{"id":66963,"date":"2026-07-10T09:15:59","date_gmt":"2026-07-10T02:15:59","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/07\/10\/aws-rut-ngan-chu-ky-nghien-cuu-duoc-pham-toi-87-phantram-nho-graphrag-va-ai-tao\/"},"modified":"2026-07-10T14:45:31","modified_gmt":"2026-07-10T07:45:31","slug":"aws-rut-ngan-chu-ky-nghien-cuu-duoc-pham-toi-87-phantram-nho-graphrag-va-ai-tao","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/10\/aws-rut-ngan-chu-ky-nghien-cuu-duoc-pham-toi-87-phantram-nho-graphrag-va-ai-tao\/","title":{"rendered":"AWS: R\u00fat ng\u1eafn chu k\u1ef3 nghi\u00ean c\u1ee9u d\u01b0\u1ee3c ph\u1ea9m t\u1edbi 87% nh\u1edd GraphRAG v\u00e0 AI t\u1ea1o sinh"},"content":{"rendered":"<p>Trong ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m, c\u00e1c nh\u00e0 khoa h\u1ecdc \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t th\u00e1ch th\u1ee9c c\u01a1 b\u1ea3n: truy c\u1eadp v\u00e0 k\u1ebft n\u1ed1i l\u01b0\u1ee3ng ki\u1ebfn th\u1ee9c kh\u1ed5ng l\u1ed3 n\u1eb1m r\u1ea3i r\u00e1c tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c nhau. T\u1eeb t\u00e0i li\u1ec7u \u0111\u00e3 xu\u1ea5t b\u1ea3n, ghi ch\u00fa n\u1ed9i b\u1ed9 \u0111\u1ebfn c\u01a1 s\u1edf d\u1eef li\u1ec7u gen, nh\u1eefng hi\u1ec3u bi\u1ebft quan tr\u1ecdng b\u1ecb m\u1eafc k\u1eb9t trong c\u00e1c silo, l\u00e0m ch\u1eadm qu\u00e1 tr\u00ecnh kh\u00e1m ph\u00e1 thu\u1ed1c v\u00e0 c\u00f3 nguy c\u01a1 l\u00e0m m\u1ea5t \u0111i ki\u1ebfn th\u1ee9c qu\u00fd gi\u00e1 c\u1ee7a t\u1ed5 ch\u1ee9c.<\/p>\n<p>Ng\u00e0y 08\/07\/2026, AWS \u0111\u00e3 gi\u1edbi thi\u1ec7u m\u1ed9t gi\u1ea3i ph\u00e1p \u0111\u1ed9t ph\u00e1 s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 <em>GraphRAG<\/em> (Retrieval Augmented Generation tr\u00ean c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u1ed3 th\u1ecb) k\u1ebft h\u1ee3p v\u1edbi AI t\u1ea1o sinh \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y. Gi\u1ea3i ph\u00e1p n\u00e0y gi\u00fap c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111\u1eb7t c\u00e2u h\u1ecfi ph\u1ee9c t\u1ea1p b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 nh\u1eadn \u0111\u01b0\u1ee3c c\u00e2u tr\u1ea3 l\u1eddi t\u1ee9c th\u00ec, c\u00f3 b\u1eb1ng ch\u1ee9ng x\u00e1c th\u1ef1c, r\u00fat ng\u1eafn chu k\u1ef3 nghi\u00ean c\u1ee9u t\u1eeb 6 th\u00e1ng xu\u1ed1ng ch\u1ec9 c\u00f2n 3 tu\u1ea7n.<\/p>\n<h2>Th\u00e1ch th\u1ee9c: D\u1eef li\u1ec7u ph\u00e2n m\u1ea3nh c\u1ea3n tr\u1edf kh\u00e1m ph\u00e1 khoa h\u1ecdc<\/h2>\n<p>Trong giai \u0111o\u1ea1n \u0111\u1ea7u c\u1ee7a qu\u00e1 tr\u00ecnh kh\u00e1m ph\u00e1 thu\u1ed1c, c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng ch\u1ec9 c\u00f3 t\u1ef7 l\u1ec7 th\u00e0nh c\u00f4ng 5% v\u00e0 m\u1ea5t h\u01a1n s\u00e1u th\u00e1ng cho m\u1ed7i l\u1ea7n s\u00e0ng l\u1ecdc. C\u00e1c nh\u00e0 khoa h\u1ecdc ph\u1ea3i v\u1eadt l\u1ed9n \u0111\u1ec3 k\u1ebft n\u1ed1i th\u00f4ng tin t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng r\u1eddi r\u1ea1c nh\u01b0 PubMed, ghi ch\u00fa ph\u00f2ng th\u00ed nghi\u1ec7m v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u gen. T\u00ecnh tr\u1ea1ng n\u00e0y d\u1eabn \u0111\u1ebfn c\u00e1c th\u00e1ch th\u1ee9c l\u1edbn:<\/p>\n<ul>\n<li><strong>T\u1ef7 l\u1ec7 th\u00e0nh c\u00f4ng th\u1ea5p v\u00e0 t\u1ed1n th\u1eddi gian:<\/strong> Ch\u1ec9 5% t\u1ef7 l\u1ec7 th\u00e0nh c\u00f4ng v\u1edbi h\u01a1n 6 th\u00e1ng s\u00e0ng l\u1ecdc cho m\u1ed7i l\u1ea7n th\u1eed.<\/li>\n<li><strong>H\u1ec7 th\u1ed1ng ki\u1ebfn th\u1ee9c ph\u00e2n m\u1ea3nh:<\/strong> C\u00e1c insight quan tr\u1ecdng n\u1eb1m r\u1ea3i r\u00e1c, d\u1eabn \u0111\u1ebfn b\u1ecf l\u1ee1 c\u00e1c k\u1ebft n\u1ed1i quan tr\u1ecdng.<\/li>\n<li><strong>M\u1ea5t m\u00e1t b\u1ed9 nh\u1edb c\u1ee7a t\u1ed5 ch\u1ee9c:<\/strong> Ki\u1ebfn th\u1ee9c gi\u00e1 tr\u1ecb bi\u1ebfn m\u1ea5t khi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u r\u1eddi \u0111i, l\u00e0m gi\u00e1n \u0111o\u1ea1n t\u00ednh li\u00ean t\u1ee5c trong nghi\u00ean c\u1ee9u.<\/li>\n<\/ul>\n<p>Nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y t\u1ea1o ra m\u1ed9t n\u00fat th\u1eaft c\u1ed5 chai \u0111\u00e1ng k\u1ec3, d\u1eabn \u0111\u1ebfn s\u1ef1 thi\u1ebfu hi\u1ec7u qu\u1ea3 v\u00e0 tr\u00ec ho\u00e3n vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111i\u1ec1u tr\u1ecb c\u1ee9u ng\u01b0\u1eddi. Gi\u1ea3i ph\u00e1p c\u1ee7a AWS gi\u1ea3i quy\u1ebft c\u00e1c n\u00fat th\u1eaft n\u00e0y b\u1eb1ng c\u00e1ch v\u01b0\u1ee3t qua c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng, t\u1ea1o ra m\u1ed9t m\u00f4i tr\u01b0\u1eddng tri th\u1ee9c k\u1ebft n\u1ed1i b\u1eb1ng AI d\u1ef1a tr\u00ean \u0111\u1ed3 th\u1ecb.<\/p>\n<h2>Gi\u1ea3i ph\u00e1p t\u1eeb AWS: GraphRAG, Neptune Analytics v\u00e0 Amazon Bedrock<\/h2>\n<p>Gi\u1ea3i ph\u00e1p c\u1ee7a AWS k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u1ed3 th\u1ecb hi\u1ec7u n\u0103ng cao <strong>Amazon Neptune Analytics<\/strong> v\u00e0 c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) tr\u00ean <strong>Amazon Bedrock<\/strong>. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y cho ph\u00e9p c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng tinh vi, kh\u00f4ng ch\u1ec9 hi\u1ec3u c\u00e1c m\u1ed1i quan h\u1ec7 khoa h\u1ecdc ph\u1ee9c t\u1ea1p m\u00e0 c\u00f2n cung c\u1ea5p giao di\u1ec7n ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean tr\u1ef1c quan.<\/p>\n<p>Ki\u1ebfn tr\u00fac <em>GraphRAG<\/em> n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a c\u00e1c ph\u1ea3n h\u1ed3i do AI t\u1ea1o ra b\u1eb1ng c\u00e1ch duy\u1ec7t qua \u0111\u1ed3 th\u1ecb tri th\u1ee9c m\u1ed9t c\u00e1ch th\u00f4ng minh \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u01b0\u1eddng d\u1eabn th\u00f4ng tin li\u00ean quan. \u0110i\u1ec1u n\u00e0y \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c c\u00e2u tr\u1ea3 l\u1eddi lu\u00f4n \u0111\u01b0\u1ee3c neo v\u00e0o d\u1eef li\u1ec7u khoa h\u1ecdc \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e1c minh. \u0110i\u1ec3m m\u1ea1nh c\u1ee7a gi\u1ea3i ph\u00e1p l\u00e0 kh\u1ea3 n\u0103ng hi\u1ec3u v\u00e0 k\u1ebft n\u1ed1i c\u00e1c m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p gi\u1eefa c\u00e1c th\u1ef1c th\u1ec3, t\u1eeb th\u1ef1c v\u1eadt, h\u1ee3p ch\u1ea5t \u0111\u1ebfn protein, gen v\u00e0 c\u00e1c t\u00e1c \u0111\u1ed9ng s\u1ee9c kh\u1ecfe li\u00ean quan.<\/p>\n<h2>Ki\u1ebfn tr\u00fac gi\u1ea3i ph\u00e1p<\/h2>\n<p>Gi\u1ea3i ph\u00e1p n\u00e0y t\u00e1i \u0111\u1ecbnh h\u00ecnh quy tr\u00ecnh nghi\u00ean c\u1ee9u th\u00f4ng qua c\u00e1ch ti\u1ebfp c\u1eadn <em>Bring Your Own Knowledge Graph<\/em> (BYOKG &#8211; Mang theo \u0111\u1ed3 th\u1ecb tri th\u1ee9c c\u1ee7a ri\u00eang b\u1ea1n), \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng v\u1edbi kh\u1ea3 n\u0103ng GraphRAG. M\u1ed9t \u0111\u1ed3 th\u1ecb tri th\u1ee9c s\u1ebd t\u00edch h\u1ee3p c\u00e1c th\u1ef1c th\u1ec3 khoa h\u1ecdc \u0111a d\u1ea1ng (th\u1ef1c v\u1eadt, h\u1ee3p ch\u1ea5t, gen, protein, t\u00e1c \u0111\u1ed9ng s\u1ee9c kh\u1ecfe) v\u00e0o m\u1ed9t m\u1ea1ng l\u01b0\u1edbi tri th\u1ee9c th\u1ed1ng nh\u1ea5t, k\u1ebft n\u1ed1i d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n c\u00f4ng khai nh\u01b0 PubMed v\u00e0 Gene Ontology v\u1edbi c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n.<\/p>\n<p>S\u01a1 \u0111\u1ed3 sau minh h\u1ecda lu\u1ed3ng n\u1ea1p d\u1eef li\u1ec7u v\u00e0o Amazon Neptune Analytics, s\u1eed d\u1ee5ng c\u00e1c d\u1ecbch v\u1ee5 nh\u01b0 Amazon Bedrock v\u00e0 Amazon Comprehend \u0111\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb c\u00e1c t\u1ea1p ch\u00ed y khoa.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/1e2a5ce0a5.jpeg\" alt=\"S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac n\u1ea1p d\u1eef li\u1ec7u v\u00e0o Amazon Neptune Analytics\" style=\"--smush-placeholder-width: 1066px; --smush-placeholder-aspect-ratio: 1066\/390;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<p>\u0110\u1ed3 th\u1ecb cu\u1ed1i c\u00f9ng ch\u1ee9a c\u00e1c lo\u1ea1i node sau:<\/p>\n<ul>\n<li><strong>disease:<\/strong> \u0110\u1ea1i di\u1ec7n cho m\u1ed9t b\u1ec7nh trong Disease Ontology.<\/li>\n<li><strong>author:<\/strong> T\u00e1c gi\u1ea3 c\u1ee7a m\u1ed9t t\u1ea1p ch\u00ed c\u1ee5 th\u1ec3.<\/li>\n<li><strong>journal:<\/strong> M\u1ed9t t\u1ea1p ch\u00ed khoa h\u1ecdc.<\/li>\n<li><strong>journalChunk:<\/strong> M\u1ed9t \u0111o\u1ea1n (chunk) c\u1ee7a m\u1ed9t t\u1ea1p ch\u00ed nh\u1ea5t \u0111\u1ecbnh.<\/li>\n<li><strong>icd10:<\/strong> M\u00e3 ICD-10, m\u1ed9t ph\u00e2n lo\u1ea1i ti\u00eau chu\u1ea9n v\u1ec1 c\u00e1c v\u1ea5n \u0111\u1ec1 y t\u1ebf.<\/li>\n<\/ul>\n<figure class=\"wp-block-image size-medium aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/940dd95cdc.jpeg\" alt=\"M\u00f4 h\u00ecnh \u0111\u1ed3 th\u1ecb tri th\u1ee9c v\u1edbi c\u00e1c node v\u00e0 m\u1ed1i quan h\u1ec7\" style=\"--smush-placeholder-width: 501px; --smush-placeholder-aspect-ratio: 501\/527;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<p>V\u00ec s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh d\u1eef li\u1ec7u \u0111\u1ed3 th\u1ecb ri\u00eang, gi\u1ea3i ph\u00e1p d\u00f9ng b\u1ed9 c\u00f4ng c\u1ee5 <a href=\"https:\/\/github.com\/awslabs\/graphrag-toolkit\/tree\/main\/byokg-rag\">BYOKG-RAG<\/a> \u0111\u1ec3 tri\u1ec3n khai truy v\u1ea5n ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean tr\u00ean \u0111\u1ed3 th\u1ecb. S\u01a1 \u0111\u1ed3 sau minh h\u1ecda c\u00e1c th\u00e0nh ph\u1ea7n c\u1ee7a BYOKG.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/a8abe18272-scaled.jpeg\" alt=\"Ki\u1ebfn tr\u00fac c\u1ee7a b\u1ed9 c\u00f4ng c\u1ee5 BYOKG-RAG\" style=\"--smush-placeholder-width: 2560px; --smush-placeholder-aspect-ratio: 2560\/1294;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<h2>H\u01b0\u1edbng d\u1eabn tri\u1ec3n khai v\u00e0 chi ph\u00ed<\/h2>\n<p>\u0110\u1ec3 b\u1eaft \u0111\u1ea7u, ng\u01b0\u1eddi d\u00f9ng c\u1ea7n c\u00f3 c\u00e1c \u0111i\u1ec1u ki\u1ec7n ti\u00ean quy\u1ebft nh\u01b0 AWS CLI, quy\u1ec1n truy c\u1eadp v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 AWS li\u00ean quan (Neptune Analytics, Bedrock, SageMaker, S3, Comprehend Medical) v\u00e0 m\u00f4i tr\u01b0\u1eddng Python\/Jupyter Notebook.<\/p>\n<p><strong>Chi ph\u00ed \u01b0\u1edbc t\u00ednh (m\u1ed7i gi\u1edd) \u0111\u1ec3 ch\u1ea1y b\u1ea3n demo n\u00e0y:<\/strong><\/p>\n<ul>\n<li><strong>Neptune Analytics:<\/strong> 0.48 USD\/gi\u1edd cho \u0111\u1ed3 th\u1ecb 16 mNCU.<\/li>\n<li><strong>SageMaker Jupyter notebook:<\/strong> 0.05 USD\/gi\u1edd cho m\u00e1y t\u00ednh v\u00e0 0.70 USD\/gi\u1edd cho l\u01b0u tr\u1eef.<\/li>\n<li><strong>L\u01b0u tr\u1eef S3:<\/strong> Kho\u1ea3ng 0.0037 USD m\u1ed7i th\u00e1ng cho 161 MB.<\/li>\n<li><strong>Amazon Bedrock:<\/strong> Chi ph\u00ed ph\u1ee5 thu\u1ed9c v\u00e0o vi\u1ec7c s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh v\u00e0 l\u01b0\u1ee3ng token ti\u00eau th\u1ee5.<\/li>\n<\/ul>\n<p>C\u00e1c b\u01b0\u1edbc thi\u1ebft l\u1eadp bao g\u1ed3m t\u1ea1o bucket S3, sao ch\u00e9p dataset, t\u1ea1o \u0111\u1ed3 th\u1ecb Neptune Analytics, v\u00e0 t\u1ea3i l\u00ean notebook m\u1eabu v\u00e0o m\u00f4i tr\u01b0\u1eddng Jupyter.<\/p>\n<figure class=\"wp-block-image size-medium aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/096772bbe8.jpeg\" alt=\"T\u1ea3i notebook m\u1eabu l\u00ean m\u00f4i tr\u01b0\u1eddng Jupyter\" style=\"--smush-placeholder-width: 806px; --smush-placeholder-aspect-ratio: 806\/266;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<h2>L\u1ee3i \u00edch v\u01b0\u1ee3t tr\u1ed9i v\u00e0 hi\u1ec7u qu\u1ea3 \u0111\u00e3 \u0111\u01b0\u1ee3c ki\u1ec3m ch\u1ee9ng<\/h2>\n<p>Vi\u1ec7c tri\u1ec3n khai gi\u1ea3i ph\u00e1p GraphRAG n\u00e0y mang l\u1ea1i nh\u1eefng gi\u00e1 tr\u1ecb c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng v\u00e0 l\u1ee3i th\u1ebf c\u1ea1nh tranh cho c\u00e1c t\u1ed5 ch\u1ee9c nghi\u00ean c\u1ee9u d\u01b0\u1ee3c ph\u1ea9m:<\/p>\n<ul>\n<li><strong>T\u0103ng t\u1ed1c th\u1eddi gian nghi\u00ean c\u1ee9u:<\/strong> Gi\u1ea3m chu k\u1ef3 nghi\u00ean c\u1ee9u t\u1eeb 6 th\u00e1ng xu\u1ed1ng c\u00f2n 3 tu\u1ea7n, t\u0103ng hi\u1ec7u qu\u1ea3 <strong>87%<\/strong>.<\/li>\n<li><strong>T\u1ed1i \u01b0u h\u00f3a t\u1ef7 l\u1ec7 th\u00e0nh c\u00f4ng:<\/strong> C\u00e1c thu\u1eadt to\u00e1n \u0111\u1ed3 th\u1ecb ti\u00ean ti\u1ebfn v\u00e0 ph\u00e2n t\u00edch ch\u00e9o l\u0129nh v\u1ef1c gi\u00fap t\u0103ng t\u1ef7 l\u1ec7 th\u00e0nh c\u00f4ng l\u00ean <strong>5 l\u1ea7n<\/strong>.<\/li>\n<li><strong>N\u00e2ng cao hi\u1ec7u su\u1ea5t c\u00f4ng vi\u1ec7c:<\/strong> Gi\u1ea3m <strong>70%<\/strong> th\u1eddi gian r\u00e0 so\u00e1t, truy c\u1eadp d\u1eef li\u1ec7u nhanh h\u01a1n <strong>85%<\/strong>, v\u00e0 t\u0103ng c\u01b0\u1eddng s\u1eed d\u1ee5ng ki\u1ebfn th\u1ee9c <strong>90%<\/strong>.<\/li>\n<li><strong>X\u00e1c th\u1ef1c d\u1ef1a tr\u00ean d\u1eef li\u1ec7u:<\/strong> Theo d\u00f5i v\u00e0 tr\u1ef1c quan h\u00f3a n\u00e2ng cao gi\u00fap minh b\u1ea1ch h\u00f3a to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh nghi\u00ean c\u1ee9u, t\u0103ng c\u01b0\u1eddng tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh.<\/li>\n<li><strong>T\u00edch h\u1ee3p ki\u1ebfn th\u1ee9c th\u00f4ng minh:<\/strong> H\u1ec7 th\u1ed1ng m\u1edf r\u1ed9ng v\u00e0 t\u00edch h\u1ee3p c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u m\u1edbi m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3, b\u1ea3o t\u1ed3n ki\u1ebfn th\u1ee9c quan tr\u1ecdng c\u1ee7a t\u1ed5 ch\u1ee9c.<\/li>\n<\/ul>\n<h2>D\u1ecdn d\u1eb9p t\u00e0i nguy\u00ean<\/h2>\n<p>\u0110\u1ec3 tr\u00e1nh ph\u00e1t sinh th\u00eam chi ph\u00ed, ng\u01b0\u1eddi d\u00f9ng c\u1ea7n d\u1ecdn d\u1eb9p c\u00e1c t\u00e0i nguy\u00ean \u0111\u00e3 t\u1ea1o, bao g\u1ed3m x\u00f3a \u0111\u1ed3 th\u1ecb Neptune Analytics, notebook v\u00e0 bucket S3.<\/p>\n<figure class=\"wp-block-image size-medium aligncenter\" style=\"text-align:center;margin:1.5em 0;\">\n<img decoding=\"async\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/c6c36f31bc.png\" alt=\"X\u00f3a notebook trong B\u1ea3ng \u0111i\u1ec1u khi\u1ec3n AWS\" style=\"--smush-placeholder-width: 2386px; --smush-placeholder-aspect-ratio: 2386\/472;border-radius:8px;border:1px solid #e5e7eb;max-width:100%;max-height:560px;width:auto;height:auto;display:inline-block;\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\"><br \/>\n<\/figure>\n<h2>K\u1ebft lu\u1eadn<\/h2>\n<p>S\u1ef1 t\u00edch h\u1ee3p c\u00f4ng ngh\u1ec7 GraphRAG v\u1edbi Amazon Neptune Analytics v\u00e0 Amazon Bedrock \u0111\u1ea1i di\u1ec7n cho m\u1ed9t b\u01b0\u1edbc ti\u1ebfn \u0111\u00e1ng k\u1ec3 trong ph\u01b0\u01a1ng ph\u00e1p nghi\u00ean c\u1ee9u khoa h\u1ecdc. C\u00e1c t\u1ed5 ch\u1ee9c \u00e1p d\u1ee5ng c\u00e1c gi\u1ea3i ph\u00e1p AI t\u1ea1o sinh n\u00e0y kh\u00f4ng ch\u1ec9 c\u1ea3i thi\u1ec7n quy tr\u00ecnh nghi\u00ean c\u1ee9u m\u00e0 c\u00f2n t\u1ef1 \u0111\u1ecbnh v\u1ecb m\u00ecnh \u1edf v\u1ecb tr\u00ed h\u00e0ng \u0111\u1ea7u trong \u0111\u1ed5i m\u1edbi khoa h\u1ecdc, s\u1eb5n s\u00e0ng gi\u1ea3i quy\u1ebft nh\u1eefng th\u00e1ch th\u1ee9c ph\u1ee9c t\u1ea1p nh\u1ea5t v\u1edbi t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c cao h\u01a1n.<\/p>","protected":false},"excerpt":{"rendered":"<p>Trong ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m, c\u00e1c nh\u00e0 khoa h\u1ecdc \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t th\u00e1ch th\u1ee9c c\u01a1 b\u1ea3n: truy c\u1eadp v\u00e0 k\u1ebft n\u1ed1i l\u01b0\u1ee3ng ki\u1ebfn th\u1ee9c kh\u1ed5ng l\u1ed3 n\u1eb1m r\u1ea3i r\u00e1c tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c nhau. T\u1eeb t\u00e0i li\u1ec7u \u0111\u00e3 xu\u1ea5t b\u1ea3n, ghi ch\u00fa n\u1ed9i b\u1ed9 \u0111\u1ebfn c\u01a1 s\u1edf d\u1eef li\u1ec7u gen, nh\u1eefng hi\u1ec3u bi\u1ebft quan&#8230;<\/p>","protected":false},"author":22,"featured_media":66957,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-66963","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ctelers-blogs"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AWS: R\u00fat ng\u1eafn chu k\u1ef3 nghi\u00ean c\u1ee9u d\u01b0\u1ee3c ph\u1ea9m t\u1edbi 87% nh\u1edd GraphRAG v\u00e0 AI t\u1ea1o sinh | 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\/10\/aws-rut-ngan-chu-ky-nghien-cuu-duoc-pham-toi-87-phantram-nho-graphrag-va-ai-tao\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AWS: R\u00fat ng\u1eafn chu k\u1ef3 nghi\u00ean c\u1ee9u d\u01b0\u1ee3c ph\u1ea9m t\u1edbi 87% nh\u1edd GraphRAG v\u00e0 AI t\u1ea1o sinh | CMC Telecom\" \/>\n<meta property=\"og:description\" content=\"Trong ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m, c\u00e1c nh\u00e0 khoa h\u1ecdc \u0111\u1ed1i m\u1eb7t v\u1edbi m\u1ed9t th\u00e1ch th\u1ee9c c\u01a1 b\u1ea3n: truy c\u1eadp v\u00e0 k\u1ebft n\u1ed1i l\u01b0\u1ee3ng ki\u1ebfn th\u1ee9c kh\u1ed5ng l\u1ed3 n\u1eb1m r\u1ea3i r\u00e1c tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c nhau. 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