{"id":128218,"date":"2026-07-09T14:10:46","date_gmt":"2026-07-09T07:10:46","guid":{"rendered":"https:\/\/tino.vn\/blog\/?p=128218"},"modified":"2026-07-21T16:11:33","modified_gmt":"2026-07-21T09:11:33","slug":"nvidia-nemotron-la-gi","status":"publish","type":"post","link":"https:\/\/tino.vn\/blog\/nvidia-nemotron-la-gi\/","title":{"rendered":"NVIDIA Nemotron l\u00e0 g\u00ec? Model AI m\u1edf \u0111ang thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i Agentic AI\u00a0"},"content":{"rendered":"\n

N\u1ebfu \u0111ang theo d\u00f5i l\u00e0n s\u00f3ng Agentic AI, ch\u1eafc h\u1eb3n b\u1ea1n t\u1eebng nghe nh\u1eafc \u0111\u1ebfn c\u00e1i t\u00ean NVIDIA Nemotron – m\u1ed9t d\u00f2ng model AI m\u1edf, \u0111a ph\u01b0\u01a1ng th\u1ee9c, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho AI Agent c\u00f3 kh\u1ea3 n\u0103ng suy lu\u1eadn, d\u00f9ng c\u00f4ng c\u1ee5, x\u1eed l\u00fd t\u00e1c v\u1ee5 d\u00e0i v\u00e0 tri\u1ec3n khai linh ho\u1ea1t t\u1eeb m\u00e1y tr\u1ea1m, cloud \u0111\u1ebfn trung t\u00e2m d\u1eef li\u1ec7u. C\u00f9ng Tino t\u00ecm hi\u1ec3u chi ti\u1ebft NVIDIA Nemotron l\u00e0 g\u00ec qua b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y nh\u00e9!<\/p>\n\n\n\n

T\u1ed5ng quan v\u1ec1 NVIDIA Nemotron<\/strong><\/h2>\n\n\n\n

NVIDIA Nemotron l\u00e0 g\u00ec?<\/strong><\/h3>\n\n\n\n

NVIDIA Nemotron l\u00e0 m\u1ed9t d\u00f2ng m\u00f4 h\u00ecnh AI m\u00e3 ngu\u1ed3n m\u1edf do NVIDIA ph\u00e1t tri\u1ec3n \u0111\u1ec3 ph\u1ee5c v\u1ee5 nhi\u1ec1u lo\u1ea1i \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Thay v\u00ec ch\u1ec9 t\u1eadp trung v\u00e0o tr\u1ea3 l\u1eddi h\u1ed9i tho\u1ea1i, Nemotron \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u cho AI Agent, t\u1ee9c c\u00e1c h\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 nh\u1eadn m\u1ee5c ti\u00eau, chia nh\u1ecf c\u00f4ng vi\u1ec7c, g\u1ecdi c\u00f4ng c\u1ee5, \u0111\u1ecdc d\u1eef li\u1ec7u, ki\u1ec3m tra k\u1ebft qu\u1ea3 v\u00e0 ti\u1ebfp t\u1ee5c x\u1eed l\u00fd qua nhi\u1ec1u l\u01b0\u1ee3t. <\/p>\n\n\n

\n
\"NVIDIA
NVIDIA Nemotron l\u00e0 g\u00ec?<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n

\u0110i\u1ec3m \u0111\u1eb7c bi\u1ec7t khi\u1ebfn NVIDIA Nemotron \u0111\u01b0\u1ee3c c\u1ed9ng \u0111\u1ed3ng ph\u00e1t tri\u1ec3n AI ch\u00fa \u00fd ch\u00ednh l\u00e0 t\u00ednh m\u1edf. To\u00e0n b\u1ed9 h\u1ec7 sinh th\u00e1i kh\u00f4ng ch\u1ec9 d\u1eebng \u1edf m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef d\u1ea1ng v\u0103n b\u1ea3n m\u00e0 c\u00f2n m\u1edf r\u1ed9ng sang c\u00e1c m\u1ea3ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh, x\u1eed l\u00fd gi\u1ecdng n\u00f3i, truy xu\u1ea5t th\u00f4ng tin v\u00e0 ki\u1ec3m duy\u1ec7t an to\u00e0n n\u1ed9i dung. Nh\u1edd v\u1eady, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ef1 tri\u1ec3n khai, t\u00f9y ch\u1ec9nh v\u00e0 v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng AI ngay tr\u00ean h\u1ea1 t\u1ea7ng ri\u00eang, \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u v\u1ec1 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u v\u00e0 tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh m\u00e0 nhi\u1ec1u m\u00f4 h\u00ecnh \u0111\u00f3ng kh\u00f3 l\u00f2ng \u0111\u00e1p \u1ee9ng.<\/p>\n\n\n\n

NVIDIA chia Nemotron th\u00e0nh c\u00e1c nh\u00e1nh nh\u01b0 Nano, Super v\u00e0 Ultra, trong \u0111\u00f3 Nano \u01b0u ti\u00ean chi ph\u00ed v\u00e0 t\u1ed1c \u0111\u1ed9, Super c\u00e2n b\u1eb1ng gi\u1eefa hi\u1ec7u su\u1ea5t v\u00e0 suy lu\u1eadn, c\u00f2n Ultra ph\u1ee5c v\u1ee5 c\u00e1c t\u00e1c v\u1ee5 \u0111\u00f2i h\u1ecfi n\u0103ng l\u1ef1c suy lu\u1eadn cao nh\u1ea5t. <\/p>\n\n\n\n

L\u1ecbch s\u1eed ra \u0111\u1eddi v\u00e0 ph\u00e1t tri\u1ec3n c\u1ee7a NVIDIA Nemotron<\/strong><\/h3>\n\n\n\n

D\u00f2ng NVIDIA Nemotron \u0111\u00e3 tr\u1ea3i qua nhi\u1ec1u th\u1ebf h\u1ec7, nh\u01b0ng b\u01b0\u1edbc ngo\u1eb7t l\u1edbn nh\u1ea5t di\u1ec5n ra v\u00e0o n\u0103m 2026 v\u1edbi s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a th\u1ebf h\u1ec7 Nemotron 3. Gia \u0111\u00ecnh Nemotron 3 g\u1ed3m ba k\u00edch c\u1ee1 Nano, Super v\u00e0 Ultra \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u t\u1ea1i s\u1ef1 ki\u1ec7n GTC v\u00e0o th\u00e1ng 3 n\u0103m 2026, m\u1edf \u0111\u1ea7u b\u1eb1ng hai phi\u00ean b\u1ea3n Nano v\u00e0 Super. Ti\u1ebfp \u0111\u00f3, phi\u00ean b\u1ea3n \u0111a ph\u01b0\u01a1ng th\u1ee9c Nemotron 3 Nano Omni ra m\u1eaft v\u00e0o cu\u1ed1i th\u00e1ng 4, t\u00edch h\u1ee3p kh\u1ea3 n\u0103ng x\u1eed l\u00fd \u0111\u1ed3ng th\u1eddi h\u00ecnh \u1ea3nh, \u00e2m thanh, video v\u00e0 v\u0103n b\u1ea3n trong c\u00f9ng m\u1ed9t h\u1ec7 th\u1ed1ng.<\/p>\n\n\n\n

\u0110\u1ec9nh \u0111i\u1ec3m c\u1ee7a chu\u1ed7i ra m\u1eaft l\u00e0 s\u1ef1 ki\u1ec7n Computex 2026 t\u1ed5 ch\u1ee9c t\u1ea1i \u0110\u00e0i Loan v\u00e0o \u0111\u1ea7u th\u00e1ng 6, n\u01a1i CEO Jensen Huang ch\u00ednh th\u1ee9c c\u00f4ng b\u1ed1 Nemotron 3 Ultra – phi\u00ean b\u1ea3n m\u1ea1nh m\u1ebd nh\u1ea5t trong to\u00e0n b\u1ed9 d\u00f2ng s\u1ea3n ph\u1ea9m, ch\u00ednh th\u1ee9c ph\u00e1t h\u00e0nh v\u00e0o ng\u00e0y 4 th\u00e1ng 6 n\u0103m 2026. Ch\u1ec9 trong v\u00f2ng ch\u01b0a \u0111\u1ea7y m\u1ed9t n\u0103m, to\u00e0n b\u1ed9 h\u1ecd m\u00f4 h\u00ecnh Nemotron 3 \u0111\u00e3 ghi nh\u1eadn h\u01a1n 50 tri\u1ec7u l\u01b0\u1ee3t t\u1ea3i xu\u1ed1ng, cho th\u1ea5y s\u1ee9c h\u00fat m\u1ea1nh m\u1ebd t\u1eeb c\u1ed9ng \u0111\u1ed3ng ph\u00e1t tri\u1ec3n to\u00e0n c\u1ea7u.<\/p>\n\n\n\n

V\u00ec sao NVIDIA ph\u00e1t tri\u1ec3n Nemotron?<\/strong><\/h3>\n\n\n\n

NVIDIA v\u1ed1n \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn l\u00e0 c\u00f4ng ty d\u1eabn \u0111\u1ea7u v\u1ec1 GPU cho AI. Tuy nhi\u00ean, trong giai \u0111o\u1ea1n AI Agent ph\u00e1t tri\u1ec3n m\u1ea1nh, ch\u1ec9 c\u00f3 ph\u1ea7n c\u1ee9ng l\u00e0 ch\u01b0a \u0111\u1ee7. Doanh nghi\u1ec7p c\u1ea7n c\u1ea3 model, d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n, c\u00f4ng c\u1ee5 tri\u1ec3n khai, c\u00f4ng c\u1ee5 t\u1ed1i \u01b0u v\u00e0 m\u00f4i tr\u01b0\u1eddng b\u1ea3o m\u1eadt \u0111\u1ec3 \u0111\u01b0a AI v\u00e0o s\u1ea3n xu\u1ea5t.<\/p>\n\n\n\n

Nemotron ra \u0111\u1eddi \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u n\u00e0y. Theo NVIDIA, c\u00e1c h\u1ec7 th\u1ed1ng AI Agent ch\u1ea1y l\u00e2u d\u00e0i th\u01b0\u1eddng ph\u00e1t sinh nhi\u1ec1u token h\u01a1n chatbot th\u00f4ng th\u01b0\u1eddng, v\u00ec Agent ph\u1ea3i l\u1eadp k\u1ebf ho\u1ea1ch, g\u1ecdi c\u00f4ng c\u1ee5, \u0111\u1ecdc k\u1ebft qu\u1ea3, truy\u1ec1n l\u1ecbch s\u1eed h\u1ed9i tho\u1ea1i v\u00e0 ti\u1ebfp t\u1ee5c suy lu\u1eadn trong nhi\u1ec1u v\u00f2ng. \u0110i\u1ec1u n\u00e0y d\u1ec5 l\u00e0m t\u0103ng chi ph\u00ed, t\u0103ng \u0111\u1ed9 tr\u1ec5 v\u00e0 khi\u1ebfn Agent l\u1ec7ch kh\u1ecfi m\u1ee5c ti\u00eau ban \u0111\u1ea7u.<\/p>\n\n\n

\n
\"V\u00ec
V\u00ec sao NVIDIA ph\u00e1t tri\u1ec3n Nemotron?<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n

V\u1edbi Nemotron, NVIDIA mu\u1ed1n t\u1ea1o ra d\u00f2ng model c\u00f3 kh\u1ea3 n\u0103ng suy lu\u1eadn t\u1ed1t nh\u01b0ng v\u1eabn ti\u1ebft ki\u1ec7m t\u00e0i nguy\u00ean. \u0110\u00e2y l\u00e0 l\u00fd do Nemotron t\u1eadp trung v\u00e0o c\u00e1c y\u1ebfu t\u1ed1 nh\u01b0 t\u1ed1c \u0111\u1ed9 sinh token, c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh l\u1edbn, ki\u1ebfn tr\u00fac Mixture-of-Experts, t\u1ed1i \u01b0u tr\u00ean GPU NVIDIA v\u00e0 kh\u1ea3 n\u0103ng tri\u1ec3n khai trong h\u1ec7 th\u1ed1ng doanh nghi\u1ec7p.<\/p>\n\n\n\n

C\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i \u0111\u1eb1ng sau NVIDIA Nemotron<\/strong><\/h3>\n\n\n\n

Ki\u1ebfn tr\u00fac lai Mamba \u2013 Transformer MoE<\/strong><\/h4>\n\n\n\n

<\/p>\n\n\n\n

Thay v\u00ec s\u1eed d\u1ee5ng ki\u1ebfn tr\u00fac Transformer thu\u1ea7n t\u00fay nh\u01b0 ph\u1ea7n l\u1edbn m\u00f4 h\u00ecnh AI truy\u1ec1n th\u1ed1ng, NVIDIA Nemotron 3 \u00e1p d\u1ee5ng ki\u1ebfn tr\u00fac h\u1ed7n h\u1ee3p k\u1ebft h\u1ee3p Mamba v\u00e0 Transformer theo d\u1ea1ng Mixture-of-Experts (MoE). C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y cho ph\u00e9p h\u1ec7 th\u1ed1ng ch\u1ec9 k\u00edch ho\u1ea1t m\u1ed9t ph\u1ea7n nh\u1ecf m\u1ea1ng n\u01a1-ron cho m\u1ed7i l\u01b0\u1ee3t x\u1eed l\u00fd thay v\u00ec to\u00e0n b\u1ed9 m\u1ea1ng, gi\u00fap ti\u1ebft ki\u1ec7m \u0111\u00e1ng k\u1ec3 t\u00e0i nguy\u00ean t\u00ednh to\u00e1n m\u00e0 v\u1eabn duy tr\u00ec \u0111\u1ed9 ch\u00ednh x\u00e1c cao. <\/p>\n\n\n\n

V\u00ed d\u1ee5, phi\u00ean b\u1ea3n Ultra s\u1edf h\u1eefu t\u1ed5ng c\u1ed9ng 550 t\u1ef7 tham s\u1ed1, nh\u01b0ng ch\u1ec9 kho\u1ea3ng 55 t\u1ef7 tham s\u1ed1 \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t trong m\u1ed7i l\u01b0\u1ee3t suy lu\u1eadn.<\/p>\n\n\n\n

C\u00f4ng ngh\u1ec7 LatentMoE<\/strong><\/h4>\n\n\n\n

<\/p>\n\n\n\n

M\u1ed9t c\u1ea3i ti\u1ebfn \u0111\u00e1ng ch\u00fa \u00fd kh\u00e1c l\u00e0 LatentMoE \u2014 k\u1ef9 thu\u1eadt chi\u1ebfu d\u1eef li\u1ec7u token v\u00e0o m\u1ed9t kh\u00f4ng gian ti\u1ec1m \u1ea9n c\u00f3 k\u00edch th\u01b0\u1edbc nh\u1ecf h\u01a1n tr\u01b0\u1edbc khi th\u1ef1c hi\u1ec7n \u0111\u1ecbnh tuy\u1ebfn v\u00e0 t\u00ednh to\u00e1n qua c\u00e1c chuy\u00ean gia (experts), qua \u0111\u00f3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c tr\u00ean m\u1ed7i \u0111\u01a1n v\u1ecb t\u00ednh to\u00e1n. N\u00f3i \u0111\u01a1n gi\u1ea3n, c\u00f4ng ngh\u1ec7 n\u00e0y gi\u00fap h\u1ec7 th\u1ed1ng “t\u01b0 duy th\u00f4ng minh h\u01a1n” m\u00e0 kh\u00f4ng c\u1ea7n t\u0103ng th\u00eam ph\u1ea7n c\u1ee9ng x\u1eed l\u00fd.<\/p>\n\n\n

\n
\"C\u00f4ng
C\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i \u0111\u1eb1ng sau NVIDIA Nemotron<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n

Multi-Token Prediction (MTP)<\/strong><\/h4>\n\n\n\n

<\/p>\n\n\n\n

NVIDIA Nemotron c\u00f2n t\u00edch h\u1ee3p c\u00e1c l\u1edbp Multi-Token Prediction, cho ph\u00e9p d\u1ef1 \u0111o\u00e1n \u0111\u1ed3ng th\u1eddi nhi\u1ec1u token t\u01b0\u01a1ng lai thay v\u00ec t\u1eebng token m\u1ed9t, t\u1eeb \u0111\u00f3 t\u0103ng t\u1ed1c \u0111\u1ed9 suy lu\u1eadn th\u00f4ng qua c\u01a1 ch\u1ebf gi\u1ea3i m\u00e3 suy \u0111o\u00e1n (speculative decoding) ngay trong ch\u00ednh m\u00f4 h\u00ecnh. K\u1ebft h\u1ee3p v\u1edbi vi\u1ec7c hu\u1ea5n luy\u1ec7n d\u01b0\u1edbi \u0111\u1ecbnh d\u1ea1ng s\u1ed1 h\u1ecdc NVFP4 gi\u00fap gi\u1ea3m dung l\u01b0\u1ee3ng b\u1ed9 nh\u1edb c\u1ea7n thi\u1ebft, t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd tr\u00ean n\u1ec1n t\u1ea3ng NVIDIA Blackwell c\u00f3 th\u1ec3 nhanh h\u01a1n t\u1edbi 4 l\u1ea7n so v\u1edbi FP8 ch\u1ea1y tr\u00ean ki\u1ebfn tr\u00fac Hopper m\u00e0 kh\u00f4ng \u0111\u00e1nh \u0111\u1ed5i \u0111\u1ed9 ch\u00ednh x\u00e1c.<\/p>\n\n\n\n

C\u00e1c phi\u00ean b\u1ea3n NVIDIA Nemotron 3 hi\u1ec7n nay (t\u1ea1i th\u1eddi \u0111i\u1ec3m vi\u1ebft b\u00e0i)<\/strong><\/h2>\n\n\n\n

Nemotron 3 Nano<\/strong><\/h3>\n\n\n\n

\u0110\u00e2y l\u00e0 phi\u00ean b\u1ea3n nh\u1ecf g\u1ecdn nh\u1ea5t, mang l\u1ea1i kh\u1ea3 n\u0103ng suy lu\u1eadn n\u00e2ng cao v\u00e0 x\u1eed l\u00fd t\u00e1c v\u1ee5 t\u1ef1 \u0111\u1ed9ng v\u1edbi hi\u1ec7u su\u1ea5t cao nh\u1edd ki\u1ebfn tr\u00fac hybrid Transformer-Mamba MoE c\u00f9ng c\u01a1 ch\u1ebf “ng\u00e2n s\u00e1ch t\u01b0 duy” (thinking budget) c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh, cho ph\u00e9p c\u00e2n ch\u1ec9nh gi\u1eefa \u0111\u1ed9 ch\u00ednh x\u00e1c, t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd v\u00e0 chi ph\u00ed theo nhu c\u1ea7u th\u1ef1c t\u1ebf.<\/p>\n\n\n\n

Nemotron 3 Nano Omni<\/strong><\/h3>\n\n\n\n

Phi\u00ean b\u1ea3n \u0111a ph\u01b0\u01a1ng th\u1ee9c h\u1ee3p nh\u1ea5t kh\u1ea3 n\u0103ng x\u1eed l\u00fd th\u1ecb gi\u00e1c, \u00e2m thanh v\u00e0 ng\u00f4n ng\u1eef trong c\u00f9ng m\u1ed9t h\u1ec7 th\u1ed1ng duy nh\u1ea5t, gi\u00fap c\u00e1c t\u00e1c nh\u00e2n AI ph\u1ea3n h\u1ed3i nhanh v\u00e0 ch\u00ednh x\u00e1c h\u01a1n khi ph\u1ea3i suy lu\u1eadn \u0111\u1ed3ng th\u1eddi tr\u00ean video, \u00e2m thanh, h\u00ecnh \u1ea3nh v\u00e0 v\u0103n b\u1ea3n. Phi\u00ean b\u1ea3n n\u00e0y hi\u1ec7n d\u1eabn \u0111\u1ea7u s\u00e1u b\u1ea3ng x\u1ebfp h\u1ea1ng li\u00ean quan \u0111\u1ebfn hi\u1ec3u t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p v\u00e0 x\u1eed l\u00fd video, \u00e2m thanh.<\/p>\n\n\n\n

Nemotron 3 Super<\/strong><\/h3>\n\n\n\n

Ra m\u1eaft ng\u00e0y 11 th\u00e1ng 3 n\u0103m 2026, Nemotron 3 Super s\u1edf h\u1eefu 120 t\u1ef7 tham s\u1ed1 t\u1ed5ng v\u1edbi 12 t\u1ef7 tham s\u1ed1 k\u00edch ho\u1ea1t, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 v\u1eadn h\u00e0nh c\u00e1c h\u1ec7 th\u1ed1ng Agentic AI ph\u1ee9c t\u1ea1p \u1edf quy m\u00f4 l\u1edbn. Phi\u00ean b\u1ea3n n\u00e0y c\u00f3 c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh l\u00ean \u0111\u1ebfn 1 tri\u1ec7u token, cho ph\u00e9p c\u00e1c t\u00e1c nh\u00e2n AI l\u01b0u gi\u1eef to\u00e0n b\u1ed9 tr\u1ea1ng th\u00e1i c\u00f4ng vi\u1ec7c trong b\u1ed9 nh\u1edb, tr\u00e1nh t\u00ecnh tr\u1ea1ng l\u1ec7ch m\u1ee5c ti\u00eau khi x\u1eed l\u00fd t\u00e1c v\u1ee5 d\u00e0i. Nhi\u1ec1u \u0111\u1ed1i t\u00e1c l\u1edbn nh\u01b0 Perplexity, CodeRabbit, Amdocs, Palantir, Cadence v\u00e0 Siemens \u0111\u00e3 t\u00edch h\u1ee3p phi\u00ean b\u1ea3n Super v\u00e0o h\u1ec7 th\u1ed1ng c\u1ee7a h\u1ecd.<\/p>\n\n\n

\n
\"C\u00e1c
C\u00e1c phi\u00ean b\u1ea3n NVIDIA Nemotron 3<\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n

Nemotron 3 Ultra<\/strong><\/h3>\n\n\n\n

\u0110\u00e2y l\u00e0 phi\u00ean b\u1ea3n m\u1ea1nh m\u1ebd nh\u1ea5t v\u00e0 c\u0169ng l\u00e0 m\u00f4 h\u00ecnh m\u1edf l\u1edbn nh\u1ea5t t\u1eebng \u0111\u01b0\u1ee3c NVIDIA ph\u00e1t h\u00e0nh, v\u1edbi 550 t\u1ef7 tham s\u1ed1 t\u1ed5ng v\u00e0 55 t\u1ef7 tham s\u1ed1 k\u00edch ho\u1ea1t, s\u1eed d\u1ee5ng ki\u1ebfn tr\u00fac hybrid Mamba-Attention MoE. Phi\u00ean b\u1ea3n Ultra \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n b\u1ed5 sung qua quy tr\u00ecnh tinh ch\u1ec9nh c\u00f3 gi\u00e1m s\u00e1t (SFT), h\u1ecdc t\u0103ng c\u01b0\u1eddng (RL) v\u00e0 ch\u01b0ng c\u1ea5t \u0111a gi\u00e1o vi\u00ean theo ch\u00ednh s\u00e1ch (MOPD) nh\u1eb1m n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c. Theo c\u00f4ng b\u1ed1 c\u1ee7a NVIDIA, Nemotron 3 Ultra \u0111\u1ea1t th\u00f4ng l\u01b0\u1ee3ng suy lu\u1eadn cao h\u01a1n t\u1eeb 1,6 \u0111\u1ebfn 5,9 l\u1ea7n so v\u1edbi m\u1ed9t s\u1ed1 m\u00f4 h\u00ecnh m\u1edf c\u1ea1nh tranh trong c\u00f9ng ph\u00e2n kh\u00fac, t\u00f9y v\u00e0o c\u1ea5u h\u00ecnh \u0111\u1ea7u v\u00e0o-\u0111\u1ea7u ra.<\/p>\n\n\n\n

\ud83d\udc49 Xem th\u00eam: Top 10+ m\u00f4 h\u00ecnh LLM Open Source t\u1ed1t nh\u1ea5t<\/a><\/p>\n\n\n\n

Nemotron \u0111a ph\u01b0\u01a1ng th\u1ee9c, speech, RAG v\u00e0 safety<\/strong><\/h3>\n\n\n\n

B\u00ean c\u1ea1nh c\u00e1c model suy lu\u1eadn v\u0103n b\u1ea3n, Nemotron c\u00f2n m\u1edf r\u1ed9ng sang nhi\u1ec1u nh\u00f3m t\u00e1c v\u1ee5 kh\u00e1c. NVIDIA cho bi\u1ebft d\u00f2ng Nemotron h\u1ed7 tr\u1ee3 visual understanding, speech, retrieval-augmented generation v\u00e0 safety. \u0110i\u1ec1u n\u00e0y gi\u00fap doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 x\u00e2y chatbot, m\u00e0 c\u00f2n x\u00e2y h\u1ec7 th\u1ed1ng \u0111\u1ecdc t\u00e0i li\u1ec7u, hi\u1ec3u h\u00ecnh \u1ea3nh, x\u1eed l\u00fd \u00e2m thanh, t\u00ecm ki\u1ebfm th\u00f4ng tin v\u00e0 ki\u1ec3m duy\u1ec7t n\u1ed9i dung.<\/p>\n\n\n\n

\u0110\u1eb7c bi\u1ec7t, Nemotron 3 Nano Omni \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u l\u00e0 model \u0111a ph\u01b0\u01a1ng th\u1ee9c c\u00f3 th\u1ec3 x\u1eed l\u00fd video, \u00e2m thanh, h\u00ecnh \u1ea3nh v\u00e0 v\u0103n b\u1ea3n trong m\u1ed9t workflow Agent \u0111\u01a1n gi\u1ea3n h\u01a1n. D\u00f2ng model n\u00e0y h\u1ed7 tr\u1ee3 \u0111\u1ea7u v\u00e0o \u00e2m thanh b\u00ean c\u1ea1nh v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh v\u00e0 video, \u0111\u1ed3ng th\u1eddi h\u01b0\u1edbng \u0111\u1ebfn c\u00e1c t\u00e1c v\u1ee5 nh\u01b0 hi\u1ec3u t\u00e0i li\u1ec7u, hi\u1ec3u audio-video d\u00e0i v\u00e0 computer use agent.<\/p>\n\n\n\n

\u0110i\u1ec3m kh\u00e1c bi\u1ec7t c\u1ee7a NVIDIA Nemotron so v\u1edbi c\u00e1c m\u00f4 h\u00ecnh AI kh\u00e1c<\/strong><\/h2>\n\n\n\n

Kh\u00e1c bi\u1ec7t l\u1edbn nh\u1ea5t n\u1eb1m \u1edf tri\u1ebft l\u00fd m\u1edf ho\u00e0n to\u00e0n: NVIDIA c\u00f4ng khai kh\u00f4ng ch\u1ec9 tr\u1ecdng s\u1ed1 m\u00f4 h\u00ecnh m\u00e0 c\u00f2n c\u1ea3 b\u1ed9 d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n ti\u1ec1n x\u1eed l\u00fd l\u1eabn h\u1eadu x\u1eed l\u00fd, c\u00f9ng c\u00e1c m\u00f4i tr\u01b0\u1eddng h\u1ecdc t\u0103ng c\u01b0\u1eddng ph\u1ee5c v\u1ee5 vi\u1ec7c tinh ch\u1ec9nh. \u0110i\u1ec1u n\u00e0y gi\u00fap doanh nghi\u1ec7p v\u00e0 nh\u00e0 nghi\u00ean c\u1ee9u c\u00f3 th\u1ec3 ki\u1ec3m ch\u1ee9ng, t\u00f9y bi\u1ebfn v\u00e0 t\u1ef1 tri\u1ec3n khai tr\u00ean h\u1ea1 t\u1ea7ng ri\u00eang nh\u1eb1m \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u v\u1ec1 ch\u1ee7 quy\u1ec1n d\u1eef li\u1ec7u ho\u1eb7c quy \u0111\u1ecbnh \u0111\u1ecba ph\u01b0\u01a1ng h\u00f3a.<\/p>\n\n\n

\n
\"\u0110i\u1ec3m
\u0110i\u1ec3m kh\u00e1c bi\u1ec7t c\u1ee7a NVIDIA Nemotron so v\u1edbi c\u00e1c m\u00f4 h\u00ecnh AI kh\u00e1c<\/strong><\/strong><\/strong><\/figcaption><\/figure>\n<\/div>\n\n\n

B\u00ean c\u1ea1nh \u0111\u00f3, chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a nhi\u1ec1u doanh nghi\u1ec7p hi\u1ec7n nay l\u00e0 ph\u1ed1i h\u1ee3p linh ho\u1ea1t gi\u1eefa m\u00f4 h\u00ecnh \u0111\u1ed9c quy\u1ec1n cho c\u00e1c t\u00e1c v\u1ee5 suy lu\u1eadn \u0111\u1ec9nh cao v\u00e0 NVIDIA Nemotron cho ph\u1ea7n l\u1edbn t\u00e1c v\u1ee5 c\u00f2n l\u1ea1i nh\u1eb1m t\u1ed1i \u01b0u chi ph\u00ed v\u1eadn h\u00e0nh. \u0110\u00e2y ch\u00ednh l\u00e0 l\u00fd do NVIDIA Nemotron th\u01b0\u1eddng \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 “c\u00f4ng c\u1ee5 cho c\u00e1c t\u00e1c nh\u00e2n AI \u0111a t\u1ea7ng” thay v\u00ec \u0111\u01a1n thu\u1ea7n c\u1ea1nh tranh tr\u1ef1c di\u1ec7n v\u1edbi c\u00e1c chatbot \u0111\u00f3ng.<\/p>\n\n\n\n

Hi\u1ec7u n\u0103ng NVIDIA Nemotron 3 Ultra qua c\u00e1c b\u00e0i Benchmark 2026<\/strong><\/h2>\n\n\n\n

Theo \u0111\u00e1nh gi\u00e1 \u0111\u1ed9c l\u1eadp t\u1eeb Artificial Analysis, Nemotron 3 Ultra \u0111\u1ea1t 48 \u0111i\u1ec3m tr\u00ean Intelligence Index – m\u1ee9c cao nh\u1ea5t t\u1eebng ghi nh\u1eadn \u0111\u1ed1i v\u1edbi m\u1ed9t m\u00f4 h\u00ecnh m\u1edf do m\u1ed9t c\u00f4ng ty M\u1ef9 ph\u00e1t tri\u1ec3n, v\u01b0\u1ee3t qua Gemma 4 31B, Nemotron 3 Super v\u00e0 gpt-oss-120b. Tuy nhi\u00ean, kho\u1ea3ng c\u00e1ch v\u1edbi c\u00e1c m\u00f4 h\u00ecnh m\u1edf t\u1eeb Trung Qu\u1ed1c v\u1eabn c\u00f2n t\u1ed3n t\u1ea1i: Kimi K2.6 c\u1ee7a Moonshot AI \u0111\u1ea1t 54 \u0111i\u1ec3m tr\u00ean c\u00f9ng thang \u0111o, x\u1ebfp th\u1ee9 t\u01b0 to\u00e0n c\u1ea7u t\u00ednh c\u1ea3 m\u00f4 h\u00ecnh \u0111\u00f3ng l\u1eabn m\u1edf.<\/p>\n\n\n\n

B\u00f9 l\u1ea1i, \u0111i\u1ec3m m\u1ea1nh c\u1ee7a Nemotron 3 Ultra n\u1eb1m \u1edf t\u1ed1c \u0111\u1ed9 v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh. Tr\u00ean h\u1ea1 t\u1ea7ng NVIDIA, m\u00f4 h\u00ecnh n\u00e0y \u0111\u1ea1t t\u1ed1c \u0111\u1ed9 h\u01a1n 300 token m\u1ed7i gi\u00e2y, nhanh h\u01a1n t\u1eeb 3 \u0111\u1ebfn 6 l\u1ea7n so v\u1edbi c\u00e1c \u0111\u1ed1i th\u1ee7 Trung Qu\u1ed1c hi\u1ec7n c\u00f3, \u0111\u1ed3ng th\u1eddi ti\u1ebft ki\u1ec7m kho\u1ea3ng 30% chi ph\u00ed tr\u00ean m\u1ed7i t\u00e1c v\u1ee5. Trong m\u1ed9t b\u00e0i ki\u1ec3m th\u1eed th\u1ef1c t\u1ebf c\u1ee7a CodeRabbit v\u1ec1 \u0111\u00e1nh gi\u00e1 m\u00e3 ngu\u1ed3n t\u1ef1 \u0111\u1ed9ng, Nemotron 3 Ultra ho\u00e0n t\u1ea5t chu tr\u00ecnh r\u00e0 so\u00e1t v\u1edbi th\u1eddi gian trung b\u00ecnh 7 ph\u00fat 6 gi\u00e2y, so v\u1edbi 8 ph\u00fat 31 gi\u00e2y c\u1ee7a m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng \u0111\u1ed1i ch\u1ee9ng – t\u01b0\u01a1ng \u0111\u01b0\u01a1ng m\u1ee9c c\u1ea3i thi\u1ec7n t\u1ed1c \u0111\u1ed9 kho\u1ea3ng 16%.<\/p>\n\n\n\n

\u01afu \u0111i\u1ec3m v\u00e0 h\u1ea1n ch\u1ebf c\u1ee7a NVIDIA Nemotron<\/strong><\/h2>\n\n\n\n

\u01afu \u0111i\u1ec3m<\/strong><\/h3>\n\n\n\n