{"id":26732,"date":"2026-09-30T15:37:09","date_gmt":"2026-09-30T08:37:09","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=26732"},"modified":"2026-09-30T15:37:09","modified_gmt":"2026-09-30T08:37:09","slug":"xay-dung-ai-agent-doanh-nghiep-voi-google-cloud","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/","title":{"rendered":"X\u00e2y d\u1ef1ng AI Agent doanh nghi\u1ec7p v\u1edbi Google Cloud: Thi\u1ebft l\u1eadp Ki\u1ebfn tr\u00fac, Qu\u1ea3n tr\u1ecb D\u1eef li\u1ec7u v\u00e0 B\u1ea3o m\u1eadt t\u1ed1i cao"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Vi\u1ec7c \u0111\u01b0a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1eeb giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m sang v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf \u0111ang l\u00e0 m\u1ee5c ti\u00eau tr\u1ecdng t\u00e2m c\u1ee7a nhi\u1ec1u t\u1ed5 ch\u1ee9c. Khi c\u00e1c c\u00f4ng c\u1ee5 h\u1ecfi \u0111\u00e1p \u0111\u01a1n gi\u1ea3n b\u1ed9c l\u1ed9 r\u00f5 gi\u1edbi h\u1ea1n v\u1ec1 kh\u1ea3 n\u0103ng can thi\u1ec7p nghi\u1ec7p v\u1ee5, AI Agent (h\u1ec7 th\u1ed1ng AI t\u1ef1 ch\u1ee7) n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t b\u01b0\u1edbc chuy\u1ec3n \u0111\u1ed5i t\u1ea5t y\u1ebfu, cho ph\u00e9p t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c ph\u1ee9c t\u1ea1p th\u00f4ng qua kh\u1ea3 n\u0103ng t\u1ef1 l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00e1c ph\u1ea7n m\u1ec1m hi\u1ec7n h\u1eefu.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tuy nhi\u00ean, x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng AI Agent s\u1eb5n s\u00e0ng cho m\u00f4i tr\u01b0\u1eddng doanh nghi\u1ec7p l\u00e0 m\u1ed9t b\u00e0i to\u00e1n k\u1ef9 thu\u1eadt kh\u00f4ng h\u1ec1 \u0111\u01a1n gi\u1ea3n. \u0110\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt th\u01b0\u1eddng xuy\u00ean \u0111\u1ed1i m\u1eb7t v\u1edbi s\u1ef1 ph\u00e2n m\u1ea3nh c\u1ee7a d\u1eef li\u1ec7u, nguy c\u01a1 AI t\u1ea1o ra th\u00f4ng tin sai l\u1ec7ch (hallucination) v\u00e0 r\u1ee7i ro r\u00f2 r\u1ec9 d\u1eef li\u1ec7u b\u1ea3o m\u1eadt. \u0110\u1ec3 gi\u1ea3i quy\u1ebft tri\u1ec7t \u0111\u1ec3 nh\u1eefng r\u00e0o c\u1ea3n n\u00e0y, Google Cloud mang \u0111\u1ebfn m\u1ed9t n\u1ec1n t\u1ea3ng h\u1ea1 t\u1ea7ng to\u00e0n di\u1ec7n, chu\u1ea9n h\u00f3a t\u1eeb m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng, c\u00f4ng c\u1ee5 \u0111i\u1ec1u ph\u1ed1i cho \u0111\u1ebfn c\u00e1c l\u1edbp l\u00e1 ch\u1eafn an ninh m\u1ea1ng nghi\u00eam ng\u1eb7t nh\u1ea5t.<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_87 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\">Table of contents<\/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:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Tai_sao_Google_Cloud_la_nen_tang_so_1_de_xay_dung_AI_Agent_doanh_nghiep\" >T\u1ea1i sao Google Cloud l\u00e0 n\u1ec1n t\u1ea3ng s\u1ed1 1 \u0111\u1ec3 x\u00e2y d\u1ef1ng AI Agent doanh 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:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Kien_truc_he_thong_AI_Agent_doanh_nghiep_tren_Google_Cloud\" >Ki\u1ebfn tr\u00fac h\u1ec7 th\u1ed1ng AI Agent doanh nghi\u1ec7p tr\u00ean Google Cloud<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Lop_mo_hinh_nen_tang_Foundation_Model_Layer\" >L\u1edbp m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng (Foundation Model Layer)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Lop_dieu_phoi_va_phat_trien_Orchestration_and_Agent_Builder_Layer\" >L\u1edbp \u0111i\u1ec1u ph\u1ed1i v\u00e0 ph\u00e1t tri\u1ec3n (Orchestration and Agent Builder Layer)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Lop_cong_cu_va_thuc_thi_Tools_and_Execution_Layer_%E2%80%93_Function_Calling\" >L\u1edbp c\u00f4ng c\u1ee5 v\u00e0 th\u1ef1c thi (Tools and Execution Layer &#8211; Function Calling)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Quan_tri_du_lieu_cho_AI_Agent\" >Qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u cho AI Agent<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Kien_truc_RAG_Retrieval-Augmented_Generation_thoi_gian_thuc\" >Ki\u1ebfn tr\u00fac RAG (Retrieval-Augmented Generation) th\u1eddi gian th\u1ef1c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#He_co_so_du_lieu_vector_hieu_nang_cao_va_tich_hop_du_lieu_kinh_doanh\" >H\u1ec7 c\u01a1 s\u1edf d\u1eef li\u1ec7u vector hi\u1ec7u n\u0103ng cao v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u kinh doanh<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Tieu_chuan_bao_mat_toi_cao_cho_AI_Agent_doanh_nghiep\" >Ti\u00eau chu\u1ea9n b\u1ea3o m\u1eadt t\u1ed1i cao cho AI Agent doanh nghi\u1ec7p<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Cam_ket_du_lieu_rieng_tu_tuyet_doi_tu_Google_Cloud\" >Cam k\u1ebft d\u1eef li\u1ec7u ri\u00eang t\u01b0 tuy\u1ec7t \u0111\u1ed1i t\u1eeb Google Cloud<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Kiem_soat_ranh_gioi_du_lieu_va_ma_hoa_chuyen_sau\" >Ki\u1ec3m so\u00e1t ranh gi\u1edbi d\u1eef li\u1ec7u v\u00e0 m\u00e3 h\u00f3a chuy\u00ean s\u00e2u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Phan_quyen_IAM_va_kiem_soat_chu_vi_mang\" >Ph\u00e2n quy\u1ec1n IAM v\u00e0 ki\u1ec3m so\u00e1t chu vi m\u1ea1ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#La_chan_bao_ve_truoc_tan_cong_an_ninh_mang_va_AI_Guardrails\" >L\u00e1 ch\u1eafn b\u1ea3o v\u1ec7 tr\u01b0\u1edbc t\u1ea5n c\u00f4ng an ninh m\u1ea1ng v\u00e0 AI Guardrails<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Kich_ban_van_hanh_thuc_te_cua_mot_AI_Agent_chuan_kien_truc_Google_Cloud\" >K\u1ecbch b\u1ea3n v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf c\u1ee7a m\u1ed9t AI Agent chu\u1ea9n ki\u1ebfn tr\u00fac Google Cloud<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Dong_hanh_xay_dung_AI_Agent_thanh_cong_cung_Gimasys\" >\u0110\u1ed3ng h\u00e0nh x\u00e2y d\u1ef1ng AI Agent th\u00e0nh c\u00f4ng c\u00f9ng Gimasys<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/gcloudvn.com\/en\/xay-dung-ai-agent-doanh-nghiep-voi-google-cloud\/#Loi_ket\" >L\u1eddi k\u1ebft<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Tai_sao_Google_Cloud_la_nen_tang_so_1_de_xay_dung_AI_Agent_doanh_nghiep\"><\/span><b>T\u1ea1i sao Google Cloud l\u00e0 n\u1ec1n t\u1ea3ng s\u1ed1 1 \u0111\u1ec3 x\u00e2y d\u1ef1ng AI Agent doanh nghi\u1ec7p?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">T\u1ef1 ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng AI Agent t\u1eeb con s\u1ed1 kh\u00f4ng th\u01b0\u1eddng \u0111\u1ea9y doanh nghi\u1ec7p v\u00e0o nh\u1eefng c\u00e1i b\u1eaby k\u1ef9 thu\u1eadt t\u1ed1n k\u00e9m. Vi\u1ec7c t\u1ef1 k\u1ebft n\u1ed1i c\u00e1c m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf v\u1edbi h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef n\u1ed9i b\u1ed9 kh\u00f4ng ch\u1ec9 \u0111\u00f2i h\u1ecfi chi ph\u00ed h\u1ea1 t\u1ea7ng m\u00e1y ch\u1ee7 \u0111\u1eaft \u0111\u1ecf m\u00e0 c\u00f2n t\u1ea1o ra nh\u1eefng l\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt nghi\u00eam tr\u1ecdng trong qu\u00e1 tr\u00ecnh truy\u1ec1n t\u1ea3i d\u1eef li\u1ec7u. Th\u00eam v\u00e0o \u0111\u00f3, n\u1ebfu thi\u1ebfu m\u1ed9t c\u01a1 ch\u1ebf qu\u1ea3n tr\u1ecb th\u00f4ng tin chu\u1ea9n m\u1ef1c, AI Agent r\u1ea5t d\u1ec5 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh sai l\u1ea7m g\u00e2y \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn ho\u1ea1t \u0111\u1ed9ng kinh doanh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Google Cloud gi\u1ea3i quy\u1ebft tr\u1ecdn v\u1eb9n nh\u1eefng th\u00e1ch th\u1ee9c tr\u00ean b\u1eb1ng m\u1ed9t h\u1ec7 sinh th\u00e1i \u0111\u1ea7u-cu\u1ed1i (end-to-end) \u0111\u1ed3ng b\u1ed9. Thay v\u00ec ph\u1ea3i ch\u1eafp v\u00e1 gi\u1ea3i ph\u00e1p t\u1eeb nhi\u1ec1u nh\u00e0 cung c\u1ea5p kh\u00e1c nhau, doanh nghi\u1ec7p \u0111\u01b0\u1ee3c ti\u1ebfp c\u1eadn m\u1ed9t chu\u1ed7i c\u00f4ng ngh\u1ec7 kh\u00e9p k\u00edn:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u1ea1 t\u1ea7ng t\u00ednh to\u00e1n hi\u1ec7u n\u0103ng cao:<\/b><span style=\"font-weight: 400;\"> H\u1ec7 th\u1ed1ng vi x\u1eed l\u00fd chuy\u00ean d\u1ee5ng Cloud TPU v5e, TPU v5p k\u1ebft h\u1ee3p c\u00f9ng c\u00e1c d\u00f2ng GPU NVIDIA ti\u00ean ti\u1ebfn nh\u1ea5t, t\u1ed1i \u01b0u h\u00f3a t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd v\u00e0 gi\u1ea3m \u0111\u1ed9 tr\u1ec5 th\u1ef1c thi c\u1ee7a c\u00e1c t\u00e1c nh\u00e2n AI.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kho m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng v\u01b0\u1ee3t tr\u1ed9i:<\/b><span style=\"font-weight: 400;\"> D\u00f2ng m\u00f4 h\u00ecnh Gemini th\u1ebf h\u1ec7 m\u1edbi v\u1edbi kh\u1ea3 n\u0103ng hi\u1ec3u s\u00e2u s\u1eafc \u0111a ph\u01b0\u01a1ng th\u1ee9c v\u00e0 kh\u1ea3 n\u0103ng suy lu\u1eadn logic nhi\u1ec1u b\u01b0\u1edbc.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>R\u00fat ng\u1eafn th\u1eddi gian \u0111\u01b0a s\u1ea3n ph\u1ea9m ra th\u1ecb tr\u01b0\u1eddng (Time-to-market):<\/b><span style=\"font-weight: 400;\"> C\u00e1c c\u00f4ng c\u1ee5 ph\u00e1t tri\u1ec3n t\u1eeb giao di\u1ec7n tr\u1ef1c quan kh\u00f4ng m\u00e3 ngu\u1ed3n (no-code\/low-code) cho \u0111\u1ebfn b\u1ed9 c\u00f4ng c\u1ee5 l\u1eadp tr\u00ecnh chuy\u00ean s\u00e2u (SDK\/API) gi\u00fap \u0111\u1ed9i ng\u0169 k\u1ef9 s\u01b0 nhanh ch\u00f3ng x\u00e2y d\u1ef1ng, th\u1eed nghi\u1ec7m v\u00e0 \u0111\u00f3ng g\u00f3i AI Agent ch\u1ec9 trong v\u00e0i tu\u1ea7n thay v\u00ec nhi\u1ec1u th\u00e1ng.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Th\u00f4ng \u0111i\u1ec7p c\u1ed1t l\u00f5i l\u00e0 Google Cloud kh\u00f4ng ch\u1ec9 cung c\u1ea5p c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn, m\u00e0 mang \u0111\u1ebfn m\u1ed9t h\u1ea1 t\u1ea7ng v\u1eadn h\u00e0nh <a href=\"https:\/\/gcloudvn.com\/en\/gemini-ai\/\">AI<\/a> Agent tin c\u1eady, an to\u00e0n tuy\u1ec7t \u0111\u1ed1i v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng quy m\u00f4 linh ho\u1ea1t theo s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a doanh nghi\u1ec7p.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Kien_truc_he_thong_AI_Agent_doanh_nghiep_tren_Google_Cloud\"><\/span><b>Ki\u1ebfn tr\u00fac h\u1ec7 th\u1ed1ng AI Agent doanh nghi\u1ec7p tr\u00ean Google Cloud<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">M\u1ed9t h\u1ec7 th\u1ed1ng AI Agent ti\u00eau chu\u1ea9n doanh nghi\u1ec7p kh\u00f4ng th\u1ec3 v\u1eadn h\u00e0nh nh\u01b0 m\u1ed9t kh\u1ed1i m\u00e3 ngu\u1ed3n \u0111\u01a1n l\u1ebb. Tr\u00ean Google Cloud, ki\u1ebfn tr\u00fac c\u1ee7a AI Agent \u0111\u01b0\u1ee3c ph\u00e2n t\u00e1ch khoa h\u1ecdc th\u00e0nh 3 l\u1edbp ch\u1ee9c n\u0103ng ri\u00eang bi\u1ec7t, b\u1ea3o \u0111\u1ea3m t\u00ednh \u1ed5n \u0111\u1ecbnh, d\u1ec5 b\u1ea3o tr\u00ec v\u00e0 kh\u1ea3 n\u0103ng n\u00e2ng c\u1ea5p \u0111\u1ed9c l\u1eadp.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Lop_mo_hinh_nen_tang_Foundation_Model_Layer\"><\/span><b>L\u1edbp m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng (Foundation Model Layer)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Tr\u1ecdng t\u00e2m c\u1ee7a l\u1edbp n\u00e0y l\u00e0 d\u00f2ng m\u00f4 h\u00ecnh Gemini \u0111\u01b0\u1ee3c cung c\u1ea5p th\u00f4ng qua Vertex AI Model Garden. \u0110\u00e2y l\u00e0 &#8220;b\u1ed9 n\u00e3o&#8221; \u0111i\u1ec1u h\u00e0nh ch\u1ecbu tr\u00e1ch nhi\u1ec7m ti\u1ebfp nh\u1eadn y\u00eau c\u1ea7u, ph\u00e2n t\u00edch ng\u1eef c\u1ea3nh v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch h\u00e0nh \u0111\u1ed9ng.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>X\u1eed l\u00fd \u0111a ph\u01b0\u01a1ng th\u1ee9c nguy\u00ean b\u1ea3n (Native Multimodal):<\/b><span style=\"font-weight: 400;\"> Gemini c\u00f3 kh\u1ea3 n\u0103ng ti\u1ebfp nh\u1eadn v\u00e0 x\u1eed l\u00fd \u0111\u1ed3ng th\u1eddi v\u0103n b\u1ea3n, b\u1ea3ng t\u00ednh, h\u00ecnh \u1ea3nh, t\u00e0i li\u1ec7u k\u1ef9 thu\u1eadt ph\u1ee9c t\u1ea1p v\u00e0 video m\u00e0 kh\u00f4ng c\u1ea7n chuy\u1ec3n \u0111\u1ed5i qua c\u00e1c c\u00f4ng c\u1ee5 trung gian.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>C\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh kh\u1ed5ng l\u1ed3:<\/b><span style=\"font-weight: 400;\"> Kh\u1ea3 n\u0103ng x\u1eed l\u00fd l\u00ean t\u1edbi 2 tri\u1ec7u tokens cho ph\u00e9p AI Agent \u0111\u1ecdc hi\u1ec3u tr\u1ecdn v\u1eb9n to\u00e0n b\u1ed9 kho t\u00e0i li\u1ec7u nghi\u1ec7p v\u1ee5, quy ch\u1ebf n\u1ed9i b\u1ed9 ho\u1eb7c c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u l\u1edbn trong m\u1ed9t phi\u00ean l\u00e0m vi\u1ec7c duy nh\u1ea5t \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh chu\u1ea9n x\u00e1c.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Lop_dieu_phoi_va_phat_trien_Orchestration_and_Agent_Builder_Layer\"><\/span><b>L\u1edbp \u0111i\u1ec1u ph\u1ed1i v\u00e0 ph\u00e1t tri\u1ec3n (Orchestration and Agent Builder Layer)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">N\u1ebfu m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng l\u00e0 b\u1ed9 n\u00e3o, th\u00ec l\u1edbp \u0111i\u1ec1u ph\u1ed1i \u0111\u00f3ng vai tr\u00f2 l\u00e0 h\u1ec7 th\u1ea7n kinh trung \u01b0\u01a1ng, d\u1eabn truy\u1ec1n ch\u1ec9 th\u1ecb v\u00e0 ki\u1ec3m so\u00e1t c\u00e1c b\u01b0\u1edbc th\u1ef1c thi.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Vertex AI Agent Builder:<\/b><span style=\"font-weight: 400;\"> N\u1ec1n t\u1ea3ng chuy\u00ean d\u1ee5ng cho ph\u00e9p doanh nghi\u1ec7p thi\u1ebft l\u1eadp AI Agent m\u1ed9t c\u00e1ch tr\u1ef1c quan. Nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 \u0111\u1ecbnh ngh\u0129a m\u1ee5c ti\u00eau (Goals), ph\u00e2n t\u00e1ch nhi\u1ec7m v\u1ee5 (Tasks), thi\u1ebft l\u1eadp h\u01b0\u1edbng d\u1eabn v\u1eadn h\u00e0nh (Instructions) v\u00e0 g\u00e1n c\u00e1c c\u00f4ng c\u1ee5 c\u1ea7n thi\u1ebft cho Agent b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Khung l\u1eadp tr\u00ecnh linh ho\u1ea1t (LangChain v\u00e0 Vertex AI SDK):<\/b><span style=\"font-weight: 400;\"> D\u00e0nh cho c\u00e1c b\u00e0i to\u00e1n chuy\u00ean s\u00e2u c\u1ea7n t\u00f9y bi\u1ebfn lu\u1ed3ng logic ph\u1ee9c t\u1ea1p. C\u00e1c k\u1ef9 s\u01b0 c\u00f3 th\u1ec3 l\u1eadp tr\u00ecnh c\u01a1 ch\u1ebf t\u1ef1 \u0111\u00e1nh gi\u00e1 v\u00e0 s\u1eeda sai (self-correction), qu\u1ea3n l\u00fd b\u1ed9 nh\u1edb ng\u1eafn h\u1ea1n v\u00e0 d\u00e0i h\u1ea1n c\u1ee7a Agent, b\u1ea3o \u0111\u1ea3m Agent kh\u00f4ng b\u1ecb l\u1ea1c \u0111\u1ec1 trong c\u00e1c chu tr\u00ecnh x\u1eed l\u00fd k\u00e9o d\u00e0i.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Lop_cong_cu_va_thuc_thi_Tools_and_Execution_Layer_%E2%80%93_Function_Calling\"><\/span><b>L\u1edbp c\u00f4ng c\u1ee5 v\u00e0 th\u1ef1c thi (Tools and Execution Layer &#8211; Function Calling)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 th\u00e0nh ph\u1ea7n t\u1ea1o n\u00ean s\u1ef1 kh\u00e1c bi\u1ec7t c\u1ed1t l\u00f5i c\u1ee7a Agentic AI, gi\u00fap chuy\u1ec3n h\u00f3a suy ngh\u0129 th\u00e0nh h\u00e0nh \u0111\u1ed9ng th\u1ef1c t\u1ebf tr\u00ean c\u00e1c ph\u1ea7n m\u1ec1m b\u00ean ngo\u00e0i.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>C\u01a1 ch\u1ebf g\u1ecdi h\u00e0m (Function Calling):<\/b><span style=\"font-weight: 400;\"> Khi ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0a ra m\u1ed9t y\u00eau c\u1ea7u nghi\u1ec7p v\u1ee5, AI Agent s\u1ebd t\u1ef1 \u0111\u1ed9ng ph\u00e2n t\u00edch v\u00e0 chuy\u1ec3n \u0111\u1ed5i ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean th\u00e0nh c\u00e1c c\u1ea5u tr\u00fac l\u1ec7nh API chu\u1ea9n x\u00e1c. Th\u00f4ng qua c\u00e1c API n\u00e0y, Agent c\u00f3 th\u1ec3 truy v\u1ea5n d\u1eef li\u1ec7u t\u1eeb h\u1ec7 th\u1ed1ng ERP (SAP), c\u1eadp nh\u1eadt tr\u1ea1ng th\u00e1i kh\u00e1ch h\u00e0ng tr\u00ean CRM (Salesforce, HubSpot) ho\u1eb7c t\u1ef1 \u0111\u1ed9ng t\u1ea1o th\u1ebb c\u00f4ng vi\u1ec7c tr\u00ean Jira.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00edch h\u1ee3p s\u00e2u v\u1edbi Google Workspace Studio:<\/b><span style=\"font-weight: 400;\"> AI Agent c\u00f3 th\u1ec3 t\u01b0\u01a1ng t\u00e1c tr\u1ef1c ti\u1ebfp v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng l\u00e0m vi\u1ec7c quen thu\u1ed9c nh\u01b0 Google Docs, Google Sheets v\u00e0 Gmail. T\u00e1c nh\u00e2n AI c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1n d\u1eef li\u1ec7u v\u00e0o b\u1ea3ng t\u00ednh, xu\u1ea5t h\u1ee3p \u0111\u1ed3ng \u0111\u1ecbnh d\u1ea1ng PDF v\u00e0 so\u1ea1n s\u1eb5n email k\u00e8m t\u00e0i li\u1ec7u li\u00ean quan cho nh\u00e2n s\u1ef1 ph\u00ea duy\u1ec7t.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Quan_tri_du_lieu_cho_AI_Agent\"><\/span><b>Qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u cho AI Agent<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">M\u1ed9t AI Agent ch\u1ec9 c\u00f3 th\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c khi \u0111\u01b0\u1ee3c ti\u1ebfp c\u1eadn v\u1edbi ngu\u1ed3n d\u1eef li\u1ec7u s\u1ea1ch, c\u00f3 c\u1ea5u tr\u00fac v\u00e0 \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt li\u00ean t\u1ee5c. Google Cloud cung c\u1ea5p n\u1ec1n t\u1ea3ng qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u v\u1eefng ch\u1eafc gi\u00fap lo\u1ea1i b\u1ecf ho\u00e0n to\u00e0n r\u00e0o c\u1ea3n ph\u00e2n m\u1ea3nh th\u00f4ng tin.<\/span><\/p>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/demos-thuc-te-gemini-enterprise-agent-platform\/attachment\/images-12-1\/\" rel=\"attachment wp-att-26625\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26625\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/images-12-1.jpg\" alt=\"\" width=\"616\" height=\"324\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/images-12-1.jpg 616w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/images-12-1-18x9.jpg 18w\" sizes=\"auto, (max-width: 616px) 100vw, 616px\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Kien_truc_RAG_Retrieval-Augmented_Generation_thoi_gian_thuc\"><\/span><b>Ki\u1ebfn tr\u00fac RAG (Retrieval-Augmented Generation) th\u1eddi gian th\u1ef1c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 kh\u1eafc ph\u1ee5c hi\u1ec7n t\u01b0\u1ee3ng AI suy di\u1ec5n th\u00f4ng tin sai l\u1ec7ch, k\u1ef9 thu\u1eadt RAG l\u00e0 ti\u00eau chu\u1ea9n b\u1eaft bu\u1ed9c. C\u01a1 ch\u1ebf n\u00e0y bu\u1ed9c AI Agent ph\u1ea3i tra c\u1ee9u th\u00f4ng tin t\u1eeb c\u01a1 s\u1edf tri th\u1ee9c n\u1ed9i b\u1ed9 tr\u01b0\u1edbc khi ph\u1ea3n h\u1ed3i ho\u1eb7c th\u1ef1c thi t\u00e1c v\u1ee5.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Vertex AI Search:<\/b><span style=\"font-weight: 400;\"> Gi\u1ea3i ph\u00e1p t\u00ecm ki\u1ebfm doanh nghi\u1ec7p gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a to\u00e0n b\u1ed9 quy tr\u00ecnh ph\u1ee9c t\u1ea1p bao g\u1ed3m thu th\u1eadp d\u1eef li\u1ec7u, ph\u00e2n t\u00e1ch \u0111o\u1ea1n v\u0103n (chunking) v\u00e0 l\u1eadp ch\u1ec9 m\u1ee5c (indexing) t\u1eeb nhi\u1ec1u ngu\u1ed3n nh\u01b0 Google Drive, Cloud Storage v\u00e0 c\u00e1c c\u1ed5ng th\u00f4ng tin n\u1ed9i b\u1ed9. Doanh nghi\u1ec7p kh\u00f4ng c\u1ea7n t\u1ed1n th\u1eddi gian x\u00e2y d\u1ef1ng c\u00e1c \u0111\u01b0\u1eddng \u1ed1ng d\u1eef li\u1ec7u (data pipelines) th\u1ee7 c\u00f4ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u1ed9 ch\u00ednh x\u00e1c tuy\u1ec7t \u0111\u1ed1i:<\/b><span style=\"font-weight: 400;\"> M\u1ecdi ph\u1ea3n h\u1ed3i c\u1ee7a AI Agent \u0111\u1ec1u \u0111\u01b0\u1ee3c g\u1eafn k\u00e8m tr\u00edch d\u1eabn ngu\u1ed3n t\u00e0i li\u1ec7u c\u1ee5 th\u1ec3, gi\u00fap ng\u01b0\u1eddi d\u00f9ng d\u1ec5 d\u00e0ng ki\u1ec3m ch\u1ee9ng t\u00ednh x\u00e1c th\u1ef1c c\u1ee7a th\u00f4ng tin.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"He_co_so_du_lieu_vector_hieu_nang_cao_va_tich_hop_du_lieu_kinh_doanh\"><\/span><b>H\u1ec7 c\u01a1 s\u1edf d\u1eef li\u1ec7u vector hi\u1ec7u n\u0103ng cao v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u kinh doanh<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Vertex AI Vector Search:<\/b><span style=\"font-weight: 400;\"> H\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef vector c\u00f3 kh\u1ea3 n\u0103ng t\u00ecm ki\u1ebfm ng\u1eef ngh\u0129a (semantic search) v\u1edbi \u0111\u1ed9 tr\u1ec5 ch\u1ec9 v\u00e0i mili-gi\u00e2y tr\u00ean quy m\u00f4 h\u00e0ng t\u1ef7 vector. Ngay c\u1ea3 khi ng\u01b0\u1eddi d\u00f9ng s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt ng\u1eef kh\u00f4ng tr\u00f9ng kh\u1edbp ho\u00e0n to\u00e0n v\u1ec1 m\u1eb7t t\u1eeb kh\u00f3a, h\u1ec7 th\u1ed1ng v\u1eabn nh\u1eadn di\u1ec7n ch\u00ednh x\u00e1c \u00fd \u0111\u1ecbnh v\u00e0 tr\u00edch xu\u1ea5t \u0111\u00fang t\u00e0i li\u1ec7u li\u00ean quan.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>K\u1ebft n\u1ed1i d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac t\u1eeb BigQuery:<\/b><span style=\"font-weight: 400;\"><a href=\"https:\/\/gcloudvn.com\/en\/google-cloud-platform\/\"> Google Cloud<\/a> cho ph\u00e9p AI Agent giao ti\u1ebfp tr\u1ef1c ti\u1ebfp v\u1edbi kho d\u1eef li\u1ec7u BigQuery th\u00f4ng qua c\u01a1 ch\u1ebf chuy\u1ec3n \u0111\u1ed5i ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean th\u00e0nh c\u00e2u l\u1ec7nh truy v\u1ea5n (Natural Language to SQL). Ban l\u00e3nh \u0111\u1ea1o ho\u1eb7c nh\u00e2n vi\u00ean c\u00f3 th\u1ec3 \u0111\u1eb7t c\u00e2u h\u1ecfi v\u1ec1 doanh thu, t\u1ed3n kho hay chi ph\u00ed v\u1eadn h\u00e0nh v\u00e0 nh\u1eadn v\u1ec1 s\u1ed1 li\u1ec7u ph\u00e2n t\u00edch ch\u00ednh x\u00e1c theo th\u1eddi gian th\u1ef1c m\u00e0 kh\u00f4ng c\u1ea7n vi\u1ebft m\u00e3 l\u1ec7nh k\u1ef9 thu\u1eadt.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Tieu_chuan_bao_mat_toi_cao_cho_AI_Agent_doanh_nghiep\"><\/span><b>Ti\u00eau chu\u1ea9n b\u1ea3o m\u1eadt t\u1ed1i cao cho AI Agent doanh nghi\u1ec7p<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c quy m\u00f4 l\u1edbn, vi\u1ec7c cho ph\u00e9p m\u1ed9t h\u1ec7 th\u1ed1ng AI truy c\u1eadp v\u00e0o d\u1eef li\u1ec7u v\u1eadn h\u00e0nh \u0111\u00f2i h\u1ecfi c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 an to\u00e0n th\u00f4ng tin nghi\u00eam ng\u1eb7t nh\u1ea5t. Google Cloud thi\u1ebft l\u1eadp c\u00e1c r\u00e0o c\u1ea3n \u0111a t\u1ea7ng nh\u1eb1m b\u1ea3o v\u1ec7 t\u1ed1i \u0111a t\u00e0i s\u1ea3n s\u1ed1 c\u1ee7a doanh nghi\u1ec7p.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Cam_ket_du_lieu_rieng_tu_tuyet_doi_tu_Google_Cloud\"><\/span><b>Cam k\u1ebft d\u1eef li\u1ec7u ri\u00eang t\u01b0 tuy\u1ec7t \u0111\u1ed1i t\u1eeb Google Cloud<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Google Cloud kh\u1eb3ng \u0111\u1ecbnh r\u00f5 r\u00e0ng nguy\u00ean t\u1eafc s\u1edf h\u1eefu d\u1eef li\u1ec7u trong c\u00e1c \u0111i\u1ec1u kho\u1ea3n d\u1ecbch v\u1ee5 doanh nghi\u1ec7p:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">To\u00e0n b\u1ed9 d\u1eef li\u1ec7u n\u1ed9i b\u1ed9, th\u00f4ng tin giao d\u1ecbch, t\u00e0i li\u1ec7u t\u1ea3i l\u00ean v\u00e0 c\u00e1c c\u00e2u l\u1ec7nh prompt m\u00e0 doanh nghi\u1ec7p s\u1eed d\u1ee5ng \u0111\u1ec3 t\u01b0\u01a1ng t\u00e1c ho\u1eb7c tinh ch\u1ec9nh (fine-tuning) AI Agent ho\u00e0n to\u00e0n thu\u1ed9c quy\u1ec1n s\u1edf h\u1eefu c\u1ee7a ri\u00eang doanh nghi\u1ec7p.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Google cam k\u1ebft kh\u00f4ng bao gi\u1edd s\u1eed d\u1ee5ng d\u1eef li\u1ec7u ri\u00eang t\u01b0 c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ec3 t\u00e1i hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh AI c\u00f4ng c\u1ed9ng. D\u1eef li\u1ec7u c\u1ee7a t\u1ed5 ch\u1ee9c \u0111\u01b0\u1ee3c c\u00f4 l\u1eadp ho\u00e0n to\u00e0n kh\u1ecfi th\u1ebf gi\u1edbi b\u00ean ngo\u00e0i.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Kiem_soat_ranh_gioi_du_lieu_va_ma_hoa_chuyen_sau\"><\/span><b>Ki\u1ec3m so\u00e1t ranh gi\u1edbi d\u1eef li\u1ec7u v\u00e0 m\u00e3 h\u00f3a chuy\u00ean s\u00e2u<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u00e2n v\u00f9ng an to\u00e0n ri\u00eang bi\u1ec7t (Private Tenant):<\/b><span style=\"font-weight: 400;\"> M\u1ecdi ho\u1ea1t \u0111\u1ed9ng t\u00ednh to\u00e1n v\u00e0 l\u01b0u tr\u1eef c\u1ee7a AI Agent \u0111\u1ec1u di\u1ec5n ra trong kh\u00f4ng gian ri\u00eang bi\u1ec7t c\u1ee7a doanh nghi\u1ec7p tr\u00ean h\u1ea1 t\u1ea7ng Google Cloud, b\u1ea3o \u0111\u1ea3m kh\u00f4ng c\u00f3 s\u1ef1 chia s\u1ebb t\u00e0i nguy\u00ean ngo\u00e0i \u00fd mu\u1ed1n v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c kh\u00e1c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>M\u00e3 h\u00f3a kh\u00f3a do kh\u00e1ch h\u00e0ng qu\u1ea3n l\u00fd (CMEK):<\/b><span style=\"font-weight: 400;\"> D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c m\u00e3 h\u00f3a to\u00e0n di\u1ec7n \u1edf c\u1ea3 tr\u1ea1ng th\u00e1i l\u01b0u tr\u1eef (at-rest) v\u00e0 trong qu\u00e1 tr\u00ecnh lu\u00e2n chuy\u1ec3n tr\u00ean m\u1ea1ng (in-transit). Doanh nghi\u1ec7p n\u1eafm gi\u1eef to\u00e0n quy\u1ec1n ki\u1ec3m so\u00e1t c\u00e1c kh\u00f3a m\u00e3 h\u00f3a th\u00f4ng qua Cloud Key Management Service (Cloud KMS), c\u00f3 th\u1ec3 thu h\u1ed3i quy\u1ec1n truy c\u1eadp d\u1eef li\u1ec7u b\u1ea5t k\u1ef3 l\u00fac n\u00e0o.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Phan_quyen_IAM_va_kiem_soat_chu_vi_mang\"><\/span><b>Ph\u00e2n quy\u1ec1n IAM v\u00e0 ki\u1ec3m so\u00e1t chu vi m\u1ea1ng<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Nguy\u00ean t\u1eafc \u0111\u1eb7c quy\u1ec1n t\u1ed1i thi\u1ec3u (Least Privilege):<\/b><span style=\"font-weight: 400;\"> AI Agent \u0111\u01b0\u1ee3c g\u00e1n \u0111\u1ecbnh danh ri\u00eang (Service Account) v\u00e0 ch\u1ec9 \u0111\u01b0\u1ee3c c\u1ea5p quy\u1ec1n truy c\u1eadp v\u00e0o \u0111\u00fang c\u00e1c t\u1eadp tin, th\u01b0 m\u1ee5c v\u00e0 API c\u1ea7n thi\u1ebft \u0111\u1ec3 ho\u00e0n th\u00e0nh nhi\u1ec7m v\u1ee5. Agent c\u1ee7a b\u1ed9 ph\u1eadn Ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng tuy\u1ec7t \u0111\u1ed1i kh\u00f4ng th\u1ec3 truy xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb b\u1ea3ng l\u01b0\u01a1ng nh\u00e2n s\u1ef1 hay m\u00e1y ch\u1ee7 t\u00e0i ch\u00ednh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>VPC Service Controls:<\/b><span style=\"font-weight: 400;\"> Thi\u1ebft l\u1eadp m\u1ed9t chu vi b\u1ea3o m\u1eadt m\u1ea1ng xung quanh c\u00e1c t\u00e0i nguy\u00ean d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m tr\u00ean Google Cloud, ng\u0103n ch\u1eb7n tri\u1ec7t \u0111\u1ec3 nguy c\u01a1 d\u1eef li\u1ec7u b\u1ecb r\u00f2 r\u1ec9 ra m\u00f4i tr\u01b0\u1eddng internet c\u00f4ng c\u1ed9ng (data exfiltration), k\u1ec3 c\u1ea3 trong tr\u01b0\u1eddng h\u1ee3p th\u00f4ng tin x\u00e1c th\u1ef1c b\u1ecb l\u1ed9.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"La_chan_bao_ve_truoc_tan_cong_an_ninh_mang_va_AI_Guardrails\"><\/span><b>L\u00e1 ch\u1eafn b\u1ea3o v\u1ec7 tr\u01b0\u1edbc t\u1ea5n c\u00f4ng an ninh m\u1ea1ng v\u00e0 AI Guardrails<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Google Cloud Armor:<\/b><span style=\"font-weight: 400;\"> H\u1ec7 th\u1ed1ng t\u01b0\u1eddng l\u1eeda ph\u00e2n t\u00e1n tr\u00ean quy m\u00f4 to\u00e0n c\u1ea7u gi\u00fap b\u1ea3o v\u1ec7 h\u1ea1 t\u1ea7ng AI Agent tr\u01b0\u1edbc c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng t\u1eeb ch\u1ed1i d\u1ecbch v\u1ee5 (DDoS) v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c h\u00e0nh vi c\u1ed1 t\u00ecnh ti\u00eam m\u00e3 \u0111\u1ed9c v\u00e0o c\u00e2u l\u1ec7nh (Prompt Injection) nh\u1eb1m \u0111\u00e1nh l\u1eeba AI Agent th\u1ef1c thi c\u00e1c h\u00e0nh vi nguy h\u1ea1i.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ef1 \u0111\u1ed9ng l\u00e0m m\u1edd th\u00f4ng tin \u0111\u1ecbnh danh c\u00e1 nh\u00e2n (PII Protection):<\/b><span style=\"font-weight: 400;\"> H\u1ec7 th\u1ed1ng t\u00edch h\u1ee3p c\u00f4ng c\u1ee5 nh\u1eadn di\u1ec7n v\u00e0 che gi\u1ea5u t\u1ef1 \u0111\u1ed9ng c\u00e1c th\u00f4ng tin nh\u1ea1y c\u1ea3m nh\u01b0 s\u1ed1 c\u0103n c\u01b0\u1edbc c\u00f4ng d\u00e2n, s\u1ed1 th\u1ebb ng\u00e2n h\u00e0ng, m\u1eadt kh\u1ea9u tr\u01b0\u1edbc khi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1eedi t\u1edbi m\u00f4 h\u00ecnh x\u1eed l\u00fd, b\u1ea3o \u0111\u1ea3m tu\u00e2n th\u1ee7 ch\u1eb7t ch\u1ebd c\u00e1c quy \u0111\u1ecbnh ph\u00e1p l\u00fd v\u1ec1 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u.<\/span><\/li>\n<\/ul>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/demos-thuc-te-gemini-enterprise-agent-platform\/attachment\/google-agentspace_adobe767708309\/\" rel=\"attachment wp-att-26624\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26624\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/Google-Agentspace_Adobe767708309.jpg\" alt=\"\" width=\"1200\" height=\"675\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/Google-Agentspace_Adobe767708309.jpg 1200w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/Google-Agentspace_Adobe767708309-768x432.jpg 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/09\/Google-Agentspace_Adobe767708309-18x10.jpg 18w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Kich_ban_van_hanh_thuc_te_cua_mot_AI_Agent_chuan_kien_truc_Google_Cloud\"><\/span><b>K\u1ecbch b\u1ea3n v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf c\u1ee7a m\u1ed9t AI Agent chu\u1ea9n ki\u1ebfn tr\u00fac Google Cloud<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 h\u00ecnh dung r\u00f5 r\u00e0ng c\u00e1ch c\u00e1c th\u00e0nh ph\u1ea7n c\u00f4ng ngh\u1ec7 ph\u1ed1i h\u1ee3p nh\u1ecbp nh\u00e0ng trong m\u1ed9t quy tr\u00ecnh kinh doanh, h\u00e3y xem x\u00e9t k\u1ecbch b\u1ea3n v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf khi m\u1ed9t kh\u00e1ch h\u00e0ng g\u1eedi y\u00eau c\u1ea7u \u0111i\u1ec1u ch\u1ec9nh \u0111\u01a1n h\u00e0ng:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ti\u1ebfp nh\u1eadn y\u00eau c\u1ea7u (User Request):<\/b><span style=\"font-weight: 400;\"> Kh\u00e1ch h\u00e0ng g\u1eedi tin nh\u1eafn: &#8220;T\u00f4i mu\u1ed1n \u0111\u1ed5i \u0111\u1ecba ch\u1ec9 giao h\u00e0ng c\u1ee7a \u0111\u01a1n #DH9823 sang \u0111\u1ecba ch\u1ec9 m\u1edbi t\u1ea1i Qu\u1eadn 1, TP.HCM&#8221; th\u00f4ng qua c\u1ed5ng ch\u0103m s\u00f3c kh\u00e1ch h\u00e0ng tr\u1ef1c tuy\u1ebfn.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ki\u1ec3m tra an ninh m\u1ea1ng (Security Check):<\/b><span style=\"font-weight: 400;\"> Google Cloud Armor l\u1eadp t\u1ee9c qu\u00e9t n\u1ed9i dung tin nh\u1eafn \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m y\u00eau c\u1ea7u kh\u00f4ng ch\u1ee9a c\u00e1c c\u00e2u l\u1ec7nh \u0111\u1ed9c h\u1ea1i (Prompt Injection) hay m\u00e3 \u0111\u1ed9c g\u00e2y h\u1ea1i cho h\u1ec7 th\u1ed1ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110i\u1ec1u ph\u1ed1i v\u00e0 ph\u00e2n t\u00edch \u00fd \u0111\u1ecbnh (Orchestration):<\/b><span style=\"font-weight: 400;\"> Vertex AI Agent Builder ti\u1ebfp nh\u1eadn c\u00e2u l\u1ec7nh s\u1ea1ch, nh\u1eadn di\u1ec7n ch\u00ednh x\u00e1c \u00fd \u0111\u1ecbnh c\u1ee7a ng\u01b0\u1eddi d\u00f9ng l\u00e0 &#8220;Thay \u0111\u1ed5i \u0111\u1ecba ch\u1ec9 \u0111\u01a1n h\u00e0ng&#8221; v\u00e0 k\u00edch ho\u1ea1t c\u00e1c c\u00f4ng c\u1ee5 tra c\u1ee9u t\u01b0\u01a1ng \u1ee9ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Truy xu\u1ea5t th\u00f4ng tin x\u00e1c th\u1ef1c (Data Retrieval):<\/b><span style=\"font-weight: 400;\"> AI Agent s\u1eed d\u1ee5ng Vertex AI Search v\u00e0 k\u1ebft n\u1ed1i BigQuery \u0111\u1ec3 ki\u1ec3m tra tr\u1ea1ng th\u00e1i \u0111\u01a1n h\u00e0ng #DH9823 trong c\u01a1 s\u1edf d\u1eef li\u1ec7u n\u1ed9i b\u1ed9. H\u1ec7 th\u1ed1ng x\u00e1c nh\u1eadn \u0111\u01a1n h\u00e0ng \u0111ang \u1edf tr\u1ea1ng th\u00e1i &#8220;Ch\u1edd \u0111\u00f3ng g\u00f3i&#8221; v\u00e0 \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n thay \u0111\u1ed5i th\u00f4ng tin v\u1eadn chuy\u1ec3n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Th\u1ef1c thi h\u00e0nh \u0111\u1ed9ng qua API (Function Calling):<\/b><span style=\"font-weight: 400;\"> AI Agent t\u1ef1 \u0111\u1ed9ng t\u1ea1o c\u1ea5u tr\u00fac l\u1ec7nh g\u1ecdi API chuy\u1ec3n ti\u1ebfp \u0111\u1ebfn h\u1ec7 th\u1ed1ng ERP n\u1ed9i b\u1ed9, c\u1eadp nh\u1eadt \u0111\u1ecba ch\u1ec9 giao h\u00e0ng m\u1edbi cho m\u00e3 v\u1eadn \u0111\u01a1n v\u00e0 kh\u00f3a th\u00f4ng tin ch\u1ec9nh s\u1eeda.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u1ea3n h\u1ed3i ho\u00e0n t\u1ea5t quy tr\u00ecnh (Response Generation):<\/b><span style=\"font-weight: 400;\"> M\u00f4 h\u00ecnh Gemini so\u1ea1n th\u1ea3o th\u00f4ng b\u00e1o ph\u1ea3n h\u1ed3i th\u00e2n thi\u1ec7n, t\u00f3m t\u1eaft l\u1ea1i c\u00e1c chi ti\u1ebft v\u1eeba thay \u0111\u1ed5i v\u00e0 t\u1ef1 \u0111\u1ed9ng k\u00edch ho\u1ea1t d\u1ecbch v\u1ee5 g\u1eedi email x\u00e1c nh\u1eadn k\u00e8m m\u00e3 theo d\u00f5i m\u1edbi \u0111\u1ebfn h\u00f2m th\u01b0 c\u1ee7a kh\u00e1ch h\u00e0ng.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">To\u00e0n b\u1ed9 quy tr\u00ecnh 6 b\u01b0\u1edbc tr\u00ean di\u1ec5n ra ho\u00e0n to\u00e0n t\u1ef1 \u0111\u1ed9ng trong th\u1eddi gian ch\u01b0a \u0111\u1ea7y 3 gi\u00e2y, b\u1ea3o \u0111\u1ea3m t\u00ednh ch\u00ednh x\u00e1c tuy\u1ec7t \u0111\u1ed1i m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p th\u1ee7 c\u00f4ng c\u1ee7a nh\u00e2n vi\u00ean tr\u1ef1c t\u1ed5ng \u0111\u00e0i.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Dong_hanh_xay_dung_AI_Agent_thanh_cong_cung_Gimasys\"><\/span><b>\u0110\u1ed3ng h\u00e0nh x\u00e2y d\u1ef1ng AI Agent th\u00e0nh c\u00f4ng c\u00f9ng Gimasys<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Thi\u1ebft l\u1eadp m\u1ed9t ki\u1ebfn tr\u00fac AI Agent ho\u00e0n ch\u1ec9nh, v\u1eadn h\u00e0nh \u1ed5n \u0111\u1ecbnh v\u00e0 \u0111\u00e1p \u1ee9ng c\u00e1c ti\u00eau chu\u1ea9n b\u1ea3o m\u1eadt kh\u1eaft khe \u0111\u00f2i h\u1ecfi doanh nghi\u1ec7p ph\u1ea3i s\u1edf h\u1eefu \u0111\u1ed9i ng\u0169 chuy\u00ean gia am hi\u1ec3u s\u00e2u s\u1eafc v\u1ec1 ki\u1ebfn tr\u00fac \u0111\u00e1m m\u00e2y v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u. <a href=\"https:\/\/gcloudvn.com\/en\/\">Gimasys<\/a> ch\u00ednh l\u00e0 \u0111\u1ed1i t\u00e1c c\u00f4ng ngh\u1ec7 chi\u1ebfn l\u01b0\u1ee3c gi\u00fap doanh nghi\u1ec7p hi\u1ec7n th\u1ef1c h\u00f3a m\u1ee5c ti\u00eau n\u00e0y:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u1ed1i t\u00e1c chi\u1ebfn l\u01b0\u1ee3c Google Cloud Premier Partner:<\/b><span style=\"font-weight: 400;\"> Gimasys l\u00e0 m\u1ed9t trong nh\u1eefng \u0111\u1ed1i t\u00e1c c\u1ea5p cao h\u00e0ng \u0111\u1ea7u c\u1ee7a Google Cloud t\u1ea1i Vi\u1ec7t Nam v\u1edbi h\u01a1n hai th\u1eadp k\u1ef7 kinh nghi\u1ec7m t\u01b0 v\u1ea5n gi\u1ea3i ph\u00e1p CNTT doanh nghi\u1ec7p. \u0110\u1ed9i ng\u0169 k\u1ef9 s\u01b0 c\u1ee7a Gimasys s\u1edf h\u1eefu \u0111\u1ea7y \u0111\u1ee7 c\u00e1c ch\u1ee9ng ch\u1ec9 chuy\u00ean m\u00f4n cao nh\u1ea5t t\u1eeb Google nh\u01b0 Professional Cloud Architect, Professional Data Engineer v\u00e0 Professional Cloud Security Engineer.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u1ecbch v\u1ee5 t\u01b0 v\u1ea5n ki\u1ebfn tr\u00fac v\u00e0 thi\u1ebft k\u1ebf may \u0111o:<\/b><span style=\"font-weight: 400;\"> Gimasys tr\u1ef1c ti\u1ebfp kh\u1ea3o s\u00e1t hi\u1ec7n tr\u1ea1ng h\u1ea1 t\u1ea7ng s\u1ed1 c\u1ee7a doanh nghi\u1ec7p, t\u01b0 v\u1ea5n thi\u1ebft l\u1eadp \u0111\u01b0\u1eddng \u1ed1ng d\u1eef li\u1ec7u RAG t\u1ed1i \u01b0u, l\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh Gemini ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng b\u00e0i to\u00e1n kinh doanh nh\u1eb1m t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed v\u1eadn h\u00e0nh token tr\u00ean m\u1ed7i y\u00eau c\u1ea7u.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gi\u1ea3i quy\u1ebft th\u1ee7 t\u1ee5c ph\u00e1p l\u00fd v\u00e0 thanh to\u00e1n minh b\u1ea1ch:<\/b><span style=\"font-weight: 400;\"> Gimasys h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p v\u01b0\u1ee3t qua c\u00e1c r\u00e0o c\u1ea3n thanh to\u00e1n qu\u1ed1c t\u1ebf th\u00f4ng qua h\u00ecnh th\u1ee9c thanh to\u00e1n linh ho\u1ea1t b\u1eb1ng VN\u0110, cung c\u1ea5p \u0111\u1ea7y \u0111\u1ee7 h\u1ee3p \u0111\u1ed3ng kinh t\u1ebf v\u00e0 xu\u1ea5t h\u00f3a \u0111\u01a1n VAT h\u1ee3p ph\u00e1p theo quy \u0111\u1ecbnh c\u1ee7a ph\u00e1p lu\u1eadt Vi\u1ec7t Nam.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ch\u01b0\u01a1ng tr\u00ecnh th\u1eed nghi\u1ec7m POC nhanh ch\u00f3ng:<\/b><span style=\"font-weight: 400;\"> Gi\u00fap doanh nghi\u1ec7p ki\u1ec3m ch\u1ee9ng hi\u1ec7u qu\u1ea3 th\u1ef1c t\u1ebf th\u00f4ng qua vi\u1ec7c x\u00e2y d\u1ef1ng phi\u00ean b\u1ea3n ch\u1ea1y th\u1eed nghi\u1ec7m (Proof of Concept) tr\u00ean ch\u00ednh ngu\u1ed3n d\u1eef li\u1ec7u m\u1eabu c\u1ee7a doanh nghi\u1ec7p ch\u1ec9 trong 7 \u0111\u1ebfn 10 ng\u00e0y l\u00e0m vi\u1ec7c tr\u01b0\u1edbc khi \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111\u1ea7u t\u01b0 quy m\u00f4 l\u1edbn.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Loi_ket\"><\/span><b>L\u1eddi k\u1ebft<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">X\u00e2y d\u1ef1ng AI Agent tr\u00ean Google Cloud kh\u00f4ng \u0111\u01a1n thu\u1ea7n l\u00e0 vi\u1ec7c \u00e1p d\u1ee5ng m\u1ed9t c\u00f4ng c\u1ee5 c\u00f4ng ngh\u1ec7 m\u1edbi, m\u00e0 l\u00e0 kho\u1ea3n \u0111\u1ea7u t\u01b0 chi\u1ebfn l\u01b0\u1ee3c nh\u1eb1m t\u00e1i c\u1ea5u tr\u00fac n\u0103ng su\u1ea5t v\u1eadn h\u00e0nh c\u1ee7a to\u00e0n b\u1ed9 doanh nghi\u1ec7p. M\u1ed9t h\u1ec7 th\u1ed1ng AI Agent \u0111\u01b0\u1ee3c \u0111\u1eb7t tr\u00ean n\u1ec1n t\u1ea3ng ki\u1ebfn tr\u00fac v\u1eefng ch\u1eafc, d\u1eef li\u1ec7u chu\u1ea9n h\u00f3a v\u00e0 c\u01a1 ch\u1ebf b\u1ea3o m\u1eadt t\u1ed1i cao s\u1ebd tr\u1edf th\u00e0nh l\u1ef1c \u0111\u1ea9y m\u1ea1nh m\u1ebd, gi\u00fap t\u1ed5 ch\u1ee9c b\u1ee9t ph\u00e1 t\u1ed1c \u0111\u1ed9 ph\u1ee5c v\u1ee5 kh\u00e1ch h\u00e0ng v\u00e0 t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed d\u00e0i h\u1ea1n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1eebng \u0111\u1ec3 doanh nghi\u1ec7p b\u1ecb t\u1ee5t l\u1ea1i ph\u00eda sau trong cu\u1ed9c \u0111ua t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh nghi\u1ec7p v\u1ee5. S\u1ef1 chu\u1ea9n b\u1ecb k\u1ef9 l\u01b0\u1ee1ng v\u1ec1 m\u1eb7t c\u00f4ng ngh\u1ec7 h\u00f4m nay ch\u00ednh l\u00e0 ch\u00eca kh\u00f3a m\u1edf ra l\u1ee3i th\u1ebf c\u1ea1nh tranh b\u1ec1n v\u1eefng cho ng\u00e0y mai.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u00e3y li\u00ean h\u1ec7 ngay v\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia Google Cloud t\u1ea1i Gimasys \u0111\u1ec3 nh\u1eadn t\u01b0 v\u1ea5n chuy\u00ean s\u00e2u v\u1ec1 gi\u1ea3i ph\u00e1p thi\u1ebft k\u1ebf ki\u1ebfn tr\u00fac AI Agent v\u00e0 \u0111\u0103ng k\u00fd tham gia ch\u01b0\u01a1ng tr\u00ecnh ch\u1ea1y th\u1eed nghi\u1ec7m POC mi\u1ec5n ph\u00ed cho doanh nghi\u1ec7p c\u1ee7a b\u1ea1n.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Vi\u1ec7c \u0111\u01b0a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1eeb giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m sang v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf \u0111ang l\u00e0 m\u1ee5c ti\u00eau tr\u1ecdng t\u00e2m c\u1ee7a nhi\u1ec1u t\u1ed5 ch\u1ee9c. Khi c\u00e1c c\u00f4ng c\u1ee5 h\u1ecfi \u0111\u00e1p \u0111\u01a1n gi\u1ea3n b\u1ed9c l\u1ed9 r\u00f5 gi\u1edbi h\u1ea1n v\u1ec1&hellip;<\/p>","protected":false},"author":2,"featured_media":26601,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1,135],"tags":[],"class_list":["post-26732","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kienthuc","category-google-cloud-platform","entry","has-media"],"_links":{"self":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/26732","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/comments?post=26732"}],"version-history":[{"count":1,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/26732\/revisions"}],"predecessor-version":[{"id":26733,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/26732\/revisions\/26733"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/26601"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=26732"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=26732"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=26732"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}