{"id":129125,"date":"2026-07-31T19:03:17","date_gmt":"2026-07-31T12:03:17","guid":{"rendered":"https:\/\/tino.vn\/blog\/?p=129125"},"modified":"2026-07-31T19:03:33","modified_gmt":"2026-07-31T12:03:33","slug":"devin-security-swarm-la-gi","status":"publish","type":"post","link":"https:\/\/tino.vn\/blog\/devin-security-swarm-la-gi\/","title":{"rendered":"Devin Security Swarm l\u00e0 g\u00ec? C\u00e1ch \u201c\u0111\u1ed9i qu\u00e2n AI\u201d ph\u00e1t hi\u1ec7n v\u00e0 s\u1eeda l\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>M\u1ed9t c\u00f4ng c\u1ee5 b\u1ea3o m\u1eadt c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n \u0111o\u1ea1n m\u00e3 \u0111\u00e1ng ng\u1edd ch\u01b0a ch\u1eafc \u0111\u00e3 x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c l\u1ed7 h\u1ed5ng th\u1ef1c s\u1ef1 c\u00f3 th\u1ec3 b\u1ecb khai th\u00e1c. Kho\u1ea3ng c\u00e1ch gi\u1eefa \u201cc\u1ea3nh b\u00e1o\u201d v\u00e0 \u201cb\u1eb1ng ch\u1ee9ng khai th\u00e1c\u201d khi\u1ebfn nhi\u1ec1u \u0111\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt ph\u1ea3i d\u00e0nh h\u00e0ng gi\u1edd ki\u1ec3m tra v\u00e0 s\u1eeda \u0111\u1ed5i th\u1ee7 c\u00f4ng. \u0110\u1ec3 gi\u1ea3i b\u00e0i to\u00e1n n\u00e0y, Cognition &#8211; \u0111\u1ed9i ng\u0169 \u0111\u1ee9ng sau tr\u1ee3 l\u00fd l\u1eadp tr\u00ecnh AI Devin &#8211; v\u1eeba gi\u1edbi thi\u1ec7u Devin Security Swarm, m\u1ed9t gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt \u1ee9ng d\u1ee5ng AI m\u1edbi. V\u1eady c\u1ee5 th\u1ec3 Devin Security Swarm l\u00e0 g\u00ec?<\/strong><\/p>\n\n\n\n<h2 id=\"Gi\u1edbi_thi\u1ec7u_Devin_Security_Swarm\"><a id=\"post-129125-_6gfpsi2dspu7\"><\/a><strong>Gi\u1edbi thi\u1ec7u Devin Security Swarm<\/strong><\/h2>\n\n\n\n<h3 id=\"Devin_Security_Swarm_l\u00e0_g\u00ec?\"><a id=\"post-129125-_2vdmycda1yas\"><\/a><strong>Devin Security Swarm l\u00e0 g\u00ec?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Devin Security Swarm l\u00e0 t\u00ednh n\u0103ng b\u1ea3o m\u1eadt \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng agent l\u1eadp tr\u00ecnh Devin AI, ra m\u1eaft ch\u00ednh th\u1ee9c v\u00e0o ng\u00e0y 1\/7\/2026. Thay v\u00ec ch\u1ec9 so kh\u1edbp code v\u1edbi m\u1ed9t danh s\u00e1ch m\u1eabu l\u1ed7i c\u1ed1 \u0111\u1ecbnh nh\u01b0 c\u00e1c c\u00f4ng c\u1ee5 qu\u00e9t truy\u1ec1n th\u1ed1ng, Devin Security Swarm tri\u1ec3n khai m\u1ed9t \u0111\u1ed9i h\u00ecnh g\u1ed3m nhi\u1ec1u Devin \u0111\u1ecdc v\u00e0 ph\u00e2n t\u00edch code theo c\u00e1ch m\u1ed9t chuy\u00ean gia b\u1ea3o m\u1eadt th\u1eadt s\u1ef1 s\u1ebd l\u00e0m: theo d\u00f5i lu\u1ed3ng d\u1eef li\u1ec7u di chuy\u1ec3n qua \u1ee9ng d\u1ee5ng, \u0111\u00e1nh gi\u00e1 xem k\u1ebb t\u1ea5n c\u00f4ng c\u00f3 th\u1ef1c s\u1ef1 ch\u1ea1m \u0111\u01b0\u1ee3c \u0111\u1ebfn d\u00f2ng code nguy hi\u1ec3m hay kh\u00f4ng v\u00e0 x\u00e1c \u0111\u1ecbnh li\u1ec7u nhi\u1ec1u l\u1ed7i nh\u1ecf ri\u00eang l\u1ebb c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p th\u00e0nh m\u1ed9t cu\u1ed9c t\u1ea5n c\u00f4ng th\u1ef1c s\u1ef1 hay kh\u00f4ng.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  N\u00f3i m\u1ed9t c\u00e1ch d\u1ec5 hi\u1ec3u, n\u1ebfu c\u00f4ng c\u1ee5 qu\u00e9t b\u1ea3o m\u1eadt th\u00f4ng th\u01b0\u1eddng gi\u1ed1ng nh\u01b0 m\u1ed9t m\u00e1y d\u00f2 kim lo\u1ea1i r\u00e0 qu\u00e9t b\u1ec1 m\u1eb7t, Devin Security Swarm gi\u1ed1ng nh\u01b0 m\u1ed9t nh\u00f3m \u0111i\u1ec1u tra vi\u00ean c\u00f9ng l\u00fac l\u1eadt t\u1eebng ng\u00f3c ng\u00e1ch c\u1ee7a c\u1ea3 t\u00f2a nh\u00e0, ki\u1ec3m tra xem c\u1eeda n\u00e0o th\u1ef1c s\u1ef1 c\u00f3 th\u1ec3 b\u1ecb m\u1edf kh\u00f3a t\u1eeb b\u00ean ngo\u00e0i.\n<\/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\/devin-security-swarm-la-gi-1.png\" alt=\"Devin Security Swarm l\u00e0 g\u00ec?\" class=\"wp-image-129132\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/devin-security-swarm-la-gi-1.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/devin-security-swarm-la-gi-1-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>Devin Security Swarm l\u00e0 g\u00ec?<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\n  Sau khi x\u00e1c nh\u1eadn nguy c\u01a1, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 giao ph\u00e1t hi\u1ec7n cho Devin AI \u0111\u1ec3 t\u1ea1o b\u1ea3n v\u00e1 v\u00e0 m\u1edf pull request cho \u0111\u1ed9i ng\u0169 ki\u1ec3m tra. \n<\/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\n<h3 id=\"Devin_Security_Swarm_ra_\u0111\u1eddi_nh\u01b0_th\u1ebf_n\u00e0o?\"><a id=\"post-129125-_vkx1dbtg737z\"><\/a><strong>Devin Security Swarm ra \u0111\u1eddi nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  S\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a Devin Security Swarm g\u1eafn li\u1ec1n v\u1edbi m\u1ed9t th\u1ef1c tr\u1ea1ng \u0111ang di\u1ec5n ra t\u1ea1i nhi\u1ec1u t\u1ed5 ch\u1ee9c c\u00f4ng ngh\u1ec7: AI vi\u1ebft code ng\u00e0y c\u00e0ng nhanh, nh\u01b0ng kh\u1ea3 n\u0103ng r\u00e0 so\u00e1t b\u1ea3o m\u1eadt c\u1ee7a con ng\u01b0\u1eddi l\u1ea1i kh\u00f4ng th\u1ec3 t\u0103ng tr\u01b0\u1edfng t\u01b0\u01a1ng \u1ee9ng. Theo Cognition, m\u1ed9t s\u1ed1 \u0111\u1ed9i ng\u0169 ghi nh\u1eadn l\u01b0\u1ee3ng c\u1ea3nh b\u00e1o b\u1ea3o m\u1eadt t\u0103ng g\u1ea5p 10 \u0111\u1ebfn 100 l\u1ea7n so v\u1edbi tr\u01b0\u1edbc, v\u00e0 ph\u1ea7n l\u1edbn trong s\u1ed1 \u0111\u00f3 l\u00e0 b\u00e1o \u0111\u1ed9ng gi\u1ea3 (false positive) khi\u1ebfn vi\u1ec7c ph\u00e2n lo\u1ea1i th\u1ee7 c\u00f4ng g\u1ea7n nh\u01b0 b\u1ea5t kh\u1ea3 thi.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  C\u00e1c c\u00f4ng c\u1ee5 qu\u00e9t b\u1ea3o m\u1eadt truy\u1ec1n th\u1ed1ng d\u1ea1ng SAST, DAST tuy c\u00f3 \u0111\u1ed9 ph\u1ee7 r\u1ed9ng nh\u01b0ng th\u01b0\u1eddng b\u1ecf s\u00f3t nh\u1eefng l\u1ed7 h\u1ed5ng li\u00ean quan \u0111\u1ebfn logic nghi\u1ec7p v\u1ee5 ho\u1eb7c chu\u1ed7i t\u1ea5n c\u00f4ng k\u1ebft h\u1ee3p nhi\u1ec1u th\u00e0nh ph\u1ea7n, b\u1edfi gi\u1edbi h\u1ea1n \u1edf vi\u1ec7c so kh\u1edbp m\u1eabu (pattern matching) ch\u1ee9 kh\u00f4ng th\u1ef1c s\u1ef1 &#8220;hi\u1ec3u&#8221; c\u00e1ch \u1ee9ng d\u1ee5ng v\u1eadn h\u00e0nh. Trong khi \u0111\u00f3, nhi\u1ec1u c\u00f4ng c\u1ee5 b\u1ea3o m\u1eadt d\u1ef1a tr\u00ean AI kh\u00e1c c\u0169ng g\u1eb7p kh\u00f3 kh\u0103n khi c\u1ea7n suy lu\u1eadn xuy\u00ean su\u1ed1t m\u1ed9t codebase l\u1edbn, v\u00e0 h\u1ea7u h\u1ebft kh\u00f4ng th\u1ec3 x\u00e1c nh\u1eadn l\u1ed7 h\u1ed5ng n\u00e0o th\u1ef1c s\u1ef1 khai th\u00e1c \u0111\u01b0\u1ee3c hay t\u1ef1 vi\u1ebft b\u1ea3n v\u00e1. \u0110\u00e2y ch\u00ednh l\u00e0 kho\u1ea3ng tr\u1ed1ng m\u00e0 Devin Security Swarm \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 l\u1ea5p \u0111\u1ea7y.\n<\/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\/devin-security-swarm-la-gi-2.png\" alt=\"Devin Security Swarm ra \u0111\u1eddi nh\u01b0 th\u1ebf n\u00e0o?\" class=\"wp-image-129133\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/devin-security-swarm-la-gi-2.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/devin-security-swarm-la-gi-2-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>Devin Security Swarm ra \u0111\u1eddi nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\n  M\u1ee5c ti\u00eau c\u1ee7a Devin Security Swarm l\u00e0 k\u1ebft h\u1ee3p ba nh\u00f3m c\u00f4ng vi\u1ec7c v\u1ed1n th\u01b0\u1eddng t\u00e1ch r\u1eddi:\n<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u00ecm ki\u1ebfm:<\/strong> \u0110\u1ecdc to\u00e0n b\u1ed9 ph\u1ea1m vi m\u00e3 ngu\u1ed3n li\u00ean quan v\u00e0 ph\u00e1t hi\u1ec7n \u0111\u01b0\u1eddng t\u1ea5n c\u00f4ng ti\u1ec1m \u1ea9n.<\/li>\n\n\n\n<li><strong>Ki\u1ec3m ch\u1ee9ng:<\/strong> Ch\u1ea1y th\u1eed \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh nguy c\u01a1 c\u00f3 th\u1ec3 khai th\u00e1c trong \u0111i\u1ec1u ki\u1ec7n ph\u00f9 h\u1ee3p hay kh\u00f4ng.<\/li>\n\n\n\n<li><strong>Kh\u1eafc ph\u1ee5c:<\/strong> T\u1ea1o thay \u0111\u1ed5i m\u00e3 ngu\u1ed3n, ch\u1ea1y b\u01b0\u1edbc x\u00e1c minh v\u00e0 m\u1edf pull request \u0111\u1ec3 con ng\u01b0\u1eddi xem x\u00e9t.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\n  C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y gi\u00fap \u0111\u1ed9i b\u1ea3o m\u1eadt chuy\u1ec3n t\u1eeb danh s\u00e1ch c\u1ea3nh b\u00e1o d\u00e0i sang nh\u00f3m ph\u00e1t hi\u1ec7n c\u00f3 ng\u1eef c\u1ea3nh, b\u1eb1ng ch\u1ee9ng v\u00e0 h\u01b0\u1edbng x\u1eed l\u00fd r\u00f5 r\u00e0ng h\u01a1n. D\u00f9 v\u1eady, k\u1ebft qu\u1ea3 v\u1eabn c\u1ea7n \u0111\u01b0\u1ee3c chuy\u00ean gia ki\u1ec3m tra tr\u01b0\u1edbc khi tri\u1ec3n khai v\u00e0o m\u00f4i tr\u01b0\u1eddng th\u1eadt.\n<\/p>\n\n\n\n<h2 id=\"Devin_Security_Swarm_ho\u1ea1t_\u0111\u1ed9ng_nh\u01b0_th\u1ebf_n\u00e0o?\"><a id=\"post-129125-_dq1pept3aly\"><\/a><strong>Devin Security Swarm ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Security Swarm v\u1eadn h\u00e0nh qua n\u0103m giai \u0111o\u1ea1n ch\u00ednh: <strong>Plan, Shard, Map, Reduce v\u00e0 Verify<\/strong>. C\u00f3 th\u1ec3 h\u00ecnh dung quy tr\u00ecnh gi\u1ed1ng m\u1ed9t nh\u00f3m chuy\u00ean gia b\u1ea3o m\u1eadt c\u00f9ng ki\u1ec3m tra d\u1ef1 \u00e1n: ng\u01b0\u1eddi \u0111\u1ea7u ti\u00ean l\u1eadp k\u1ebf ho\u1ea1ch, nhi\u1ec1u th\u00e0nh vi\u00ean ph\u00e2n t\u00edch t\u1eebng khu v\u1ef1c, m\u1ed9t ng\u01b0\u1eddi t\u1ed5ng h\u1ee3p to\u00e0n c\u1ea3nh v\u00e0 nh\u00f3m cu\u1ed1i c\u00f9ng th\u1eed t\u00e1i hi\u1ec7n l\u1ed7 h\u1ed5ng.\n<\/p>\n\n\n\n<h3 id=\"B\u01b0\u1edbc_1:_Plan_\u2013_X\u00e2y_d\u1ef1ng_m\u00f4_h\u00ecnh_\u0111e_d\u1ecda\"><a id=\"post-129125-_2adqugdeqfdk\"><\/a><strong>B\u01b0\u1edbc 1: Plan \u2013 X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh \u0111e d\u1ecda<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  M\u1ed9t phi\u00ean Devin AI nghi\u00ean c\u1ee9u repository \u0111\u1ec3 nh\u1eadn di\u1ec7n framework, tuy\u1ebfn API, l\u1edbp x\u00e1c th\u1ef1c, t\u1ea7ng d\u1eef li\u1ec7u, \u0111i\u1ec3m gi\u1ea3i tu\u1ea7n t\u1ef1 h\u00f3a v\u00e0 c\u00e1c API nh\u1ea1y c\u1ea3m. T\u1eeb th\u00f4ng tin \u0111\u00f3, h\u1ec7 th\u1ed1ng \u0111\u1ec1 xu\u1ea5t m\u00f4 h\u00ecnh \u0111e d\u1ecda c\u00f9ng b\u1ed9 quy t\u1eafc qu\u00e9t ph\u00f9 h\u1ee3p v\u1edbi d\u1ef1 \u00e1n.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Qu\u00e1 tr\u00ecnh qu\u00e9t s\u1ebd t\u1ea1m d\u1eebng sau khi t\u1ea1o m\u00f4 h\u00ecnh \u0111e d\u1ecda. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ch\u1ea5p nh\u1eadn \u0111\u1ec1 xu\u1ea5t ho\u1eb7c g\u1eedi ph\u1ea3n h\u1ed3i \u0111\u1ec3 th\u00eam, b\u1edbt hay \u01b0u ti\u00ean m\u1ed9t nh\u00f3m r\u1ee7i ro tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u \u0111i\u1ec1u tra s\u00e2u. \n<\/p>\n\n\n\n<h3 id=\"B\u01b0\u1edbc_2:_Shard_\u2013_Chia_kho_m\u00e3_th\u00e0nh_c\u00e1c_nh\u00f3m_nh\u1ecf\"><a id=\"post-129125-_ld4t23ecg638\"><\/a><strong>B\u01b0\u1edbc 2: Shard \u2013 Chia kho m\u00e3 th\u00e0nh c\u00e1c nh\u00f3m nh\u1ecf<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  C\u00e1c quy t\u1eafc \u0111\u01b0\u1ee3c ch\u1ea1y tr\u00ean to\u00e0n b\u1ed9 ph\u1ea1m vi repository \u0111\u1ec3 t\u1ea1o ra nh\u1eefng \u201ct\u00edn hi\u1ec7u\u201d \u0111\u00e1ng ch\u00fa \u00fd. Nh\u1eefng t\u1ec7p kh\u00f4ng c\u00f3 t\u00edn hi\u1ec7u li\u00ean quan \u0111\u01b0\u1ee3c lo\u1ea1i kh\u1ecfi b\u01b0\u1edbc \u0111i\u1ec1u tra s\u00e2u; ph\u1ea7n c\u00f2n l\u1ea1i \u0111\u01b0\u1ee3c chia th\u00e0nh c\u00e1c nh\u00f3m c\u00f3 k\u00edch th\u01b0\u1edbc gi\u1edbi h\u1ea1n.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  C\u01a1 ch\u1ebf chia nh\u1ecf gi\u00fap m\u1ed7i t\u00e1c nh\u00e2n t\u1eadp trung v\u00e0o l\u01b0\u1ee3ng ng\u1eef c\u1ea3nh v\u1eeba \u0111\u1ee7, thay v\u00ec ph\u1ea3i \u0111\u1ecdc to\u00e0n b\u1ed9 d\u1ef1 \u00e1n trong m\u1ed9t phi\u00ean duy nh\u1ea5t. Ng\u01b0\u1eddi qu\u1ea3n tr\u1ecb c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh ph\u1ea1m vi b\u1eb1ng include glob, exclude glob v\u00e0 batch size trong ph\u1ea7n thi\u1ebft l\u1eadp n\u00e2ng cao. \n<\/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\/devin-security-swarm-la-gi-3.png\" alt=\"Devin Security Swarm ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?\" class=\"wp-image-129134\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/devin-security-swarm-la-gi-3.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/devin-security-swarm-la-gi-3-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>Devin Security Swarm ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"B\u01b0\u1edbc_3:_Map_\u2013_Nhi\u1ec1u_Devin_AI_\u0111i\u1ec1u_tra_song_song\"><a id=\"post-129125-_8vmspzfgiuth\"><\/a><strong>B\u01b0\u1edbc 3: Map \u2013 Nhi\u1ec1u Devin AI \u0111i\u1ec1u tra song song<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  M\u1ed7i nh\u00f3m m\u00e3 \u0111\u01b0\u1ee3c giao cho m\u1ed9t phi\u00ean Devin AI ri\u00eang. C\u00e1c phi\u00ean con \u0111\u1ecdc m\u00e3 xung quanh t\u00edn hi\u1ec7u, theo d\u00f5i lu\u1ed3ng d\u1eef li\u1ec7u, ki\u1ec3m tra x\u00e1c th\u1ef1c, ph\u00e2n quy\u1ec1n, l\u1ecdc \u0111\u1ea7u v\u00e0o, escaping v\u00e0 nh\u1eefng bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 hi\u1ec7n c\u00f3. K\u1ebft qu\u1ea3 \u0111\u01b0\u1ee3c tr\u1ea3 v\u1ec1 d\u01b0\u1edbi d\u1ea1ng c\u00f3 c\u1ea5u tr\u00fac, bao g\u1ed3m m\u1ee9c \u0111\u1ed9 nghi\u00eam tr\u1ecdng, \u0111\u1ed9 tin c\u1eady v\u00e0 \u0111i\u1ec1u ki\u1ec7n c\u1ea7n \u0111\u1ec3 khai th\u00e1c.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  \u0110i\u1ec3m kh\u00e1c bi\u1ec7t n\u1eb1m \u1edf kh\u1ea3 n\u0103ng \u0111i\u1ec1u tra theo ng\u1eef c\u1ea3nh. M\u1ed9t l\u1ec7nh nguy hi\u1ec3m ch\u01b0a \u0111\u1ee7 \u0111\u1ec3 k\u1ebft lu\u1eadn c\u00f3 l\u1ed7 h\u1ed5ng; t\u00e1c nh\u00e2n c\u1ea7n x\u00e1c \u0111\u1ecbnh d\u1eef li\u1ec7u do ng\u01b0\u1eddi d\u00f9ng ki\u1ec3m so\u00e1t c\u00f3 th\u1ef1c s\u1ef1 \u0111i \u0111\u1ebfn l\u1ec7nh \u0111\u00f3 hay \u0111\u00e3 b\u1ecb ch\u1eb7n b\u1edfi middleware, l\u1edbp ph\u00e2n quy\u1ec1n ho\u1eb7c b\u01b0\u1edbc ki\u1ec3m tra h\u1ee3p l\u1ec7.\n<\/p>\n\n\n\n<h3 id=\"B\u01b0\u1edbc_4:_Reduce_\u2013_T\u1ed5ng_h\u1ee3p_v\u00e0_k\u1ebft_n\u1ed1i_c\u00e1c_ph\u00e1t_hi\u1ec7n\"><a id=\"post-129125-_vzapvnpzy7m\"><\/a><strong>B\u01b0\u1edbc 4: Reduce \u2013 T\u1ed5ng h\u1ee3p v\u00e0 k\u1ebft n\u1ed1i c\u00e1c ph\u00e1t hi\u1ec7n<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Phi\u00ean Reduce nh\u1eadn k\u1ebft lu\u1eadn t\u1eeb c\u00e1c t\u00e1c nh\u00e2n con, lo\u1ea1i b\u1ecf k\u1ebft qu\u1ea3 tr\u00f9ng l\u1eb7p, \u0111i\u1ec1u ch\u1ec9nh m\u1ee9c \u01b0u ti\u00ean v\u00e0 k\u1ebft n\u1ed1i c\u00e1c v\u1ea5n \u0111\u1ec1 n\u1eb1m \u1edf nhi\u1ec1u khu v\u1ef1c m\u00e3 ngu\u1ed3n. \u0110\u00e2y l\u00e0 b\u01b0\u1edbc quan tr\u1ecdng \u0111\u1ec3 ph\u00e1t hi\u1ec7n chu\u1ed7i t\u1ea5n c\u00f4ng.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  V\u00ed d\u1ee5, m\u1ed9t endpoint l\u00e0m l\u1ed9 m\u00e3 \u0111\u1ecbnh danh c\u00f3 th\u1ec3 ch\u01b0a t\u1ea1o ra t\u00e1c \u0111\u1ed9ng nghi\u00eam tr\u1ecdng khi \u0111\u1ee9ng ri\u00eang. Tuy nhi\u00ean, m\u00e3 \u0111\u1ecbnh danh \u0111\u00f3 c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o cho m\u1ed9t endpoint kh\u00e1c thi\u1ebfu ki\u1ec3m tra quy\u1ec1n truy c\u1eadp. Khi k\u1ebft h\u1ee3p hai \u0111i\u1ec3m y\u1ebfu, k\u1ebb t\u1ea5n c\u00f4ng c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c t\u00e1c \u0111\u1ed9ng l\u1edbn h\u01a1n. Security Swarm \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u00ecm m\u1ed1i quan h\u1ec7 ki\u1ec3u n\u00e0y tr\u00ean ph\u1ea1m vi repository.\n<\/p>\n\n\n\n<h3 id=\"B\u01b0\u1edbc_5:_Verify_\u2013_Ki\u1ec3m_ch\u1ee9ng_kh\u1ea3_n\u0103ng_khai_th\u00e1c\"><a id=\"post-129125-_6us9zxuf4fq\"><\/a><strong>B\u01b0\u1edbc 5: Verify \u2013 Ki\u1ec3m ch\u1ee9ng kh\u1ea3 n\u0103ng khai th\u00e1c<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  V\u1edbi c\u00e1c ph\u00e1t hi\u1ec7n nghi\u00eam tr\u1ecdng, Devin AI c\u00f3 th\u1ec3 kh\u1edfi ch\u1ea1y m\u1ed9t phi\u00ean sandbox ri\u00eang \u0111\u1ec3 x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng, t\u1ea1o d\u1eef li\u1ec7u th\u1eed nghi\u1ec7m, x\u00e1c th\u1ef1c v\u00e0 t\u00e1i hi\u1ec7n h\u00e0nh vi t\u1ea5n c\u00f4ng. K\u1ebft qu\u1ea3 th\u01b0\u1eddng \u0111\u01b0\u1ee3c ghi nh\u1eadn theo ba tr\u1ea1ng th\u00e1i:\n<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Confirmed:<\/strong> \u0110\u00e3 t\u00e1i hi\u1ec7n th\u00e0nh c\u00f4ng trong m\u00f4i tr\u01b0\u1eddng ki\u1ec3m th\u1eed.<\/li>\n\n\n\n<li><strong>False Positive:<\/strong> B\u1eb1ng ch\u1ee9ng cho th\u1ea5y \u0111\u01b0\u1eddng khai th\u00e1c b\u1ecb ch\u1eb7n ho\u1eb7c c\u1ea3nh b\u00e1o kh\u00f4ng ch\u00ednh x\u00e1c.<\/li>\n\n\n\n<li><strong>Inconclusive:<\/strong> M\u00f4i tr\u01b0\u1eddng, d\u1eef li\u1ec7u ho\u1eb7c c\u1ea5u h\u00ecnh ch\u01b0a \u0111\u1ee7 \u0111\u1ec3 k\u1ebft lu\u1eadn. <\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Sau khi m\u1ed9t l\u1ed7 h\u1ed5ng \u0111\u01b0\u1ee3c x\u00e1c nh\u1eadn, \u0111\u1ed9i b\u1ea3o m\u1eadt c\u00f3 th\u1ec3 giao l\u1ea1i cho Devin AI \u0111\u1ec3 vi\u1ebft b\u1ea3n v\u00e1, ch\u1ea1y ki\u1ec3m th\u1eed v\u00e0 m\u1edf pull request s\u1eb5n s\u00e0ng cho vi\u1ec7c review. L\u01b0\u1ee3t qu\u00e9t k\u1ebf ti\u1ebfp s\u1ebd t\u1ef1 \u0111\u1ed9ng ki\u1ec3m tra xem b\u1ea3n v\u00e1 \u0111\u00f3 c\u00f3 th\u1ef1c s\u1ef1 kh\u1eafc ph\u1ee5c \u0111\u01b0\u1ee3c v\u1ea5n \u0111\u1ec1 hay ch\u01b0a. \n<\/p>\n\n\n\n<h2 id=\"Devin_Security_Swarm_c\u00f3_th\u1ec3_ph\u00e1t_hi\u1ec7n_nh\u1eefng_l\u1ed7_h\u1ed5ng_n\u00e0o?\"><a id=\"post-129125-_j548na90jvji\"><\/a><strong>Devin Security Swarm c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n nh\u1eefng l\u1ed7 h\u1ed5ng n\u00e0o?<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Theo t\u00e0i li\u1ec7u Devin, Security Swarm c\u00f3 th\u1ec3 \u0111i\u1ec1u tra nhi\u1ec1u nh\u00f3m l\u1ed7 h\u1ed5ng ph\u1ed5 bi\u1ebfn v\u00e0 ph\u1ee9c t\u1ea1p, bao g\u1ed3m:\n<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Th\u1ef1c thi m\u00e3 t\u1eeb xa \u2013 Remote Code Execution (RCE).<\/li>\n\n\n\n<li>SQL Injection.<\/li>\n\n\n\n<li>Path Traversal.<\/li>\n\n\n\n<li>Server-Side Request Forgery (SSRF).<\/li>\n\n\n\n<li>V\u01b0\u1ee3t qua c\u01a1 ch\u1ebf x\u00e1c th\u1ef1c ho\u1eb7c ph\u00e2n quy\u1ec1n.<\/li>\n\n\n\n<li>L\u1ed7i an to\u00e0n b\u1ed9 nh\u1edb.<\/li>\n\n\n\n<li>T\u1ea5n c\u00f4ng t\u1eeb ch\u1ed1i d\u1ecbch v\u1ee5.<\/li>\n\n\n\n<li>Gi\u1ea3i tu\u1ea7n t\u1ef1 h\u00f3a kh\u00f4ng an to\u00e0n.<\/li>\n\n\n\n<li>L\u1ed7i logic nghi\u1ec7p v\u1ee5.<\/li>\n\n\n\n<li>R\u00f2 r\u1ec9 d\u1eef li\u1ec7u gi\u1eefa c\u00e1c tenant.<\/li>\n\n\n\n<li>Chu\u1ed7i khai th\u00e1c li\u00ean quan \u0111\u1ebfn nhi\u1ec1u t\u1ec7p ho\u1eb7c nhi\u1ec1u d\u1ecbch v\u1ee5.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Danh s\u00e1ch tr\u00ean kh\u00f4ng \u0111\u1ed3ng ngh\u0129a m\u1ecdi l\u1ea7n qu\u00e9t \u0111\u1ec1u ph\u00e1t hi\u1ec7n \u0111\u1ea7y \u0111\u1ee7 m\u1ecdi l\u1ed7 h\u1ed5ng. Ch\u1ea5t l\u01b0\u1ee3ng k\u1ebft qu\u1ea3 ph\u1ee5 thu\u1ed9c ph\u1ea1m vi qu\u00e9t, m\u00f4 h\u00ecnh \u0111e d\u1ecda, c\u1ea5u h\u00ecnh m\u00f4i tr\u01b0\u1eddng, h\u01b0\u1edbng d\u1eabn ki\u1ec3m ch\u1ee9ng v\u00e0 \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a m\u00e3 ngu\u1ed3n.\n<\/p>\n\n\n\n<h2 id=\"C\u00e1c_t\u00ednh_n\u0103ng_n\u1ed5i_b\u1eadt_c\u1ee7a_Devin_Security_Swarm\"><a id=\"post-129125-_rv9t7qfhv4pg\"><\/a><strong>C\u00e1c t\u00ednh n\u0103ng n\u1ed5i b\u1eadt c\u1ee7a Devin Security Swarm<\/strong><\/h2>\n\n\n\n<h3 id=\"Qu\u00e9t_s\u00e2u_tr\u00ean_ph\u1ea1m_vi_to\u00e0n_repository\"><a id=\"post-129125-_1hlbzrnzave6\"><\/a><strong>Qu\u00e9t s\u00e2u tr\u00ean ph\u1ea1m vi to\u00e0n repository<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Security Swarm d\u00f9ng b\u01b0\u1edbc ch\u1ecdn t\u00edn hi\u1ec7u tr\u00ean to\u00e0n ph\u1ea1m vi, sau \u0111\u00f3 ph\u00e2n ph\u1ed1i khu v\u1ef1c li\u00ean quan cho nhi\u1ec1u t\u00e1c nh\u00e2n \u0111i\u1ec1u tra. C\u00e1ch t\u1ed5 ch\u1ee9c n\u00e0y h\u01b0\u1edbng \u0111\u1ebfn c\u1ea3 \u0111\u1ed9 bao ph\u1ee7 v\u00e0 chi\u1ec1u s\u00e2u ph\u00e2n t\u00edch, \u0111\u1eb7c bi\u1ec7t v\u1edbi kho m\u00e3 l\u1edbn.\n<\/p>\n\n\n\n<h3 id=\"M\u00f4_h\u00ecnh_\u0111e_d\u1ecda_t\u00f9y_ch\u1ec9nh\"><a id=\"post-129125-_8bx0mf8fx3vc\"><\/a><strong>M\u00f4 h\u00ecnh \u0111e d\u1ecda t\u00f9y ch\u1ec9nh<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  M\u1ed7i \u1ee9ng d\u1ee5ng c\u00f3 d\u1eef li\u1ec7u quan tr\u1ecdng, ranh gi\u1edbi tin c\u1eady v\u00e0 nh\u00f3m \u0111\u1ed1i t\u01b0\u1ee3ng t\u1ea5n c\u00f4ng kh\u00e1c nhau. Scan Profile cho ph\u00e9p m\u00f4 t\u1ea3 \u0111\u1ed1i t\u01b0\u1ee3ng t\u1ea5n c\u00f4ng, t\u00e0i s\u1ea3n c\u1ea7n b\u1ea3o v\u1ec7, \u0111i\u1ec3m v\u00e0o quan tr\u1ecdng, ph\u1ea7n ngo\u00e0i ph\u1ea1m vi v\u00e0 ti\u00eau chu\u1ea9n ph\u00e2n lo\u1ea1i m\u1ee9c \u0111\u1ed9 nghi\u00eam tr\u1ecdng.\n<\/p>\n\n\n\n<h3 id=\"Gi\u1ea3m_c\u1ea3nh_b\u00e1o_thi\u1ebfu_ng\u1eef_c\u1ea3nh\"><a id=\"post-129125-_wgwarcuewwjt\"><\/a><strong>Gi\u1ea3m c\u1ea3nh b\u00e1o thi\u1ebfu ng\u1eef c\u1ea3nh<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Security Swarm ki\u1ec3m tra lu\u1ed3ng d\u1eef li\u1ec7u, bi\u1ec7n ph\u00e1p x\u00e1c th\u1ef1c, ph\u00e2n quy\u1ec1n v\u00e0 t\u00e1c \u0111\u1ed9ng c\u1ee5 th\u1ec3 thay v\u00ec ch\u1ec9 b\u00e1o c\u00e1o m\u1ed9t m\u1eabu m\u00e3 r\u1ee7i ro \u0111\u1ee9ng ri\u00eang. M\u1ed7i finding c\u00f3 th\u1ec3 k\u00e8m \u0111\u1ed9 tin c\u1eady, b\u1eb1ng ch\u1ee9ng, tr\u1ea1ng th\u00e1i khai th\u00e1c v\u00e0 k\u1ebft qu\u1ea3 runtime validation.\n<\/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\/devin-security-swarm-la-gi-4.png\" alt=\"C\u00e1c t\u00ednh n\u0103ng n\u1ed5i b\u1eadt c\u1ee7a Devin Security Swarm\" class=\"wp-image-129135\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/devin-security-swarm-la-gi-4.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/devin-security-swarm-la-gi-4-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>C\u00e1c t\u00ednh n\u0103ng n\u1ed5i b\u1eadt c\u1ee7a Devin Security Swarm<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h3 id=\"T\u1ea1o_pull_request_s\u1eeda_l\u1ed7i\"><a id=\"post-129125-_yddr2577ia2u\"><\/a><strong>T\u1ea1o pull request s\u1eeda l\u1ed7i<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  T\u1eeb m\u1ed9t finding, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ch\u1ecdn <strong>Assign to Devin<\/strong> \u0111\u1ec3 m\u1edf phi\u00ean kh\u1eafc ph\u1ee5c. Phi\u00ean n\u00e0y \u0111\u1ec1 xu\u1ea5t thay \u0111\u1ed5i m\u00e3 ngu\u1ed3n v\u00e0 t\u1ea1o pull request; tr\u1ea1ng th\u00e1i pull request \u0111\u01b0\u1ee3c theo d\u00f5i ngay trong finding.\n<\/p>\n\n\n\n<h3 id=\"Qu\u00e9t_\u0111\u1ecbnh_k\u1ef3_v\u00e0_qu\u00e9t_ph\u1ea7n_m\u00e3_m\u1edbi\"><a id=\"post-129125-_w4qb6e8rdqbg\"><\/a><strong>Qu\u00e9t \u0111\u1ecbnh k\u1ef3 v\u00e0 qu\u00e9t ph\u1ea7n m\u00e3 m\u1edbi<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Auto Scan h\u1ed7 tr\u1ee3 l\u1ecbch h\u1eb1ng ng\u00e0y, h\u1eb1ng tu\u1ea7n, h\u1eb1ng th\u00e1ng ho\u1eb7c l\u1ecbch t\u00f9y ch\u1ec9nh. Sau l\u1ea7n qu\u00e9t n\u1ec1n ban \u0111\u1ea7u, c\u00e1c l\u1ea7n t\u1ef1 \u0111\u1ed9ng ti\u1ebfp theo ch\u1ec9 \u0111i\u1ec1u tra commit m\u1edbi k\u1ec3 t\u1eeb l\u1ea7n qu\u00e9t ho\u00e0n t\u1ea5t g\u1ea7n nh\u1ea5t, nh\u1edd v\u1eady chi ph\u00ed th\u01b0\u1eddng th\u1ea5p h\u01a1n so v\u1edbi qu\u00e9t l\u1ea1i to\u00e0n b\u1ed9 ph\u1ea1m vi.\n<\/p>\n\n\n\n<h3 id=\"Dashboard_theo_d\u00f5i_to\u00e0n_t\u1ed5_ch\u1ee9c\"><a id=\"post-129125-_kj663jpul6to\"><\/a><strong>Dashboard theo d\u00f5i to\u00e0n t\u1ed5 ch\u1ee9c<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Sau l\u1ea7n qu\u00e9t \u0111\u1ea7u ti\u00ean, trang Security c\u00f3 th\u1ec3 hi\u1ec3n th\u1ecb s\u1ed1 pull request \u0111\u00e3 t\u1ea1o, \u0111\u00e3 merge, \u0111ang m\u1edf, \u0111\u00e3 \u0111\u00f3ng, t\u1ef7 l\u1ec7 merge v\u00e0 di\u1ec5n bi\u1ebfn finding theo m\u1ee9c \u0111\u1ed9 nghi\u00eam tr\u1ecdng trong 7, 30 ho\u1eb7c 90 ng\u00e0y. Ng\u01b0\u1eddi d\u00f9ng c\u0169ng c\u00f3 th\u1ec3 xem ACU ti\u00eau th\u1ee5, s\u1ed1 phi\u00ean, th\u1eddi l\u01b0\u1ee3ng qu\u00e9t, xu\u1ea5t CSV v\u00e0 t\u1ea3i b\u00e1o c\u00e1o n\u1ebfu profile \u0111\u00e3 b\u1eadt ph\u1ea7n b\u00e1o c\u00e1o.\n<\/p>\n\n\n\n<h2 id=\"L\u1ee3i_\u00edch_c\u1ee7a_Devin_Security_Swarm_v\u1edbi_doanh_nghi\u1ec7p\"><a id=\"post-129125-_1jpdq4ffqkeo\"><\/a><strong>L\u1ee3i \u00edch c\u1ee7a Devin Security Swarm v\u1edbi doanh nghi\u1ec7p<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Gi\u1ea3m b\u00e1o \u0111\u1ed9ng gi\u1ea3, c\u00f3 b\u1eb1ng ch\u1ee9ng \u0111i k\u00e8m:<\/strong> m\u1ed7i l\u1ed7 h\u1ed5ng \u0111\u1ec1u ph\u1ea3i v\u01b0\u1ee3t qua b\u01b0\u1edbc ki\u1ec3m tra kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn v\u00e0 m\u1ee9c \u0111\u1ed9 \u1ea3nh h\u01b0\u1edfng tr\u01b0\u1edbc khi \u0111\u01b0\u1ee3c g\u1eafn c\u1edd, k\u00e8m theo x\u00e1c th\u1ef1c runtime n\u1ebfu \u0111\u01b0\u1ee3c b\u1eadt. \u0110\u1ed9i b\u1ea3o m\u1eadt nh\u1eadn v\u1ec1 b\u1eb1ng ch\u1ee9ng c\u1ee5 th\u1ec3 thay v\u00ec m\u1ed9t danh s\u00e1ch &#8220;c\u00f3 th\u1ec3&#8221; c\u1ea7n t\u1ef1 tay ph\u00e2n lo\u1ea1i.<\/li>\n\n\n\n<li><strong>Ph\u00e1t hi\u1ec7n nh\u1eefng l\u1edbp l\u1ed7 h\u1ed5ng m\u00e0 c\u00f4ng c\u1ee5 qu\u00e9t truy\u1ec1n th\u1ed1ng b\u1ecf l\u1ee1:<\/strong> nh\u1edd kh\u1ea3 n\u0103ng suy lu\u1eadn t\u1eebng b\u01b0\u1edbc, h\u1ec7 th\u1ed1ng t\u00ecm ra l\u1ed7i logic nghi\u1ec7p v\u1ee5 v\u00e0 chu\u1ed7i t\u1ea5n c\u00f4ng k\u1ebft h\u1ee3p &#8211; n\u01a1i nhi\u1ec1u l\u1ed7i m\u1ee9c \u0111\u1ed9 th\u1ea5p g\u1ed9p l\u1ea1i th\u00e0nh m\u1ed9t m\u1ed1i \u0111e d\u1ecda th\u1eadt s\u1ef1.<\/li>\n\n\n\n<li><strong>Kh\u00f4ng ch\u1ec9 b\u00e1o l\u1ed7i m\u00e0 c\u00f2n \u0111\u01b0a ra b\u1ea3n v\u00e1:<\/strong> b\u1ea5t k\u1ef3 ph\u00e1t hi\u1ec7n n\u00e0o c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c giao l\u1ea1i cho Devin \u0111\u1ec3 m\u1edf pull request tu\u00e2n th\u1ee7 ch\u00ednh s\u00e1ch coding c\u1ee7a t\u1ed5 ch\u1ee9c.<\/li>\n\n\n\n<li><strong>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u1edbi chi ph\u00ed h\u1ee3p l\u00fd:<\/strong> ki\u1ebfn tr\u00fac song song cho ph\u00e9p qu\u00e9t c\u1ea3 m\u1ed9t h\u1ec7 sinh th\u00e1i repository l\u1edbn, trong khi c\u00e1c l\u01b0\u1ee3t qu\u00e9t sau ch\u1ec9 ph\u00e2n t\u00edch ph\u1ea7n code thay \u0111\u1ed5i, gi\u00fap duy tr\u00ec vi\u1ec7c gi\u00e1m s\u00e1t li\u00ean t\u1ee5c m\u00e0 kh\u00f4ng \u0111\u1ed9i chi ph\u00ed l\u00ean qu\u00e1 cao.<\/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\/devin-security-swarm-la-gi-5.png\" alt=\"L\u1ee3i \u00edch c\u1ee7a Devin Security Swarm v\u1edbi doanh nghi\u1ec7p\" class=\"wp-image-129136\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/devin-security-swarm-la-gi-5.png 700w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/devin-security-swarm-la-gi-5-300x161.png 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption class=\"wp-element-caption\"><strong>L\u1ee3i \u00edch c\u1ee7a Devin Security Swarm v\u1edbi doanh nghi\u1ec7p<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<h2 id=\"H\u01b0\u1edbng_d\u1eabn_s\u1eed_d\u1ee5ng_Devin_Security_Swarm_\"><a id=\"post-129125-_5tg66h2jv3fi\"><\/a><strong>H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Devin Security Swarm <\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>L\u01b0u \u00fd:<\/strong> Devin Security Swarm ch\u1ec9 \u0111\u01b0\u1ee3c truy c\u1eadp tr\u00ean <strong>Devin Cloud qua tr\u00ecnh duy\u1ec7t<\/strong>, kh\u00f4ng n\u1eb1m trong giao di\u1ec7n Devin AI Editor ho\u1eb7c Devin Local. T\u00e0i kho\u1ea3n c\u1ea7n nh\u00ecn th\u1ea5y m\u1ee5c <strong>Security<\/strong> v\u00e0 c\u00f3 quy\u1ec1n truy c\u1eadp repository mu\u1ed1n ki\u1ec3m tra.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>B\u01b0\u1edbc 1: <\/strong>Truy c\u1eadp Devin Cloud b\u1eb1ng tr\u00ecnh duy\u1ec7t: <a href=\"https:\/\/app.devin.ai\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">https:\/\/app.devin.ai\/<\/a> v\u00e0 \u0111\u0103ng nh\u1eadp v\u00e0o t\u00e0i kho\u1ea3n Devin AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  T\u1ea1i thanh menu b\u00ean tr\u00e1i, ch\u1ecdn <strong>Security<\/strong>.\n<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" width=\"1704\" height=\"899\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-1.png\" alt=\"H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Devin Security Swarm\" class=\"wp-image-129126\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-1.png 1704w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-1-300x158.png 300w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-1-1024x540.png 1024w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-1-768x405.png 768w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-1-1536x810.png 1536w\" sizes=\"(max-width: 1704px) 100vw, 1704px\" \/><figcaption class=\"wp-element-caption\"><strong>H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Devin Security Swarm<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>B\u01b0\u1edbc 2: <\/strong>Trong trang Security, ch\u1ecdn n\u00fat <strong>Start scan<\/strong> \u1edf g\u00f3c tr\u00ean b\u00ean ph\u1ea3i.\n<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" width=\"1213\" height=\"659\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-2.png\" alt=\"H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Devin Security Swarm\" class=\"wp-image-129127\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-2.png 1213w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-2-300x163.png 300w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-2-1024x556.png 1024w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-2-768x417.png 768w\" sizes=\"(max-width: 1213px) 100vw, 1213px\" \/><figcaption class=\"wp-element-caption\"><strong>H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Devin Security Swarm<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>B\u01b0\u1edbc 3: <\/strong>Ch\u1ecdn repository ch\u1ee9a m\u00e3 ngu\u1ed3n c\u1ea7n ki\u1ec3m tra.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Tr\u01b0\u1eddng h\u1ee3p ch\u01b0a th\u1ea5y repository, h\u00e3y ki\u1ec3m tra l\u1ea1i k\u1ebft n\u1ed1i GitHub ho\u1eb7c quy\u1ec1n truy c\u1eadp kho m\u00e3 trong ph\u1ea7n c\u00e0i \u0111\u1eb7t t\u00e0i kho\u1ea3n.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Trong l\u1ea7n s\u1eed d\u1ee5ng \u0111\u1ea7u ti\u00ean, n\u00ean b\u1eadt <strong>Interactive mode<\/strong>. Ch\u1ebf \u0111\u1ed9 n\u00e0y cho ph\u00e9p Devin AI t\u1ea1o m\u00f4 h\u00ecnh \u0111e d\u1ecda tr\u01b0\u1edbc, sau \u0111\u00f3 ch\u1edd ng\u01b0\u1eddi d\u00f9ng ki\u1ec3m tra v\u00e0 x\u00e1c nh\u1eadn ph\u1ea1m vi qu\u00e9t.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Ti\u1ebfp theo, ch\u1ecdn <strong>Run Scan<\/strong> \u0111\u1ec3 b\u1eaft \u0111\u1ea7u.\n<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" width=\"946\" height=\"901\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-3.png\" alt=\"H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Devin Security Swarm\" class=\"wp-image-129128\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-3.png 946w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-3-300x286.png 300w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-3-768x731.png 768w\" sizes=\"(max-width: 946px) 100vw, 946px\" \/><figcaption class=\"wp-element-caption\"><strong>H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Devin Security Swarm<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>B\u01b0\u1edbc 5: <\/strong>Devin AI s\u1ebd ph\u00e2n t\u00edch repository v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u00e1c nh\u00f3m r\u1ee7i ro c\u1ea7n ki\u1ec3m tra, ch\u1eb3ng h\u1ea1n nh\u01b0:\n<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u1ed7i x\u00e1c th\u1ef1c v\u00e0 ph\u00e2n quy\u1ec1n.<\/li>\n\n\n\n<li>SQL Injection.<\/li>\n\n\n\n<li>R\u00f2 r\u1ec9 d\u1eef li\u1ec7u.<\/li>\n\n\n\n<li>SSRF.<\/li>\n\n\n\n<li>Th\u1ef1c thi m\u00e3 t\u1eeb xa.<\/li>\n\n\n\n<li>L\u1ed7i logic nghi\u1ec7p v\u1ee5.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Ki\u1ec3m tra n\u1ed9i dung \u0111\u1ec1 xu\u1ea5t, sau \u0111\u00f3 x\u00e1c nh\u1eadn \u0111\u1ec3 Devin AI ti\u1ebfp t\u1ee5c qu\u00e9t. Ng\u01b0\u1eddi d\u00f9ng c\u0169ng c\u00f3 th\u1ec3 g\u1eedi y\u00eau c\u1ea7u \u0111i\u1ec1u ch\u1ec9nh khi mu\u1ed1n \u01b0u ti\u00ean ho\u1eb7c lo\u1ea1i b\u1ecf m\u1ed9t nh\u00f3m r\u1ee7i ro.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>B\u01b0\u1edbc 6: <\/strong>Sau khi qu\u00e1 tr\u00ecnh qu\u00e9t b\u1eaft \u0111\u1ea7u, c\u00e1c ph\u00e1t hi\u1ec7n b\u1ea3o m\u1eadt s\u1ebd xu\u1ea5t hi\u1ec7n trong tab <strong>Scans<\/strong>.\n<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" width=\"1311\" height=\"717\" src=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-4.png\" alt=\"H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Devin Security Swarm\" class=\"wp-image-129129\" title=\"\" srcset=\"https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-4.png 1311w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-4-300x164.png 300w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-4-1024x560.png 1024w, https:\/\/tino.vn\/blog\/wp-content\/uploads\/2026\/07\/word-image-129125-4-768x420.png 768w\" sizes=\"(max-width: 1311px) 100vw, 1311px\" \/><figcaption class=\"wp-element-caption\"><strong>H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Devin Security Swarm<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  M\u1ed7i ph\u00e1t hi\u1ec7n c\u00f3 th\u1ec3 hi\u1ec3n th\u1ecb:\n<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>M\u1ee9c \u0111\u1ed9 nghi\u00eam tr\u1ecdng.<\/li>\n\n\n\n<li>T\u1ec7p m\u00e3 ngu\u1ed3n li\u00ean quan.<\/li>\n\n\n\n<li>M\u00f4 t\u1ea3 l\u1ed7 h\u1ed5ng.<\/li>\n\n\n\n<li>Kh\u1ea3 n\u0103ng khai th\u00e1c.<\/li>\n\n\n\n<li>B\u1eb1ng ch\u1ee9ng ki\u1ec3m ch\u1ee9ng.<\/li>\n\n\n\n<li>H\u01b0\u1edbng kh\u1eafc ph\u1ee5c \u0111\u1ec1 xu\u1ea5t.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Nh\u1ea5p v\u00e0o t\u1eebng ph\u00e1t hi\u1ec7n \u0111\u1ec3 xem th\u00f4ng tin chi ti\u1ebft.\n<\/p>\n\n\n\n<h2 id=\"Devin_Security_Swarm_c\u00f3_thay_th\u1ebf_c\u00f4ng_c\u1ee5_b\u1ea3o_m\u1eadt_truy\u1ec1n_th\u1ed1ng?\"><a id=\"post-129125-_vzepdtaa39ih\"><\/a><strong>Devin Security Swarm c\u00f3 thay th\u1ebf c\u00f4ng c\u1ee5 b\u1ea3o m\u1eadt truy\u1ec1n th\u1ed1ng?<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\n  C\u00e2u tr\u1ea3 l\u1eddi l\u00e0 ch\u01b0a ho\u00e0n to\u00e0n, \u00edt nh\u1ea5t \u1edf giai \u0111o\u1ea1n hi\u1ec7n t\u1ea1i. Devin Security Swarm \u0111\u01b0\u1ee3c \u0111\u1ecbnh v\u1ecb l\u00e0 gi\u1ea3i ph\u00e1p b\u1ed5 sung ch\u1ee9 kh\u00f4ng thay th\u1ebf ngay l\u1eadp t\u1ee9c c\u00e1c c\u00f4ng c\u1ee5 SAST ho\u1eb7c DAST \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng. Doanh nghi\u1ec7p ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 k\u1ebft n\u1ed1i scanner hi\u1ec7n c\u00f3 v\u1edbi Devin th\u00f4ng qua t\u00ednh n\u0103ng scan profile k\u1ebft h\u1ee3p API, \u0111\u1ec3 h\u1ec7 th\u1ed1ng h\u1ed7 tr\u1ee3 th\u00eam ph\u1ea7n x\u00e1c th\u1ef1c, lo\u1ea1i tr\u00f9ng l\u1eb7p, gh\u00e9p chu\u1ed7i t\u1ea5n c\u00f4ng, x\u1ebfp h\u1ea1ng \u01b0u ti\u00ean v\u00e0 v\u00e1 l\u1ed7i. Theo th\u1eddi gian, khi gi\u00e1 tr\u1ecb \u0111\u01b0\u1ee3c ch\u1ee9ng minh r\u00f5 r\u00e0ng, m\u1ed9t s\u1ed1 quy tr\u00ecnh SAST ho\u1eb7c DAST c\u0169 c\u00f3 th\u1ec3 d\u1ea7n \u0111\u01b0\u1ee3c thay th\u1ebf.\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  Ngo\u00e0i ch\u1ee9c n\u0103ng qu\u00e9t b\u1ea3o m\u1eadt \u0111\u1ed9c l\u1eadp, Cognition c\u00f2n t\u00edch h\u1ee3p b\u1ea3o m\u1eadt v\u00e0o to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m th\u00f4ng qua t\u00ednh n\u0103ng Security in Devin Review, gi\u00fap ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu code r\u1ee7i ro ngay trong t\u1eebng b\u1ea3n diff tr\u01b0\u1edbc khi ng\u01b0\u1eddi review con ng\u01b0\u1eddi ph\u00ea duy\u1ec7t thay \u0111\u1ed5i.\n<\/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\n\n\n<li><a href=\"https:\/\/tino.vn\/blog\/swe-1-7-cua-devin-ai-co-gi-moi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Kh\u00e1m ph\u00e1 m\u00f4 h\u00ecnh SWE-1.7 c\u1ee7a Devin AI c\u00f3 g\u00ec m\u1edbi?<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tino.vn\/blog\/dang-ky-devin-ai-pro-free-trial-2-tuan\/\" target=\"_blank\" rel=\"noreferrer noopener\">H\u01b0\u1edbng d\u1eabn \u0111\u0103ng k\u00fd Devin AI Pro free trial 2 tu\u1ea7n chi ti\u1ebft<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tino.vn\/blog\/devin-allowlist-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Devin Allowlist l\u00e0 g\u00ec? C\u00e1ch s\u1eed d\u1ee5ng nh\u01b0 th\u1ebf n\u00e0o?<\/a><\/li>\n<\/ul>\n\n\n\n<h2 id=\"K\u1ebft_lu\u1eadn\"><a id=\"post-129125-_cdodiwf28jll\"><\/a><strong>K\u1ebft lu\u1eadn<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\n  T\u00f3m l\u1ea1i, Devin Security Swarm m\u1edf ra m\u1ed9t h\u01b0\u1edbng ti\u1ebfp c\u1eadn b\u1ea3o m\u1eadt kh\u00e1c bi\u1ec7t: thay v\u00ec t\u1ea1o ra h\u00e0ng lo\u1ea1t c\u1ea3nh b\u00e1o khi\u1ebfn \u0111\u1ed9i ng\u0169 b\u1ea3o m\u1eadt qu\u00e1 t\u1ea3i, gi\u1ea3i ph\u00e1p n\u00e0y huy \u0111\u1ed9ng nhi\u1ec1u agent AI c\u00f9ng l\u00fac ph\u00e2n t\u00edch codebase, x\u00e1c th\u1ef1c kh\u1ea3 n\u0103ng khai th\u00e1c th\u1ef1c t\u1ebf v\u00e0 tr\u1ef1c ti\u1ebfp \u0111\u1ec1 xu\u1ea5t b\u1ea3n v\u00e1 th\u00f4ng qua pull request. \n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\n  N\u1ebfu backlog l\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt t\u1ea1i doanh nghi\u1ec7p \u0111ang ph\u00ecnh to t\u1eebng ng\u00e0y, \u0111\u00e2y c\u00f3 th\u1ec3 l\u00e0 th\u1eddi \u0111i\u1ec3m ph\u00f9 h\u1ee3p \u0111\u1ec3 th\u1eed nghi\u1ec7m Devin Security Swarm ho\u1eb7c t\u00ecm hi\u1ec3u ch\u01b0\u01a1ng tr\u00ecnh \u0111\u1ed3ng h\u00e0nh s\u00e1u tu\u1ea7n d\u00e0nh ri\u00eang cho vi\u1ec7c x\u1eed l\u00fd b\u1ea3o m\u1eadt chuy\u00ean s\u00e2u.\n<\/p>\n\n\n\n<h2 id=\"Nh\u1eefng_c\u00e2u_h\u1ecfi_th\u01b0\u1eddng_g\u1eb7p\"><a id=\"post-129125-_4b3wk66hfxs2\"><\/a><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=\"Doanh_nghi\u1ec7p_n\u00e0o_n\u00ean_c\u00e2n_nh\u1eafc_s\u1eed_d\u1ee5ng_Devin_Security_Swarm?\">Doanh nghi\u1ec7p n\u00e0o n\u00ean c\u00e2n nh\u1eafc s\u1eed d\u1ee5ng Devin Security Swarm?<\/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\">C\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 t\u1ed1c \u0111\u1ed9 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m nhanh, l\u01b0\u1ee3ng code do AI h\u1ed7 tr\u1ee3 vi\u1ebft ng\u00e0y c\u00e0ng t\u0103ng, ho\u1eb7c \u0111ang g\u1eb7p kh\u00f3 kh\u0103n v\u1edbi backlog l\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt t\u1ed3n \u0111\u1ecdng l\u1edbn, l\u00e0 nh\u00f3m ph\u00f9 h\u1ee3p nh\u1ea5t \u0111\u1ec3 th\u1eed nghi\u1ec7m gi\u1ea3i ph\u00e1p n\u00e0y, \u0111\u1eb7c bi\u1ec7t n\u1ebfu c\u00e2n nh\u1eafc th\u00eam ch\u01b0\u01a1ng tr\u00ecnh \u0111\u1ed3ng h\u00e0nh s\u00e1u tu\u1ea7n d\u00e0nh cho doanh nghi\u1ec7p.<\/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=\"Chi_ph\u00ed_s\u1eed_d\u1ee5ng_Devin_Security_Swarm_c\u00f3_\u0111\u1eaft_kh\u00f4ng?\">Chi ph\u00ed s\u1eed d\u1ee5ng Devin Security Swarm c\u00f3 \u0111\u1eaft 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\">L\u01b0\u1ee3t qu\u00e9t \u0111\u1ea7u ti\u00ean th\u01b0\u1eddng t\u1ed1n k\u00e9m nh\u1ea5t v\u00ec c\u1ea7n thi\u1ebft l\u1eadp \u0111\u01b0\u1eddng c\u01a1 s\u1edf cho to\u00e0n b\u1ed9 codebase. C\u00e1c l\u01b0\u1ee3t qu\u00e9t ti\u1ebfp theo ch\u1ec9 ph\u00e2n t\u00edch ph\u1ea7n code thay \u0111\u1ed5i k\u1ec3 t\u1eeb l\u1ea7n qu\u00e9t tr\u01b0\u1edbc, n\u00ean chi ph\u00ed s\u1ebd gi\u1ea3m d\u1ea7n theo th\u1eddi gian.<\/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=\"Devin_Security_Swarm_c\u00f3_t\u1ef1_\u0111\u1ed9ng_v\u00e1_t\u1ea5t_c\u1ea3_l\u1ed7_h\u1ed5ng_ph\u00e1t_hi\u1ec7n_\u0111\u01b0\u1ee3c_kh\u00f4ng?\">Devin Security Swarm c\u00f3 t\u1ef1 \u0111\u1ed9ng v\u00e1 t\u1ea5t c\u1ea3 l\u1ed7 h\u1ed5ng ph\u00e1t hi\u1ec7n \u0111\u01b0\u1ee3c 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\">Kh\u00f4ng. H\u1ec7 th\u1ed1ng ch\u1ec9 \u0111\u01b0a ra danh s\u00e1ch ph\u00e1t hi\u1ec7n \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i v\u00e0 x\u00e1c th\u1ef1c, c\u00f2n vi\u1ec7c l\u1ef1a ch\u1ecdn ph\u00e1t hi\u1ec7n n\u00e0o c\u1ea7n giao cho Devin \u0111\u1ec3 m\u1edf pull request v\u00e1 l\u1ed7i ho\u00e0n to\u00e0n do \u0111\u1ed9i b\u1ea3o m\u1eadt quy\u1ebft \u0111\u1ecbnh.<\/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=\"Devin_Security_Swarm_\u0111\u01b0\u1ee3c_truy_c\u1eadp_\u1edf_\u0111\u00e2u?\">Devin Security Swarm \u0111\u01b0\u1ee3c truy c\u1eadp \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\">Ng\u01b0\u1eddi d\u00f9ng truy c\u1eadp Devin Security Swarm tr\u00ean <strong>Devin Cloud b\u1eb1ng tr\u00ecnh duy\u1ec7t<\/strong>. Sau khi \u0111\u0103ng nh\u1eadp, ch\u1ecdn <strong>Security<\/strong> \u1edf thanh menu b\u00ean tr\u00e1i r\u1ed3i nh\u1ea5n <strong>Start scan<\/strong>.<\/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=\"Devin_Security_Swarm_c\u00f3_thay_th\u1ebf_chuy\u00ean_gia_b\u1ea3o_m\u1eadt_kh\u00f4ng?\">Devin Security Swarm c\u00f3 thay th\u1ebf chuy\u00ean gia b\u1ea3o m\u1eadt 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\">Kh\u00f4ng. Security Swarm gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u00e1 tr\u00ecnh t\u00ecm ki\u1ebfm, ph\u00e2n t\u00edch v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u00e1ch s\u1eeda l\u1ed7i, nh\u01b0ng k\u1ebft qu\u1ea3 v\u1eabn c\u1ea7n con ng\u01b0\u1eddi \u0111\u00e1nh gi\u00e1. \u0110\u1ed1i v\u1edbi l\u1ed7 h\u1ed5ng nghi\u00eam tr\u1ecdng, doanh nghi\u1ec7p n\u00ean y\u00eau c\u1ea7u chuy\u00ean gia b\u1ea3o m\u1eadt ki\u1ec3m tra b\u1eb1ng ch\u1ee9ng, ph\u1ea1m vi \u1ea3nh h\u01b0\u1edfng v\u00e0 b\u1ea3n v\u00e1 tr\u01b0\u1edbc khi tri\u1ec3n khai.<\/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\": \"Doanh nghi\u1ec7p n\u00e0o n\u00ean c\u00e2n nh\u1eafc s\u1eed d\u1ee5ng Devin Security Swarm?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>C\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 t\u1ed1c \u0111\u1ed9 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m nhanh, l\u01b0\u1ee3ng code do AI h\u1ed7 tr\u1ee3 vi\u1ebft ng\u00e0y c\u00e0ng t\u0103ng, ho\u1eb7c \u0111ang g\u1eb7p kh\u00f3 kh\u0103n v\u1edbi backlog l\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt t\u1ed3n \u0111\u1ecdng l\u1edbn, l\u00e0 nh\u00f3m ph\u00f9 h\u1ee3p nh\u1ea5t \u0111\u1ec3 th\u1eed nghi\u1ec7m gi\u1ea3i ph\u00e1p n\u00e0y, \u0111\u1eb7c bi\u1ec7t n\u1ebfu c\u00e2n nh\u1eafc th\u00eam ch\u01b0\u01a1ng tr\u00ecnh \u0111\u1ed3ng h\u00e0nh s\u00e1u tu\u1ea7n d\u00e0nh cho doanh nghi\u1ec7p.<\/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\": \"Chi ph\u00ed s\u1eed d\u1ee5ng Devin Security Swarm c\u00f3 \u0111\u1eaft kh\u00f4ng?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>L\u01b0\u1ee3t qu\u00e9t \u0111\u1ea7u ti\u00ean th\u01b0\u1eddng t\u1ed1n k\u00e9m nh\u1ea5t v\u00ec c\u1ea7n thi\u1ebft l\u1eadp \u0111\u01b0\u1eddng c\u01a1 s\u1edf cho to\u00e0n b\u1ed9 codebase. C\u00e1c l\u01b0\u1ee3t qu\u00e9t ti\u1ebfp theo ch\u1ec9 ph\u00e2n t\u00edch ph\u1ea7n code thay \u0111\u1ed5i k\u1ec3 t\u1eeb l\u1ea7n qu\u00e9t tr\u01b0\u1edbc, n\u00ean chi ph\u00ed s\u1ebd gi\u1ea3m d\u1ea7n theo th\u1eddi gian.<\/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\": \"Devin Security Swarm c\u00f3 t\u1ef1 \u0111\u1ed9ng v\u00e1 t\u1ea5t c\u1ea3 l\u1ed7 h\u1ed5ng ph\u00e1t hi\u1ec7n \u0111\u01b0\u1ee3c kh\u00f4ng?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Kh\u00f4ng. H\u1ec7 th\u1ed1ng ch\u1ec9 \u0111\u01b0a ra danh s\u00e1ch ph\u00e1t hi\u1ec7n \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i v\u00e0 x\u00e1c th\u1ef1c, c\u00f2n vi\u1ec7c l\u1ef1a ch\u1ecdn ph\u00e1t hi\u1ec7n n\u00e0o c\u1ea7n giao cho Devin \u0111\u1ec3 m\u1edf pull request v\u00e1 l\u1ed7i ho\u00e0n to\u00e0n do \u0111\u1ed9i b\u1ea3o m\u1eadt quy\u1ebft \u0111\u1ecbnh.<\/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\": \"Devin Security Swarm \u0111\u01b0\u1ee3c truy c\u1eadp \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>Ng\u01b0\u1eddi d\u00f9ng truy c\u1eadp Devin Security Swarm tr\u00ean <strong>Devin Cloud b\u1eb1ng tr\u00ecnh duy\u1ec7t<\/strong>. Sau khi \u0111\u0103ng nh\u1eadp, ch\u1ecdn <strong>Security<\/strong> \u1edf thanh menu b\u00ean tr\u00e1i r\u1ed3i nh\u1ea5n <strong>Start scan<\/strong>.<\/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\": \"Devin Security Swarm c\u00f3 thay th\u1ebf chuy\u00ean gia b\u1ea3o m\u1eadt kh\u00f4ng?\",\n\t\t\t\t\"acceptedAnswer\": {\n\t\t\t\t\t\"@type\": \"Answer\",\n\t\t\t\t\t\"text\": \"<p>Kh\u00f4ng. Security Swarm gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u00e1 tr\u00ecnh t\u00ecm ki\u1ebfm, ph\u00e2n t\u00edch v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u00e1ch s\u1eeda l\u1ed7i, nh\u01b0ng k\u1ebft qu\u1ea3 v\u1eabn c\u1ea7n con ng\u01b0\u1eddi \u0111\u00e1nh gi\u00e1. \u0110\u1ed1i v\u1edbi l\u1ed7 h\u1ed5ng nghi\u00eam tr\u1ecdng, doanh nghi\u1ec7p n\u00ean y\u00eau c\u1ea7u chuy\u00ean gia b\u1ea3o m\u1eadt ki\u1ec3m tra b\u1eb1ng ch\u1ee9ng, ph\u1ea1m vi \u1ea3nh h\u01b0\u1edfng v\u00e0 b\u1ea3n v\u00e1 tr\u01b0\u1edbc khi tri\u1ec3n khai.<\/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>M\u1ed9t c\u00f4ng c\u1ee5 b\u1ea3o m\u1eadt c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n \u0111o\u1ea1n m\u00e3 \u0111\u00e1ng ng\u1edd ch\u01b0a ch\u1eafc \u0111\u00e3 x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c l\u1ed7 h\u1ed5ng th\u1ef1c s\u1ef1 c\u00f3 th\u1ec3 b\u1ecb khai th\u00e1c. Kho\u1ea3ng c\u00e1ch gi\u1eefa \u201cc\u1ea3nh b\u00e1o\u201d v\u00e0 \u201cb\u1eb1ng ch\u1ee9ng khai th\u00e1c\u201d khi\u1ebfn nhi\u1ec1u \u0111\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt ph\u1ea3i d\u00e0nh h\u00e0ng gi\u1edd ki\u1ec3m tra v\u00e0 s\u1eeda \u0111\u1ed5i th\u1ee7 c\u00f4ng. [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":129137,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7514],"tags":[7696],"class_list":["post-129125","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\/129125","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=129125"}],"version-history":[{"count":3,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/129125\/revisions"}],"predecessor-version":[{"id":129138,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/posts\/129125\/revisions\/129138"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/media\/129137"}],"wp:attachment":[{"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/media?parent=129125"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/categories?post=129125"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tino.vn\/blog\/wp-json\/wp\/v2\/tags?post=129125"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}