{"id":16434,"date":"2026-06-23T22:02:06","date_gmt":"2026-06-23T16:02:06","guid":{"rendered":"https:\/\/dtasiagroup.com\/monitoring-ai-infrastructure-network-visibility-for-security-and-operations-teams\/"},"modified":"2026-07-08T10:27:58","modified_gmt":"2026-07-08T04:27:58","slug":"giam-sat-ha-tang-ai-tang-cuong-kha-nang-quan-sat-mang-danh-cho-doi-ngu-an-ninh-va-van-hanh","status":"publish","type":"post","link":"https:\/\/dtasiagroup.com\/vi\/giam-sat-ha-tang-ai-tang-cuong-kha-nang-quan-sat-mang-danh-cho-doi-ngu-an-ninh-va-van-hanh\/","title":{"rendered":"Gi\u00e1m s\u00e1t h\u1ea1 t\u1ea7ng AI: T\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng quan s\u00e1t m\u1ea1ng d\u00e0nh cho \u0111\u1ed9i ng\u0169 An ninh v\u00e0 V\u1eadn h\u00e0nh"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/dtasiagroup.com\/wp-content\/uploads\/2026\/06\/image-1024x576.png\" alt=\"\" class=\"wp-image-16353\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c t\u1ed5 ch\u1ee9c \u0111ang tri\u1ec3n khai h\u1ea1 t\u1ea7ng GPU ph\u1ee5c v\u1ee5 hu\u1ea5n luy\u1ec7n v\u00e0 suy lu\u1eadn \u0111ang ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c m\u1edbi v\u1ec1 h\u1ea1 t\u1ea7ng m\u1ea1ng. Kh\u00e1c v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng doanh nghi\u1ec7p truy\u1ec1n th\u1ed1ng, kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh l\u01b0u l\u01b0\u1ee3ng m\u1ea1ng \u0111\u1eb7c th\u00f9, bao g\u1ed3m vi\u1ec7c n\u1ea1p d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn tr\u01b0\u1edbc khi hu\u1ea5n luy\u1ec7n, truy\u1ec1n c\u00e1c checkpoint c\u1ee7a m\u00f4 h\u00ecnh v\u1edbi b\u0103ng th\u00f4ng cao \u0111\u1ebfn h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00e2n t\u00e1n, x\u1eed l\u00fd li\u00ean t\u1ee5c c\u00e1c y\u00eau c\u1ea7u suy lu\u1eadn t\u1eeb h\u00e0ng ngh\u00ecn ng\u01b0\u1eddi d\u00f9ng, c\u00f9ng v\u1edbi l\u01b0u l\u01b0\u1ee3ng qu\u1ea3n tr\u1ecb h\u1ec7 th\u1ed1ng di\u1ec5n ra xuy\u00ean su\u1ed1t gi\u1eefa c\u00e1c ranh gi\u1edbi c\u1ee7a c\u1ee5m AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ed1i v\u1edbi c\u00e1c \u0111\u1ed9i ng\u0169 qu\u1ea3n tr\u1ecb v\u00e0 an ninh m\u1ea1ng, v\u1ea5n \u0111\u1ec1 kh\u00f4ng n\u1eb1m \u1edf vi\u1ec7c l\u01b0u l\u01b0\u1ee3ng n\u00e0y c\u00f3 t\u1ed3n t\u1ea1i hay kh\u00f4ng\u2014b\u1edfi to\u00e0n b\u1ed9 \u0111\u1ec1u truy\u1ec1n qua m\u1ea1ng IP ti\u00eau chu\u1ea9n v\u00e0 t\u1ea1o ra c\u00e1c b\u1ea3n ghi NetFlow tr\u00ean router v\u00e0 switch t\u1ea1i ranh gi\u1edbi c\u1ee7a c\u1ee5m AI. \u0110i\u1ec1u quan tr\u1ecdng l\u00e0 li\u1ec7u c\u00e1c lu\u1ed3ng l\u01b0u l\u01b0\u1ee3ng n\u00e0y c\u00f3 \u0111ang \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t, thi\u1ebft l\u1eadp \u0111\u01b0\u1eddng c\u01a1 s\u1edf l\u01b0u l\u01b0\u1ee3ng v\u00e0 ph\u00e2n t\u00edch b\u1ea5t th\u01b0\u1eddng \u0111\u1ec3 ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c d\u1ea5u hi\u1ec7u c\u1ee7a s\u1ef1 c\u1ed1 hi\u1ec7u n\u0103ng ho\u1eb7c c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng b\u1ea3o m\u1eadt hay kh\u00f4ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00e0i vi\u1ebft n\u00e0y s\u1ebd ph\u00e2n t\u00edch nh\u1eefng tr\u01b0\u1eddng h\u1ee3p m\u00e0 NetFlow Optimizer (NFO) mang l\u1ea1i gi\u00e1 tr\u1ecb r\u00f5 r\u00e0ng trong vi\u1ec7c gi\u00e1m s\u00e1t h\u1ea1 t\u1ea7ng AI, \u0111\u1ed3ng th\u1eddi ch\u1ec9 ra nh\u1eefng gi\u1edbi h\u1ea1n t\u1ef1 nhi\u00ean v\u1ec1 kh\u1ea3 n\u0103ng quan s\u00e1t c\u1ee7a gi\u1ea3i ph\u00e1p n\u00e0y.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">NetFlow c\u00f3 th\u1ec3 quan s\u00e1t nh\u1eefng g\u00ec trong m\u00f4i tr\u01b0\u1eddng AI?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ea1ng c\u1ee7a m\u1ed9t c\u1ee5m AI th\u01b0\u1eddng bao g\u1ed3m hai l\u1edbp l\u01b0u l\u01b0\u1ee3ng ri\u00eang bi\u1ec7t. Vi\u1ec7c hi\u1ec3u r\u00f5 NetFlow c\u00f3 th\u1ec3 quan s\u00e1t l\u1edbp l\u01b0u l\u01b0\u1ee3ng n\u00e0o l\u00e0 y\u1ebfu t\u1ed1 quan tr\u1ecdng \u0111\u1ec3 x\u00e2y d\u1ef1ng k\u1ef3 v\u1ecdng ph\u00f9 h\u1ee3p v\u1ec1 kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">M\u1ea1ng t\u00ednh to\u00e1n East-West: Ngo\u00e0i ph\u1ea1m vi quan s\u00e1t c\u1ee7a NetFlow<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI, ho\u1ea1t \u0111\u1ed9ng trao \u0111\u1ed5i d\u1eef li\u1ec7u gi\u1eefa c\u00e1c GPU di\u1ec5n ra tr\u00ean m\u1ed9t m\u1ea1ng t\u00ednh to\u00e1n chuy\u00ean d\u1ee5ng. \u0110\u1ebfn n\u0103m 2026, RoCEv2 (RDMA over Converged Ethernet v2) tr\u00ean n\u1ec1n Ethernet \u0111\u00e3 tr\u1edf th\u00e0nh c\u00f4ng ngh\u1ec7 ch\u1ee7 \u0111\u1ea1o cho c\u00e1c c\u1ee5m AI trong doanh nghi\u1ec7p, trong khi InfiniBand v\u1eabn \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn trong c\u00e1c m\u00f4i tr\u01b0\u1eddng hyperscale quy m\u00f4 r\u1ea5t l\u1edbn. C\u1ea3 hai c\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u1ec1u d\u1ef1a tr\u00ean RDMA, c\u00f4ng ngh\u1ec7 truy c\u1eadp tr\u1ef1c ti\u1ebfp v\u00e0o b\u1ed9 nh\u1edb t\u1eeb xa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Do RDMA b\u1ecf qua ng\u0103n x\u1ebfp giao th\u1ee9c IP truy\u1ec1n th\u1ed1ng, l\u01b0u l\u01b0\u1ee3ng n\u00e0y kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c ghi nh\u1eadn b\u1edfi c\u00e1c b\u1ed9 thu th\u1eadp NetFlow ho\u1eb7c sFlow, b\u1ea5t k\u1ec3 h\u1ea1 t\u1ea7ng truy\u1ec1n d\u1eabn b\u00ean d\u01b0\u1edbi s\u1eed d\u1ee5ng Ethernet hay InfiniBand.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y l\u00e0 m\u1ed9t \u0111i\u1ec3m kh\u00e1c bi\u1ec7t r\u1ea5t quan tr\u1ecdng: NFO kh\u00f4ng th\u1ec3 quan s\u00e1t l\u01b0u l\u01b0\u1ee3ng hu\u1ea5n luy\u1ec7n GPU theo chi\u1ec1u East-West trong ph\u1ea7n l\u1edbn c\u00e1c m\u00f4i tr\u01b0\u1eddng AI c\u1ee7a doanh nghi\u1ec7p. Mu\u1ed1n gi\u00e1m s\u00e1t m\u1ea1ng t\u00ednh to\u00e1n, doanh nghi\u1ec7p c\u1ea7n tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p gi\u00e1m s\u00e1t chuy\u00ean d\u1ee5ng d\u00e0nh cho RDMA.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">M\u1ea1ng Front-End North-South: \u0110\u01b0\u1ee3c NetFlow quan s\u00e1t \u0111\u1ea7y \u0111\u1ee7<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ecdi c\u1ee5m AI \u0111\u1ec1u k\u1ebft n\u1ed1i v\u1edbi h\u1ea1 t\u1ea7ng CNTT c\u1ee7a doanh nghi\u1ec7p th\u00f4ng qua m\u1ea1ng front-end d\u1ef1a tr\u00ean giao th\u1ee9c IP ti\u00eau chu\u1ea9n. \u0110\u00e2y l\u00e0 n\u01a1i truy\u1ec1n t\u1ea3i c\u00e1c lo\u1ea1i l\u01b0u l\u01b0\u1ee3ng nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c n\u1ea1p t\u1eeb c\u00e1c n\u1ec1n t\u1ea3ng l\u01b0u tr\u1eef v\u00e0 h\u1ed3 d\u1eef li\u1ec7u.<\/li>\n\n\n\n<li>L\u01b0u l\u01b0\u1ee3ng truy\u1ec1n model checkpoint.<\/li>\n\n\n\n<li>L\u01b0u l\u01b0\u1ee3ng suy lu\u1eadn gi\u1eefa ng\u01b0\u1eddi d\u00f9ng, \u1ee9ng d\u1ee5ng v\u00e0 c\u00e1c d\u1ecbch v\u1ee5 AI.<\/li>\n\n\n\n<li>L\u01b0u l\u01b0\u1ee3ng qu\u1ea3n tr\u1ecb v\u00e0 \u0111i\u1ec1u ph\u1ed1i c\u1ee5m AI.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ec to\u00e0n b\u1ed9 c\u00e1c lu\u1ed3ng d\u1eef li\u1ec7u n\u00e0y \u0111\u1ec1u ho\u1ea1t \u0111\u1ed9ng tr\u00ean n\u1ec1n TCP\/IP, ch\u00fang s\u1ebd t\u1ea1o ra c\u00e1c b\u1ea3n ghi NetFlow t\u1ea1i c\u00e1c router v\u00e0 switch \u1edf ranh gi\u1edbi c\u1ee7a c\u1ee5m AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1eb7c d\u00f9 NFO kh\u00f4ng th\u1ec3 quan s\u00e1t b\u00ean trong m\u1ea1ng t\u00ednh to\u00e1n GPU, gi\u1ea3i ph\u00e1p v\u1eabn cung c\u1ea5p kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb to\u00e0n di\u1ec7n \u0111\u1ed1i v\u1edbi to\u00e0n b\u1ed9 l\u01b0u l\u01b0\u1ee3ng \u0111i qua ranh gi\u1edbi c\u1ee7a c\u1ee5m AI, bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C\u00e1c k\u1ebft n\u1ed1i t\u1eeb b\u00ean ngo\u00e0i kh\u00f4ng \u0111\u01b0\u1ee3c c\u1ea5p ph\u00e9p.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u01b0u l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u00e0o v\u00e0 ra.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C\u00e1c y\u00eau c\u1ea7u suy lu\u1eadn.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u01b0u l\u01b0\u1ee3ng qu\u1ea3n tr\u1ecb h\u1ec7 th\u1ed1ng.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ba l\u0129nh v\u1ef1c NFO mang l\u1ea1i gi\u00e1 tr\u1ecb n\u1ed5i b\u1eadt<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"583\" src=\"https:\/\/dtasiagroup.com\/wp-content\/uploads\/2026\/06\/image-1-1024x583.png\" alt=\"\" class=\"wp-image-16355\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. Gi\u00e1m s\u00e1t l\u01b0u l\u01b0\u1ee3ng n\u1ea1p d\u1eef li\u1ec7u v\u00e0 l\u01b0u tr\u1eef<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c t\u00e1c v\u1ee5 hu\u1ea5n luy\u1ec7n AI ph\u1ee5 thu\u1ed9c v\u00e0o vi\u1ec7c truy\u1ec1n t\u1ea3i c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn t\u1eeb l\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng (Object Storage), h\u1ed3 d\u1eef li\u1ec7u v\u00e0 c\u00e1c kho l\u01b0u tr\u1eef NFS \u0111\u1ebfn c\u00e1c n\u00fat GPU tr\u01b0\u1edbc v\u00e0 trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n. Nh\u1eefng ho\u1ea1t \u0111\u1ed9ng n\u00e0y t\u1ea1o ra c\u00e1c lu\u1ed3ng d\u1eef li\u1ec7u c\u00f3 b\u0103ng th\u00f4ng cao v\u00e0 duy tr\u00ec li\u00ean t\u1ee5c, ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c quan s\u00e1t th\u00f4ng qua c\u00e1c b\u1ea3n ghi NetFlow thu th\u1eadp t\u1ea1i ranh gi\u1edbi c\u1ee7a c\u1ee5m AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NFO cung c\u1ea5p kh\u1ea3 n\u0103ng quan s\u00e1t b\u0103ng th\u00f4ng theo t\u1eebng lu\u1ed3ng d\u1eef li\u1ec7u v\u00e0 t\u1eebng \u1ee9ng d\u1ee5ng, gi\u00fap \u0111\u1ed9i ng\u0169 v\u1eadn h\u00e0nh x\u00e1c \u0111\u1ecbnh:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>H\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef n\u00e0o \u0111ang ph\u1ee5c v\u1ee5 t\u1eebng GPU node.<\/li>\n\n\n\n<li>Kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111ang \u0111\u01b0\u1ee3c truy\u1ec1n t\u1ea3i.<\/li>\n\n\n\n<li>Th\u1eddi \u0111i\u1ec3m c\u00e1c phi\u00ean truy\u1ec1n d\u1eef li\u1ec7u di\u1ec5n ra.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u1eefng th\u00f4ng tin n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch cho vi\u1ec7c l\u1eadp k\u1ebf ho\u1ea1ch n\u0103ng l\u1ef1c h\u1ea1 t\u1ea7ng v\u00e0 x\u1eed l\u00fd s\u1ef1 c\u1ed1 hi\u1ec7u n\u0103ng. \u0110\u1ed9i ng\u0169 CNTT c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh li\u1ec7u t\u00ecnh tr\u1ea1ng t\u1eafc ngh\u1ebdn m\u1ea1ng l\u01b0u tr\u1eef c\u00f3 \u0111ang l\u00e0m ch\u1eadm qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n hay kh\u00f4ng, nh\u1eadn bi\u1ebft c\u00e1c t\u1ea7ng l\u01b0u tr\u1eef \u0111ang b\u1ecb khai th\u00e1c qu\u00e1 m\u1ee9c, \u0111\u1ed3ng th\u1eddi ph\u00e1t hi\u1ec7n c\u00e1c pipeline ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1ea1o ra l\u01b0u l\u01b0\u1ee3ng ngo\u00e0i d\u1ef1 ki\u1ebfn v\u00e0 c\u1ea1nh tranh b\u0103ng th\u00f4ng v\u1edbi c\u00e1c t\u00e1c v\u1ee5 hu\u1ea5n luy\u1ec7n AI.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Thi\u1ebft l\u1eadp \u0111\u01b0\u1eddng c\u01a1 s\u1edf cho l\u01b0u l\u01b0\u1ee3ng suy lu\u1eadn v\u00e0 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">L\u01b0u l\u01b0\u1ee3ng ph\u00e1t sinh t\u1eeb c\u00e1c t\u00e1c v\u1ee5 suy lu\u1eadn AI c\u00f3 \u0111\u1eb7c \u0111i\u1ec3m ho\u00e0n to\u00e0n kh\u00e1c so v\u1edbi qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh. Thay v\u00ec trao \u0111\u1ed5i kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn b\u00ean trong c\u1ee5m AI, m\u00f4i tr\u01b0\u1eddng suy lu\u1eadn ph\u1ea3i x\u1eed l\u00fd s\u1ed1 l\u01b0\u1ee3ng l\u1edbn c\u00e1c y\u00eau c\u1ea7u \u0111\u1ed3ng th\u1eddi t\u1eeb ng\u01b0\u1eddi d\u00f9ng v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng ph\u00eda sau truy c\u1eadp v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ng\u00e0y nay, nhi\u1ec1u doanh nghi\u1ec7p tri\u1ec3n khai ki\u1ebfn tr\u00fac AI lai, trong \u0111\u00f3 s\u1eed d\u1ee5ng RDMA Fabric chuy\u00ean d\u1ee5ng cho ho\u1ea1t \u0111\u1ed9ng hu\u1ea5n luy\u1ec7n, trong khi l\u01b0u l\u01b0\u1ee3ng suy lu\u1eadn \u0111\u01b0\u1ee3c ph\u1ee5c v\u1ee5 th\u00f4ng qua m\u1ea1ng Ethernet ti\u00eau chu\u1ea9n. To\u00e0n b\u1ed9 l\u01b0u l\u01b0\u1ee3ng c\u1ee7a ph\u1ea7n suy lu\u1eadn v\u1eabn \u0111\u01b0\u1ee3c NetFlow ghi nh\u1eadn \u0111\u1ea7y \u0111\u1ee7.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NFO l\u00e0m gi\u00e0u c\u00e1c b\u1ea3n ghi l\u01b0u l\u01b0\u1ee3ng b\u1eb1ng c\u00e1ch b\u1ed5 sung:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Th\u00f4ng tin nh\u1eadn di\u1ec7n \u1ee9ng d\u1ee5ng (Application Intelligence).<\/li>\n\n\n\n<li>D\u1eef li\u1ec7u v\u1ecb tr\u00ed \u0111\u1ecba l\u00fd IP (GeoIP).<\/li>\n\n\n\n<li>Th\u00f4ng tin \u0111\u1ecbnh danh ng\u01b0\u1eddi d\u00f9ng (khi c\u00f3), l\u1ea5y t\u1eeb Active Directory, Microsoft Entra ID, Okta v\u00e0 nh\u1eadt k\u00fd x\u00e1c th\u1ef1c VPN.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Sau \u0111\u00f3, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c chuy\u1ec3n ti\u1ebfp t\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng SIEM v\u00e0 h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ngu\u1ed3n d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c l\u00e0m gi\u00e0u n\u00e0y gi\u00fap doanh nghi\u1ec7p x\u00e2y d\u1ef1ng \u0111\u01b0\u1eddng c\u01a1 s\u1edf l\u01b0u l\u01b0\u1ee3ng v\u00e0 nhanh ch\u00f3ng ph\u00e1t hi\u1ec7n c\u00e1c d\u1ea5u hi\u1ec7u b\u1ea5t th\u01b0\u1eddng nh\u01b0:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u01b0\u1ee3ng y\u00eau c\u1ea7u AI Inference t\u0103ng \u0111\u1ed9t bi\u1ebfn.<\/li>\n\n\n\n<li>C\u00e1c k\u1ebft n\u1ed1i xu\u1ea5t ph\u00e1t t\u1eeb \u0111\u1ecba ch\u1ec9 IP kh\u00f4ng \u0111\u01b0\u1ee3c c\u1ea5p ph\u00e9p.<\/li>\n\n\n\n<li>C\u00e1c y\u00eau c\u1ea7u truy c\u1eadp ngo\u00e0i khung th\u1eddi gian v\u1eadn h\u00e0nh \u0111\u01b0\u1ee3c cho ph\u00e9p.<\/li>\n\n\n\n<li>C\u00e1c y\u00eau c\u1ea7u \u0111\u1ebfn t\u1eeb v\u1ecb tr\u00ed \u0111\u1ecba l\u00fd b\u1ea5t th\u01b0\u1eddng.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c cung c\u1ea5p d\u1ecbch v\u1ee5 AI trong nh\u1eefng ng\u00e0nh c\u00f3 y\u00eau c\u1ea7u tu\u00e2n th\u1ee7 nghi\u00eam ng\u1eb7t, kh\u1ea3 n\u0103ng quan s\u00e1t n\u00e0y c\u00f2n h\u1ed7 tr\u1ee3 hi\u1ec7u qu\u1ea3 cho c\u00f4ng t\u00e1c gi\u00e1m s\u00e1t li\u00ean t\u1ee5c v\u00e0 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u ki\u1ec3m to\u00e1n theo c\u00e1c khung ti\u00eau chu\u1ea9n tu\u00e2n th\u1ee7 hi\u1ec7n h\u00e0nh.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. T\u0103ng c\u01b0\u1eddng gi\u00e1m s\u00e1t an ninh cho h\u1ea1 t\u1ea7ng AI<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">H\u1ea1 t\u1ea7ng AI \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ee5c ti\u00eau c\u00f3 gi\u00e1 tr\u1ecb cao \u0111\u1ed1i v\u1edbi c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng. Tr\u1ecdng s\u1ed1 m\u00f4 h\u00ecnh \u0111\u1ed9c quy\u1ec1n, b\u1ed9 d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n v\u00e0 c\u00e1c t\u00e0i nguy\u00ean t\u00ednh to\u00e1n GPU \u0111\u1eaft \u0111\u1ecf \u0111\u1ec1u l\u00e0 nh\u1eefng t\u00e0i s\u1ea3n h\u1ea5p d\u1eabn \u0111\u1ed1i v\u1edbi c\u1ea3 t\u1ed9i ph\u1ea1m m\u1ea1ng l\u1eabn c\u00e1c nh\u00f3m t\u1ea5n c\u00f4ng \u0111\u01b0\u1ee3c qu\u1ed1c gia b\u1ea3o tr\u1ee3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NFO cung c\u1ea5p d\u1eef li\u1ec7u Flow Telemetry \u0111\u00e3 \u0111\u01b0\u1ee3c l\u00e0m gi\u00e0u t\u1eeb ranh gi\u1edbi c\u1ee7a c\u1ee5m AI, gi\u00fap c\u00e1c n\u1ec1n t\u1ea3ng b\u1ea3o m\u1eadt ph\u00eda tr\u00ean c\u00f3 \u0111\u1ee7 th\u00f4ng tin \u0111\u1ec3 ph\u00e1t hi\u1ec7n nhi\u1ec1u k\u1ecbch b\u1ea3n t\u1ea5n c\u00f4ng quan tr\u1ecdng.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Ph\u00e1t hi\u1ec7n h\u00e0nh vi \u0111\u00e1nh c\u1eafp m\u00f4 h\u00ecnh v\u00e0 d\u1eef li\u1ec7u<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c phi\u00ean truy\u1ec1n d\u1eef li\u1ec7u l\u1edbn t\u1eeb h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ho\u1eb7c GPU node \u0111\u1ebfn nh\u1eefng \u0111\u00edch b\u00ean ngo\u00e0i kh\u00f4ng mong \u0111\u1ee3i th\u01b0\u1eddng l\u00e0 d\u1ea5u hi\u1ec7u \u0111\u1ea7u ti\u00ean c\u1ee7a h\u00e0nh vi \u0111\u00e1nh c\u1eafp d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Th\u00f4ng qua vi\u1ec7c ph\u00e2n t\u00edch th\u1eddi l\u01b0\u1ee3ng phi\u00ean truy\u1ec1n v\u00e0 t\u1ed5ng dung l\u01b0\u1ee3ng d\u1eef li\u1ec7u truy\u1ec1n t\u1ea3i t\u00edch l\u0169y trong th\u1eddi gian d\u00e0i, \u0111\u1ed9i ng\u0169 an ninh c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u1ea3:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C\u00e1c h\u00e0nh vi \u0111\u00e1nh c\u1eafp d\u1eef li\u1ec7u di\u1ec5n ra ngay l\u1eadp t\u1ee9c.<\/li>\n\n\n\n<li>C\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng Low-and-Slow Exfiltration (r\u00f2 r\u1ec9 d\u1eef li\u1ec7u ch\u1eadm v\u00e0 \u00e2m th\u1ea7m nh\u1eb1m tr\u00e1nh b\u1ecb ph\u00e1t hi\u1ec7n).<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y ho\u00e0n to\u00e0n ph\u00f9 h\u1ee3p v\u1edbi ph\u01b0\u01a1ng ph\u00e1p ph\u00e1t hi\u1ec7n \u0111\u01b0\u1ee3c \u0111\u1ec1 c\u1eadp trong t\u00e0i li\u1ec7u <em>Defeating the Low and Slow.<\/em><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Ph\u00e1t hi\u1ec7n truy c\u1eadp tr\u00e1i ph\u00e9p v\u00e0o d\u1ecbch v\u1ee5 AI Inference<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c k\u1ebft n\u1ed1i xu\u1ea5t ph\u00e1t t\u1eeb nh\u1eefng \u0111\u1ecba ch\u1ec9 IP n\u1eb1m ngo\u00e0i danh s\u00e1ch \u0111\u01b0\u1ee3c ph\u00e9p c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n ngay l\u1eadp t\u1ee9c th\u00f4ng qua d\u1eef li\u1ec7u Flow Telemetry do NFO thu th\u1eadp.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khi \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p th\u00eam v\u1edbi th\u00f4ng tin GeoIP v\u00e0 d\u1eef li\u1ec7u Threat Intelligence, c\u00e1c s\u1ef1 ki\u1ec7n n\u00e0y s\u1ebd d\u1ec5 d\u00e0ng \u0111\u01b0\u1ee3c \u0111i\u1ec1u tra, \u0111\u00e1nh gi\u00e1 v\u00e0 \u01b0u ti\u00ean x\u1eed l\u00fd h\u01a1n.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Nh\u1eadn di\u1ec7n d\u1ea5u hi\u1ec7u t\u1ea5n c\u00f4ng chu\u1ed7i cung \u1ee9ng<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c k\u1ebft n\u1ed1i ra ngo\u00e0i b\u1ea5t th\u01b0\u1eddng t\u1eeb h\u1ea1 t\u1ea7ng AI trong ho\u1eb7c sau qu\u00e1 tr\u00ecnh tri\u1ec3n khai m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 l\u00e0 d\u1ea5u hi\u1ec7u c\u1ee7a vi\u1ec7c h\u1ec7 th\u1ed1ng \u0111\u00e3 b\u1ecb x\u00e2m nh\u1eadp.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ed d\u1ee5 bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>K\u1ebft n\u1ed1i t\u1edbi c\u00e1c kho l\u01b0u tr\u1eef g\u00f3i ph\u1ea7n m\u1ec1m kh\u00f4ng x\u00e1c \u0111\u1ecbnh.<\/li>\n\n\n\n<li>Truy c\u1eadp \u0111\u1ebfn c\u00e1c \u0111\u1ecba ch\u1ec9 Internet kh\u00f4ng quen thu\u1ed9c.<\/li>\n\n\n\n<li>K\u1ebft n\u1ed1i t\u1edbi c\u00e1c m\u00e1y ch\u1ee7 \u0111\u00e3 \u0111\u01b0\u1ee3c c\u00e1c ngu\u1ed3n t\u00ecnh b\u00e1o m\u1ed1i \u0111e d\u1ecda an ninh m\u1ea1ng (Threat Intelligence) c\u1ea3nh b\u00e1o l\u00e0 \u0111\u1ed9c h\u1ea1i.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Do to\u00e0n b\u1ed9 c\u00e1c k\u1ebft n\u1ed1i n\u00e0y \u0111\u1ec1u \u0111i qua m\u1ea1ng North-South, ch\u00fang s\u1ebd xu\u1ea5t hi\u1ec7n trong d\u1eef li\u1ec7u NetFlow v\u00e0 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111i\u1ec1u tra tr\u01b0\u1edbc khi ph\u00e1t tri\u1ec3n th\u00e0nh c\u00e1c s\u1ef1 c\u1ed1 b\u1ea3o m\u1eadt nghi\u00eam tr\u1ecdng h\u01a1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">T\u00f3m t\u1eaft kh\u1ea3 n\u0103ng quan s\u00e1t c\u1ee7a NFO \u0111\u1ed1i v\u1edbi h\u1ea1 t\u1ea7ng AI<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>Lo\u1ea1i l\u01b0u l\u01b0\u1ee3ng<\/strong><\/td><td><strong>Kh\u1ea3 n\u0103ng quan s\u00e1t c\u1ee7a NFO<\/strong><\/td><td><strong>Gi\u00e1 tr\u1ecb mang l\u1ea1i<\/strong><\/td><\/tr><\/thead><tbody><tr><td>D\u1eef li\u1ec7u t\u1eeb h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef \u0111\u1ebfn GPU node<\/td><td><strong>\u0110\u1ea7y \u0111\u1ee7<\/strong><\/td><td>Gi\u00e1m s\u00e1t b\u0103ng th\u00f4ng, l\u1eadp k\u1ebf ho\u1ea1ch n\u0103ng l\u1ef1c l\u01b0u tr\u1eef, x\u00e1c \u0111\u1ecbnh \u0111i\u1ec3m ngh\u1ebdn trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n<\/td><\/tr><tr><td>Truy\u1ec1n Model Checkpoint \u0111\u1ebfn h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00e2n t\u00e1n<\/td><td><strong>\u0110\u1ea7y \u0111\u1ee7<\/strong><\/td><td>Theo d\u00f5i t\u1ea7n su\u1ea5t v\u00e0 dung l\u01b0\u1ee3ng checkpoint, \u0111\u00e1nh gi\u00e1 m\u1ee9c s\u1eed d\u1ee5ng l\u01b0u tr\u1eef<\/td><\/tr><tr><td>L\u01b0u l\u01b0\u1ee3ng AI Inference (ng\u01b0\u1eddi d\u00f9ng\/\u1ee9ng d\u1ee5ng \u0111\u1ebfn GPU node)<\/td><td><strong>\u0110\u1ea7y \u0111\u1ee7<\/strong><\/td><td>Cung c\u1ea5p d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c l\u00e0m gi\u00e0u \u0111\u1ec3 x\u00e2y d\u1ef1ng baseline, ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng, truy c\u1eadp tr\u00e1i ph\u00e9p v\u00e0 ph\u1ee5c v\u1ee5 ki\u1ec3m to\u00e1n trong c\u00e1c m\u00f4i tr\u01b0\u1eddng y\u00eau c\u1ea7u tu\u00e2n th\u1ee7<\/td><\/tr><tr><td>L\u01b0u l\u01b0\u1ee3ng qu\u1ea3n tr\u1ecb v\u00e0 \u0111i\u1ec1u ph\u1ed1i c\u1ee5m AI<\/td><td><strong>\u0110\u1ea7y \u0111\u1ee7<\/strong><\/td><td>Ph\u00e1t hi\u1ec7n k\u1ebft n\u1ed1i qu\u1ea3n tr\u1ecb b\u1ea5t th\u01b0\u1eddng, nh\u1eadn di\u1ec7n d\u1ea5u hi\u1ec7u thay \u0111\u1ed5i c\u1ea5u h\u00ecnh v\u00e0 c\u00e1c k\u1ebft n\u1ed1i l\u1ea7n \u0111\u1ea7u t\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng b\u00ean ngo\u00e0i<\/td><\/tr><tr><td>K\u1ebft n\u1ed1i \u0111i ra t\u1eeb h\u1ea1 t\u1ea7ng AI (nguy c\u01a1 r\u00f2 r\u1ec9 d\u1eef li\u1ec7u)<\/td><td><strong>\u0110\u1ea7y \u0111\u1ee7<\/strong><\/td><td>H\u1ed7 tr\u1ee3 ph\u00e1t hi\u1ec7n h\u00e0nh vi \u0111\u00e1nh c\u1eafp d\u1eef li\u1ec7u, nh\u1eadn di\u1ec7n t\u1ea5n c\u00f4ng chu\u1ed7i cung \u1ee9ng v\u00e0 s\u00e0ng l\u1ecdc m\u1ed1i \u0111e d\u1ecda th\u00f4ng qua Threat Intelligence<\/td><\/tr><tr><td>L\u01b0u l\u01b0\u1ee3ng hu\u1ea5n luy\u1ec7n GPU theo chi\u1ec1u East-West (RoCEv2 ho\u1eb7c InfiniBand Compute Fabric)<\/td><td>Kh\u00f4ng quan s\u00e1t \u0111\u01b0\u1ee3c<\/td><td>Do RDMA b\u1ecf qua ng\u0103n x\u1ebfp IP, c\u1ea7n s\u1eed d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p gi\u00e1m s\u00e1t RDMA chuy\u00ean d\u1ee5ng \u0111\u1ec3 theo d\u00f5i Compute Fabric<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h5 class=\"wp-block-heading\">Tri\u1ec3n khai NFO \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng quan s\u00e1t h\u1ea1 t\u1ea7ng AI<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">NFO l\u00e0 gi\u1ea3i ph\u00e1p thu\u1ea7n ph\u1ea7n m\u1ec1m, c\u00f3 th\u1ec3 tri\u1ec3n khai tr\u00ean c\u00e1c m\u00e1y ch\u1ee7 Linux ho\u1eb7c Windows Server ti\u00eau chu\u1ea9n m\u00e0 kh\u00f4ng c\u1ea7n thay \u0111\u1ed5i b\u1ea5t k\u1ef3 ph\u1ea7n c\u1ee9ng n\u00e0o trong h\u1ea1 t\u1ea7ng AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u00f4 h\u00ecnh tri\u1ec3n khai r\u1ea5t \u0111\u01a1n gi\u1ea3n: NFO thu th\u1eadp d\u1eef li\u1ec7u NetFlow ho\u1eb7c IPFIX t\u1eeb c\u00e1c router v\u00e0 switch t\u1ea1i ranh gi\u1edbi k\u1ebft n\u1ed1i gi\u1eefa c\u1ee5m AI v\u1edbi m\u1ea1ng l\u01b0u tr\u1eef v\u00e0 m\u1ea1ng doanh nghi\u1ec7p, sau \u0111\u00f3 l\u00e0m gi\u00e0u d\u1eef li\u1ec7u v\u00e0 chuy\u1ec3n ti\u1ebfp t\u1edbi n\u1ec1n t\u1ea3ng SIEM ho\u1eb7c h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t c\u1ee7a doanh nghi\u1ec7p. To\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh tri\u1ec3n khai c\u00f3 th\u1ec3 ho\u00e0n th\u00e0nh trong ch\u01b0a \u0111\u1ea7y m\u1ed9t gi\u1edd.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c tri\u1ec3n khai d\u1ecbch v\u1ee5 AI trong c\u00e1c m\u00f4i tr\u01b0\u1eddng c\u00f3 y\u00eau c\u1ea7u b\u1ea3o m\u1eadt v\u00e0 tu\u00e2n th\u1ee7 nghi\u00eam ng\u1eb7t, ki\u1ebfn tr\u00fac on-premises v\u00e0 t\u01b0\u01a1ng th\u00edch v\u1edbi m\u00f4i tr\u01b0\u1eddng air-gap c\u1ee7a NFO \u0111\u1ea3m b\u1ea3o to\u00e0n b\u1ed9 d\u1eef li\u1ec7u gi\u00e1m s\u00e1t c\u1ee7a h\u1ea1 t\u1ea7ng AI lu\u00f4n \u0111\u01b0\u1ee3c gi\u1eef b\u00ean trong ranh gi\u1edbi b\u1ea3o m\u1eadt c\u1ee7a t\u1ed5 ch\u1ee9c. Ki\u1ebfn tr\u00fac tri\u1ec3n khai d\u00e0nh cho c\u00e1c m\u00f4i tr\u01b0\u1eddng m\u1eadt ho\u1eb7c nh\u1ea1y c\u1ea3m \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y chi ti\u1ebft trong t\u00e0i li\u1ec7u <em>NFO Government Solution Brief<\/em>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h5 class=\"wp-block-heading\">K\u1ebft lu\u1eadn<\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">NFO kh\u00f4ng cung c\u1ea5p kh\u1ea3 n\u0103ng quan s\u00e1t b\u00ean trong GPU Compute Fabric, \u0111\u00e2y l\u00e0 ph\u1ea1m vi c\u1ea7n \u0111\u1ebfn c\u00e1c c\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t RDMA chuy\u00ean d\u1ee5ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tuy nhi\u00ean, NFO mang \u0111\u1ebfn kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t m\u1ea1ng li\u00ean t\u1ee5c c\u00f9ng d\u1eef li\u1ec7u Flow Telemetry \u0111\u00e3 \u0111\u01b0\u1ee3c l\u00e0m gi\u00e0u \u0111\u1ed1i v\u1edbi to\u00e0n b\u1ed9 l\u01b0u l\u01b0\u1ee3ng \u0111i qua ranh gi\u1edbi c\u1ee7a c\u1ee5m AI, bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C\u00e1c k\u1ebft n\u1ed1i \u0111i ra ngo\u00e0i c\u00f3 th\u1ec3 l\u00e0 d\u1ea5u hi\u1ec7u c\u1ee7a m\u1ed9t s\u1ef1 c\u1ed1 an ninh m\u1ea1ng.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u01b0u l\u01b0\u1ee3ng l\u01b0u tr\u1eef ph\u1ee5c v\u1ee5 qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u01b0u l\u01b0\u1ee3ng AI Inference ph\u1ee5c v\u1ee5 ng\u01b0\u1eddi d\u00f9ng.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u01b0u l\u01b0\u1ee3ng qu\u1ea3n tr\u1ecb v\u00e0 v\u1eadn h\u00e0nh c\u1ee5m AI.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ed1i v\u1edbi ph\u1ea7n l\u1edbn doanh nghi\u1ec7p tri\u1ec3n khai h\u1ea1 t\u1ea7ng AI, ranh gi\u1edbi c\u1ee7a c\u1ee5m AI (cluster boundary) ch\u00ednh l\u00e0 n\u01a1i t\u1ed3n t\u1ea1i kho\u1ea3ng tr\u1ed1ng l\u1edbn nh\u1ea5t v\u1ec1 kh\u1ea3 n\u0103ng quan s\u00e1t \u0111\u1ed1i v\u1edbi c\u1ea3 v\u1eadn h\u00e0nh v\u00e0 an ninh m\u1ea1ng. Trong khi RDMA Fabric \u0111\u00e3 c\u00f3 c\u00e1c c\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t chuy\u00ean bi\u1ec7t, th\u00ec m\u1ea1ng front-end l\u1ea1i th\u01b0\u1eddng ch\u01b0a \u0111\u01b0\u1ee3c \u0111\u1ea7u t\u01b0 \u0111\u1ea7y \u0111\u1ee7 v\u1ec1 kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>C\u1ee5m GPU \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng t\u00e0i s\u1ea3n gi\u00e1 tr\u1ecb nh\u1ea5t c\u1ee7a h\u1ea1 t\u1ea7ng CNTT doanh nghi\u1ec7p. V\u00ec v\u1eady, m\u1ea1ng l\u01b0\u1edbi bao quanh n\u00f3 c\u0169ng c\u1ea7n \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t v\u1edbi m\u1ee9c \u0111\u1ed9 t\u01b0\u01a1ng \u0111\u01b0\u01a1ng nh\u01b0 b\u1ea5t k\u1ef3 t\u00e0i s\u1ea3n tr\u1ecdng y\u1ebfu n\u00e0o kh\u00e1c.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>V\u1ec1 DT Asia<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DT Asia \u0111\u01b0\u1ee3c th\u00e0nh l\u1eadp n\u0103m 2007 v\u1edbi s\u1ee9 m\u1ec7nh \u0111\u01b0a c\u00e1c gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt CNTT ti\u00ean phong kh\u00e1c nhau t\u1eeb Hoa K\u1ef3, Ch\u00e2u \u00c2u v\u00e0 Israel gia nh\u1eadp th\u1ecb tr\u01b0\u1eddng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hi\u1ec7n t\u1ea1i, DT Asia \u0111\u00e3 l\u00e0 m\u1ed9t nh\u00e0 ph\u00e2n ph\u1ed1i gi\u00e1 tr\u1ecb gia t\u0103ng trong khu v\u1ef1c \u0111\u1ed1i v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p an ninh m\u1ea1ng, cung c\u1ea5p c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn cho c\u00e1c t\u1ed5 ch\u1ee9c ch\u00ednh ph\u1ee7 tr\u1ecdng y\u1ebfu c\u0169ng nh\u01b0 c\u00e1c kh\u00e1ch h\u00e0ng t\u01b0 nh\u00e2n l\u1edbn bao g\u1ed3m c\u00e1c ng\u00e2n h\u00e0ng to\u00e0n c\u1ea7u v\u00e0 c\u00e1c c\u00f4ng ty trong danh s\u00e1ch Fortune 500. V\u1edbi c\u00e1c v\u0103n ph\u00f2ng v\u00e0 \u0111\u1ed1i t\u00e1c r\u1ed9ng kh\u1eafp trong khu v\u1ef1c Ch\u00e2u \u00c1 Th\u00e1i B\u00ecnh D\u01b0\u01a1ng, ch\u00fang t\u00f4i hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 th\u1ecb tr\u01b0\u1eddng v\u00e0 t\u1eeb \u0111\u00f3 mang \u0111\u1ebfn nh\u1eefng gi\u1ea3i ph\u00e1p b\u1ea3n \u0111\u1ecba h\u00f3a ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng qu\u1ed1c gia, t\u1eebng t\u1ed5 ch\u1ee9c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>DT Asia c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 b\u1ea1n nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u1ebfu b\u1ea1n mu\u1ed1n t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 gi\u1ea3i ph\u00e1p gi\u00e1m s\u00e1t h\u1ea1 t\u1ea7ng AI d\u00e0nh cho \u0111\u1ed9i ng\u0169 An ninh v\u00e0 V\u1eadn h\u00e0nh, DT Asia lu\u00f4n s\u1eb5n s\u00e0ng h\u1ed7 tr\u1ee3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">L\u00e0 nh\u00e0 ph\u00e2n ph\u1ed1i ch\u00ednh th\u1ee9c c\u1ee7a NetFlow Logic t\u1ea1i Singapore v\u00e0 nhi\u1ec1u th\u1ecb tr\u01b0\u1eddng trong khu v\u1ef1c Ch\u00e2u \u00c1, DT Asia s\u1edf h\u1eefu \u0111\u1ed9i ng\u0169 k\u1ef9 s\u01b0 gi\u00e0u kinh nghi\u1ec7m v\u1ec1 s\u1ea3n ph\u1ea9m v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 li\u00ean quan. Ch\u00fang t\u00f4i cung c\u1ea5p gi\u1ea3i ph\u00e1p tr\u1ecdn g\u00f3i (turnkey), bao g\u1ed3m t\u01b0 v\u1ea5n, tri\u1ec3n khai v\u00e0 d\u1ecbch v\u1ee5 b\u1ea3o tr\u00ec, gi\u00fap doanh nghi\u1ec7p nhanh ch\u00f3ng khai th\u00e1c hi\u1ec7u qu\u1ea3 c\u00e1c gi\u1ea3i ph\u00e1p gi\u00e1m s\u00e1t v\u00e0 ph\u00e2n t\u00edch l\u01b0u l\u01b0\u1ee3ng m\u1ea1ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p c\u1ee7a NetFlow Logic, vui l\u00f2ng truy c\u1eadp:\u00a0<a href=\"https:\/\/dtasiagroup.com\/netflowlogic\/\">https:\/\/dtasiagroup.com\/netflowlogic\/<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>C\u00e1c t\u1ed5 ch\u1ee9c \u0111ang tri\u1ec3n khai h\u1ea1 t\u1ea7ng GPU ph\u1ee5c v\u1ee5 hu\u1ea5n luy\u1ec7n v\u00e0 suy lu\u1eadn ng\u00e0y c\u00e0ng ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c m\u1edbi v\u1ec1 h\u1ea1 t\u1ea7ng m\u1ea1ng. Kh\u00e1c v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng doanh nghi\u1ec7p truy\u1ec1n th\u1ed1ng, kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh l\u01b0u l\u01b0\u1ee3ng m\u1ea1ng \u0111\u1eb7c th\u00f9, bao g\u1ed3m vi\u1ec7c n\u1ea1p d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn tr\u01b0\u1edbc khi hu\u1ea5n luy\u1ec7n, truy\u1ec1n c\u00e1c checkpoint c\u1ee7a m\u00f4 h\u00ecnh v\u1edbi b\u0103ng th\u00f4ng cao \u0111\u1ebfn h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00e2n t\u00e1n, x\u1eed l\u00fd li\u00ean t\u1ee5c c\u00e1c y\u00eau c\u1ea7u suy lu\u1eadn t\u1eeb h\u00e0ng ngh\u00ecn ng\u01b0\u1eddi d\u00f9ng, c\u00f9ng v\u1edbi l\u01b0u l\u01b0\u1ee3ng qu\u1ea3n tr\u1ecb h\u1ec7 th\u1ed1ng di\u1ec5n ra xuy\u00ean su\u1ed1t gi\u1eefa c\u00e1c ranh gi\u1edbi c\u1ee7a c\u1ee5m AI.<\/p>\n","protected":false},"author":11,"featured_media":16354,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[79,63],"tags":[],"class_list":["post-16434","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bai-viet","category-announcements-vi"],"_links":{"self":[{"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/posts\/16434","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/comments?post=16434"}],"version-history":[{"count":4,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/posts\/16434\/revisions"}],"predecessor-version":[{"id":16447,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/posts\/16434\/revisions\/16447"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/media\/16354"}],"wp:attachment":[{"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/media?parent=16434"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/categories?post=16434"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dtasiagroup.com\/vi\/wp-json\/wp\/v2\/tags?post=16434"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}