbc<\/td><td>Ch\u1ec9nh s\u1eeda nh\u1ecf v\u00e0 t\u00e1c v\u1ee5 quen thu\u1ed9c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.6 t\u1eebng t\u1eadp trung c\u1ea3i thi\u1ec7n \u201cmodel UX\u201d, g\u1ed3m gi\u1ea3m suy ngh\u0129 qu\u00e1 m\u1ee9c, h\u1ea1n ch\u1ebf v\u00f2ng l\u1eb7p, t\u0103ng g\u1ecdi c\u00f4ng c\u1ee5 song song v\u00e0 gi\u1ea3m ph\u1ee5 thu\u1ed9c kh\u00f4ng c\u1ea7n thi\u1ebft v\u00e0o terminal.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 k\u1ebf th\u1eeba h\u01b0\u1edbng t\u1ed1i \u01b0u tr\u1ea3i nghi\u1ec7m, \u0111\u1ed3ng th\u1eddi \u0111\u1ea9y m\u1ea1nh n\u0103ng l\u1ef1c gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n d\u00e0i v\u00e0 ph\u1ee9c t\u1ea1p h\u01a1n.<\/p>\n\n\n\n<h2 id=\"\u01afu_\u0111i\u1ec3m_v\u00e0_h\u1ea1n_ch\u1ebf_c\u1ee7a_SWE-1.7\"><strong>\u01afu \u0111i\u1ec3m v\u00e0 h\u1ea1n ch\u1ebf c\u1ee7a SWE-1.7<\/strong><\/h2>\n\n\n\n<h3 id=\"\u01afu_\u0111i\u1ec3m\"><strong>\u01afu \u0111i\u1ec3m<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0110\u01b0\u1ee3c t\u1ed1i \u01b0u ri\u00eang cho k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m v\u00e0 quy tr\u00ecnh AI Agent.<\/li>\n\n\n\n<li>Hi\u1ec7u n\u0103ng t\u0103ng m\u1ea1nh so v\u1edbi SWE-1.6 trong c\u00e1c benchmark Cognition c\u00f4ng b\u1ed1.<\/li>\n\n\n\n<li>C\u00f3 kh\u1ea3 n\u0103ng l\u00e0m vi\u1ec7c v\u1edbi nhi\u1ec7m v\u1ee5 k\u00e9o d\u00e0i.<\/li>\n\n\n\n<li>C\u00f3 th\u1ec3 t\u1ef1 c\u00f4 \u0111\u1ecdng tr\u1ea1ng th\u00e1i \u0111\u1ec3 ti\u1ebfp t\u1ee5c c\u00f4ng vi\u1ec7c.<\/li>\n\n\n\n<li>Kh\u1ea3o s\u00e1t codebase k\u1ef9 tr\u01b0\u1edbc khi ch\u1ec9nh s\u1eeda.<\/li>\n\n\n\n<li>Ch\u00fa \u00fd nguy\u00ean nh\u00e2n g\u1ed1c v\u00e0 tr\u01b0\u1eddng h\u1ee3p bi\u00ean.<\/li>\n\n\n\n<li>C\u00f3 bi\u1ebfn th\u1ec3 Lightning d\u00e0nh cho nhu c\u1ea7u ph\u1ea3n h\u1ed3i nhanh.<\/li>\n\n\n\n<li>C\u00f3 th\u1ec3 s\u1eed d\u1ee5ng tr\u00ean Devin AI b\u1ea3n web, Devin Desktop v\u00e0 Devin CLI.<\/li>\n\n\n\n<li>H\u1ed7 tr\u1ee3 t\u1ed1t c\u00e1c d\u1ef1 \u00e1n s\u1eed d\u1ee5ng nhi\u1ec1u ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh.<\/li>\n\n\n\n<li>\u0110ang c\u00f3 giai \u0111o\u1ea1n tr\u1ea3i nghi\u1ec7m mi\u1ec5n ph\u00ed theo th\u00f4ng b\u00e1o hi\u1ec7n h\u00e0nh.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-5.png\" alt=\"\u01afu \u0111i\u1ec3m v\u00e0 h\u1ea1n ch\u1ebf c\u1ee7a SWE-1.7\" class=\"wp-image-129089\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-5.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-5-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>\u01afu \u0111i\u1ec3m v\u00e0 h\u1ea1n ch\u1ebf c\u1ee7a SWE-1.7<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"H\u1ea1n_ch\u1ebf_c\u1ea7n_l\u01b0u_\u00fd\"><strong>H\u1ea1n ch\u1ebf c\u1ea7n l\u01b0u \u00fd<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Qu\u00e1 tr\u00ecnh kh\u1ea3o s\u00e1t s\u00e2u c\u00f3 th\u1ec3 l\u00e0m t\u0103ng s\u1ed1 l\u01b0\u1ee3t g\u1ecdi c\u00f4ng c\u1ee5.<\/li>\n\n\n\n<li>M\u1ed9t s\u1ed1 nhi\u1ec7m v\u1ee5 c\u00f3 th\u1ec3 c\u1ea7n nhi\u1ec1u th\u1eddi gian x\u1eed l\u00fd h\u01a1n.<\/li>\n\n\n\n<li>SWE-1.7 c\u00f3 xu h\u01b0\u1edbng vi\u1ebft th\u00eam test ho\u1eb7c ch\u1ec9nh s\u1eeda nhi\u1ec1u t\u1ec7p h\u01a1n ph\u1ea1m vi t\u1ed1i thi\u1ec3u.<\/li>\n\n\n\n<li>Benchmark do Cognition c\u00f4ng b\u1ed1 ch\u01b0a th\u1ec3 \u0111\u1ea1i di\u1ec7n cho m\u1ecdi codebase th\u1ef1c t\u1ebf.<\/li>\n\n\n\n<li>Ch\u1ea5t l\u01b0\u1ee3ng ph\u1ee5 thu\u1ed9c nhi\u1ec1u v\u00e0o y\u00eau c\u1ea7u \u0111\u1ea7u v\u00e0o.<\/li>\n\n\n\n<li>M\u00f4i tr\u01b0\u1eddng d\u1ef1 \u00e1n c\u1ea5u h\u00ecnh sai c\u00f3 th\u1ec3 khi\u1ebfn k\u1ebft qu\u1ea3 thi\u1ebfu ch\u00ednh x\u00e1c.<\/li>\n\n\n\n<li>Ng\u01b0\u1eddi d\u00f9ng v\u1eabn c\u1ea7n review m\u00e3 v\u00e0 ki\u1ec3m tra b\u1ea3o m\u1eadt.<\/li>\n\n\n\n<li>M\u1ee9c mi\u1ec5n ph\u00ed, h\u1ea1n m\u1ee9c v\u00e0 kh\u1ea3 n\u0103ng truy c\u1eadp c\u00f3 th\u1ec3 thay \u0111\u1ed5i sau giai \u0111o\u1ea1n preview.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"SWE-1.7_ph\u00f9_h\u1ee3p_v\u1edbi_nh\u1eefng_c\u00f4ng_vi\u1ec7c_n\u00e0o?\"><strong>SWE-1.7 ph\u00f9 h\u1ee3p v\u1edbi nh\u1eefng c\u00f4ng vi\u1ec7c n\u00e0o?<\/strong><\/h2>\n\n\n\n<h3 id=\"S\u1eeda_l\u1ed7i_ph\u1ee9c_t\u1ea1p_trong_d\u1ef1_\u00e1n_l\u1edbn\"><strong>S\u1eeda l\u1ed7i ph\u1ee9c t\u1ea1p trong d\u1ef1 \u00e1n l\u1edbn<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 ph\u00f9 h\u1ee3p v\u1edbi l\u1ed7i c\u00f3 bi\u1ec3u hi\u1ec7n \u1edf m\u1ed9t v\u1ecb tr\u00ed nh\u01b0ng nguy\u00ean nh\u00e2n n\u1eb1m t\u1ea1i th\u00e0nh ph\u1ea7n kh\u00e1c. Kh\u1ea3 n\u0103ng \u0111\u1ecdc nhi\u1ec1u t\u1ec7p v\u00e0 ki\u1ec3m tra tr\u01b0\u1eddng h\u1ee3p bi\u00ean gi\u00fap m\u00f4 h\u00ecnh x\u00e2y d\u1ef1ng gi\u1ea3 thuy\u1ebft t\u1ed1t h\u01a1n tr\u01b0\u1edbc khi thay \u0111\u1ed5i m\u00e3.<\/p>\n\n\n\n<h3 id=\"Ph\u00e1t_tri\u1ec3n_t\u00ednh_n\u0103ng_li\u00ean_quan_nhi\u1ec1u_t\u1ec7p\"><strong>Ph\u00e1t tri\u1ec3n t\u00ednh n\u0103ng li\u00ean quan nhi\u1ec1u t\u1ec7p<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c t\u00ednh n\u0103ng th\u1ef1c t\u1ebf th\u01b0\u1eddng c\u1ea7n ch\u1ec9nh s\u1eeda route, service, database, giao di\u1ec7n v\u00e0 test. SWE-1.7 c\u00f3 l\u1ee3i th\u1ebf khi c\u1ea7n duy tr\u00ec b\u1ee9c tranh t\u1ed5ng th\u1ec3 qua nhi\u1ec1u b\u01b0\u1edbc thay v\u00ec ch\u1ec9 t\u1ea1o m\u1ed9t \u0111o\u1ea1n m\u00e3 ri\u00eang l\u1ebb.<\/p>\n\n\n\n<h3 id=\"Vi\u1ebft_v\u00e0_m\u1edf_r\u1ed9ng_b\u1ed9_ki\u1ec3m_th\u1eed\"><strong>Vi\u1ebft v\u00e0 m\u1edf r\u1ed9ng b\u1ed9 ki\u1ec3m th\u1eed<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Cognition ghi nh\u1eadn SWE-1.7 th\u01b0\u1eddng vi\u1ebft th\u00eam test v\u00e0 xem x\u00e9t nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p ngo\u00e0i y\u00eau c\u1ea7u tr\u1ef1c ti\u1ebfp. \u0110i\u1ec1u n\u00e0y h\u1eefu \u00edch khi d\u1ef1 \u00e1n thi\u1ebfu \u0111\u1ed9 bao ph\u1ee7 ki\u1ec3m th\u1eed ho\u1eb7c c\u1ea7n tr\u00e1nh l\u1ed7i t\u00e1i ph\u00e1t.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tuy nhi\u00ean, ng\u01b0\u1eddi d\u00f9ng n\u00ean ki\u1ec3m tra ph\u1ea1m vi thay \u0111\u1ed5i v\u00ec m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 ch\u1ea1m \u0111\u1ebfn nhi\u1ec1u t\u1ec7p h\u01a1n m\u1ee9c t\u1ed1i thi\u1ec3u.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"700\" height=\"375\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-6.png\" alt=\"SWE-1.7 ph\u00f9 h\u1ee3p v\u1edbi nh\u1eefng c\u00f4ng vi\u1ec7c n\u00e0o?\" class=\"wp-image-129090\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-6.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/swe-1-7-cua-devin-ai-co-gi-moi-6-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>SWE-1.7 ph\u00f9 h\u1ee3p v\u1edbi nh\u1eefng c\u00f4ng vi\u1ec7c n\u00e0o?<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"Ph\u00e2n_t\u00edch_codebase_v\u00e0_\u0111\u1ec1_xu\u1ea5t_h\u01b0\u1edbng_tri\u1ec3n_khai\"><strong>Ph\u00e2n t\u00edch codebase v\u00e0 \u0111\u1ec1 xu\u1ea5t h\u01b0\u1edbng tri\u1ec3n khai<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Tr\u01b0\u1edbc khi giao quy\u1ec1n ch\u1ec9nh s\u1eeda, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 y\u00eau c\u1ea7u SWE-1.7:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>X\u00e1c \u0111\u1ecbnh lu\u1ed3ng x\u1eed l\u00fd c\u1ee7a m\u1ed9t t\u00ednh n\u0103ng.<\/li>\n\n\n\n<li>Li\u1ec7t k\u00ea t\u1ec7p v\u00e0 module c\u00f3 li\u00ean quan.<\/li>\n\n\n\n<li>Ph\u00e2n t\u00edch r\u1ee7i ro khi thay \u0111\u1ed5i.<\/li>\n\n\n\n<li>\u0110\u1ec1 xu\u1ea5t k\u1ebf ho\u1ea1ch tri\u1ec3n khai theo t\u1eebng giai \u0111o\u1ea1n.<\/li>\n\n\n\n<li>X\u00e1c \u0111\u1ecbnh test c\u1ea7n ch\u1ea1y sau khi s\u1eeda.<\/li>\n\n\n\n<li>Ch\u1ec9 ra ph\u1ea7n m\u00e3 c\u0169 ho\u1eb7c tr\u00f9ng l\u1eb7p.<\/li>\n\n\n\n<li>\u0110\u00e1nh gi\u00e1 t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn API hi\u1ec7n t\u1ea1i.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1ch l\u00e0m n\u00e0y \u0111\u1eb7c bi\u1ec7t ph\u00f9 h\u1ee3p v\u1edbi ng\u01b0\u1eddi m\u1edbi ti\u1ebfp nh\u1eadn d\u1ef1 \u00e1n ho\u1eb7c ch\u01b0a hi\u1ec3u r\u00f5 to\u00e0n b\u1ed9 c\u1ea5u tr\u00fac m\u00e3 ngu\u1ed3n.<\/p>\n\n\n\n<h3 id=\"X\u1eed_l\u00fd_d\u1ef1_\u00e1n_\u0111a_ng\u00f4n_ng\u1eef_l\u1eadp_tr\u00ecnh\"><strong>X\u1eed l\u00fd d\u1ef1 \u00e1n \u0111a ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">K\u1ebft qu\u1ea3 SWE-Bench Multilingual cho th\u1ea5y SWE-1.7 c\u00f3 n\u0103ng l\u1ef1c t\u1ed1t tr\u00ean b\u00e0i to\u00e1n ph\u1ea7n m\u1ec1m \u0111a ng\u00f4n ng\u1eef. D\u00f9 v\u1eady, hi\u1ec7u qu\u1ea3 th\u1ef1c t\u1ebf v\u1eabn ph\u1ee5 thu\u1ed9c v\u00e0o framework, t\u00e0i li\u1ec7u, m\u00f4i tr\u01b0\u1eddng v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng b\u1ed9 test c\u1ee7a t\u1eebng d\u1ef1 \u00e1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 c\u00f3 th\u1ec3 h\u1eefu \u00edch v\u1edbi ki\u1ebfn tr\u00fac nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Frontend TypeScript k\u1ebft h\u1ee3p backend Go.<\/li>\n\n\n\n<li>\u1ee8ng d\u1ee5ng Java k\u1ebft h\u1ee3p d\u1ecbch v\u1ee5 Python.<\/li>\n\n\n\n<li>H\u1ec7 th\u1ed1ng PHP s\u1eed d\u1ee5ng module JavaScript.<\/li>\n\n\n\n<li>C\u00f4ng c\u1ee5 Rust k\u1ebft h\u1ee3p script Python.<\/li>\n\n\n\n<li>D\u1ef1 \u00e1n C++ c\u00f3 h\u1ec7 th\u1ed1ng build v\u00e0 ki\u1ec3m th\u1eed ph\u1ee9c t\u1ea1p.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"V\u1ea5n_\u0111\u1ec1_an_to\u00e0n_v\u00e0_\u0111\u1ed9_tin_c\u1eady_c\u1ee7a_SWE-1.7\"><strong>V\u1ea5n \u0111\u1ec1 an to\u00e0n v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a <\/strong><strong>SWE-1.7<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ec SWE-1.7 ph\u00e1t tri\u1ec3n t\u1eeb n\u1ec1n t\u1ea3ng Kimi K2.7 Code (m\u1ed9t m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf c\u1ee7a Trung Qu\u1ed1c) n\u00ean nhi\u1ec1u ng\u01b0\u1eddi d\u00f9ng v\u00e0 doanh nghi\u1ec7p \u0111\u1eb7t c\u00e2u h\u1ecfi v\u1ec1 m\u1ee9c \u0111\u1ed9 an to\u00e0n c\u0169ng nh\u01b0 kh\u1ea3 n\u0103ng thi\u00ean v\u1ecb c\u1ee7a m\u00f4 h\u00ecnh. Cognition x\u00e1c nh\u1eadn \u0111\u00e3 hu\u1ea5n luy\u1ec7n b\u1ed5 sung ri\u00eang cho c\u00e1c b\u00e0i ki\u1ec3m tra v\u1ec1 \u0111\u1ed9 tin c\u1eady v\u00e0 m\u1ee9c \u0111\u1ed9 trung l\u1eadp, \u0111\u1ed3ng th\u1eddi c\u00f4ng b\u1ed1 b\u00e1o c\u00e1o cho th\u1ea5y SWE-1.7 \u0111\u1ea1t m\u1ee9c \u0111\u1ed9 trung l\u1eadp t\u01b0\u01a1ng \u0111\u01b0\u01a1ng c\u00e1c m\u00f4 h\u00ecnh M\u1ef9 trong nh\u1eefng t\u00ecnh hu\u1ed1ng th\u1eed nghi\u1ec7m th\u1ef1c t\u1ebf qua Devin.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00ean c\u1ea1nh \u0111\u00f3, d\u1eef li\u1ec7u ng\u01b0\u1eddi d\u00f9ng khi thao t\u00e1c tr\u00ean Devin AI \u0111\u01b0\u1ee3c x\u1eed l\u00fd qua h\u1ea1 t\u1ea7ng c\u1ee7a Cognition \u0111\u1eb7t t\u1ea1i M\u1ef9, kh\u00f4ng truy\u1ec1n tr\u1ef1c ti\u1ebfp cho Moonshot AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">D\u00f9 v\u1eady, v\u1edbi c\u00e1c t\u00e1c v\u1ee5 li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m ho\u1eb7c mang t\u00ednh ch\u00ednh tr\u1ecb, doanh nghi\u1ec7p v\u1eabn n\u00ean xem \u0111\u00e2y l\u00e0 b\u01b0\u1edbc \u0111\u00e1nh gi\u00e1 ban \u0111\u1ea7u v\u00e0 t\u1ef1 ki\u1ec3m tra th\u00eam theo ti\u00eau chu\u1ea9n n\u1ed9i b\u1ed9 tr\u01b0\u1edbc khi tri\u1ec3n khai quy m\u00f4 l\u1edbn.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><span style=\"text-decoration: underline;\">C\u00e1c b\u00e0i vi\u1ebft li\u00ean quan:<\/span><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/tino.vn\/blog\/so-sanh-windsurf-devin-ai-vs-cursor-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">So s\u00e1nh Windsurf (Devin AI) vs Cursor AI<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tino.vn\/blog\/so-sanh-devin-ai-vs-google-antigravity\/\" target=\"_blank\" rel=\"noreferrer noopener\">So s\u00e1nh Devin AI vs Google Antigravity: Hai tr\u1ee3 l\u00fd l\u1eadp tr\u00ecnh AI \u0111\u00e1ng ch\u00fa \u00fd<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tino.vn\/blog\/so-sanh-devin-ai-vs-github-copilot\/\" target=\"_blank\" rel=\"noreferrer noopener\">So s\u00e1nh Devin AI vs Github Copilot: N\u00ean ch\u1ecdn tr\u1ee3 l\u00fd n\u00e0o \u0111\u1ec3 x10 t\u1ed1c \u0111\u1ed9 code?<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tino.vn\/blog\/so-sanh-devin-ai-vs-vscode\/\" target=\"_blank\" rel=\"noreferrer noopener\">So s\u00e1nh Devin AI vs VSCode: AI t\u1ef1 ch\u1ee7 c\u00f3 \u0111\u00e1nh b\u1ea1i \u0111\u01b0\u1ee3c IDE ph\u1ed5 bi\u1ebfn nh\u1ea5t th\u1ebf gi\u1edbi?\u00a0<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tino.vn\/blog\/so-sanh-devin-ai-vs-claude-code\/\" target=\"_blank\" rel=\"noreferrer noopener\">So s\u00e1nh Devin AI vs Claude Code: Li\u1ec7u Claude c\u00f3 \u0111\u1ee7 s\u1ee9c c\u1ea3n b\u01b0\u1edbc ti\u1ebfn c\u1ee7a Devin?<\/a><\/li>\n<\/ul>\n\n\n\n<h2 id=\"K\u1ebft_lu\u1eadn\"><strong>K\u1ebft lu\u1eadn<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 kh\u00f4ng \u0111\u1eb7t m\u1ee5c ti\u00eau so\u00e1n ng\u00f4i c\u00e1c m\u00f4 h\u00ecnh AI \u0111\u1eaft \u0111\u1ecf nh\u1ea5t th\u1ecb tr\u01b0\u1eddng, m\u00e0 ch\u1ecdn h\u01b0\u1edbng \u0111i th\u1ef1c d\u1ee5ng h\u01a1n: mang l\u1ea1i hi\u1ec7u n\u0103ng g\u1ea7n v\u1edbi m\u1ee9c h\u00e0ng \u0111\u1ea7u, t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd nhanh nh\u1edd h\u1ea1 t\u1ea7ng Cerebras, c\u00f9ng chi ph\u00ed v\u1eadn h\u00e0nh th\u1ea5p h\u01a1n \u0111\u00e1ng k\u1ec3.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u1edbi kh\u1ea3 n\u0103ng x\u1eed l\u00fd t\u00e1c v\u1ee5 d\u00e0i li\u00ean t\u1ee5c nhi\u1ec1u gi\u1edd v\u00e0 t\u00edch h\u1ee3p ch\u1eb7t ch\u1ebd v\u00e0o quy tr\u00ecnh l\u00e0m vi\u1ec7c th\u1ef1c t\u1ebf c\u1ee7a Devin, SWE-1.7 \u0111ang tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn h\u1ea5p d\u1eabn cho c\u1ea3 l\u1eadp tr\u00ecnh vi\u00ean c\u00e1 nh\u00e2n l\u1eabn doanh nghi\u1ec7p mu\u1ed1n t\u1ed1i \u01b0u ng\u00e2n s\u00e1ch ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m m\u00e0 kh\u00f4ng \u0111\u00e1nh \u0111\u1ed5i qu\u00e1 nhi\u1ec1u v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng. N\u1ebfu \u0111ang t\u00ecm m\u1ed9t tr\u1ee3 l\u00fd l\u1eadp tr\u00ecnh AI v\u1eeba m\u1ea1nh v\u1eeba ti\u1ebft ki\u1ec7m, \u0111\u00e2y ch\u1eafc ch\u1eafn l\u00e0 c\u00e1i t\u00ean \u0111\u00e1ng \u0111\u1ec3 d\u00f9ng th\u1eed.<\/p>\n\n\n\n<h2 id=\"Nh\u1eefng_c\u00e2u_h\u1ecfi_th\u01b0\u1eddng_g\u1eb7p\"><strong>Nh\u1eefng c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/strong><\/h2>\n\n\n\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"SWE-1.7_Lightning_kh\u00e1c_SWE-1.7_th\u00f4ng_th\u01b0\u1eddng_ra_sao?\">SWE-1.7 Lightning kh\u00e1c SWE-1.7 th\u00f4ng th\u01b0\u1eddng ra sao?<\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p class=\"wp-block-paragraph\">SWE-1.7 Lightning l\u00e0 bi\u1ebfn th\u1ec3 \u0111\u01b0\u1ee3c ph\u1ee5c v\u1ee5 tr\u00ean Cerebras nh\u1eb1m gi\u1ea3m \u0111\u1ed9 tr\u1ec5. T\u00e0i li\u1ec7u Devin m\u00f4 t\u1ea3 phi\u00ean b\u1ea3n n\u00e0y gi\u1eef c\u00f9ng m\u1ee9c n\u0103ng l\u1ef1c v\u1edbi SWE-1.7 nh\u01b0ng ph\u1ea3n h\u1ed3i nhanh h\u01a1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SWE-1.7 Lightning ph\u00f9 h\u1ee3p v\u1edbi quy tr\u00ecnh l\u1eadp tr\u00ecnh t\u01b0\u01a1ng t\u00e1c ho\u1eb7c nhi\u1ec7m v\u1ee5 c\u1ea7n g\u1ecdi c\u00f4ng c\u1ee5 qua nhi\u1ec1u l\u01b0\u1ee3t.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"SWE-1.7_c\u00f3_mi\u1ec5n_ph\u00ed_kh\u00f4ng?\">SWE-1.7 c\u00f3 mi\u1ec5n ph\u00ed kh\u00f4ng?<\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p class=\"wp-block-paragraph\">Devin AI \u0111ang cung c\u1ea5p SWE-1.7 d\u01b0\u1edbi d\u1ea1ng preview mi\u1ec5n ph\u00ed \u0111\u1ebfn ng\u00e0y 8\/8\/2026 theo t\u00e0i li\u1ec7u hi\u1ec7n h\u00e0nh.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Quy\u1ec1n truy c\u1eadp v\u00e0 h\u1ea1n m\u1ee9c c\u00f3 th\u1ec3 kh\u00e1c gi\u1eefa g\u00f3i Free, Pro, Max, Teams v\u00e0 Enterprise. Ng\u01b0\u1eddi d\u00f9ng n\u00ean ki\u1ec3m tra model selector trong t\u00e0i kho\u1ea3n \u0111\u1ec3 xem tr\u1ea1ng th\u00e1i m\u1edbi nh\u1ea5t.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"C\u00f3_th\u1ec3_d\u00f9ng_SWE-1.7_\u1edf_\u0111\u00e2u?\">C\u00f3 th\u1ec3 d\u00f9ng SWE-1.7 \u1edf \u0111\u00e2u?<\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p class=\"wp-block-paragraph\">Cognition cho bi\u1ebft SWE-1.7 c\u00f3 m\u1eb7t tr\u00ean Devin AI b\u1ea3n web, Devin Desktop v\u00e0 Devin CLI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ng\u01b0\u1eddi d\u00f9ng Slack \u0111\u00e3 k\u1ebft n\u1ed1i Devin c\u00f2n c\u00f3 th\u1ec3 d\u00f9ng l\u1ec7nh !swe \u0111\u1ec3 b\u1eaft \u0111\u1ea7u phi\u00ean v\u1edbi SWE-1.7.<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"SWE-1.7_c\u00f3_an_to\u00e0n_khi_d\u00f9ng_cho_d\u1eef_li\u1ec7u_doanh_nghi\u1ec7p_nh\u1ea1y_c\u1ea3m_kh\u00f4ng?\u00a0\">SWE-1.7 c\u00f3 an to\u00e0n khi d\u00f9ng cho d\u1eef li\u1ec7u doanh nghi\u1ec7p nh\u1ea1y c\u1ea3m kh\u00f4ng?\u00a0<\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p class=\"wp-block-paragraph\">Cognition \u0111\u00e3 ki\u1ec3m tra v\u00e0 c\u00f4ng b\u1ed1 b\u00e1o c\u00e1o v\u1ec1 \u0111\u1ed9 tin c\u1eady, m\u1ee9c \u0111\u1ed9 trung l\u1eadp c\u1ee7a SWE-1.7. Tuy nhi\u00ean, v\u1edbi d\u1eef li\u1ec7u \u0111\u1eb7c bi\u1ec7t nh\u1ea1y c\u1ea3m, doanh nghi\u1ec7p n\u00ean t\u1ef1 \u0111\u00e1nh gi\u00e1 th\u00eam theo ti\u00eau chu\u1ea9n b\u1ea3o m\u1eadt n\u1ed9i b\u1ed9 tr\u01b0\u1edbc khi \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i.\u00a0<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section\t\thelp class=\"sc_fs_faq sc_card    \"\n\t\t\t\t>\n\t\t\t\t<h2 id=\"SWE-1.7_x\u1eed_l\u00fd_\u0111\u01b0\u1ee3c_c\u00e1c_t\u00e1c_v\u1ee5_d\u00e0i_trong_bao_l\u00e2u?\u00a0\">SWE-1.7 x\u1eed l\u00fd \u0111\u01b0\u1ee3c c\u00e1c t\u00e1c v\u1ee5 d\u00e0i trong bao l\u00e2u?\u00a0<\/h2>\t\t\t\t<div>\n\t\t\t\t\t\t<div class=\"sc_fs_faq__content\">\n\t\t\t\t\n\n<p class=\"wp-block-paragraph\">Nh\u1edd k\u1ef9 thu\u1eadt self-compaction, m\u1ed9t phi\u00ean l\u00e0m vi\u1ec7c c\u1ee7a SWE-1.7 c\u00f3 th\u1ec3 k\u00e9o d\u00e0i li\u00ean t\u1ee5c \u0111\u1ebfn s\u00e1u ti\u1ebfng \u0111\u1ed3ng h\u1ed3 m\u00e0 v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c m\u1ea1ch c\u00f4ng vi\u1ec7c ban \u0111\u1ea7u.\u00a0<\/p>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<\/section>\n\t\t\n<script type=\"application\/ld+json\">\n\t{\n\t\t\"@context\": \"https:\/\/schema.org\",\n\t\t\"@type\": \"FAQPage\",\n\t\t\"mainEntity\": [\n\t\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"SWE-1.7 Lightning kh\u00e1c SWE-1.7 th\u00f4ng th\u01b0\u1eddng ra sao?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>SWE-1.7 Lightning l\u00e0 bi\u1ebfn th\u1ec3 \u0111\u01b0\u1ee3c ph\u1ee5c v\u1ee5 tr\u00ean Cerebras nh\u1eb1m gi\u1ea3m \u0111\u1ed9 tr\u1ec5. T\u00e0i li\u1ec7u Devin m\u00f4 t\u1ea3 phi\u00ean b\u1ea3n n\u00e0y gi\u1eef c\u00f9ng m\u1ee9c n\u0103ng l\u1ef1c v\u1edbi SWE-1.7 nh\u01b0ng ph\u1ea3n h\u1ed3i nhanh h\u01a1n.<\/p><p>SWE-1.7 Lightning ph\u00f9 h\u1ee3p v\u1edbi quy tr\u00ecnh l\u1eadp tr\u00ecnh t\u01b0\u01a1ng t\u00e1c ho\u1eb7c nhi\u1ec7m v\u1ee5 c\u1ea7n g\u1ecdi c\u00f4ng c\u1ee5 qua nhi\u1ec1u l\u01b0\u1ee3t.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"SWE-1.7 c\u00f3 mi\u1ec5n ph\u00ed kh\u00f4ng?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Devin AI \u0111ang cung c\u1ea5p SWE-1.7 d\u01b0\u1edbi d\u1ea1ng preview mi\u1ec5n ph\u00ed \u0111\u1ebfn ng\u00e0y 8\/8\/2026 theo t\u00e0i li\u1ec7u hi\u1ec7n h\u00e0nh.<\/p><p>Quy\u1ec1n truy c\u1eadp v\u00e0 h\u1ea1n m\u1ee9c c\u00f3 th\u1ec3 kh\u00e1c gi\u1eefa g\u00f3i Free, Pro, Max, Teams v\u00e0 Enterprise. Ng\u01b0\u1eddi d\u00f9ng n\u00ean ki\u1ec3m tra model selector trong t\u00e0i kho\u1ea3n \u0111\u1ec3 xem tr\u1ea1ng th\u00e1i m\u1edbi nh\u1ea5t.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"C\u00f3 th\u1ec3 d\u00f9ng SWE-1.7 \u1edf \u0111\u00e2u?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Cognition cho bi\u1ebft SWE-1.7 c\u00f3 m\u1eb7t tr\u00ean Devin AI b\u1ea3n web, Devin Desktop v\u00e0 Devin CLI.<\/p><p>Ng\u01b0\u1eddi d\u00f9ng Slack \u0111\u00e3 k\u1ebft n\u1ed1i Devin c\u00f2n c\u00f3 th\u1ec3 d\u00f9ng l\u1ec7nh !swe \u0111\u1ec3 b\u1eaft \u0111\u1ea7u phi\u00ean v\u1edbi SWE-1.7.<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"SWE-1.7 c\u00f3 an to\u00e0n khi d\u00f9ng cho d\u1eef li\u1ec7u doanh nghi\u1ec7p nh\u1ea1y c\u1ea3m kh\u00f4ng?\u00a0\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Cognition \u0111\u00e3 ki\u1ec3m tra v\u00e0 c\u00f4ng b\u1ed1 b\u00e1o c\u00e1o v\u1ec1 \u0111\u1ed9 tin c\u1eady, m\u1ee9c \u0111\u1ed9 trung l\u1eadp c\u1ee7a SWE-1.7. Tuy nhi\u00ean, v\u1edbi d\u1eef li\u1ec7u \u0111\u1eb7c bi\u1ec7t nh\u1ea1y c\u1ea3m, doanh nghi\u1ec7p n\u00ean t\u1ef1 \u0111\u00e1nh gi\u00e1 th\u00eam theo ti\u00eau chu\u1ea9n b\u1ea3o m\u1eadt n\u1ed9i b\u1ed9 tr\u01b0\u1edbc khi \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i.\u00a0<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t,\t\t\t\t{\n\t\t\t\t\"@type\": \"Question\",\n\t\t\t\t\"name\": \"SWE-1.7 x\u1eed l\u00fd \u0111\u01b0\u1ee3c c\u00e1c t\u00e1c v\u1ee5 d\u00e0i trong bao l\u00e2u?\u00a0\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Nh\u1edd k\u1ef9 thu\u1eadt self-compaction, m\u1ed9t phi\u00ean l\u00e0m vi\u1ec7c c\u1ee7a SWE-1.7 c\u00f3 th\u1ec3 k\u00e9o d\u00e0i li\u00ean t\u1ee5c \u0111\u1ebfn s\u00e1u ti\u1ebfng \u0111\u1ed3ng h\u1ed3 m\u00e0 v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c m\u1ea1ch c\u00f4ng vi\u1ec7c ban \u0111\u1ea7u.\u00a0<\/p>\"\n\t\t\t\t\t\t\t\t\t}\n\t\t\t}\n\t\t\t\t\t\t]\n\t}\n<\/script>\n","protected":false},"excerpt":{"rendered":"<p>Ng\u00e0y 8 th\u00e1ng 7 n\u0103m 2026, Cognition &#8211; c\u00f4ng ty \u0111\u1ee9ng sau tr\u1ee3 l\u00fd l\u1eadp tr\u00ecnh AI n\u1ed5i ti\u1ebfng Devin AI &#8211; ch\u00ednh th\u1ee9c ra m\u1eaft SWE-1.7, m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c xem l\u00e0 b\u01b0\u1edbc ti\u1ebfn m\u1ea1nh m\u1ebd nh\u1ea5t t\u1eeb tr\u01b0\u1edbc \u0111\u1ebfn nay c\u1ee7a \u0111\u1ed9i ng\u0169 n\u00e0y. V\u1eady\u00a0m\u00f4 h\u00ecnh SWE-1.7 c\u1ee7a Devin AI c\u00f3 g\u00ec m\u1edbi? C\u00f9ng [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":129091,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7514],"tags":[7696],"class_list":["post-129082","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-vibe-code","tag-devin-ai"],"_links":{"self":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/129082","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/comments?post=129082"}],"version-history":[{"count":3,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/129082\/revisions"}],"predecessor-version":[{"id":129094,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/129082\/revisions\/129094"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/media\/129091"}],"wp:attachment":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/media?parent=129082"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/categories?post=129082"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/tags?post=129082"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}