{"id":91935,"date":"2025-10-02T18:24:16","date_gmt":"2025-10-02T11:24:16","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=91935"},"modified":"2026-06-22T11:48:35","modified_gmt":"2026-06-22T04:48:35","slug":"phat-trien-ung-dung-genai-voi-aws","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/phat-trien-ung-dung-genai-voi-aws\/","title":{"rendered":"Ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng GenAI v\u1edbi AWS: Chia s\u1ebb th\u1ef1c chi\u1ebfn t\u1eeb Cloud Engineer ki\u00eam Cloud Consultant"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">N\u1ed9i dung b\u00e0i vi\u1ebft<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/itviec.com\/blog\/phat-trien-ung-dung-genai-voi-aws\/#Tu_IT_ha_tang_truyen_thong_den_Cloud_GenAI_%E2%80%9CBuoc_Nhay_Vot%E2%80%9D_cua_su_nghiep\" >T\u1eeb IT h\u1ea1 t\u1ea7ng truy\u1ec1n th\u1ed1ng \u0111\u1ebfn Cloud &amp; GenAI: &#8220;B\u01b0\u1edbc Nh\u1ea3y V\u1ecdt&#8221; c\u1ee7a s\u1ef1 nghi\u1ec7p<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/itviec.com\/blog\/phat-trien-ung-dung-genai-voi-aws\/#6_giai_doan_phat_trien_cua_mot_ung_dung_GenAI_nhung_rui_ro_hay_gap_nhat\" >6 giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n c\u1ee7a m\u1ed9t \u1ee9ng d\u1ee5ng GenAI &amp; nh\u1eefng r\u1ee7i ro hay g\u1eb7p nh\u1ea5t<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/itviec.com\/blog\/phat-trien-ung-dung-genai-voi-aws\/#Lam_the_nao_de_toi_uu_chi_phi_cho_mot_ung_dung_GenAI_bi_%E2%80%9Cdoi%E2%80%9D_ngan_sach\" >L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 t\u1ed1i \u01b0u chi ph\u00ed cho m\u1ed9t \u1ee9ng d\u1ee5ng GenAI b\u1ecb &#8220;\u0111\u1ed9i&#8221; ng\u00e2n s\u00e1ch?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/itviec.com\/blog\/phat-trien-ung-dung-genai-voi-aws\/#Nhung_loi_bao_mat_thuong_bi_bo_qua_khi_phat_trien_ung_dung_GenAI\" >Nh\u1eefng l\u1ed7i b\u1ea3o m\u1eadt th\u01b0\u1eddng b\u1ecb b\u1ecf qua khi ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng GenAI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/itviec.com\/blog\/phat-trien-ung-dung-genai-voi-aws\/#Sai_lam_lon_nhat_khi_dung_LangChain_hoac_cac_orchestration_framework\" >Sai l\u1ea7m l\u1edbn nh\u1ea5t khi d\u00f9ng LangChain ho\u1eb7c c\u00e1c orchestration framework<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/itviec.com\/blog\/phat-trien-ung-dung-genai-voi-aws\/#Lo_trinh_nao_cho_mot_ban_IT_muon_phat_trien_thanh_Cloud_Consultant\" >L\u1ed9 tr\u00ecnh n\u00e0o cho m\u1ed9t b\u1ea1n IT mu\u1ed1n ph\u00e1t tri\u1ec3n th\u00e0nh Cloud Consultant?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/itviec.com\/blog\/phat-trien-ung-dung-genai-voi-aws\/#Loi_ket_Mo_loi_su_nghiep_Cloud_GenAI_%E2%80%93_Co_hoi_nam_trong_tay_ban\" >L\u1eddi k\u1ebft: M\u1edf l\u1ed1i s\u1ef1 nghi\u1ec7p Cloud &amp; GenAI \u2013 C\u01a1 h\u1ed9i n\u1eb1m trong tay b\u1ea1n<\/a><\/li><\/ul><\/nav><\/div>\n\n<p>Generative AI (GenAI) \u0111ang tr\u1edf th\u00e0nh xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 b\u00f9ng n\u1ed5, v\u00e0 AWS l\u00e0 n\u1ec1n t\u1ea3ng h\u00e0ng \u0111\u1ea7u \u0111\u1ec3 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y. Tuy nhi\u00ean, \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t \u1ee9ng d\u1ee5ng GenAI hi\u1ec7u qu\u1ea3, b\u1ea3o m\u1eadt v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng kh\u00f4ng ph\u1ea3i l\u00e0 \u0111i\u1ec1u \u0111\u01a1n gi\u1ea3n. R\u1ea5t nhi\u1ec1u d\u1ef1 \u00e1n g\u1eb7p th\u1ea5t b\u1ea1i do thi\u1ebfu ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng, b\u1ecf qua c\u00e1c b\u01b0\u1edbc ph\u00e2n t\u00edch quan tr\u1ecdng, ho\u1eb7c g\u1eb7p ph\u1ea3i c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 b\u1ea3o m\u1eadt v\u00e0 chi ph\u00ed kh\u00f4ng l\u01b0\u1eddng tr\u01b0\u1edbc.<\/p>\n\n\n\n<p>Trong bu\u1ed5i ph\u1ecfng v\u1ea5n \u0111\u1ed9c quy\u1ec1n thu\u1ed9c chu\u1ed7i video <strong>\u201cAI, Data Expert Interview\u201d<\/strong> c\u1ee7a ITviec, anh <strong>Nguy\u1ec5n \u0110\u1ed3ng Thanh Hi\u1ec7p<\/strong> (Principal Cloud Engineer t\u1ea1i G-asiapacific Vi\u1ec7t Nam &#8211; GAPV &amp; Cloud Consultant) s\u1ebd mang \u0111\u1ebfn nh\u1eefng g\u00f3c nh\u00ecn th\u1ef1c chi\u1ebfn nh\u1ea5t.\u00a0<\/p>\n\n\n\n<p>T\u1eeb xu\u1ea5t ph\u00e1t \u0111i\u1ec3m l\u00e0 IT h\u1ea1 t\u1ea7ng truy\u1ec1n th\u1ed1ng, anh Hi\u1ec7p s\u1ebd chia s\u1ebb v\u1ec1 &#8220;b\u01b0\u1edbc nh\u1ea3y v\u1ecdt&#8221; s\u1ef1 nghi\u1ec7p sang l\u0129nh v\u1ef1c Cloud, l\u1ed9 tr\u00ecnh chi ti\u1ebft \u0111\u1ec3 tri\u1ec3n khai m\u1ed9t \u1ee9ng d\u1ee5ng GenAI th\u00e0nh c\u00f4ng tr\u00ean AWS, nh\u1eefng sai l\u1ea7m c\u1ea7n tr\u00e1nh, v\u00e0 kinh nghi\u1ec7m ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p cho b\u1ea5t k\u1ef3 cho c\u00e1c b\u1ea1n IT mu\u1ed1n tr\u1edf th\u00e0nh m\u1ed9t Cloud Consultant.<\/p>\n\n\n\n<p>L\u1eafng nghe chia s\u1ebb tr\u1ef1c ti\u1ebfp t\u1eeb anh Hi\u1ec7p trong video d\u01b0\u1edbi \u0111\u00e2y:<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"AI, Data Interview #2: L\u1ed9 tr\u00ecnh ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng GenAI v\u1edbi AWS | Hi\u1ec7p Nguy\u1ec5n, GAPV\" width=\"1280\" height=\"720\" src=\"https:\/\/www.youtube.com\/embed\/G1cYLMOkdl8?start=627&#038;feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>V\u00e0 sau \u0111\u00e2y, c\u00f9ng ITviec recap n\u1ed9i dung gi\u00e1 tr\u1ecb t\u1eeb bu\u1ed5i ph\u1ecfng v\u1ea5n nh\u00e9!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"tu-it-ha-tang-truyen-thong-den-cloud-genai-buoc-nhay-vot-cua-su-nghiep\"><span class=\"ez-toc-section\" id=\"Tu_IT_ha_tang_truyen_thong_den_Cloud_GenAI_%E2%80%9CBuoc_Nhay_Vot%E2%80%9D_cua_su_nghiep\"><\/span>T\u1eeb IT h\u1ea1 t\u1ea7ng truy\u1ec1n th\u1ed1ng \u0111\u1ebfn Cloud &amp; GenAI: &#8220;B\u01b0\u1edbc Nh\u1ea3y V\u1ecdt&#8221; c\u1ee7a s\u1ef1 nghi\u1ec7p<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>V\u1edbi nhi\u1ec1u k\u1ef9 s\u01b0 IT h\u1ea1 t\u1ea7ng truy\u1ec1n th\u1ed1ng, vi\u1ec7c qu\u1ea3n l\u00fd server on-premise \u0111\u1ea7y r\u1eaby th\u00e1ch th\u1ee9c, t\u1eeb vi\u1ec7c th\u1ee9c \u0111\u00eam kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1 \u0111\u1ebfn quy tr\u00ecnh n\u00e2ng c\u1ea5p k\u00e9o d\u00e0i h\u00e0ng th\u00e1ng, th\u1eadm ch\u00ed c\u1ea3 n\u0103m. Anh Hi\u1ec7p chia s\u1ebb, <strong>b\u01b0\u1edbc ngo\u1eb7t th\u1ef1c s\u1ef1 \u0111\u1ebfn t\u1eeb \u0111\u1ea1i d\u1ecbch COVID-19<\/strong>, khi nhu c\u1ea7u l\u00e0m vi\u1ec7c t\u1eeb xa t\u0103ng \u0111\u1ed9t bi\u1ebfn \u0111\u00e3 g\u00e2y qu\u00e1 t\u1ea3i nghi\u00eam tr\u1ecdng cho h\u1ec7 th\u1ed1ng on-premise.<\/p>\n\n\n\n<p>Trong b\u1ed1i c\u1ea3nh \u0111\u00f3, anh Hi\u1ec7p kh\u1eb3ng \u0111\u1ecbnh r\u1eb1ng: <em>&#8220;V\u1edbi m\u00ecnh, Cloud kh\u00f4ng ph\u1ea3i l\u00e0 b\u01b0\u1edbc chuy\u1ec3n m\u00e0 l\u00e0 b\u01b0\u1edbc nh\u1ea3y v\u1ecdt, m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i v\u00e0 kh\u1ea3 n\u0103ng m\u1edbi cho nh\u1eefng IT \u1edf h\u1ea1 t\u1ea7ng truy\u1ec1n th\u1ed1ng.\u201d<\/em>&nbsp;<\/p>\n\n\n\n<p>Cloud gi\u1ea3i quy\u1ebft tri\u1ec7t \u0111\u1ec3 c\u00e1c &#8220;pain point&#8221; c\u1ee7a m\u00f4i tr\u01b0\u1eddng c\u0169, \u0111i\u1ec3n h\u00ecnh l\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng h\u1ec7 th\u1ed1ng ch\u1ec9 trong v\u00e0i ph\u00fat thay v\u00ec ph\u1ea3i ch\u1edd \u0111\u1ee3i h\u00e0ng th\u00e1ng. \u0110\u1ec3 l\u00e0m ch\u1ee7 \u0111\u01b0\u1ee3c Cloud, vi\u1ec7c n\u1eafm v\u1eefng c\u00e1c ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u1ec1 compute, network, database v\u00e0 storage l\u00e0 y\u1ebfu t\u1ed1 ti\u00ean quy\u1ebft v\u00e0 quan tr\u1ecdng nh\u1ea5t.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"6-giai-doan-phat-trien-cua-mot-ung-dung-genai-nhung-rui-ro-hay-gap-nhat\"><span class=\"ez-toc-section\" id=\"6_giai_doan_phat_trien_cua_mot_ung_dung_GenAI_nhung_rui_ro_hay_gap_nhat\"><\/span>6 giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n c\u1ee7a m\u1ed9t \u1ee9ng d\u1ee5ng GenAI &amp; nh\u1eefng r\u1ee7i ro hay g\u1eb7p nh\u1ea5t<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0110\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t \u1ee9ng d\u1ee5ng GenAI ho\u00e0n ch\u1ec9nh, c\u1ea7n tu\u00e2n th\u1ee7 m\u1ed9t v\u00f2ng \u0111\u1eddi ph\u00e1t tri\u1ec3n g\u1ed3m 6 giai \u0111o\u1ea1n.&nbsp;<\/p>\n\n\n\n<p>Anh Hi\u1ec7p nh\u1ea5n m\u1ea1nh r\u1eb1ng <strong>3 giai \u0111o\u1ea1n \u0111\u1ea7u ti\u00ean l\u00e0 n\u1ec1n t\u1ea3ng quy\u1ebft \u0111\u1ecbnh \u0111\u1ebfn 70-80% s\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a d\u1ef1 \u00e1n<\/strong>. Vi\u1ec7c l\u00e0m s\u01a1 s\u00e0i \u1edf 3 b\u01b0\u1edbc n\u00e0y th\u01b0\u1eddng l\u00e0 nguy\u00ean nh\u00e2n ch\u00ednh d\u1eabn \u0111\u1ebfn th\u1ea5t b\u1ea1i.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Giai \u0111o\u1ea1n<\/strong><\/td><td><strong>M\u1ee5c \u0111\u00edch &amp; M\u1ee5c ti\u00eau<\/strong><\/td><td><strong>R\u1ee7i ro hay g\u1eb7p ph\u1ea3i<\/strong><\/td><\/tr><tr><td><strong>Giai \u0111o\u1ea1n 1:<\/strong> Scoping (X\u00e1c \u0111\u1ecbnh ph\u1ea1m vi)<\/td><td>Gi\u00fap doanh nghi\u1ec7p x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c use case, nhu c\u1ea7u, \u0111o l\u01b0\u1eddng m\u1ee9c \u0111\u1ed9 kh\u1ea3 thi c\u1ee7a \u1ee9ng d\u1ee5ng GenAI c\u00f3 ph\u00f9 h\u1ee3p v\u1edbi business c\u1ee7a c\u00f4ng ty hay kh\u00f4ng.<\/td><td>Use case kh\u00f4ng r\u00f5 r\u00e0ngG\u00e2y l\u00e3ng ph\u00ed resourceMong mu\u1ed1n khi tri\u1ec3n khai th\u1ef1c t\u1ebf kh\u00f4ng kh\u1ea3 thi<\/td><\/tr><tr><td><strong>Giai \u0111o\u1ea1n 2 v\u00e0 3:<\/strong>&nbsp;Model Selection (L\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh) v\u00e0 Customization Model (T\u00f9y ch\u1ec9nh m\u00f4 h\u00ecnh)<\/td><td>Thi\u1ebft k\u1ebf \u1ee9ng d\u1ee5ng v\u00e0 l\u1ef1a ch\u1ecdn model AI ph\u00f9 h\u1ee3p v\u1edbi use case \u0111\u00e3 x\u00e1c \u0111\u1ecbnh \u1edf Giai \u0111o\u1ea1n 1 &#8211; Scoping.<br>Sau \u0111\u00f3 customize model cho ph\u00f9 h\u1ee3p v\u1edbi y\u00eau c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng, c\u00f4ng ty.<\/td><td>Thi\u1ebfu hi\u1ec3u bi\u1ebft v\u1ec1 limitation c\u1ee7a model<br>Data kh\u00f4ng \u0111\u1ee7 cho vi\u1ec7c tri\u1ec3n khai model hay customize model<\/td><\/tr><tr><td><strong>Giai \u0111o\u1ea1n 4:<\/strong> Development &amp; Integration (Ph\u00e1t tri\u1ec3n &amp; T\u00edch h\u1ee3p)<\/td><td>X\u00e2y d\u1ef1ng RAG, pipeline<br>T\u00edch h\u1ee3p v\u1edbi API<br>Tri\u1ec3n khai c\u00e1c layer v\u1ec1 b\u1ea3o m\u1eadt<br>Filter n\u1ed9i dung<\/td><td>Sai l\u1ec7ch th\u00f4ng tin, model hallucination<br>Model performance k\u00e9m<br>L\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt nh\u01b0 prompt injection attack&nbsp;<\/td><\/tr><tr><td><strong>Giai \u0111o\u1ea1n 5:<\/strong> Deployment (Tri\u1ec3n khai)<\/td><td>\u0110\u01b0a \u1ee9ng d\u1ee5ng v\u00e0o m\u00f4i tr\u01b0\u1eddng production<\/td><td>Hi\u1ec7u n\u0103ng k\u00e9m ho\u1eb7c chi ph\u00ed t\u0103ng \u0111\u1ed9t ng\u1ed9t<br>C\u00e1c l\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt b\u1ecb b\u1ecf qua trong giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n, nh\u01b0 vi\u1ec7c c\u1ea5p quy\u1ec1n qu\u00e1 r\u1ed9ng<\/td><\/tr><tr><td><strong>Giai \u0111o\u1ea1n 6:<\/strong> Continuous Improvement (C\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c)<\/td><td>Theo d\u00f5i v\u00e0 t\u1ed1i \u01b0u \u1ee9ng d\u1ee5ng sau khi tri\u1ec3n khai.<\/td><td>Thi\u1ebfu c\u01a1 ch\u1ebf gi\u00e1m s\u00e1t (Monitoring) \u0111\u1ec3 theo d\u00f5i hi\u1ec7u n\u0103ng v\u00e0 ch\u1ec9nh s\u1eeda k\u1ecbp th\u1eddi<br>Agent ho\u1eb7c m\u00f4 h\u00ecnh AI c\u00f3 th\u1ec3 kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng \u0111\u00fang theo quy tr\u00ecnh (workflow) \u0111\u00e3 \u0111\u1ecbnh s\u1eb5n, d\u1eabn \u0111\u1ebfn nh\u1eefng k\u1ebft qu\u1ea3 sai l\u1ec7ch ho\u1eb7c kh\u00f4ng ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c \u0111\u00edch kinh doanh<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"lam-the-nao-de-toi-uu-chi-phi-cho-mot-ung-dung-genai-bi-doi-ngan-sach\"><span class=\"ez-toc-section\" id=\"Lam_the_nao_de_toi_uu_chi_phi_cho_mot_ung_dung_GenAI_bi_%E2%80%9Cdoi%E2%80%9D_ngan_sach\"><\/span>L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 t\u1ed1i \u01b0u chi ph\u00ed cho m\u1ed9t \u1ee9ng d\u1ee5ng GenAI b\u1ecb &#8220;\u0111\u1ed9i&#8221; ng\u00e2n s\u00e1ch?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Anh Hi\u1ec7p \u0111\u00e3 chia s\u1ebb m\u1ed9t case study th\u1ef1c t\u1ebf, gi\u00fap kh\u00e1ch h\u00e0ng gi\u1ea3m chi ph\u00ed t\u1eeb 8.000 USD xu\u1ed1ng c\u00f2n 700 USD\/th\u00e1ng cho m\u1ed9t \u1ee9ng d\u1ee5ng chatbot e-commerce. Nguy\u00ean nh\u00e2n ch\u00ednh g\u00e2y t\u0103ng chi ph\u00ed l\u00e0 do kh\u00e1ch h\u00e0ng t\u1ef1 tri\u1ec3n khai v\u00e0 b\u1ecf qua c\u00e1c b\u01b0\u1edbc ph\u00e2n t\u00edch ban \u0111\u1ea7u.<\/p>\n\n\n\n<p><strong>V\u1ea5n \u0111\u1ec1:<\/strong> Kh\u00e1ch h\u00e0ng s\u1eed d\u1ee5ng m\u1ed9t m\u00f4 h\u00ecnh AI r\u1ea5t m\u1ea1nh (Claude 3 Opus) cho t\u1ea5t c\u1ea3 c\u00e1c truy v\u1ea5n, trong khi 80% c\u00e2u h\u1ecfi ch\u1ec9 l\u00e0 nh\u1eefng c\u00e2u FAQ \u0111\u01a1n gi\u1ea3n. Ngo\u00e0i ra, h\u1ec7 th\u1ed1ng kh\u00f4ng c\u00f3 caching, d\u1eabn \u0111\u1ebfn vi\u1ec7c g\u1ecdi API li\u00ean t\u1ee5c cho nh\u1eefng c\u00e2u h\u1ecfi l\u1eb7p l\u1ea1i.<\/p>\n\n\n\n<p><strong>Gi\u1ea3i ph\u00e1p:<\/strong><\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;\u25e6 Ch\u1ecdn m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p cho t\u1eebng lo\u1ea1i c\u00e2u h\u1ecfi.<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;\u25e6 Tri\u1ec3n khai caching \u0111\u1ec3 gi\u1ea3m s\u1ed1 l\u1ea7n g\u1ecdi API.<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;\u25e6 Gi\u1edbi h\u1ea1n s\u1ed1 l\u01b0\u1ee3ng token \u0111\u1ea7u v\u00e0o\/\u0111\u1ea7u ra.<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;\u25e6 T\u1ea1o c\u1ea3nh b\u00e1o chi ph\u00ed (cost alert) \u0111\u1ec3 theo d\u00f5i ng\u00e2n s\u00e1ch h\u00e0ng ng\u00e0y v\u00e0 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng ngay l\u1eadp t\u1ee9c.<\/p>\n\n\n\n<p>Case study n\u00e0y m\u1ed9t l\u1ea7n n\u1eefa kh\u1eb3ng \u0111\u1ecbnh t\u1ea7m quan tr\u1ecdng c\u1ee7a 3 giai \u0111o\u1ea1n \u0111\u1ea7u ti\u00ean trong v\u00f2ng \u0111\u1eddi ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng GenAI.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"nhung-loi-bao-mat-thuong-bi-bo-qua-khi-phat-trien-ung-dung-genai\"><span class=\"ez-toc-section\" id=\"Nhung_loi_bao_mat_thuong_bi_bo_qua_khi_phat_trien_ung_dung_GenAI\"><\/span>Nh\u1eefng l\u1ed7i b\u1ea3o m\u1eadt th\u01b0\u1eddng b\u1ecb b\u1ecf qua khi ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng GenAI<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>B\u1ea3o m\u1eadt l\u00e0 tr\u00e1ch nhi\u1ec7m c\u1ee7a t\u1ea5t c\u1ea3 m\u1ecdi ng\u01b0\u1eddi, nh\u01b0ng c\u00e1c developer th\u01b0\u1eddng b\u1ecf qua do qu\u00e1 t\u1eadp trung v\u00e0o coding. Sau \u0111\u00e2y l\u00e0 nh\u1eefng l\u1ed7i b\u1ea3o m\u1eadt th\u01b0\u1eddng g\u1eb7p nh\u1ea5t m\u00e0 anh Hi\u1ec7p \u0111\u00e3 chia s\u1ebb:<\/p>\n\n\n\n<p><strong>1. C\u1ea5p quy\u1ec1n qu\u00e1 r\u1ed9ng (Over-permissioning):<\/strong> Th\u00f3i quen c\u1ea5p &#8220;full quy\u1ec1n&#8221; cho developer trong m\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n l\u00e0 m\u1ed9t r\u1ee7i ro c\u1ef1c l\u1edbn. K\u1ebb t\u1ea5n c\u00f4ng c\u00f3 th\u1ec3 \u0111\u00e3 x\u00e2m nh\u1eadp h\u1ec7 th\u1ed1ng ngay t\u1eeb \u0111\u1ea7u ch\u1ee9 kh\u00f4ng ch\u1edd \u0111\u1ebfn khi h\u1ec7 th\u1ed1ng l\u1edbn m\u1ea1nh.<\/p>\n\n\n\n<p><strong>2. Ti\u00eam m\u00e3 nh\u1eafc (Prompt Injection):<\/strong> M\u1ed9t trong 10 l\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt ph\u1ed5 bi\u1ebfn nh\u1ea5t theo OWASP Top 10 for LLM, x\u1ea3y ra khi kh\u00f4ng x\u00e1c th\u1ef1c d\u1eef li\u1ec7u ng\u01b0\u1eddi d\u00f9ng nh\u1eadp v\u00e0o.<\/p>\n\n\n\n<p><strong>3. R\u00f2 r\u1ec9 d\u1eef li\u1ec7u (Data Leakage):<\/strong> L\u1ed7i nghi\u00eam tr\u1ecdng nh\u1ea5t, \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn uy t\u00edn v\u00e0 danh d\u1ef1 c\u1ee7a doanh nghi\u1ec7p.<\/p>\n\n\n\n<p>AWS ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean nguy\u00ean t\u1eafc &#8220;Zero Trust&#8221; (kh\u00f4ng tin t\u01b0\u1edfng ai khi ch\u01b0a x\u00e1c th\u1ef1c) v\u00e0 &#8220;Least Privilege&#8221; (ch\u1ec9 c\u1ea5p quy\u1ec1n t\u1ed1i thi\u1ec3u c\u1ea7n thi\u1ebft) \u0111\u1ec3 gi\u1ea3m thi\u1ec3u c\u00e1c r\u1ee7i ro n\u00e0y.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"sai-lam-lon-nhat-khi-dung-langchain-hoac-cac-orchestration-framework\"><span class=\"ez-toc-section\" id=\"Sai_lam_lon_nhat_khi_dung_LangChain_hoac_cac_orchestration_framework\"><\/span>Sai l\u1ea7m l\u1edbn nh\u1ea5t khi d\u00f9ng LangChain ho\u1eb7c c\u00e1c orchestration framework<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Sai l\u1ea7m l\u1edbn nh\u1ea5t l\u00e0 l\u1ea1m d\u1ee5ng LangChain cho nh\u1eefng t\u00e1c v\u1ee5 \u0111\u01a1n gi\u1ea3n. Nhi\u1ec1u \u0111\u1ed9i ng\u0169 s\u1eed d\u1ee5ng framework n\u00e0y cho nh\u1eefng y\u00eau c\u1ea7u ch\u1ec9 c\u1ea7n g\u1ecdi m\u1ed9t API \u0111\u01a1n gi\u1ea3n, \u0111i\u1ec1u n\u00e0y v\u00f4 t\u00ecnh k\u00e9o theo c\u1ea3 m\u1ed9t framework n\u1eb7ng n\u1ec1, kh\u00f4ng c\u1ea7n thi\u1ebft.<\/p>\n\n\n\n<p>\u2022 H\u1eadu qu\u1ea3: G\u00e2y \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn hi\u1ec7u n\u0103ng (performance) c\u1ee7a \u1ee9ng d\u1ee5ng do c\u00f3 qu\u00e1 nhi\u1ec1u l\u1edbp tr\u1eebu t\u01b0\u1ee3ng (abstraction layer), l\u00e0m ch\u1eadm h\u1ec7 th\u1ed1ng v\u00e0 g\u00e2y kh\u00f3 kh\u0103n khi g\u1ee1 l\u1ed7i (debug).<\/p>\n\n\n\n<p>\u2022 L\u1eddi khuy\u00ean: Ch\u1ec9 n\u00ean s\u1eed d\u1ee5ng LangChain cho c\u00e1c quy tr\u00ecnh (workflow) th\u1ef1c s\u1ef1 ph\u1ee9c t\u1ea1p, v\u00ed d\u1ee5 nh\u01b0 m\u1ed9t chatbot cho kh\u00e1ch s\u1ea1n c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng x\u1eed l\u00fd to\u00e0n b\u1ed9 quy tr\u00ecnh t\u1eeb booking, thanh to\u00e1n, \u0111\u1ebfn s\u1eafp x\u1ebfp l\u1ecbch tr\u00ecnh tham quan cho kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"lo-trinh-nao-cho-mot-ban-it-muon-phat-trien-thanh-cloud-consultant\"><span class=\"ez-toc-section\" id=\"Lo_trinh_nao_cho_mot_ban_IT_muon_phat_trien_thanh_Cloud_Consultant\"><\/span>L\u1ed9 tr\u00ecnh n\u00e0o cho m\u1ed9t b\u1ea1n IT mu\u1ed1n ph\u00e1t tri\u1ec3n th\u00e0nh Cloud Consultant?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0110\u1ec3 chuy\u1ec3n h\u01b0\u1edbng s\u1ef1 nghi\u1ec7p sang l\u0129nh v\u1ef1c Cloud \u0111\u1ea7y ti\u1ec1m n\u0103ng, c\u00e1c b\u1ea1n IT t\u1eeb b\u1ea5t k\u1ef3 m\u1ea3ng n\u00e0o (Backend, QA, Data, IT Specialist) \u0111\u1ec1u c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t l\u1ed9 tr\u00ecnh b\u00e0i b\u1ea3n.<\/p>\n\n\n\n<p><strong>1. N\u1eafm v\u1eefng ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng:<\/strong> B\u1eaft \u0111\u1ea7u v\u1edbi c\u00e1c kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n v\u1ec1 cloud, networking, b\u1ea3o m\u1eadt v\u00e0 ki\u1ebfn tr\u00fac h\u1ec7 th\u1ed1ng tr\u01b0\u1edbc khi ngh\u0129 \u0111\u1ebfn nh\u1eefng th\u1ee9 &#8220;cao xa&#8221;.<\/p>\n\n\n\n<p><strong>2. H\u1ecdc v\u00e0 thi ch\u1ee9ng ch\u1ec9 AWS: <\/strong>C\u00e1c ch\u1ee9ng ch\u1ec9 nh\u01b0 Cloud Practitioner hay Solutions Architect &#8211; Associate l\u00e0 b\u1eb1ng ch\u1ee9ng th\u1ec3 hi\u1ec7n b\u1ea1n c\u00f3 ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc.<\/p>\n\n\n\n<p><strong>3. Th\u1ef1c h\u00e0nh li\u00ean t\u1ee5c (Hands-on Labs):<\/strong> Kinh nghi\u1ec7m tri\u1ec3n khai d\u1ef1 \u00e1n th\u1ef1c t\u1ebf l\u00e0 y\u1ebfu t\u1ed1 quan tr\u1ecdng nh\u1ea5t m\u00e0 nh\u00e0 tuy\u1ec3n d\u1ee5ng t\u00ecm ki\u1ebfm. \u0110\u1eebng ch\u1ec9 h\u1ecdc l\u00fd thuy\u1ebft su\u00f4ng.<\/p>\n\n\n\n<p><strong>4. Ph\u00e1t tri\u1ec3n k\u1ef9 n\u0103ng m\u1ec1m (Soft Skills):<\/strong> M\u1ed9t Cloud Consultant gi\u1ecfi c\u1ea7n k\u1ef9 n\u0103ng giao ti\u1ebfp, thuy\u1ebft tr\u00ecnh v\u00e0 thuy\u1ebft ph\u1ee5c kh\u00e1ch h\u00e0ng, kh\u00f4ng ch\u1ec9 gi\u1ecfi v\u1ec1 k\u1ef9 thu\u1eadt.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"loi-ket-mo-loi-su-nghiep-cloud-genai-co-hoi-nam-trong-tay-ban\"><span class=\"ez-toc-section\" id=\"Loi_ket_Mo_loi_su_nghiep_Cloud_GenAI_%E2%80%93_Co_hoi_nam_trong_tay_ban\"><\/span>L\u1eddi k\u1ebft: M\u1edf l\u1ed1i s\u1ef1 nghi\u1ec7p Cloud &amp; GenAI \u2013 C\u01a1 h\u1ed9i n\u1eb1m trong tay b\u1ea1n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Bu\u1ed5i ph\u1ecfng v\u1ea5n c\u00f9ng anh Nguy\u1ec5n \u0110\u1ed3ng Thanh Hi\u1ec7p kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t bu\u1ed5i chia s\u1ebb ki\u1ebfn th\u1ee9c, m\u00e0 c\u00f2n l\u00e0 m\u1ed9t ngu\u1ed3n c\u1ea3m h\u1ee9ng m\u1ea1nh m\u1ebd cho b\u1ea5t k\u1ef3 ai \u0111ang khao kh\u00e1t chinh ph\u1ee5c l\u0129nh v\u1ef1c Cloud v\u00e0 GenAI. Qua nh\u1eefng case study th\u1ef1c t\u1ebf, nh\u1eefng kinh nghi\u1ec7m &#8220;x\u01b0\u01a1ng m\u00e1u&#8221; v\u00e0 m\u1ed9t l\u1ed9 tr\u00ecnh s\u1ef1 nghi\u1ec7p r\u00f5 r\u00e0ng, ITviec tin r\u1eb1ng b\u1ea1n \u0111\u00e3 t\u00ecm th\u1ea5y c\u00e2u tr\u1ea3 l\u1eddi v\u00e0 \u0111\u1ecbnh h\u01b0\u1edbng cho ri\u00eang m\u00ecnh.<\/p>\n\n\n\n<p>Th\u00f4ng \u0111i\u1ec7p c\u1ed1t l\u00f5i t\u1eeb anh Hi\u1ec7p r\u1ea5t r\u00f5 r\u00e0ng: <em>\u201cTh\u00e0nh c\u00f4ng kh\u00f4ng \u0111\u1ebfn t\u1eeb vi\u1ec7c ch\u1ea1y theo xu h\u01b0\u1edbng, m\u00e0 \u0111\u1ebfn t\u1eeb vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ed9t n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc v\u00e0 l\u1ef1a ch\u1ecdn con \u0111\u01b0\u1eddng \u0111\u00fang \u0111\u1eafn. \u0110\u1eebng \u0111\u1ec3 nh\u1eefng r\u00e0o c\u1ea3n v\u1ec1 kinh nghi\u1ec7m hay background ng\u0103n c\u1ea3n b\u1ea1n.\u201d <\/em>V\u1edbi s\u1ef1 \u0111\u1ed3ng h\u00e0nh c\u1ee7a c\u1ed9ng \u0111\u1ed3ng AWS First Cloud Journey v\u00e0 AWS Study Group Vi\u1ec7t Nam \u2013 m\u1ed9t c\u1ed9ng \u0111\u1ed3ng l\u1edbn m\u1ea1nh nay \u0111\u00e3 c\u00f3 h\u01a1n 46.000 th\u00e0nh vi\u00ean, n\u01a1i lu\u00f4n duy tr\u00ec tinh th\u1ea7n h\u1ed7 tr\u1ee3, &#8220;kh\u00f4ng blame, kh\u00f4ng toxic&#8221; \u2013 h\u00e0nh tr\u00ecnh c\u1ee7a b\u1ea1n s\u1ebd kh\u00f4ng bao gi\u1edd \u0111\u01a1n \u0111\u1ed9c. Nh\u01b0 l\u1eddi cam k\u1ebft m\u00e0 anh Hi\u1ec7p \u0111\u00e3 chia s\u1ebb t\u1eeb ng\u01b0\u1eddi s\u00e1ng l\u1eadp c\u1ed9ng \u0111\u1ed3ng: &#8220;Ch\u1ec9 c\u1ea7n c\u00e1c b\u1ea1n c\u00f3 \u0111am m\u00ea, c\u00f3 s\u1ef1 ki\u00ean nh\u1eabn th\u00ec c\u1ed9ng \u0111\u1ed3ng lu\u00f4n s\u1eb5n s\u00e0ng \u0111\u1ed3ng h\u00e0nh&#8221;.<\/p>\n\n\n\n<p><strong>\u0110\u00e2y ch\u00ednh l\u00e0 th\u1eddi \u0111i\u1ec3m c\u1ee7a b\u1ea1n. H\u00e3y b\u1eaft \u0111\u1ea7u ngay h\u00f4m nay!<\/strong><\/p>\n\n\n\n<p>\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014<\/p>\n\n\n\n<p>B\u1ea1n \u0111\u00e3 s\u1eb5n s\u00e0ng h\u00e0nh \u0111\u1ed9ng cho h\u00e0nh tr\u00ecnh tr\u1edf th\u00e0nh Cloud Consultant v\u00e0 ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng GenAI? D\u00f9 b\u1ea1n mu\u1ed1n \u1ee9ng tuy\u1ec3n, t\u1ef1 h\u1ecdc hay c\u1ea7n m\u1ed9t ng\u01b0\u1eddi \u0111\u1ed3ng h\u00e0nh, \u0111\u00e2y l\u00e0 nh\u1eefng b\u01b0\u1edbc ti\u1ebfp theo d\u00e0nh cho b\u1ea1n:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>T\u00ecm ki\u1ebfm c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m: Gh\u00e9 th\u0103m ITviec.com \u0111\u1ec3 c\u1eadp nh\u1eadt c\u00f4ng vi\u1ec7c AI, Data v\u00e0 GenAI Engineer m\u1edbi nh\u1ea5t t\u1eeb c\u00e1c c\u00f4ng ty h\u00e0ng \u0111\u1ea7u. \u27a1\ufe0f <a href=\"https:\/\/itviec.com\/segments\/viec-lam-ai-data?utm_source=blog&amp;utm_medium=aws_video_2&amp;utm_campaign=aidata_segment&amp;utm_content=vn\" target=\"_blank\" rel=\"noreferrer noopener\">Xem vi\u1ec7c l\u00e0m AI, Data m\u1edbi nh\u1ea5t tr\u00ean ITviec<\/a><\/li>\n\n\n\n<li>Tham gia ch\u01b0\u01a1ng tr\u00ecnh th\u1ef1c chi\u1ebfn: \u0110\u0103ng k\u00fd tham gia First Cloud Journey \u0111\u1ec3 \u0111\u01b0\u1ee3c h\u01b0\u1edbng d\u1eabn b\u00e0i b\u1ea3n, x\u00e2y d\u1ef1ng s\u1ea3n ph\u1ea9m th\u1ef1c t\u1ebf v\u00e0 k\u1ebft n\u1ed1i v\u1edbi c\u1ed9ng \u0111\u1ed3ng AI uy t\u00edn. \u0110\u1ee3t tuy\u1ec3n sinh m\u1edbi d\u1ef1 ki\u1ebfn b\u1eaft \u0111\u1ea7u v\u00e0o gi\u1eefa th\u00e1ng 8. \u27a1\ufe0f Theo d\u00f5i th\u00f4ng tin t\u1ea1i <a href=\"https:\/\/cloudjourney.awsstudygroup.com\/?utm_source=blog&amp;utm_medium=aws_video_2&amp;utm_campaign=aidata_segment&amp;utm_content=vn\" target=\"_blank\" rel=\"noreferrer noopener\">AWS Study Group v\u00e0 First Cloud Journey<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Generative AI (GenAI) \u0111ang tr\u1edf th\u00e0nh xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 b\u00f9ng n\u1ed5, v\u00e0 AWS l\u00e0 n\u1ec1n t\u1ea3ng h\u00e0ng \u0111\u1ea7u \u0111\u1ec3 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y. Tuy nhi\u00ean, \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t \u1ee9ng d\u1ee5ng GenAI hi\u1ec7u qu\u1ea3, b\u1ea3o m\u1eadt v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng kh\u00f4ng ph\u1ea3i l\u00e0 \u0111i\u1ec1u \u0111\u01a1n gi\u1ea3n. R\u1ea5t nhi\u1ec1u d\u1ef1 \u00e1n g\u1eb7p [&hellip;]<\/p>\n","protected":false},"author":100,"featured_media":91936,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[10353,10375,94],"tags":[],"class_list":["post-91935","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-data","category-podcast-phong-van-chuyen-gia","category-su-nghiep-it"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng GenAI v\u1edbi AWS: Chia s\u1ebb th\u1ef1c chi\u1ebfn t\u1eeb Cloud Engineer ki\u00eam Cloud Consultant - ITviec Blog<\/title>\n<meta name=\"description\" content=\"Kh\u00e1m ph\u00e1 l\u1ed9 tr\u00ecnh 6 giai \u0111o\u1ea1n \u0111\u1ec3 ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng GenAI tr\u00ean AWS c\u00f9ng chuy\u00ean gia. 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