{"id":67118,"date":"2026-07-31T09:13:42","date_gmt":"2026-07-31T02:13:42","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/07\/31\/aws-xay-dung-he-thong-ai-da-agent-phuc-tap-voi-langgraph-va-agentcore\/"},"modified":"2026-08-03T07:40:16","modified_gmt":"2026-08-03T00:40:16","slug":"aws-xay-dung-he-thong-ai-da-agent-phuc-tap-voi-langgraph-va-agentcore","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/31\/aws-xay-dung-he-thong-ai-da-agent-phuc-tap-voi-langgraph-va-agentcore\/","title":{"rendered":"AWS: X\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng AI \u0111a agent ph\u1ee9c t\u1ea1p v\u1edbi LangGraph v\u00e0 AgentCore"},"content":{"rendered":"<p>Khi c\u00e1c \u1ee9ng d\u1ee5ng AI ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p, vi\u1ec7c \u0111i\u1ec1u ph\u1ed1i nhi\u1ec1u agent chuy\u00ean bi\u1ec7t tr\u1edf th\u00e0nh th\u00e1ch th\u1ee9c l\u1edbn cho doanh nghi\u1ec7p. AWS \u0111\u00e3 gi\u1edbi thi\u1ec7u m\u1ed9t ki\u1ebfn tr\u00fac k\u1ebft h\u1ee3p LangGraph, Strands v\u00e0 Amazon Bedrock AgentCore \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng AI \u0111a agent, s\u1eb5n s\u00e0ng cho m\u00f4i tr\u01b0\u1eddng production. Gi\u1ea3i ph\u00e1p n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch cho c\u00e1c quy tr\u00ecnh nghi\u1ec7p v\u1ee5 ph\u1ee9c t\u1ea1p nh\u01b0 gi\u00e1m s\u00e1t th\u1ecb tr\u01b0\u1eddng t\u00e0i ch\u00ednh, \u0111\u00f2i h\u1ecfi s\u1ef1 ph\u1ed1i h\u1ee3p, ra quy\u1ebft \u0111\u1ecbnh linh ho\u1ea1t v\u00e0 kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i l\u1ed7i m\u1ea1nh m\u1ebd.<\/p>\n<p>B\u00e0i vi\u1ebft n\u00e0y, d\u1ef1a tr\u00ean chia s\u1ebb t\u1eeb AWS, tr\u00ecnh b\u00e0y c\u00e1ch ki\u1ebfn tr\u00fac v\u00e0 tri\u1ec3n khai m\u1ed9t h\u1ec7 th\u1ed1ng AI \u0111a agent s\u1eed d\u1ee5ng LangGraph v\u00e0 Strands tr\u00ean h\u1ea1 t\u1ea7ng AWS. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 h\u1ecdc c\u00e1ch tri\u1ec3n khai \u0111i\u1ec1u ph\u1ed1i quy tr\u00ecnh d\u1ef1a tr\u00ean tr\u1ea1ng th\u00e1i v\u1edbi h\u1ec7 th\u1ed1ng checkpoint c\u1ee7a LangGraph, t\u00edch h\u1ee3p c\u00e1c agent Strands cho c\u00e1c t\u00e1c v\u1ee5 l\u1eadp lu\u1eadn chuy\u00ean s\u00e2u v\u00e0 s\u1eed d\u1ee5ng AgentCore \u0111\u1ec3 tri\u1ec3n khai \u1edf quy m\u00f4 l\u1edbn.<\/p>\n<h2>Th\u00e1ch th\u1ee9c c\u1ee7a h\u1ec7 th\u1ed1ng AI t\u00e1c t\u1eed (Agentic AI)<\/h2>\n<p>Khi c\u00e1c \u1ee9ng d\u1ee5ng AI ph\u00e1t tri\u1ec3n t\u1eeb chatbot \u0111\u01a1n gi\u1ea3n sang c\u00e1c h\u1ec7 th\u1ed1ng t\u1ef1 h\u00e0nh tinh vi, c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn m\u1ed9t agent truy\u1ec1n th\u1ed1ng th\u01b0\u1eddng kh\u00f4ng \u0111\u1ee7 kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u00e1c quy tr\u00ecnh kinh doanh ph\u1ee9c t\u1ea1p. C\u00e1c ng\u00e0nh nh\u01b0 d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh l\u00e0 m\u1ed9t v\u00ed d\u1ee5 \u0111i\u1ec3n h\u00ecnh. H\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t th\u1ecb tr\u01b0\u1eddng ph\u1ea3i \u0111i\u1ec1u ph\u1ed1i nhi\u1ec1u agent chuy\u00ean bi\u1ec7t \u0111\u1ec3 ph\u00e2n t\u00edch c\u00e1c m\u1eabu giao d\u1ecbch, \u0111i\u1ec1u tra ho\u1ea1t \u0111\u1ed9ng \u0111\u00e1ng ng\u1edd v\u00e0 t\u1ea1o b\u00e1o c\u00e1o to\u00e0n di\u1ec7n, \u0111\u1ed3ng th\u1eddi duy tr\u00ec c\u00e1c ti\u00eau chu\u1ea9n tu\u00e2n th\u1ee7 v\u00e0 \u0111\u1ed9 tin c\u1eady nghi\u00eam ng\u1eb7t.<\/p>\n<p>Gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c AWS \u0111\u1ec1 xu\u1ea5t k\u1ebft h\u1ee3p hai framework: <a href=\"https:\/\/www.langchain.com\/langgraph\">LangGraph<\/a> cho vi\u1ec7c \u0111i\u1ec1u ph\u1ed1i quy tr\u00ecnh \u1edf c\u1ea5p \u0111\u1ed9 v\u0129 m\u00f4 v\u00e0 <a href=\"https:\/\/strandsagents.com\/\">Strands<\/a> cho kh\u1ea3 n\u0103ng l\u1eadp lu\u1eadn th\u00f4ng minh c\u1ee7a t\u1eebng agent. S\u1ef1 k\u1ebft h\u1ee3p n\u00e0y, c\u00f9ng v\u1edbi <a href=\"https:\/\/aws.amazon.com\/bedrock\/agentcore\/\">Amazon Bedrock AgentCore<\/a> \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh v\u00e0o n\u0103m 2025, t\u1ea1o ra m\u1ed9t n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc cho c\u00e1c h\u1ec7 th\u1ed1ng <em>agentic AI<\/em> (AI t\u00e1c t\u1eed &#8211; c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 h\u00e0nh \u0111\u1ed9ng) s\u1eb5n s\u00e0ng cho m\u00f4i tr\u01b0\u1eddng production.<\/p>\n<h2>LangGraph: \u0110i\u1ec1u ph\u1ed1i quy tr\u00ecnh v\u0129 m\u00f4<\/h2>\n<p>LangGraph cung c\u1ea5p kh\u1ea3 n\u0103ng \u0111i\u1ec1u ph\u1ed1i c\u1ea5p production cho c\u00e1c h\u1ec7 th\u1ed1ng \u0111a agent th\u00f4ng qua ba n\u0103ng l\u1ef1c c\u1ed1t l\u00f5i:<\/p>\n<ul>\n<li><strong>M\u00e1y tr\u1ea1ng th\u00e1i d\u1ef1a tr\u00ean \u0111\u1ed3 th\u1ecb (Graph-based state machines):<\/strong> LangGraph m\u00f4 h\u00ecnh h\u00f3a c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a agent d\u01b0\u1edbi d\u1ea1ng \u0111\u1ed3 th\u1ecb c\u00f3 h\u01b0\u1edbng, trong \u0111\u00f3 c\u00e1c node \u0111\u1ea1i di\u1ec7n cho c\u00e1c h\u00e0m ch\u1ee9a logic c\u1ee7a agent v\u00e0 c\u00e1c c\u1ea1nh x\u00e1c \u0111\u1ecbnh lu\u1ed3ng th\u1ef1c thi. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y gi\u00fap bi\u1ebfn c\u00e1c quy tr\u00ecnh ph\u1ee9c t\u1ea1p th\u00e0nh m\u00e3 ngu\u1ed3n d\u1ec5 \u0111\u1ecdc v\u00e0 b\u1ea3o tr\u00ec.<\/li>\n<li><strong>Qu\u1ea3n l\u00fd tr\u1ea1ng th\u00e1i li\u00ean t\u1ee5c (Persistent state management):<\/strong> H\u1ec7 th\u1ed1ng checkpoint c\u1ee7a framework t\u1ef1 \u0111\u1ed9ng l\u01b0u l\u1ea1i to\u00e0n b\u1ed9 tr\u1ea1ng th\u00e1i c\u1ee7a quy tr\u00ecnh sau m\u1ed7i l\u1ea7n th\u1ef1c thi node. Nh\u1edd c\u00e1c checkpoint n\u00e0y, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 ph\u1ee5c h\u1ed3i su\u00f4n s\u1ebb sau l\u1ed7i v\u00e0 h\u1ed7 tr\u1ee3 t\u01b0\u01a1ng t\u00e1c c\u00f3 s\u1ef1 tham gia c\u1ee7a con ng\u01b0\u1eddi (human-in-the-loop).<\/li>\n<li><strong>\u0110\u1ed9 tin c\u1eady c\u1ea5p production:<\/strong> LangGraph bao g\u1ed3m c\u00e1c chi\u1ebfn l\u01b0\u1ee3c th\u1eed l\u1ea1i t\u00edch h\u1ee3p s\u1eb5n v\u1edbi <em>exponential backoff<\/em> (th\u1eddi gian ch\u1edd t\u0103ng d\u1ea7n theo c\u1ea5p s\u1ed1 nh\u00e2n) \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c l\u1ed7i h\u1ec7 th\u1ed1ng. N\u1ec1n t\u1ea3ng c\u0169ng cung c\u1ea5p kh\u1ea3 n\u0103ng quan s\u00e1t to\u00e0n di\u1ec7n th\u00f4ng qua OpenTelemetry \u0111\u1ec3 t\u00edch h\u1ee3p d\u1ec5 d\u00e0ng v\u1edbi h\u1ea7u h\u1ebft c\u00e1c \u1ee9ng d\u1ee5ng observability.<\/li>\n<\/ul>\n<p>L\u1edbp \u0111i\u1ec1u ph\u1ed1i n\u00e0y s\u1ebd \u0111\u1ecbnh tuy\u1ebfn c\u00e1c truy v\u1ea5n gi\u1eefa c\u00e1c agent Strands chuy\u00ean bi\u1ec7t. S\u01a1 \u0111\u1ed3 quy tr\u00ecnh l\u00e0m vi\u1ec7c \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a bao g\u1ed3m: m\u1ed9t tr\u1ea1ng th\u00e1i d\u00f9ng chung, m\u1ed9t b\u1ed9 \u0111i\u1ec1u ph\u1ed1i (orchestrator) ch\u1ecdn agent chuy\u00ean bi\u1ec7t n\u00e0o s\u1ebd \u0111\u01b0\u1ee3c g\u1ecdi, \u0111\u1ecbnh tuy\u1ebfn c\u00f3 \u0111i\u1ec1u ki\u1ec7n gi\u1eefa ch\u00fang v\u00e0 l\u01b0u tr\u1eef d\u1ef1a tr\u00ean checkpoint \u0111\u1ec3 ph\u1ee5c h\u1ed3i.<\/p>\n<figure class=\"wp-block-image size-large aligncenter\" style=\"text-align: center; margin: 1.5em 0;\"><img decoding=\"async\" style=\"--smush-placeholder-width: 862px; --smush-placeholder-aspect-ratio: 862\/641;border-radius: 8px; border: 1px solid #e5e7eb; max-width: 100%; max-height: 560px; width: auto; height: auto; display: inline-block;\" data-src=\"https:\/\/aws.cmctelecom.vn\/wp-content\/uploads\/2026\/07\/38113cf1ad.png\" alt=\"S\u01a1 \u0111\u1ed3 \u0111i\u1ec1u ph\u1ed1i quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a agent ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng b\u1eb1ng LangGraph\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/figure>\n<h2>Strands: L\u1eadp lu\u1eadn th\u00f4ng minh cho t\u1eebng agent<\/h2>\n<p>Strands Agent ho\u1ea1t \u0111\u1ed9ng tr\u00ean m\u1ed9t ki\u1ebfn tr\u00fac kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o m\u00f4 h\u00ecnh (model-agnostic), cho ph\u00e9p n\u00f3 th\u00edch \u1ee9ng v\u1edbi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng hi\u1ec7n c\u00f3. Agent n\u00e0y tri\u1ec3n khai m\u1ed9t v\u00f2ng l\u1eb7p l\u1eadp lu\u1eadn li\u00ean t\u1ee5c \u0111\u00e1nh gi\u00e1 \u0111\u1ea7u ra c\u1ee7a c\u00f4ng c\u1ee5 v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean k\u1ebft qu\u1ea3 trung gian, gi\u00fap x\u00e2y d\u1ef1ng c\u00e1c quy tr\u00ecnh ph\u00e2n t\u00edch \u0111a b\u01b0\u1edbc ph\u1ee9c t\u1ea1p.<\/p>\n<p>V\u1edbi Strands, doanh nghi\u1ec7p c\u00f3 th\u1ec3 c\u1ea5u h\u00ecnh c\u00e1c t\u01b0\u01a1ng t\u00e1c c\u00f4ng c\u1ee5 b\u00ean ngo\u00e0i b\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh schema v\u00e0 c\u00e1c m\u1eabu truy c\u1eadp. V\u00ed d\u1ee5, \u0111\u1ed1i v\u1edbi agent gi\u00e1m s\u00e1t, AWS t\u00e1ch bi\u1ec7t vi\u1ec7c kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u kh\u1ecfi vi\u1ec7c truy xu\u1ea5t \u0111\u1ec3 tr\u00e1nh hi\u1ec7n t\u01b0\u1ee3ng <em>hallucination<\/em> (\u1ea3o gi\u00e1c) v\u00e0 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng ch\u1ed1ng l\u1ea1i c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng injection.<\/p>\n<h2>T\u1ea1i sao n\u00ean k\u1ebft h\u1ee3p LangGraph v\u00e0 Strands?<\/h2>\n<p>Nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng trong doanh nghi\u1ec7p ph\u1ea3i tu\u00e2n theo c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c nghi\u00eam ng\u1eb7t, \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc. Vi\u1ec7c ch\u1ec9 d\u1ef1a v\u00e0o b\u1ea3n ch\u1ea5t phi x\u00e1c \u0111\u1ecbnh c\u1ee7a m\u1ed9t LLM \u0111\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u00fang c\u00e1c b\u01b0\u1edbc l\u00e0 m\u1ed9t r\u1ee7i ro. Tuy nhi\u00ean, c\u00e1c b\u01b0\u1edbc c\u1ee5 th\u1ec3 trong nh\u1eefng quy tr\u00ecnh \u0111\u00f3 l\u1ea1i \u0111\u00f2i h\u1ecfi kh\u1ea3 n\u0103ng l\u1eadp lu\u1eadn linh ho\u1ea1t c\u1ee7a LLM.<\/p>\n<p>S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa LangGraph v\u00e0 Strands gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, cho ph\u00e9p x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng n\u01a1i vi\u1ec7c \u0111i\u1ec1u ph\u1ed1i x\u00e1c \u0111\u1ecbnh (deterministic) ch\u1ee9a \u0111\u1ef1ng tr\u00ed th\u00f4ng minh linh ho\u1ea1t (dynamic) \u0111\u01b0\u1ee3c khoanh v\u00f9ng.<\/p>\n<ul>\n<li><strong>Tr\u00ed th\u00f4ng minh c\u1ea5p &#8220;Node&#8221;:<\/strong> LangGraph x\u00e1c \u0111\u1ecbnh quy tr\u00ecnh \u0111i\u1ec1u ph\u1ed1i c\u1ea5p cao. C\u00e1c agent Strands \u0111\u01b0\u1ee3c \u0111\u1eb7t t\u1ea1i c\u00e1c node c\u1ee5 th\u1ec3, n\u01a1i quy tr\u00ecnh ph\u1ee9c t\u1ea1p c\u00f3 th\u1ec3 y\u00eau c\u1ea7u ph\u00e2n t\u00edch t\u1eeb LLM ho\u1eb7c x\u1eed l\u00fd c\u00e1c t\u00ecnh hu\u1ed1ng kh\u00f4ng r\u00f5 r\u00e0ng.<\/li>\n<li><strong>C\u00f4 l\u1eadp ng\u1eef c\u1ea3nh (Context isolation):<\/strong> B\u1eb1ng c\u00e1ch \u0111\u1eb7t c\u00e1c agent Strands ri\u00eang l\u1ebb v\u00e0o c\u00e1c node LangGraph ri\u00eang bi\u1ec7t, b\u1ed9 nh\u1edb \u0111\u01b0\u1ee3c ph\u00e2n chia. M\u1ed7i agent qu\u1ea3n l\u00fd ng\u1eef c\u1ea3nh v\u00e0 l\u1ecbch s\u1eed c\u00f4ng c\u1ee5 t\u1eadp trung c\u1ee7a ri\u00eang m\u00ecnh, trong khi LangGraph duy tr\u00ec m\u1ed9t tr\u1ea1ng th\u00e1i phi\u00ean l\u00e0m vi\u1ec7c c\u00f3 c\u1ea5u tr\u00fac, bao qu\u00e1t m\u00e0 c\u00e1c agent kh\u00e1c nhau c\u00f3 th\u1ec3 c\u1eadp nh\u1eadt v\u00e0 tham chi\u1ebfu \u0111\u1ed9c l\u1eadp.<\/li>\n<li><strong>T\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng \u0111i\u1ec1u ph\u1ed1i:<\/strong> B\u1eb1ng c\u00e1ch nh\u00fang Strands, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u00edch h\u1ee3p m\u1ed9t framework agent doanh nghi\u1ec7p to\u00e0n di\u1ec7n v\u00e0o \u0111\u1ed3 th\u1ecb c\u1ee7a m\u00ecnh, t\u1eadn d\u1ee5ng kh\u1ea3 n\u0103ng \u0111\u1ecbnh tuy\u1ebfn m\u1ea1nh m\u1ebd c\u1ee7a LangGraph c\u00f9ng v\u1edbi c\u00e1c t\u00ednh n\u0103ng t\u00edch h\u1ee3p, ki\u1ec3m so\u00e1t v\u00e0 an to\u00e0n c\u1ee7a Strands.<\/li>\n<\/ul>\n<h2>Tri\u1ec3n khai v\u00e0 v\u1eadn h\u00e0nh tr\u00ean AWS v\u1edbi AgentCore<\/h2>\n<p>Amazon Bedrock AgentCore cung c\u1ea5p m\u1ed9t d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n \u0111\u1ec3 tri\u1ec3n khai v\u00e0 v\u1eadn h\u00e0nh c\u00e1c agent \u1edf quy m\u00f4 l\u1edbn, gi\u1ea3m b\u1edbt g\u00e1nh n\u1eb7ng qu\u1ea3n l\u00fd c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng.<\/p>\n<ul>\n<li><strong>Runtime Deployment:<\/strong> AgentCore runtime bi\u1ebfn m\u00e3 agent c\u1ee5c b\u1ed9 th\u00e0nh c\u00e1c b\u1ea3n tri\u1ec3n khai cloud-native v\u1edbi c\u1ea5u h\u00ecnh t\u1ed1i thi\u1ec3u. D\u1ecbch v\u1ee5 n\u00e0y kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o framework v\u00e0 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t v\u1edbi LangGraph v\u00e0 Strands. N\u00f3 cung c\u1ea5p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng c\u00f3 m\u1ee5c \u0111\u00edch cho c\u00e1c workload agent \u0111\u1ed9ng, bao g\u1ed3m th\u1eddi gian ch\u1ea1y k\u00e9o d\u00e0i cho c\u00e1c cu\u1ed9c \u0111i\u1ec1u tra d\u00e0i h\u1ea1n, th\u1ef1c thi \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u00e0 t\u1ef1 \u0111\u1ed9ng co gi\u00e3n theo nhu c\u1ea7u.<\/li>\n<li><strong>Memory Integration:<\/strong> LangGraph t\u00edch h\u1ee3p v\u1edbi b\u1ed9 nh\u1edb c\u1ee7a AgentCore th\u00f4ng qua g\u00f3i <code>langgraph-checkpoint-aws<\/code>, cung c\u1ea5p c\u1ea3 kh\u1ea3 n\u0103ng l\u01b0u tr\u1eef checkpoint ng\u1eafn h\u1ea1n v\u00e0 truy xu\u1ea5t b\u1ed9 nh\u1edb d\u00e0i h\u1ea1n th\u00f4ng minh. \u0110i\u1ec1u n\u00e0y gi\u1ea3i quy\u1ebft th\u00e1ch th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 t\u00ednh kh\u00f4ng tr\u1ea1ng th\u00e1i c\u1ee7a agent: m\u1ed7i t\u01b0\u01a1ng t\u00e1c \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean ki\u1ebfn th\u1ee9c tr\u01b0\u1edbc \u0111\u00f3 thay v\u00ec b\u1eaft \u0111\u1ea7u l\u1ea1i t\u1eeb \u0111\u1ea7u.<\/li>\n<li><strong>Observability and Operations:<\/strong> AgentCore t\u00edch h\u1ee3p s\u1eb5n v\u1edbi Amazon CloudWatch v\u00e0 AWS X-Ray, ghi l\u1ea1i c\u00e1c d\u1ea5u v\u1ebft th\u1ef1c thi c\u1ee7a agent, c\u00e1c l\u1ec7nh g\u1ecdi c\u00f4ng c\u1ee5 v\u00e0 c\u00e1c ch\u1ec9 s\u1ed1 hi\u1ec7u su\u1ea5t. \u0110i\u1ec1u n\u00e0y mang l\u1ea1i kh\u1ea3 n\u0103ng quan s\u00e1t to\u00e0n di\u1ec7n t\u1eeb c\u1ea5p \u0111\u1ed9 \u0111i\u1ec1u ph\u1ed1i quy tr\u00ecnh cao xu\u1ed1ng \u0111\u1ebfn t\u1eebng l\u1ec7nh g\u1ecdi LLM v\u00e0 c\u00e1c b\u01b0\u1edbc l\u1eadp lu\u1eadn ri\u00eang l\u1ebb.<\/li>\n<\/ul>\n<h2>K\u1ebft lu\u1eadn<\/h2>\n<p>Ki\u1ebfn tr\u00fac k\u1ebft h\u1ee3p gi\u1eefa kh\u1ea3 n\u0103ng \u0111i\u1ec1u ph\u1ed1i quy tr\u00ecnh m\u1ea1nh m\u1ebd c\u1ee7a LangGraph v\u00e0 kh\u1ea3 n\u0103ng l\u1eadp lu\u1eadn th\u00f4ng minh c\u1ee7a Strands, \u0111\u01b0\u1ee3c tri\u1ec3n khai tr\u00ean h\u1ea1 t\u1ea7ng AWS v\u1edbi AgentCore, cho ph\u00e9p doanh nghi\u1ec7p x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng AI \u0111a agent ph\u1ee9c t\u1ea1p v\u00e0 \u0111\u00e1ng tin c\u1eady. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y gi\u00fap t\u00e1ch bi\u1ec7t c\u00e1c m\u1ed1i quan t\u00e2m: LangGraph qu\u1ea3n l\u00fd \u0111i\u1ec1u ph\u1ed1i v\u0129 m\u00f4, trong khi Strands cung c\u1ea5p c\u00f4ng c\u1ee5 l\u1eadp lu\u1eadn chi ti\u1ebft trong t\u1eebng node.<\/p>\n<p>Doanh nghi\u1ec7p c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng ki\u1ebfn tr\u00fac n\u00e0y cho c\u00e1c k\u1ecbch b\u1ea3n \u0111i\u1ec1u ph\u1ed1i ph\u1ee9c t\u1ea1p kh\u00e1c nh\u01b0 pipeline x\u1eed l\u00fd t\u00e0i li\u1ec7u, t\u1ef1 \u0111\u1ed9ng h\u00f3a d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng ho\u1eb7c h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t tu\u00e2n th\u1ee7. \u0110\u1ec3 t\u00ecm hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 chi ti\u1ebft k\u1ef9 thu\u1eadt, b\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o <a href=\"https:\/\/github.com\/aws-samples\/sample-langgraph-strands-market-analysis\">kho m\u00e3 ngu\u1ed3n tr\u00ean GitHub<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>Khi c\u00e1c \u1ee9ng d\u1ee5ng AI ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p, vi\u1ec7c \u0111i\u1ec1u ph\u1ed1i nhi\u1ec1u agent chuy\u00ean bi\u1ec7t tr\u1edf th\u00e0nh th\u00e1ch th\u1ee9c l\u1edbn cho doanh nghi\u1ec7p. AWS \u0111\u00e3 gi\u1edbi thi\u1ec7u m\u1ed9t ki\u1ebfn tr\u00fac k\u1ebft h\u1ee3p LangGraph, Strands v\u00e0 Amazon Bedrock AgentCore \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng AI \u0111a agent, s\u1eb5n s\u00e0ng cho m\u00f4i tr\u01b0\u1eddng production. Gi\u1ea3i&#8230;<\/p>","protected":false},"author":22,"featured_media":67116,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-67118","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 v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AWS: X\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng AI \u0111a agent ph\u1ee9c t\u1ea1p v\u1edbi LangGraph v\u00e0 AgentCore | 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\/31\/aws-xay-dung-he-thong-ai-da-agent-phuc-tap-voi-langgraph-va-agentcore\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AWS: X\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng AI \u0111a agent ph\u1ee9c t\u1ea1p v\u1edbi LangGraph v\u00e0 AgentCore | CMC Telecom\" \/>\n<meta property=\"og:description\" content=\"Khi c\u00e1c \u1ee9ng d\u1ee5ng AI ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p, vi\u1ec7c \u0111i\u1ec1u ph\u1ed1i nhi\u1ec1u agent chuy\u00ean bi\u1ec7t tr\u1edf th\u00e0nh th\u00e1ch th\u1ee9c l\u1edbn cho doanh nghi\u1ec7p. 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