{"id":67068,"date":"2026-07-24T09:13:55","date_gmt":"2026-07-24T02:13:55","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/07\/24\/jefferies-va-aws-xay-dung-tro-ly-ai-tu-dong-hoa-phan-tich-du-lieu-giao-dich\/"},"modified":"2026-07-24T14:46:24","modified_gmt":"2026-07-24T07:46:24","slug":"jefferies-va-aws-xay-dung-tro-ly-ai-tu-dong-hoa-phan-tich-du-lieu-giao-dich","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/24\/jefferies-va-aws-xay-dung-tro-ly-ai-tu-dong-hoa-phan-tich-du-lieu-giao-dich\/","title":{"rendered":"Jefferies v\u00e0 AWS x\u00e2y d\u1ef1ng tr\u1ee3 l\u00fd AI, t\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e2n t\u00edch d\u1eef li\u1ec7u giao d\u1ecbch"},"content":{"rendered":"

Jefferies, m\u1ed9t ng\u00e2n h\u00e0ng \u0111\u1ea7u t\u01b0 to\u00e0n c\u1ea7u, \u0111\u00e3 h\u1ee3p t\u00e1c c\u00f9ng AWS \u0111\u1ec3 tri\u1ec3n khai m\u1ed9t tr\u1ee3 l\u00fd AI t\u00e1c t\u1eed (agentic AI<\/em>), gi\u00fap c\u00e1c nh\u00e0 giao d\u1ecbch (trader) t\u1ea1i b\u1ed9 ph\u1eadn giao d\u1ecbch tr\u1ef1c ti\u1ebfp t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng. Gi\u1ea3i ph\u00e1p n\u00e0y cho ph\u00e9p trader truy v\u1ea5n v\u00e0 ph\u00e2n t\u00edch h\u00e0ng tri\u1ec7u d\u00f2ng d\u1eef li\u1ec7u b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, nh\u1eadn v\u1ec1 th\u00f4ng tin chi ti\u1ebft theo th\u1eddi gian th\u1ef1c m\u00e0 kh\u00f4ng c\u1ea7n bi\u1ebft l\u1eadp tr\u00ecnh. \u0110i\u1ec1u n\u00e0y gi\u00fap t\u0103ng hi\u1ec7u su\u1ea5t \u0111\u00e1ng k\u1ec3 v\u00e0 cho ph\u00e9p h\u1ecd ra quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng h\u01a1n d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/p>\n

Th\u00e1ch th\u1ee9c trong v\u1eadn h\u00e0nh giao d\u1ecbch t\u00e0i ch\u00ednh<\/h2>\n

\u0110\u1ed1i v\u1edbi c\u00e1c b\u1ed9 ph\u1eadn giao d\u1ecbch tr\u1ef1c ti\u1ebfp t\u1ea1i c\u00e1c ng\u00e2n h\u00e0ng \u0111\u1ea7u t\u01b0, th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t l\u00e0 nhu c\u1ea7u khai th\u00e1c th\u00f4ng tin chi ti\u1ebft theo th\u1eddi gian th\u1ef1c t\u1eeb kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u1ec1 h\u00e0nh vi kh\u00e1ch h\u00e0ng, m\u00f4 h\u00ecnh giao d\u1ecbch v\u00e0 xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh trong t\u00edch t\u1eafc. Tuy nhi\u00ean, c\u00e1c trader th\u01b0\u1eddng kh\u00f4ng c\u00f3 th\u1eddi gian ho\u1eb7c k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh \u0111\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 duy tr\u00ec c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng cung c\u1ea5p nh\u1eefng th\u00f4ng tin \u0111\u00f3.<\/p>\n

V\u1edbi h\u00e0ng tri\u1ec7u d\u00f2ng d\u1eef li\u1ec7u n\u1eb1m r\u1ea3i r\u00e1c tr\u00ean nhi\u1ec1u c\u00f4ng c\u1ee5 tr\u1ef1c quan h\u00f3a, vi\u1ec7c c\u00f3 \u0111\u01b0\u1ee3c m\u1ed9t c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n l\u00e0 r\u1ea5t kh\u00f3 kh\u0103n. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng bu\u1ed9c trader ph\u1ea3i d\u1ef1a v\u00e0o c\u00e1c chuy\u00ean gia \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 ph\u1ed1i h\u1ee3p v\u1edbi \u0111\u1ed9i ng\u0169 IT \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c dashboard t\u00f9y ch\u1ec9nh, m\u1ed9t quy tr\u00ecnh c\u00f3 th\u1ec3 m\u1ea5t nhi\u1ec1u ng\u00e0y ho\u1eb7c nhi\u1ec1u tu\u1ea7n. K\u1ebft qu\u1ea3 l\u00e0 t\u1ea1o ra m\u1ed9t kho\u1ea3ng c\u00e1ch ng\u00e0y c\u00e0ng l\u1edbn gi\u1eefa d\u1eef li\u1ec7u s\u1eb5n c\u00f3 v\u00e0 c\u00e1c quy\u1ebft \u0111\u1ecbnh c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u01b0a ra.<\/p>\n

Nh\u1eadn th\u1ea5y th\u00e1ch th\u1ee9c n\u00e0y, Jefferies \u0111\u00e3 \u1ee9ng d\u1ee5ng AI t\u00e1c t\u1eed \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c b\u1ed9 ph\u1eadn giao d\u1ecbch c\u1ed5 phi\u1ebfu. B\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng m\u1ed9t tr\u1ee3 l\u00fd giao d\u1ecbch AI tr\u00ean n\u1ec1n t\u1ea3ng AWS, Jefferies \u0111\u1eb7t m\u1ee5c ti\u00eau trao quy\u1ec1n ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c tr\u1ef1c ti\u1ebfp v\u00e0o tay c\u00e1c trader m\u00e0 kh\u00f4ng y\u00eau c\u1ea7u l\u1eadp tr\u00ecnh, kh\u00f4ng ph\u1ea3i ch\u1edd \u0111\u1ee3i IT v\u00e0 kh\u00f4ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn \u0111\u1ed9 ch\u00ednh x\u00e1c.<\/p>\n

T\u1ed5ng quan gi\u1ea3i ph\u00e1p Tr\u1ee3 l\u00fd Giao d\u1ecbch AI<\/h2>\n

Gi\u1ea3i ph\u00e1p n\u00e0y \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean Strands Agents<\/strong>, m\u1ed9t SDK m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c agent AI c\u00f3 kh\u1ea3 n\u0103ng suy lu\u1eadn, l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 h\u00e0nh \u0111\u1ed9ng b\u1eb1ng c\u00e1ch \u0111i\u1ec1u ph\u1ed1i c\u00e1c l\u1ec7nh g\u1ecdi \u0111\u1ebfn c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng (foundation models) v\u00e0 c\u00f4ng c\u1ee5 b\u00ean ngo\u00e0i. Gi\u1ea3i ph\u00e1p s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) tr\u00ean Amazon Bedrock<\/strong> v\u00e0 Amazon Bedrock Knowledge Bases<\/strong>. N\u00f3 c\u0169ng s\u1eed d\u1ee5ng Model Context Protocol (MCP)<\/strong>, m\u1ed9t ti\u00eau chu\u1ea9n m\u1edf gi\u00fap c\u00e1c agent AI k\u1ebft n\u1ed1i an to\u00e0n v\u1edbi c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u v\u00e0 c\u00f4ng c\u1ee5 \u0111a d\u1ea1ng th\u00f4ng qua m\u1ed9t giao di\u1ec7n h\u1ee3p nh\u1ea5t.<\/p>\n

\"S\u01a1<\/figure>\n

Tr\u1ee3 l\u00fd giao d\u1ecbch n\u00e0y \u0111\u1ea1i di\u1ec7n cho m\u1ed9t s\u1ef1 thay \u0111\u1ed5i trong c\u00e1ch c\u00e1c trader c\u1ed5 phi\u1ebfu t\u01b0\u01a1ng t\u00e1c v\u1edbi d\u1eef li\u1ec7u. C\u1ed1t l\u00f5i c\u1ee7a gi\u1ea3i ph\u00e1p l\u00e0 m\u1ed9t agent chuy\u00ean bi\u1ec7t cho l\u0129nh v\u1ef1c t\u00e0i ch\u00ednh, c\u00f3 kh\u1ea3 n\u0103ng tr\u00f2 chuy\u1ec7n v\u1edbi trader th\u00f4ng qua ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. M\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 MCP cho ph\u00e9p agent k\u1ebft n\u1ed1i v\u1edbi c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u, bao g\u1ed3m kho d\u1eef li\u1ec7u giao d\u1ecbch, t\u1ec7p tin nh\u1eafn FIX (Financial Information Exchange) v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u trong b\u1ed9 nh\u1edb (in-memory database<\/em>).<\/p>\n

Khi m\u1ed9t trader g\u1eedi m\u1ed9t c\u00e2u h\u1ecfi, Amazon Bedrock s\u1ebd g\u1ecdi m\u1ed9t LLM (Anthropic Claude) \u0111\u1ec3 di\u1ec5n gi\u1ea3i \u00fd \u0111\u1ecbnh, t\u1ea1o ra c\u00e2u l\u1ec7nh SQL t\u01b0\u01a1ng \u1ee9ng v\u00e0 ch\u1ea1y n\u00f3 tr\u00ean c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u \u0111\u1ec3 tr\u1ea3 v\u1ec1 k\u1ebft qu\u1ea3. Giao di\u1ec7n \u0111\u1ed1i tho\u1ea1i cho ph\u00e9p c\u00e1c trader \u0111i s\u00e2u v\u00e0o c\u00e1c ch\u1ee7 \u0111\u1ec1 v\u00e0 kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean, \u0111\u1ed3ng th\u1eddi duy tr\u00ec ng\u1eef c\u1ea3nh cu\u1ed9c tr\u00f2 chuy\u1ec7n \u0111\u1ec3 cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u00e0 \u0111\u1ec1 xu\u1ea5t ph\u00f9 h\u1ee3p trong su\u1ed1t phi\u00ean l\u00e0m vi\u1ec7c.<\/p>\n

C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a gi\u1ea3i ph\u00e1p<\/h2>\n

Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p v\u1edbi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng giao d\u1ecbch hi\u1ec7n c\u00f3 c\u1ee7a Jefferies th\u00f4ng qua m\u1ed9t quy tr\u00ecnh t\u00e1m b\u01b0\u1edbc \u0111\u01b0\u1ee3c m\u00f4 t\u1ea3 trong s\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac d\u01b0\u1edbi \u0111\u00e2y. V\u1ec1 m\u1eb7t b\u1ea3o m\u1eadt, gi\u1ea3i ph\u00e1p s\u1eed d\u1ee5ng Amazon Bedrock Guardrails<\/strong> \u0111\u1ec3 ki\u1ec3m duy\u1ec7t n\u1ed9i dung, l\u1ecdc th\u00f4ng tin nh\u1eadn d\u1ea1ng c\u00e1 nh\u00e2n (PII) v\u00e0 \u00e1p d\u1ee5ng quy\u1ec1n truy c\u1eadp d\u1eef li\u1ec7u c\u1ea5p h\u00e0ng (row-level) \u0111\u1ec3 ng\u0103n ch\u1eb7n truy c\u1eadp tr\u00e1i ph\u00e9p.<\/p>\n

\"S\u01a1<\/figure>\n
    \n
  1. UI Widget:<\/strong> Trader t\u01b0\u01a1ng t\u00e1c v\u1edbi Tr\u1ee3 l\u00fd Giao d\u1ecbch th\u00f4ng qua m\u1ed9t widget \u0111\u01b0\u1ee3c nh\u00fang trong h\u1ec7 th\u1ed1ng Business Intelligence (BI) n\u1ed9i b\u1ed9 c\u1ee7a Jefferies.<\/li>\n
  2. D\u1ecbch v\u1ee5 x\u00e1c th\u1ef1c:<\/strong> S\u1eed d\u1ee5ng Amazon Elastic Kubernetes Service (Amazon EKS)<\/strong>, d\u1ecbch v\u1ee5 n\u00e0y x\u00e1c minh ch\u1ec9 nh\u1eefng trader \u0111\u01b0\u1ee3c ph\u00e9p m\u1edbi c\u00f3 th\u1ec3 truy c\u1eadp d\u1eef li\u1ec7u giao d\u1ecbch nh\u1ea1y c\u1ea3m.<\/li>\n
  3. Bot Service:<\/strong> X\u00e2y d\u1ef1ng v\u00e0 qu\u1ea3n l\u00fd phi\u00ean l\u00e0m vi\u1ec7c c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, duy tr\u00ec ng\u1eef c\u1ea3nh qua nhi\u1ec1u c\u00e2u h\u1ecfi.<\/li>\n
  4. Query Agent (Strands):<\/strong> L\u1edbp \u0111i\u1ec1u ph\u1ed1i th\u00f4ng minh c\u1ee7a gi\u1ea3i ph\u00e1p. Khi nh\u1eadn c\u00e2u h\u1ecfi, agent truy v\u1ea5n Amazon Bedrock Knowledge Bases<\/strong> \u0111\u1ec3 l\u1ea5y ng\u1eef c\u1ea3nh v\u1ec1 schema c\u01a1 s\u1edf d\u1eef li\u1ec7u, sau \u0111\u00f3 d\u00f9ng m\u00f4 h\u00ecnh Claude Sonnet \u0111\u1ec3 suy lu\u1eadn v\u00e0 t\u1ea1o ra c\u00e2u l\u1ec7nh SQL ch\u00ednh x\u00e1c.<\/li>\n
  5. Amazon Bedrock:<\/strong> Cung c\u1ea5p cho Query Agent quy\u1ec1n truy c\u1eadp v\u00e0o LLM \u0111\u1ec3 l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 th\u1ef1c thi c\u00e1c b\u01b0\u1edbc. N\u1ec1n t\u1ea3ng n\u00e0y c\u0169ng mang l\u1ea1i s\u1ef1 linh ho\u1ea1t \u0111\u1ec3 l\u1ef1a ch\u1ecdn c\u00e1c LLM kh\u00e1c nhau trong t\u01b0\u01a1ng lai.<\/li>\n
  6. Amazon Bedrock Knowledge Bases:<\/strong> Cung c\u1ea5p m\u1ed9t pipeline RAG (Retrieval Augmented Generation<\/em>) \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ec3 l\u01b0u tr\u1eef si\u00eau d\u1eef li\u1ec7u c\u1ee7a m\u00f4 h\u00ecnh d\u1eef li\u1ec7u (schema b\u1ea3ng, \u0111\u1ecbnh ngh\u0129a c\u1ed9t, m\u1eabu truy v\u1ea5n).<\/li>\n
  7. Query Executor:<\/strong> Th\u1ef1c thi c\u00e2u l\u1ec7nh SQL tr\u00ean ngu\u1ed3n d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p sau khi Query Agent \u0111\u00e3 x\u00e1c \u0111\u1ecbnh. N\u00f3 c\u0169ng ch\u00e8n c\u00e1c b\u1ed9 l\u1ecdc SQL \u0111\u1ec3 cung c\u1ea5p b\u1ea3o m\u1eadt c\u1ea5p h\u00e0ng.<\/li>\n
  8. Kho d\u1eef li\u1ec7u:<\/strong> C\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u th\u1ef1c t\u1ebf \u0111\u01b0\u1ee3c truy v\u1ea5n, bao g\u1ed3m c\u01a1 s\u1edf d\u1eef li\u1ec7u in-memory, SQL v\u00e0 c\u00e1c t\u1ec7p tin nh\u1eafn FIX.<\/li>\n<\/ol>\n

    X\u1eed l\u00fd d\u1eef li\u1ec7u \u0111a ngu\u1ed3n<\/h3>\n

    Ki\u1ebfn tr\u00fac d\u1ef1a tr\u00ean c\u00f4ng c\u1ee5 MCP mang l\u1ea1i ba l\u1ee3i th\u1ebf ch\u00ednh: kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng (d\u1ec5 d\u00e0ng th\u00eam ngu\u1ed3n d\u1eef li\u1ec7u m\u1edbi), t\u00e1ch bi\u1ec7t c\u00e1c m\u1ed1i quan t\u00e2m (d\u1ec5 b\u1ea3o tr\u00ec v\u00e0 ki\u1ec3m th\u1eed), v\u00e0 t\u00ednh linh ho\u1ea1t (agent t\u1ef1 \u0111\u1ed9ng ch\u1ecdn c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p cho t\u1eebng truy v\u1ea5n).<\/p>\n

    \"Giao<\/figure>\n

    Gi\u1ea3i ph\u00e1p cung c\u1ea5p tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng tr\u1ef1c quan. M\u1ed9t trader c\u00f3 th\u1ec3 g\u00f5 m\u1ed9t c\u00e2u h\u1ecfi nh\u01b0 “Cho t\u00f4i xem ph\u00e2n t\u00edch ng\u00e0nh cho c\u00e1c giao d\u1ecbch \u1edf M\u1ef9.” Ph\u00eda sau, tr\u1ee3 l\u00fd s\u1eed d\u1ee5ng LLM \u0111\u1ec3 t\u1ea1o truy v\u1ea5n SQL, ch\u1ea1y n\u00f3 tr\u00ean l\u01b0\u1edbi d\u1eef li\u1ec7u in-memory v\u00e0 tr\u1ea3 v\u1ec1 k\u1ebft qu\u1ea3 ngay l\u1eadp t\u1ee9c. Tr\u1ee3 l\u00fd c\u00f2n c\u00f3 th\u1ec3 t\u1ea1o ra c\u00e1c bi\u1ec3u \u0111\u1ed3 tr\u1ef1c quan h\u00f3a \u0111\u1ed9ng, ch\u1eb3ng h\u1ea1n nh\u01b0 bi\u1ec3u \u0111\u1ed3 tr\u00f2n so s\u00e1nh ho\u1ea1t \u0111\u1ed9ng giao d\u1ecbch theo ng\u00e0nh gi\u1eefa h\u00f4m nay v\u00e0 h\u00f4m qua, gi\u00fap d\u1ec5 d\u00e0ng ph\u00e1t hi\u1ec7n c\u00e1c xu h\u01b0\u1edbng v\u00e0 b\u1ea5t th\u01b0\u1eddng.<\/p>\n

    C\u00e1c b\u00e0i h\u1ecdc kinh nghi\u1ec7m<\/h2>\n

    Trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai, \u0111\u1ed9i ng\u0169 Jefferies \u0111\u00e3 r\u00fat ra m\u1ed9t s\u1ed1 b\u00e0i h\u1ecdc quan tr\u1ecdng:<\/p>\n

      \n
    • Gi\u1ea3m thi\u1ec3u hi\u1ec7n t\u01b0\u1ee3ng \u1ea3o gi\u00e1c (hallucination):<\/strong> Nh\u00f3m \u0111\u00e3 \u00e1p d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p hybrid, trong \u0111\u00f3 LLM x\u1eed l\u00fd vi\u1ec7c hi\u1ec3u ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 t\u1ea1o truy v\u1ea5n, trong khi c\u00e1c c\u00f4ng c\u1ee5 tr\u1ef1c quan h\u00f3a chuy\u00ean d\u1ee5ng s\u1ebd render bi\u1ec3u \u0111\u1ed3. \u0110i\u1ec1u n\u00e0y \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c c\u1ee7a d\u1eef li\u1ec7u.<\/li>\n
    • T\u1ed1i \u0111a h\u00f3a t\u1ed1c \u0111\u1ed9 ph\u1ea3n h\u1ed3i:<\/strong> Vi\u1ec7c s\u1eed d\u1ee5ng c\u01a1 s\u1edf d\u1eef li\u1ec7u in-memory l\u00e0 l\u1ef1a ch\u1ecdn ki\u1ebfn tr\u00fac quan tr\u1ecdng \u0111\u1ec3 gi\u1ea3m \u0111\u1ed9 tr\u1ec5, \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u th\u00f4ng tin chi ti\u1ebft trong t\u00edch t\u1eafc c\u1ee7a c\u00e1c trader.<\/li>\n
    • H\u00e0nh vi ng\u01b0\u1eddi d\u00f9ng s\u1ebd ph\u00e1t tri\u1ec3n:<\/strong> Th\u1ef1c t\u1ebf cho th\u1ea5y c\u00e1c trader t\u01b0\u01a1ng t\u00e1c v\u1edbi h\u1ec7 th\u1ed1ng theo nh\u1eefng c\u00e1ch kh\u00f4ng ng\u1edd t\u1edbi. Vi\u1ec7c \u0111\u1ea7u t\u01b0 v\u00e0o kh\u1ea3 n\u0103ng quan s\u00e1t (observability) v\u00e0 c\u00e1c v\u00f2ng l\u1eb7p ph\u1ea3n h\u1ed3i t\u1eeb ng\u01b0\u1eddi d\u00f9ng l\u00e0 r\u1ea5t c\u1ea7n thi\u1ebft \u0111\u1ec3 th\u00edch \u1ee9ng nhanh ch\u00f3ng.<\/li>\n
    • Chi\u1ebfn l\u01b0\u1ee3c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh c\u00f3 ch\u1ee7 \u0111\u00edch:<\/strong> Nh\u00f3m \u0111\u00e3 s\u1eed d\u1ee5ng Python<\/strong> cho c\u00e1c t\u01b0\u01a1ng t\u00e1c v\u1edbi LLM v\u00e0 th\u1eed nghi\u1ec7m nhanh, \u0111\u1ed3ng th\u1eddi tri\u1ec3n khai c\u00e1c x\u1eed l\u00fd nghi\u1ec7p v\u1ee5 ph\u1ee9c t\u1ea1p b\u1eb1ng Java<\/strong> \u0111\u1ec3 t\u1eadn d\u1ee5ng hi\u1ec7u n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u th\u00f4ng l\u01b0\u1ee3ng cao.<\/li>\n<\/ul>\n

      T\u00e1c \u0111\u1ed9ng kinh doanh v\u00e0 l\u1ed9 tr\u00ecnh t\u01b0\u01a1ng lai<\/h2>\n

      K\u1ec3 t\u1eeb khi ra m\u1eaft, gi\u1ea3i ph\u00e1p tr\u1ee3 l\u00fd giao d\u1ecbch \u0111\u00e3 mang l\u1ea1i hi\u1ec7u qu\u1ea3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c, cho ph\u00e9p c\u00e1c trader d\u00e0nh nhi\u1ec1u th\u1eddi gian h\u01a1n cho m\u1ed1i quan h\u1ec7 v\u1edbi kh\u00e1ch h\u00e0ng v\u00e0 ra quy\u1ebft \u0111\u1ecbnh chi\u1ebfn l\u01b0\u1ee3c thay v\u00ec x\u1eed l\u00fd d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng. Gi\u1ea3i ph\u00e1p c\u0169ng gi\u1ea3m \u0111\u00e1ng k\u1ec3 th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c c\u1ee7a b\u1ed9 ph\u1eadn IT, gi\u1ea3i ph\u00f3ng h\u1ecd \u0111\u1ec3 t\u1eadp trung v\u00e0o c\u00e1c s\u00e1ng ki\u1ebfn chi\u1ebfn l\u01b0\u1ee3c c\u00f3 gi\u00e1 tr\u1ecb cao h\u01a1n.<\/p>\n

      \u0110\u00e1ng ch\u00fa \u00fd nh\u1ea5t, kh\u1ea3 n\u0103ng truy v\u1ea5n an to\u00e0n h\u00e0ng tri\u1ec7u d\u00f2ng d\u1eef li\u1ec7u giao d\u1ecbch b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean \u0111\u00e3 d\u00e2n ch\u1ee7 h\u00f3a quy\u1ec1n truy c\u1eadp d\u1eef li\u1ec7u, th\u00fac \u0111\u1ea9y v\u0103n h\u00f3a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c thay v\u00ec tr\u1ef1c gi\u00e1c hay c\u00e1c b\u00e1o c\u00e1o c\u00f3 \u0111\u1ed9 tr\u1ec5.<\/p>\n

      Jefferies c\u00f3 k\u1ebf ho\u1ea1ch tri\u1ec3n khai Tr\u1ee3 l\u00fd Giao d\u1ecbch tr\u00ean to\u00e0n c\u1ea7u cho nhi\u1ec1u lo\u1ea1i s\u1ea3n ph\u1ea9m v\u00e0 b\u1ed9 ph\u1eadn kh\u00e1c nhau, t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng ki\u1ec3m to\u00e1n v\u00e0 b\u1ed5 sung c\u00e1c t\u00ednh n\u0103ng Amazon Bedrock AgentCore<\/strong>. Nh\u1eefng kho\u1ea3n \u0111\u1ea7u t\u01b0 n\u00e0y cho th\u1ea5y cam k\u1ebft m\u1edf r\u1ed9ng c\u00e1c kh\u1ea3 n\u0103ng do AI cung c\u1ea5p tr\u00ean to\u00e0n t\u1ed5 ch\u1ee9c, \u0111\u1ecbnh v\u1ecb Jefferies \u1edf v\u1ecb tr\u00ed ti\u00ean phong trong \u0111\u1ed5i m\u1edbi giao d\u1ecbch d\u1ef1a tr\u00ean AI.<\/p>","protected":false},"excerpt":{"rendered":"

      Jefferies, m\u1ed9t ng\u00e2n h\u00e0ng \u0111\u1ea7u t\u01b0 to\u00e0n c\u1ea7u, \u0111\u00e3 h\u1ee3p t\u00e1c c\u00f9ng AWS \u0111\u1ec3 tri\u1ec3n khai m\u1ed9t tr\u1ee3 l\u00fd AI t\u00e1c t\u1eed (agentic AI), gi\u00fap c\u00e1c nh\u00e0 giao d\u1ecbch (trader) t\u1ea1i b\u1ed9 ph\u1eadn giao d\u1ecbch tr\u1ef1c ti\u1ebfp t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng. Gi\u1ea3i ph\u00e1p n\u00e0y cho ph\u00e9p trader truy v\u1ea5n v\u00e0 ph\u00e2n t\u00edch h\u00e0ng tri\u1ec7u…<\/p>","protected":false},"author":22,"featured_media":67064,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-67068","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ctelers-blogs"],"acf":[],"yoast_head":"\nJefferies v\u00e0 AWS x\u00e2y d\u1ef1ng tr\u1ee3 l\u00fd AI, t\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e2n t\u00edch d\u1eef li\u1ec7u giao d\u1ecbch | CMC Telecom<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/24\/jefferies-va-aws-xay-dung-tro-ly-ai-tu-dong-hoa-phan-tich-du-lieu-giao-dich\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jefferies v\u00e0 AWS x\u00e2y d\u1ef1ng tr\u1ee3 l\u00fd AI, t\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00e2n t\u00edch d\u1eef li\u1ec7u giao d\u1ecbch | CMC Telecom\" \/>\n<meta property=\"og:description\" content=\"Jefferies, m\u1ed9t ng\u00e2n h\u00e0ng \u0111\u1ea7u t\u01b0 to\u00e0n c\u1ea7u, \u0111\u00e3 h\u1ee3p t\u00e1c c\u00f9ng AWS \u0111\u1ec3 tri\u1ec3n khai m\u1ed9t tr\u1ee3 l\u00fd AI t\u00e1c t\u1eed (agentic AI), gi\u00fap c\u00e1c nh\u00e0 giao d\u1ecbch (trader) t\u1ea1i b\u1ed9 ph\u1eadn giao d\u1ecbch tr\u1ef1c ti\u1ebfp t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng. Gi\u1ea3i ph\u00e1p n\u00e0y cho ph\u00e9p trader truy v\u1ea5n v\u00e0 ph\u00e2n t\u00edch h\u00e0ng tri\u1ec7u...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/24\/jefferies-va-aws-xay-dung-tro-ly-ai-tu-dong-hoa-phan-tich-du-lieu-giao-dich\/\" \/>\n<meta property=\"og:site_name\" content=\"CMC Telecom\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/CMCTelecomOfficial\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-24T02:13:55+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-24T07:46:24+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/building-trade-assistant-how-jefferies-optimized-front-office-trading-operations-with-ai.thumbnail.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"731\" \/>\n\t<meta property=\"og:image:type\" 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