{"id":92249,"date":"2025-10-15T13:45:01","date_gmt":"2025-10-15T06:45:01","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=92249"},"modified":"2025-10-15T14:14:37","modified_gmt":"2025-10-15T07:14:37","slug":"chien-luoc-ai-tu-cto-orient-software","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/chien-luoc-ai-tu-cto-orient-software\/","title":{"rendered":"9 chi\u1ebfn l\u01b0\u1ee3c AI \u0111\u00e3 ch\u1ee9ng minh hi\u1ec7u qu\u1ea3 \u2013 B\u00e0i h\u1ecdc t\u1eeb CTO Orient Software"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 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\/chien-luoc-ai-tu-cto-orient-software\/#Bat_dau_tu_van_de_khong_phai_tu_cong_nghe\" >B\u1eaft \u0111\u1ea7u t\u1eeb v\u1ea5n \u0111\u1ec1, kh\u00f4ng ph\u1ea3i t\u1eeb c\u00f4ng ngh\u1ec7<\/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\/chien-luoc-ai-tu-cto-orient-software\/#Chuan_bi_du_lieu_san_sang_cho_AI\" >Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u s\u1eb5n s\u00e0ng cho AI<\/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\/chien-luoc-ai-tu-cto-orient-software\/#Quan_ly_ky_vong_giua_con_sot_%E2%80%9Cnang_suat_ao%E2%80%9D\" >Qu\u1ea3n l\u00fd k\u1ef3 v\u1ecdng gi\u1eefa c\u01a1n s\u1ed1t \u201cn\u0103ng su\u1ea5t \u1ea3o\u201d<\/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\/chien-luoc-ai-tu-cto-orient-software\/#Xem_AI_nhu_R_D_Can_thu_nghiem_va_tinh_chinh_lien_tuc\" >Xem AI nh\u01b0 R&amp;D: C\u1ea7n th\u1eed nghi\u1ec7m v\u00e0 tinh ch\u1ec9nh li\u00ean t\u1ee5c<\/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\/chien-luoc-ai-tu-cto-orient-software\/#Bai_toan_Build_vs_Buy_Xay_dung_agentic_workflow_thay_vi_mua_nen_tang_san\" >B\u00e0i to\u00e1n Build vs Buy: X\u00e2y d\u1ef1ng agentic workflow thay v\u00ec mua n\u1ec1n t\u1ea3ng s\u1eb5n<\/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\/chien-luoc-ai-tu-cto-orient-software\/#Giup_nhan_su_thich_nghi_voi_AI\" >Gi\u00fap nh\u00e2n s\u1ef1 th\u00edch nghi v\u1edbi AI<\/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\/chien-luoc-ai-tu-cto-orient-software\/#Do_luong_thanh_cong_bang_gia_tri_kinh_doanh_khong_chi_thong_so_ky_thuat\" >\u0110o l\u01b0\u1eddng th\u00e0nh c\u00f4ng b\u1eb1ng gi\u00e1 tr\u1ecb kinh doanh, kh\u00f4ng ch\u1ec9 th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/itviec.com\/blog\/chien-luoc-ai-tu-cto-orient-software\/#Tim_kiem_%E2%80%9Cearly_wins%E2%80%9D_nhung_phai_lam_den_noi_den_chon\" >T\u00ecm ki\u1ebfm \u201cearly wins\u201d, nh\u01b0ng ph\u1ea3i l\u00e0m \u0111\u1ebfn n\u01a1i \u0111\u1ebfn ch\u1ed1n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/itviec.com\/blog\/chien-luoc-ai-tu-cto-orient-software\/#Can_bang_giua_%E2%80%9Cdi_nhanh%E2%80%9D_va_%E2%80%9Cdi_dung%E2%80%9D\" >C\u00e2n b\u1eb1ng gi\u1eefa \u201c\u0111i nhanh\u201d v\u00e0 \u201c\u0111i \u0111\u00fang\u201d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/itviec.com\/blog\/chien-luoc-ai-tu-cto-orient-software\/#Ket_luan_AI_khong_tao_loi_the_khac_biet_nam_o_tu_duy_du_lieu_va_con_nguoi\" >K\u1ebft lu\u1eadn: AI kh\u00f4ng t\u1ea1o l\u1ee3i th\u1ebf, kh\u00e1c bi\u1ec7t n\u1eb1m \u1edf t\u01b0 duy, d\u1eef li\u1ec7u v\u00e0 con ng\u01b0\u1eddi&nbsp;<\/a><\/li><\/ul><\/nav><\/div>\n\n<div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-4307ee3\" id=\"gspb_container-id-gsbp-4307ee3\">\n<p style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);\"><em><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-palette-color-4-color\">Read the English version here: <a href=\"https:\/\/itviec.com\/blog\/ai-adoption-strategies-from-cto-of-orient-software\/\" target=\"_blank\" rel=\"noreferrer noopener\">9 Proven AI Adoption Strategies \u2013 Lessons from the CTO of Orient Software<\/a><\/mark><\/strong><\/em><\/p>\n<\/div>\n\n\n\n<p>AI \u0111ang l\u00e0m thay \u0111\u1ed5i m\u1ecdi ng\u00e0nh ngh\u1ec1, nh\u01b0ng kh\u00f4ng ph\u1ea3i doanh nghi\u1ec7p n\u00e0o c\u0169ng \u0111ang thay \u0111\u1ed5i \u0111\u00fang c\u00e1ch.<\/p>\n\n\n\n<p>M\u1ed9t b\u00e1o c\u00e1o m\u1edbi \u0111\u00e2y thu\u1ed9c d\u1ef1 \u00e1n NANDA c\u1ee7a MIT mang t\u00ean <a href=\"https:\/\/www.artificialintelligence-news.com\/wp-content\/uploads\/2025\/08\/ai_report_2025.pdf\" target=\"_blank\" rel=\"noreferrer noopener\"><em>The GenAI Divide: State of AI in Business 2025<\/em><\/a> cho th\u1ea5y s\u1ef1 th\u1eadt ph\u0169 ph\u00e0ng: B\u1ea5t ch\u1ea5p h\u01a1n 30 t\u1ef7 USD \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u1ea7u t\u01b0 v\u00e0o AI t\u1ea1o sinh, ch\u1ec9 5% d\u1ef1 \u00e1n th\u1ef1c s\u1ef1 t\u1ea1o ra l\u1ee3i nhu\u1eadn, c\u00f2n 95% g\u1ea7n nh\u01b0 kh\u00f4ng mang l\u1ea1i hi\u1ec7u qu\u1ea3 t\u00e0i ch\u00ednh.<\/p>\n\n\n\n<p>B\u00e1o c\u00e1o c\u0169ng ch\u1ec9 r\u00f5: Nguy\u00ean nh\u00e2n kh\u00f4ng n\u1eb1m \u1edf ch\u1ea5t l\u01b0\u1ee3ng m\u00f4 h\u00ecnh, m\u00e0 \u1edf c\u00e1ch doanh nghi\u1ec7p ti\u1ebfp c\u1eadn v\u00e0 tri\u1ec3n khai AI trong th\u1ef1c t\u1ebf.&nbsp;<\/p>\n\n\n\n<p>V\u1eady l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 v\u01b0\u1ee3t qua giai \u0111o\u1ea1n \u201cth\u00ed \u0111i\u1ec3m\u201d v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i kinh doanh c\u00f3 \u00fd ngh\u0129a?<\/p>\n\n\n\n<p>\u0110\u1ec3 t\u00ecm l\u1eddi gi\u1ea3i, ITviec \u0111\u00e3 c\u00f3 cu\u1ed9c tr\u00f2 chuy\u1ec7n v\u1edbi anh <strong>\u00d8yvind Forsbak (CTO &amp; Co-founder Orient Software, th\u00e0nh vi\u00ean Forbes Technology Council)<\/strong>. V\u1edbi h\u01a1n 25 n\u0103m kinh nghi\u1ec7m tri\u1ec3n khai c\u00e1c d\u1ef1 \u00e1n ph\u1ea7n m\u1ec1m v\u00e0 AI\/Data cho kh\u00e1ch h\u00e0ng to\u00e0n c\u1ea7u, anh \u00d8yvind \u0111\u00e3 chia s\u1ebb m\u1ed9t c\u00e1ch th\u1eb3ng th\u1eafn v\u1ec1 nh\u1eefng \u201cc\u00e1i b\u1eaby\u201d ph\u1ed5 bi\u1ebfn trong con s\u1ed1t AI, c\u00e1ch nh\u1eadn di\u1ec7n s\u1edbm sai l\u1ea7m, v\u00e0 chi\u1ebfn l\u01b0\u1ee3c ti\u1ebfp c\u1eadn \u0111\u1ec3 kh\u00f4ng b\u1ecb b\u1ecf l\u1ea1i ph\u00eda sau, \u0111\u1ed3ng th\u1eddi v\u1eabn \u0111i \u0111\u00fang h\u01b0\u1edbng v\u00e0 sinh l\u1eddi th\u1ef1c ch\u1ea5t.&nbsp;<\/p>\n\n\n\n<p>D\u01b0\u1edbi \u0111\u00e2y l\u00e0 <strong>9 chi\u1ebfn l\u01b0\u1ee3c \u1ee9ng d\u1ee5ng AI hi\u1ec7u qu\u1ea3<\/strong> \u0111\u00fac k\u1ebft t\u1eeb cu\u1ed9c tr\u00f2 chuy\u1ec7n tr\u00ean:<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-b\u1eaft-d\u1ea7u-t\u1eeb-v\u1ea5n-d\u1ec1-khong-ph\u1ea3i-t\u1eeb-cong-ngh\u1ec7\"><span class=\"ez-toc-section\" id=\"Bat_dau_tu_van_de_khong_phai_tu_cong_nghe\"><\/span><strong>B\u1eaft \u0111\u1ea7u t\u1eeb v\u1ea5n \u0111\u1ec1, kh\u00f4ng ph\u1ea3i t\u1eeb c\u00f4ng ngh\u1ec7<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Gi\u1eefa c\u01a1n s\u1ed1t truy\u1ec1n th\u00f4ng v\u1ec1 AI v\u1edbi v\u00f4 s\u1ed1 h\u1ee9a h\u1eb9n h\u00e0o nho\u00e1ng, anh Oyvind cho r\u1eb1ng nhi\u1ec1u doanh nghi\u1ec7p ch\u1ecbu \u00e1p l\u1ef1c ph\u1ea3i \u201cl\u00e0m g\u00ec \u0111\u00f3 v\u1edbi AI\u201d &#8211; v\u00e0 \u0111\u00f3 ch\u00ednh l\u00e0 sai l\u1ea7m \u0111\u1ea7u ti\u00ean.<\/p>\n\n\n\n<p>\u00c1p l\u1ef1c \u0111\u00f3 khi\u1ebfn h\u1ecd v\u1ed9i v\u00e0ng \u0111\u1ea7u t\u01b0 v\u00e0o c\u00f4ng ngh\u1ec7 m\u00e0 ch\u01b0a x\u00e1c \u0111\u1ecbnh r\u00f5 v\u1ea5n \u0111\u1ec1 c\u1ea7n gi\u1ea3i quy\u1ebft hay gi\u00e1 tr\u1ecb mu\u1ed1n \u0111\u1ea1t \u0111\u01b0\u1ee3c.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u201cTrong h\u1ea7u h\u1ebft c\u00e1c tr\u01b0\u1eddng h\u1ee3p, nh\u1eefng d\u1ef1 \u00e1n nh\u01b0 v\u1eady s\u1ebd th\u1ea5t b\u1ea1i, v\u00ec ngay c\u1ea3 khi b\u1ea1n c\u00f3 m\u1ed9t \u0111\u1ed9i ng\u0169 k\u1ef9 s\u01b0 r\u1ea5t m\u1ea1nh, n\u1ebfu h\u1ecd kh\u00f4ng c\u00f3 \u0111\u1ecbnh h\u01b0\u1edbng r\u00f5 r\u00e0ng, h\u1ecd c\u0169ng kh\u00f4ng th\u1ec3 gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c v\u1ea5n \u0111\u1ec1.\u201d&nbsp;<\/em><\/p>\n<\/blockquote>\n\n\n\n<p>M\u1ed9t v\u00ed d\u1ee5 th\u1ef1c t\u1ebf: \u0110\u1ed9i ng\u0169 Orient Software t\u1eebng ph\u00e1t tri\u1ec3n t\u00ednh n\u0103ng \u201ct\u00ecm ki\u1ebfm th\u00f4ng minh\u201d cho m\u1ed9t \u1ee9ng d\u1ee5ng tuy\u1ec3n d\u1ee5ng. M\u00f4 h\u00ecnh ho\u1ea1t \u0111\u1ed9ng t\u1ed1t trong m\u00f4i tr\u01b0\u1eddng th\u1eed nghi\u1ec7m, nh\u01b0ng khi \u00e1p d\u1ee5ng v\u1edbi database th\u1eadt, k\u1ebft qu\u1ea3 tr\u1ea3 v\u1ec1 l\u1ea1i \u201ckh\u00f4ng th\u00f4ng minh l\u1eafm\u201d. L\u00fd do b\u1edfi v\u00ec nh\u00f3m AI ch\u01b0a t\u00ecm hi\u1ec3u c\u00e1ch c\u00e1c recruiter th\u1eadt s\u1ef1 t\u00ecm \u1ee9ng vi\u00ean.&nbsp;<\/p>\n\n\n\n<p>\u00d8yvind g\u1ecdi \u0111\u00e2y l\u00e0 m\u1ed9t <em>\u201cth\u1ea5t b\u1ea1i \u0111i\u1ec3n h\u00ecnh c\u1ee7a vi\u1ec7c ch\u00fa tr\u1ecdng c\u00f4ng ngh\u1ec7 h\u01a1n v\u1ea5n \u0111\u1ec1\u201d<\/em> &#8211; d\u1ef1 \u00e1n AI th\u1ea5t b\u1ea1i kh\u00f4ng ph\u1ea3i v\u00ec d\u00f9ng sai c\u00f4ng ngh\u1ec7, m\u00e0 v\u00ec \u0111\u1eb7t sai c\u00e2u h\u1ecfi ban \u0111\u1ea7u.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u201cN\u1ebfu b\u1ea1n b\u1ecb cu\u1ed1n theo tr\u00e0o l\u01b0u m\u00e0 kh\u00f4ng c\u00f3 t\u01b0 duy ph\u1ea3n bi\u1ec7n, gi\u1ea3i ph\u00e1p hay pilot c\u1ee7a b\u1ea1n s\u1ebd kh\u00f4ng \u0111\u1ee7 t\u1ed1t, kh\u00f4ng mang l\u1ea1i \u0111\u1ee7 gi\u00e1 tr\u1ecb \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng th\u1ef1c s\u1ef1 \u00e1p d\u1ee5ng, v\u00e0 d\u1ef1 \u00e1n s\u1ebd k\u1ebft th\u00fac t\u1ea1i \u0111\u00f3.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<p>\u00d8yvind ch\u1ec9 ra r\u1eb1ng l\u00e0n s\u00f3ng c\u00f4ng ngh\u1ec7 lu\u00f4n thay \u0111\u1ed5i li\u00ean t\u1ee5c, nh\u01b0ng v\u1ea5n \u0111\u1ec1 th\u00ec lu\u00f4n c\u00f2n \u0111\u00f3:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u201cHai n\u0103m tr\u01b0\u1edbc, m\u1ecdi ng\u01b0\u1eddi \u0111\u1ec1u x\u00e2y n\u1ec1n t\u1ea3ng d\u1ef1a tr\u00ean RAG hay semantic search, nh\u01b0ng r\u1ed3i n\u00f3 ch\u1ec9 gi\u1ea3i quy\u1ebft m\u1ed9t ph\u1ea7n nh\u1ecf c\u1ee7a v\u1ea5n \u0111\u1ec1. Sau \u0111\u00f3, xu h\u01b0\u1edbng l\u1ea1i chuy\u1ec3n sang c\u00e1c \u2018agent\u2019 n\u00f3i chuy\u1ec7n v\u1edbi nhau, nh\u01b0ng n\u00f3 v\u1eabn ch\u01b0a th\u1ec3 t\u1ea1o ra gi\u00e1 tr\u1ecb kinh doanh l\u00e0m th\u1ecfa m\u00e3n tuy\u1ec7t \u0111\u1ed1i k\u1ef3 v\u1ecdng c\u1ee7a m\u1ecdi ng\u01b0\u1eddi.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<p>Anh k\u1ebft lu\u1eadn: <em>\u201cAI th\u1ef1c ch\u1ea5t c\u0169ng ch\u1ec9 l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1\u201d<\/em>. Do \u0111\u00f3, c\u00e1ch ti\u1ebfp c\u1eadn \u0111\u00fang \u0111\u1eafn l\u00e0 <strong>x\u00e1c \u0111\u1ecbnh v\u1ea5n \u0111\u1ec1 kinh doanh \u0111\u1ea7u ti\u00ean<\/strong>. Sau \u0111\u00f3 m\u1edbi ki\u1ec3m tra xem kh\u1ea3 n\u0103ng hi\u1ec7n t\u1ea1i c\u1ee7a AI c\u00f3 th\u1ec3 gi\u00fap doanh nghi\u1ec7p gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n \u0111\u00f3 nh\u01b0 th\u1ebf n\u00e0o.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-chu\u1ea9n-b\u1ecb-d\u1eef-li\u1ec7u-s\u1eb5n-sang-cho-ai\"><span class=\"ez-toc-section\" id=\"Chuan_bi_du_lieu_san_sang_cho_AI\"><\/span><strong>Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u s\u1eb5n s\u00e0ng cho AI<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>N\u1ebfu coi chi\u1ebfn l\u01b0\u1ee3c l\u00e0 b\u1ea3n \u0111\u1ed3, th\u00ec d\u1eef li\u1ec7u ch\u00ednh l\u00e0 nhi\u00ean li\u1ec7u.<\/p>\n\n\n\n<p>Theo Gartner, ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u00e0 nguy\u00ean nh\u00e2n h\u00e0ng \u0111\u1ea7u khi\u1ebfn nhi\u1ec1u d\u1ef1 \u00e1n GenAI \u201cch\u1ebft y\u1ec3u\u201d sau giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m. Anh \u00d8yvind c\u0169ng nh\u1ea5n m\u1ea1nh t\u1ea7m quan tr\u1ecdng c\u1ee7a d\u1eef li\u1ec7u \u0111\u1ed1i v\u1edbi d\u1ef1 \u00e1n AI:&nbsp;<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<figure class=\"wp-block-pullquote\"><blockquote><p><em>\u201cN\u1ebfu b\u1ea1n c\u00f3 chi\u1ebfn l\u01b0\u1ee3c t\u1ed1t nh\u01b0ng kh\u00f4ng c\u00f3 d\u1eef li\u1ec7u \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1, b\u1ea1n s\u1ebd th\u1ea5t b\u1ea1i.\u201d<\/em><\/p><\/blockquote><\/figure>\n<\/blockquote>\n\n\n\n<p>Anh gi\u1ea3i th\u00edch th\u00eam: Khi d\u1eef li\u1ec7u ngh\u00e8o n\u00e0n ho\u1eb7c ph\u00e2n m\u1ea3nh, AI s\u1ebd ph\u1ea3i \u201cb\u1ecba chuy\u1ec7n\u201d \u0111\u1ec3 b\u00f9 v\u00e0o kho\u1ea3ng tr\u1ed1ng g\u00e2y sai l\u1ec7ch, m\u1ea5t ni\u1ec1m tin v\u00e0 kh\u00f4ng mang l\u1ea1i gi\u00e1 tr\u1ecb th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<p>V\u1eady nh\u01b0 th\u1ebf n\u00e0o l\u00e0 d\u1eef li\u1ec7u \u201cs\u1eb5n s\u00e0ng cho AI\u201d? Theo anh Oyvind, gi\u1ea3i ph\u00e1p kh\u00f4ng n\u1eb1m \u1edf vi\u1ec7c x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng ho\u00e0nh tr\u00e1ng, m\u00e0 \u1edf vi\u1ec7c \u201ct\u1eadp trung d\u1eef li\u1ec7u\u201d:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-cac-ph\u01b0\u01a1ng-phap-d\u1ec3-xay-d\u1ef1ng-d\u1eef-li\u1ec7u-s\u1eb5n-sang-cho-ai\"><strong>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ec3 x\u00e2y d\u1ef1ng \u201cd\u1eef li\u1ec7u s\u1eb5n s\u00e0ng cho AI\u201d<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-t\u1eadp-trung-d\u1eef-li\u1ec7u-vao-m\u1ed9t-n\u1ec1n-t\u1ea3ng-th\u1ed1ng-nh\u1ea5t\"><strong>T\u1eadp trung d\u1eef li\u1ec7u v\u00e0o m\u1ed9t n\u1ec1n t\u1ea3ng th\u1ed1ng nh\u1ea5t<\/strong><\/h4>\n\n\n\n<p>Anh Oyvind ch\u1ec9 ra r\u1eb1ng h\u1ea7u h\u1ebft c\u00e1c c\u00f4ng ty hi\u1ec7n nay \u0111\u1ec1u s\u1edf h\u1eefu nhi\u1ec1u d\u1eef li\u1ec7u, nh\u01b0ng b\u1ecb chia c\u1eaft trong v\u00f4 s\u1ed1 h\u1ec7 th\u1ed1ng kh\u00e1c nhau &#8211; t\u1eeb CRM, email, SharePoint \u0111\u1ebfn h\u1ec7 th\u1ed1ng t\u00e0i ch\u00ednh. D\u1eef li\u1ec7u r\u1eddi r\u1ea1c, thi\u1ebfu c\u1ea5u tr\u00fac, khi\u1ebfn nh\u00f3m k\u1ef9 s\u01b0 AI kh\u00f4ng th\u1ec3 truy xu\u1ea5t, hu\u1ea5n luy\u1ec7n hay b\u1ea3o m\u1eadt hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n<p>Do \u0111\u00f3 vi\u1ec7c t\u1eadp trung d\u1eef li\u1ec7u v\u1ec1 m\u1ed9t n\u01a1i, l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u th\u01b0\u1eddng xuy\u00ean l\u00e0 b\u01b0\u1edbc c\u1ed1t l\u00f5i \u0111\u1ec3 \u0111\u1ecbnh ngh\u0129a t\u00ednh \u201cs\u1eb5n s\u00e0ng cho AI\u201d c\u1ee7a d\u1eef li\u1ec7u.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-thi\u1ebft-l\u1eadp-quy\u1ec1n-truy-c\u1eadp-ro-rang-va-b\u1ea3o-m\u1eadt\"><strong>Thi\u1ebft l\u1eadp quy\u1ec1n truy c\u1eadp r\u00f5 r\u00e0ng v\u00e0 b\u1ea3o m\u1eadt<\/strong><\/h4>\n\n\n\n<p>M\u1ed9t trong nh\u1eefng r\u1ee7i ro th\u01b0\u1eddng b\u1ecb xem nh\u1eb9 l\u00e0 AI agent c\u00f3 th\u1ec3 ti\u1ebft l\u1ed9 th\u00f4ng tin m\u00e0 ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng \u0111\u01b0\u1ee3c ph\u00e9p th\u1ea5y. Khi chuy\u1ec3n d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u h\u1ec7 th\u1ed1ng v\u1ec1 chung m\u1ed9t n\u1ec1n t\u1ea3ng, doanh nghi\u1ec7p c\u1ea7n ki\u1ec3m so\u00e1t quy\u1ec1n truy c\u1eadp (access rights) m\u1ed9t c\u00e1ch c\u1ea9n tr\u1ecdng.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-khai-thac-l\u1ee3i-th\u1ebf-c\u1ea1nh-tranh-t\u1eeb-d\u1eef-li\u1ec7u-d\u1ed9c-quy\u1ec1n\"><strong>Khai th\u00e1c l\u1ee3i th\u1ebf c\u1ea1nh tranh t\u1eeb d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n<\/strong><\/h4>\n\n\n\n<p>Theo \u00d8yvind, ng\u00e0y nay, d\u1eef li\u1ec7u \u0111\u1ed9c quy\u1ec1n ch\u00ednh l\u00e0 t\u00e0i s\u1ea3n chi\u1ebfn l\u01b0\u1ee3c gi\u00fap doanh nghi\u1ec7p t\u1ea1o ra gi\u00e1 tr\u1ecb th\u1eadt m\u00e0 \u0111\u1ed1i th\u1ee7 kh\u00f4ng th\u1ec3 sao ch\u00e9p.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u201cN\u1ebfu b\u1ea1n s\u1edf h\u1eefu nh\u1eefng d\u1eef li\u1ec7u kh\u00e1c bi\u1ec7t m\u00e0 \u0111\u1ed1i th\u1ee7 kh\u00f4ng c\u00f3, th\u00ec \u0111\u00f3 ch\u00ednh l\u00e0 l\u1ee3i th\u1ebf c\u1ea1nh tranh c\u1ee7a b\u1ea1n.<\/em><br><br><em>C\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (Large Language Models) gi\u1edd \u0111\u00e2y h\u1ea7u h\u1ebft \u0111\u1ec1u l\u00e0 h\u00e0ng h\u00f3a ph\u1ed5 bi\u1ebfn, b\u1ea1n c\u00f3 th\u1ec3 mua quy\u1ec1n truy c\u1eadp qua API, v\u00e0 \u0111\u1ed1i th\u1ee7 c\u1ee7a b\u1ea1n c\u0169ng c\u00f3 th\u1ec3 l\u00e0m \u0111i\u1ec1u t\u01b0\u01a1ng t\u1ef1. Nh\u01b0ng ch\u00ednh d\u1eef li\u1ec7u b\u1ea1n \u0111ang n\u1eafm gi\u1eef m\u1edbi l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa th\u00e0nh c\u00f4ng c\u1ee7a b\u1ea1n v\u00e0 c\u1ee7a h\u1ecd.<\/em><br><br><em>V\u00ec v\u1eady, \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 b\u1ea1n ph\u1ea3i kh\u00f4ng ng\u1eebng th\u1eed nghi\u1ec7m v\u00e0 kh\u00e1m ph\u00e1 xem d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh c\u00f3 th\u1ec3 t\u1ea1o ra gi\u00e1 tr\u1ecb g\u00ec cho doanh nghi\u1ec7p.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-d\u1ea7u-t\u01b0-d\u1eef-li\u1ec7u-s\u1edbm-khong-d\u1ee3i-cong-ngh\u1ec7\"><strong>\u0110\u1ea7u t\u01b0 d\u1eef li\u1ec7u s\u1edbm, kh\u00f4ng \u0111\u1ee3i c\u00f4ng ngh\u1ec7<\/strong><\/h4>\n\n\n\n<p>\u00d8yvind nh\u1ea5n m\u1ea1nh r\u1eb1ng AI \u0111ang ch\u1ec9 \u1edf giai \u0111o\u1ea1n \u0111\u1ea7u v\u00e0 n\u00f3 s\u1ebd c\u00f2n ph\u00e1t tri\u1ec3n v\u1edbi t\u1ed1c \u0111\u1ed9 ch\u01b0a t\u1eebng c\u00f3. Ch\u00ednh v\u00ec th\u1ebf, d\u00f9 ch\u01b0a \u0111\u1ea7u t\u01b0 v\u00e0o AI ngay, b\u1ea1n v\u1eabn n\u00ean \u0111\u1ea7u t\u01b0 tr\u01b0\u1edbc v\u00e0o d\u1eef li\u1ec7u. Chu\u1ea9n b\u1ecb data platform c\u00f3 th\u1ec3 t\u1ed1n th\u1eddi gian v\u00e0 kh\u00f4ng th\u1ea5y l\u1ee3i \u00edch l\u1eadp t\u1ee9c, nh\u01b0ng \u0111\u00f3 l\u00e0 vi\u1ec7c s\u1edbm mu\u1ed9n ph\u1ea3i l\u00e0m, b\u1ea1n c\u1ea7n xem \u0111\u00f3 l\u00e0 s\u1ef1 \u0111\u1ea7u t\u01b0 d\u00e0i h\u1ea1n.&nbsp;<\/p>\n\n\n\n<p>Khi AI ph\u00e1t tri\u1ec3n h\u01a1n, doanh nghi\u1ec7p n\u00e0o s\u1eb5n s\u00e0ng d\u1eef li\u1ec7u tr\u01b0\u1edbc s\u1ebd l\u00e0 ng\u01b0\u1eddi th\u1ef1c thi nhanh h\u01a1n v\u00e0 thu l\u1ee3i s\u1edbm h\u01a1n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-qu\u1ea3n-ly-k\u1ef3-v\u1ecdng-gi\u1eefa-c\u01a1n-s\u1ed1t-nang-su\u1ea5t-\u1ea3o\"><span class=\"ez-toc-section\" id=\"Quan_ly_ky_vong_giua_con_sot_%E2%80%9Cnang_suat_ao%E2%80%9D\"><\/span><strong>Qu\u1ea3n l\u00fd k\u1ef3 v\u1ecdng gi\u1eefa c\u01a1n s\u1ed1t \u201cn\u0103ng su\u1ea5t \u1ea3o\u201d<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>M\u1ed9t l\u1ea7m t\u01b0\u1edfng kh\u00e1c \u0111\u01b0\u1ee3c anh Oyvind ch\u1ec9 ra: Khi truy\u1ec1n th\u00f4ng th\u1ed5i ph\u1ed3ng, nhi\u1ec1u l\u00e3nh \u0111\u1ea1o \u0111ang \u0111\u1eb7t k\u1ef3 v\u1ecdng phi th\u1ef1c t\u1ebf v\u1ec1 n\u0103ng su\u1ea5t AI mang l\u1ea1i:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u201cNhi\u1ec1u c\u00f4ng ty n\u00f3i r\u1eb1ng h\u1ecd c\u00f3 th\u1ec3 t\u0103ng n\u0103ng su\u1ea5t g\u1ea5p hai hay g\u1ea5p ba l\u1ea7n nh\u1edd c\u00e1c c\u00f4ng c\u1ee5 AI. Nh\u01b0ng theo kinh nghi\u1ec7m c\u1ee7a ch\u00fang t\u00f4i, \u0111i\u1ec1u \u0111\u00f3 kh\u00f4ng \u0111\u00fang. \u1ede th\u1eddi \u0111i\u1ec3m hi\u1ec7n t\u1ea1i, ch\u00fang ta ch\u1ec9 c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n kho\u1ea3ng 30%.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<p>Theo \u00d8yvind, c\u00e1c l\u00e3nh \u0111\u1ea1o c\u0169ng kh\u00f4ng n\u00ean tr\u00f4ng \u0111\u1ee3i AI nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 sinh l\u1ee3i l\u1eadp t\u1ee9c:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u201c\u0110\u00f4i khi l\u1ee3i nhu\u1eadn kh\u00f4ng xu\u1ea5t hi\u1ec7n, v\u00ec ng\u00e0nh AI v\u1eabn ch\u01b0a \u0111\u1ee7 ch\u00edn mu\u1ed3i cho m\u1ecdi th\u1ee9 ch\u00fang ta mu\u1ed1n. Vi\u1ec7c n\u00f3 thay \u0111\u1ed5i qu\u00e1 nhanh cho th\u1ea5y n\u00f3 ch\u01b0a ch\u00edn mu\u1ed3i.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<p>Nh\u1eefng con s\u1ed1 \u201cbenchmark\u201d v\u1ec1 hi\u1ec7u qu\u1ea3 AI th\u01b0\u1eddng \u0111\u1ebfn t\u1eeb c\u00e1c b\u00e0i th\u1eed nghi\u1ec7m trong \u0111i\u1ec1u ki\u1ec7n l\u00fd t\u01b0\u1edfng. Khi doanh nghi\u1ec7p tin v\u00e0o \u0111i\u1ec1u \u0111\u00f3, h\u1ecd d\u1ec5 r\u01a1i v\u00e0o v\u00f2ng xo\u00e1y \u0111\u1ea7u t\u01b0 qu\u00e1 m\u1ee9c r\u1ed3i m\u1ea5t ni\u1ec1m tin v\u00e0o ch\u00ednh c\u00f4ng ngh\u1ec7 m\u00e0 h\u1ecd theo \u0111u\u1ed5i. V\u00ec th\u1ebf, m\u1ea5u ch\u1ed1t v\u1eabn l\u00e0 vi\u1ec7c \u201cqu\u1ea3n l\u00fd k\u1ef3 v\u1ecdng\u201d:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u201cN\u1ebfu b\u1ea1n \u0111\u1eb7t k\u1ef3 v\u1ecdng sai, b\u1ea1n s\u1ebd th\u1ea5t v\u1ecdng, c\u00f3 th\u1ec3 \u0111\u1ea7u t\u01b0 qu\u00e1 m\u1ee9c v\u00e0 cu\u1ed1i c\u00f9ng kh\u00f4ng \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 mong mu\u1ed1n.<\/em><br><br><em>Nh\u01b0ng n\u1ebfu b\u1ea1n hi\u1ec3u r\u00f5 v\u1ea5n \u0111\u1ec1 m\u00ecnh \u0111ang c\u1ed1 g\u1eafng gi\u1ea3i quy\u1ebft v\u00e0 \u0111\u1eb7t k\u1ef3 v\u1ecdng th\u1ef1c t\u1ebf, b\u1ea1n s\u1ebd bi\u1ebft c\u00e1ch ph\u00e2n b\u1ed5 ng\u00e2n s\u00e1ch h\u1ee3p l\u00fd, v\u00e0 quan tr\u1ecdng h\u01a1n, s\u1eb5n s\u00e0ng ch\u1ea5p nh\u1eadn n\u1ebfu d\u1ef1 \u00e1n kh\u00f4ng th\u00e0nh c\u00f4ng. Khi \u0111\u00f3, th\u1ea5t b\u1ea1i ch\u1ec9 l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a qu\u00e1 tr\u00ecnh h\u1ecdc h\u1ecfi, \u0111i\u1ec1u ch\u1ec9nh v\u00e0 ti\u1ebfn l\u00ean.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-xem-ai-nh\u01b0-r-amp-d-c\u1ea7n-th\u1eed-nghi\u1ec7m-va-tinh-ch\u1ec9nh-lien-t\u1ee5c\"><span class=\"ez-toc-section\" id=\"Xem_AI_nhu_R_D_Can_thu_nghiem_va_tinh_chinh_lien_tuc\"><\/span><strong>Xem AI nh\u01b0 R&amp;D: C\u1ea7n th\u1eed nghi\u1ec7m v\u00e0 tinh ch\u1ec9nh li\u00ean t\u1ee5c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u0110\u1ec3 qu\u1ea3n l\u00fd k\u1ef3 v\u1ecdng \u0111\u00fang, anh \u00d8yvind g\u1ee3i \u00fd c\u00f3 th\u1ec3 xem tri\u1ec3n khai AI nh\u01b0 m\u1ed9t qu\u00e1 tr\u00ecnh nghi\u00ean c\u1ee9u &amp; ph\u00e1t tri\u1ec3n (R&amp;D). M\u1ed9t d\u1ef1 \u00e1n AI th\u00e0nh c\u00f4ng kh\u00f4ng k\u1ebft th\u00fac khi m\u00f4 h\u00ecnh ch\u1ea1y \u1ed5n \u0111\u1ecbnh, m\u00e0 ph\u1ea3i li\u00ean t\u1ee5c \u0111o l\u01b0\u1eddng, h\u1ecdc h\u1ecfi v\u00e0 c\u1ea3i thi\u1ec7n:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<figure class=\"wp-block-pullquote\"><blockquote><p><em>\u201cTri\u1ec3n khai AI l\u00e0 gi\u1ed1ng nh\u01b0 ho\u1ea1t \u0111\u1ed9ng nghi\u00ean c\u1ee9u, ph\u00e1t tri\u1ec3n v\u00e0 \u0111i\u1ec1u ch\u1ec9nh li\u00ean t\u1ee5c khi b\u1ea1n c\u00f3 th\u00eam d\u1eef li\u1ec7u m\u1edbi.\u201d<\/em><\/p><\/blockquote><\/figure>\n<\/blockquote>\n\n\n\n<p>Doanh nghi\u1ec7p c\u1ea7n theo d\u00f5i song song c\u1ea3 ch\u1ec9 s\u1ed1 k\u1ef9 thu\u1eadt (nh\u01b0 recall rate, accuracy) v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng th\u1ef1c t\u1ebf (m\u1ee9c \u0111\u1ed9 s\u1eed d\u1ee5ng, gi\u00e1 tr\u1ecb mang l\u1ea1i).&nbsp;<\/p>\n\n\n\n<p>Ngo\u00e0i ra, c\u1ea7n ph\u00e2n bi\u1ec7t vi\u1ec7c \u0111i \u201csai h\u01b0\u1edbng\u201d v\u1edbi \u201cth\u1ea5t b\u1ea1i c\u00f3 gi\u00e1 tr\u1ecb\u201d. N\u1ebfu m\u1ed9t d\u1ef1 \u00e1n gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c 70 &#8211; 75% b\u00e0i to\u00e1n kinh doanh, n\u00f3 n\u00ean \u0111\u01b0\u1ee3c xem l\u00e0 b\u01b0\u1edbc ti\u1ebfn c\u00f3 gi\u00e1 tr\u1ecb h\u1ecdc h\u1ecfi. M\u1ea5u ch\u1ed1t v\u1eabn l\u00e0 m\u1ee5c ti\u00eau v\u00e0 t\u1ea7m nh\u00ecn. N\u1ebfu doanh nghi\u1ec7p bi\u1ebft r\u00f5 v\u1ea5n \u0111\u1ec1 m\u00ecnh c\u1ea7n gi\u1ea3i quy\u1ebft, gi\u1eef \u0111\u01b0\u1ee3c tinh th\u1ea7n th\u1eed nghi\u1ec7m, h\u1ecdc h\u1ecfi v\u00e0 c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c thay v\u00ec ch\u1ea1y theo xu h\u01b0\u1edbng, h\u1ecd v\u1eabn \u0111ang \u0111i \u0111\u00fang h\u01b0\u1edbng.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-bai-toan-build-vs-buy-xay-d\u1ef1ng-agentic-workflow-thay-vi-mua-n\u1ec1n-t\u1ea3ng-s\u1eb5n\"><span class=\"ez-toc-section\" id=\"Bai_toan_Build_vs_Buy_Xay_dung_agentic_workflow_thay_vi_mua_nen_tang_san\"><\/span><strong>B\u00e0i to\u00e1n Build vs Buy: X\u00e2y d\u1ef1ng agentic workflow thay v\u00ec mua n\u1ec1n t\u1ea3ng s\u1eb5n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u00d8yvind c\u1ea3nh b\u00e1o r\u1eb1ng nhi\u1ec1u n\u1ec1n t\u1ea3ng ho\u1eb7c c\u00f4ng c\u1ee5 AI tr\u00ean th\u1ecb tr\u01b0\u1eddng hi\u1ec7n nay ch\u1ec9 mang l\u1ea1i \u201cgi\u00e1 tr\u1ecb b\u1ec1 n\u1ed5i\u201d:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u201cT\u00f4i cho r\u1eb1ng hi\u1ec7n nay c\u00f3 r\u1ea5t nhi\u1ec1u nh\u00e0 cung c\u1ea5p c\u00f4ng c\u1ee5, framework hay n\u1ec1n t\u1ea3ng AI tr\u00ean th\u1ecb tr\u01b0\u1eddng. Tuy nhi\u00ean, ph\u1ea7n l\u1edbn trong s\u1ed1 \u0111\u00f3 ch\u1ec9 l\u00e0 m\u1ed9t l\u1edbp v\u1ecf b\u1ecdc quanh c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) v\u00e0 mang l\u1ea1i gi\u00e1 tr\u1ecb kh\u00e1 h\u1eddi h\u1ee3t.<\/em><br><br><em>Ch\u00fang c\u00f3 th\u1ec3 tr\u00f4ng r\u1ea5t \u1ea5n t\u01b0\u1ee3ng trong c\u00e1c b\u1ea3n demo, nh\u01b0ng khi \u00e1p d\u1ee5ng v\u00e0o nh\u1eefng b\u00e0i to\u00e1n th\u1ef1c t\u1ebf, hi\u1ec7u qu\u1ea3 th\u01b0\u1eddng kh\u00f4ng nh\u01b0 k\u1ef3 v\u1ecdng, th\u1eadm ch\u00ed chi ph\u00ed c\u00f2n r\u1ea5t \u0111\u1eaft \u0111\u1ecf.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<p><strong>Ba l\u1eddi khuy\u00ean then ch\u1ed1t c\u1ee7a anh \u00d8yvind:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0110\u1eebng c\u1ed1 t\u1ef1 x\u00e2y m\u00f4 h\u00ecnh AI ri\u00eang:<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Vi\u1ec7c hu\u1ea5n luy\u1ec7n m\u1ed9t m\u00f4 h\u00ecnh t\u1eeb \u0111\u1ea7u g\u1ea7n nh\u01b0 l\u00e0 b\u1ea5t kh\u1ea3 thi v\u00e0 c\u1ef1c k\u1ef3 t\u1ed1n k\u00e9m. Ngay c\u1ea3 c\u00e1c m\u00f4 h\u00ecnh m\u00e3 ngu\u1ed3n m\u1edf c\u0169ng \u0111\u00f2i h\u1ecfi t\u00e0i nguy\u00ean l\u1edbn, trong khi gi\u00e1 tr\u1ecb thu v\u1ec1 kh\u00f4ng \u0111\u00e1ng k\u1ec3. Theo \u00d8yvind, \u201cs\u1edf h\u1eefu m\u00f4 h\u00ecnh ri\u00eang kh\u00f4ng t\u1ea1o ra l\u1ee3i th\u1ebf c\u1ea1nh tranh th\u1eadt s\u1ef1 cho doanh nghi\u1ec7p.\u201d<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Thu\u00ea m\u00f4 h\u00ecnh qua API v\u00e0 t\u1ef1 x\u00e2y workflow ri\u00eang<\/strong>:&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>Thay v\u00e0o \u0111\u00f3, doanh nghi\u1ec7p n\u00ean thu\u00ea quy\u1ec1n truy c\u1eadp m\u00f4 h\u00ecnh (nh\u01b0 GPT, Claude&#8230;) qua API, r\u1ed3i t\u1ef1 x\u00e2y d\u1ef1ng agentic workflow &#8211; quy tr\u00ecnh AI c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n nhi\u1ec1u b\u01b0\u1edbc, t\u00f9y ch\u1ec9nh cho b\u00e0i to\u00e1n kinh doanh c\u1ee7a m\u00ecnh.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0110\u1ea7u t\u01b0 v\u00e0o con ng\u01b0\u1eddi nhi\u1ec1u h\u01a1n c\u00f4ng c\u1ee5:&nbsp;<\/strong><\/li>\n<\/ul>\n\n\n\n<p>C\u00f4ng ngh\u1ec7 AI thay \u0111\u1ed5i r\u1ea5t nhanh, n\u00ean nh\u1eefng c\u00f4ng c\u1ee5 mua s\u1eb5n d\u1ec5 l\u1ed7i th\u1eddi. C\u00e1ch l\u00e0m b\u1ec1n v\u1eefng l\u00e0 \u0111\u1ea7u t\u01b0 v\u00e0o \u0111\u1ed9i ng\u0169 c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi, nghi\u00ean c\u1ee9u v\u00e0 th\u00edch nghi, v\u00ec h\u1ecd m\u1edbi l\u00e0 y\u1ebfu t\u1ed1 gi\u00fap doanh nghi\u1ec7p theo k\u1ecbp nh\u1ecbp ti\u1ebfn h\u00f3a c\u1ee7a AI.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-giup-nhan-s\u1ef1-thich-nghi-v\u1edbi-ai\"><span class=\"ez-toc-section\" id=\"Giup_nhan_su_thich_nghi_voi_AI\"><\/span><strong>Gi\u00fap nh\u00e2n s\u1ef1 th\u00edch nghi v\u1edbi AI<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>AI kh\u00f4ng th\u1ec3 v\u1eadn h\u00e0nh n\u1ebfu thi\u1ebfu con ng\u01b0\u1eddi, nh\u01b0ng con ng\u01b0\u1eddi l\u1ea1i l\u00e0 b\u00e0i to\u00e1n nan gi\u1ea3i nh\u1ea5t.<\/p>\n\n\n\n<p>Th\u1ef1c t\u1ebf l\u00e0: C\u00f3 nh\u1eefng ng\u01b0\u1eddi s\u1eb5n s\u00e0ng th\u1eed m\u1ecdi th\u1ee9 m\u1edbi, nh\u01b0ng c\u0169ng c\u00f3 ng\u01b0\u1eddi mu\u1ed1n \u1ed5n \u0111\u1ecbnh, ti\u1ebfp t\u1ee5c l\u00e0m nh\u01b0 c\u00e1ch c\u0169. \u0110\u1eb7c bi\u1ec7t n\u1ed7i s\u1ee3 \u201cAI c\u01b0\u1edbp vi\u1ec7c\u201d c\u00f3 th\u1ec3 khi\u1ebfn nh\u00e2n vi\u00ean c\u1ea3m th\u1ea5y thi\u1ebfu an to\u00e0n, kh\u00f4ng h\u1ee3p t\u00e1c.&nbsp;<\/p>\n\n\n\n<p>Oyvind chia s\u1ebb r\u1eb1ng ngay c\u1ea3 \u1edf m\u1ed9t c\u00f4ng ty c\u00f4ng ngh\u1ec7 nh\u01b0 Orient Software, \u0111i\u1ec1u n\u00e0y v\u1eabn \u0111ang x\u1ea3y ra. Nhi\u1ec7m v\u1ee5 c\u1ee7a doanh nghi\u1ec7p l\u00e0 l\u00e0m cho AI tr\u1edf n\u00ean b\u1edbt \u0111\u00e1ng s\u1ee3 h\u01a1n, x\u00e2y d\u1ef1ng c\u1ea3m gi\u00e1c \u0111\u1ed3ng h\u00e0nh thay v\u00ec c\u1ea1nh tranh v\u1edbi c\u00f4ng ngh\u1ec7.&nbsp;<\/p>\n\n\n\n<p><strong>M\u1ed9t s\u1ed1 c\u00e1ch l\u00e0m hi\u1ec7u qu\u1ea3 m\u00e0 anh Oyvind chia s\u1ebb:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Chia s\u1ebb g\u00f3c nh\u00ecn t\u00edch c\u1ef1c: <\/strong>R\u1eb1ng khi c\u00f4ng c\u1ee5 ng\u00e0y c\u00e0ng m\u1ea1nh m\u1ebd, ch\u00ednh con ng\u01b0\u1eddi c\u0169ng c\u00f3 c\u01a1 h\u1ed9i \u0111\u1ea3m nh\u1eadn nhi\u1ec1u nhi\u1ec7m v\u1ee5 c\u00f3 gi\u00e1 tr\u1ecb h\u01a1n, s\u00e1ng t\u1ea1o h\u01a1n.<\/li>\n\n\n\n<li><strong>Thay v\u00ec \u00e1p \u0111\u1eb7t, bi\u1ebfn vi\u1ec7c \u1ee9ng d\u1ee5ng AI th\u00e0nh m\u1ed9t ho\u1ea1t \u0111\u1ed9ng t\u1eadp th\u1ec3<\/strong>, n\u01a1i khuy\u1ebfn kh\u00edch th\u1eed nghi\u1ec7m, chia s\u1ebb k\u1ebft qu\u1ea3, h\u1ecdc h\u1ecfi l\u1eabn nhau. V\u00ed d\u1ee5 t\u1ea1i Orient Software, AI kh\u00f4ng \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u nh\u01b0 \u201cc\u00f4ng ngh\u1ec7 m\u1edbi ph\u1ea3i h\u1ecdc\u201d, m\u00e0 nh\u01b0 m\u1ed9t cu\u1ed9c t\u00ecm t\u00f2i kh\u00e1m ph\u00e1 chung c\u1ee7a to\u00e0n c\u00f4ng ty.<\/li>\n\n\n\n<li><strong>Nu\u00f4i d\u01b0\u1ee1ng t\u01b0 duy ph\u1ea3n bi\u1ec7n v\u00e0 k\u1ef9 n\u0103ng m\u1ec1m:<\/strong> Theo \u00d8yvind, m\u1ed9t k\u1ef9 s\u01b0 AI gi\u1ecfi c\u1ea7n bi\u1ebft giao ti\u1ebfp nh\u01b0 m\u1ed9t nh\u00e0 t\u01b0 v\u1ea5n, hi\u1ec3u logic kinh doanh, v\u00e0 bi\u1ebft \u0111\u1eb7t c\u00e2u h\u1ecfi \u201cv\u00ec sao\u201d thay v\u00ec ch\u1ec9 \u201cl\u00e0m theo y\u00eau c\u1ea7u\u201d. C\u00e1c k\u1ef9 n\u0103ng m\u1ec1m n\u00e0y l\u00e0 n\u0103ng l\u1ef1c c\u1ed1t l\u00f5i gi\u00fap chuy\u00ean gia c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng c\u00f9ng AI.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-do-l\u01b0\u1eddng-thanh-cong-b\u1eb1ng-gia-tr\u1ecb-kinh-doanh-khong-ch\u1ec9-thong-s\u1ed1-k\u1ef9-thu\u1eadt\"><span class=\"ez-toc-section\" id=\"Do_luong_thanh_cong_bang_gia_tri_kinh_doanh_khong_chi_thong_so_ky_thuat\"><\/span><strong>\u0110o l\u01b0\u1eddng th\u00e0nh c\u00f4ng b\u1eb1ng gi\u00e1 tr\u1ecb kinh doanh, kh\u00f4ng ch\u1ec9 th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Khi \u0111\u00e3 c\u00f3 t\u1ea5t c\u1ea3 t\u1eeb chi\u1ebfn l\u01b0\u1ee3c, data, nh\u00e2n s\u1ef1, \u0111i\u1ec1u ti\u1ebfp theo doanh nghi\u1ec7p c\u1ea7n quan t\u00e2m \u0111\u00f3 l\u00e0 \u0111\u1eb7t ra nh\u1eefng m\u1ee5c ti\u00eau v\u00e0 ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1 th\u00e0nh c\u00f4ng (measure of success) ph\u00f9 h\u1ee3p.<\/p>\n\n\n\n<p>\u1ede g\u00f3c nh\u00ecn c\u1ee7a anh \u00d8yvind, m\u1ed9t d\u1ef1 \u00e1n AI th\u00e0nh c\u00f4ng c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a v\u00e0 \u0111o l\u01b0\u1eddng d\u1ef1a tr\u00ean gi\u00e1 tr\u1ecb kinh doanh, g\u1eafn v\u1edbi m\u1ee5c ti\u00eau t\u1ed5 ch\u1ee9c ho\u1eb7c OKRs. Vi\u1ec7c ch\u1ec9 t\u1eadp trung v\u00e0o c\u00e1c ch\u1ec9 s\u1ed1 k\u1ef9 thu\u1eadt l\u00e0 ch\u01b0a \u0111\u1ee7 \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 gi\u00e1 tr\u1ecb th\u1eadt m\u00e0 AI mang l\u1ea1i.<\/p>\n\n\n\n<p>Anh chia s\u1ebb m\u1ed9t tr\u01b0\u1eddng h\u1ee3p th\u1ef1c t\u1ebf:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u201cCh\u00fang t\u00f4i t\u1eebng ph\u00e1t tri\u1ec3n m\u1ed9t m\u00f4 h\u00ecnh AI kh\u00e1 tinh vi, nh\u01b0ng v\u00ec thi\u1ebfu qu\u1ea3n tr\u1ecb thay \u0111\u1ed5i (change management), ng\u01b0\u1eddi d\u00f9ng v\u1eabn l\u00e0m vi\u1ec7c theo c\u00e1ch c\u0169. D\u00f9 h\u1ecd \u0111\u00e3 c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o ph\u01b0\u01a1ng th\u1ee9c m\u1edbi, h\u1ecd v\u1eabn kh\u00f4ng \u00e1p d\u1ee5ng n\u00f3.\u00a0<\/em><br><br><em>\u0110i\u1ec1u \u0111\u00f3 cho th\u1ea5y, v\u1ea5n \u0111\u1ec1 kh\u00f4ng n\u1eb1m \u1edf b\u1ea3n th\u00e2n m\u00f4 h\u00ecnh AI hay \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a n\u00f3, m\u00e0 \u1edf c\u00e1ch doanh nghi\u1ec7ptri\u1ec3n khai v\u00e0 t\u00edch h\u1ee3p AI v\u00e0o m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c th\u1ef1c t\u1ebf.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-tim-ki\u1ebfm-early-wins-nh\u01b0ng-ph\u1ea3i-lam-d\u1ebfn-n\u01a1i-d\u1ebfn-ch\u1ed1n\"><span class=\"ez-toc-section\" id=\"Tim_kiem_%E2%80%9Cearly_wins%E2%80%9D_nhung_phai_lam_den_noi_den_chon\"><\/span><strong>T\u00ecm ki\u1ebfm \u201cearly wins\u201d, nh\u01b0ng ph\u1ea3i l\u00e0m \u0111\u1ebfn n\u01a1i \u0111\u1ebfn ch\u1ed1n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Anh \u00d8yvind khuy\u00ean r\u1eb1ng, \u1edf giai \u0111o\u1ea1n \u0111\u1ea7u, doanh nghi\u1ec7p n\u00ean l\u1ef1a ch\u1ecdn c\u00e1c ch\u1ec9 s\u1ed1 d\u1ec5 \u0111o l\u01b0\u1eddng nh\u01b0ng ph\u1ea3n \u00e1nh \u0111\u01b0\u1ee3c hi\u1ec7u qu\u1ea3 th\u1ef1c t\u1ebf, ch\u1eb3ng h\u1ea1n:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>T\u1ef7 l\u1ec7 ng\u01b0\u1eddi d\u00f9ng ch\u1ea5p nh\u1eadn v\u00e0 s\u1eed d\u1ee5ng (user adoption) <\/strong>&#8211; v\u00ec ngay c\u1ea3 c\u00f4ng c\u1ee5 t\u1ed1t c\u0169ng c\u00f3 th\u1ec3 th\u1ea5t b\u1ea1i n\u1ebfu ng\u01b0\u1eddi d\u00f9ng kh\u00f4ng \u0111\u00f3n nh\u1eadn.<\/li>\n\n\n\n<li><strong>M\u1ee9c \u0111\u1ed9 c\u1ea3i thi\u1ec7n nh\u1edd t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh<\/strong>. V\u00ed d\u1ee5: l\u01b0\u1ee3ng th\u1eddi gian ti\u1ebft ki\u1ec7m \u0111\u01b0\u1ee3c khi t\u1ef1 \u0111\u1ed9ng h\u00f3a m\u1ed9t c\u00f4ng vi\u1ec7c c\u1ee5 th\u1ec3.<\/li>\n<\/ul>\n\n\n\n<p>Vi\u1ec7c t\u1eadp trung v\u00e0o c\u00e1c \u201clow-hanging fruits\u201d &#8211; th\u00e0nh c\u00f4ng d\u1ec5 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u00e0y gi\u00fap ch\u1ee9ng minh hi\u1ec7u qu\u1ea3 th\u1ef1c t\u1ebf v\u00e0 thuy\u1ebft ph\u1ee5c l\u00e3nh \u0111\u1ea1o ti\u1ebfp t\u1ee5c \u0111\u1ea7u t\u01b0 cho c\u00e1c d\u1ef1 \u00e1n d\u00e0i h\u1ea1n h\u01a1n.<\/p>\n\n\n\n<p>Tuy nhi\u00ean, \u00d8yvind nh\u1ea5n m\u1ea1nh r\u1eb1ng th\u00e0nh c\u00f4ng n\u1eeda v\u1eddi kh\u00f4ng ph\u1ea3i l\u00e0 th\u00e0nh c\u00f4ng. Doanh nghi\u1ec7p c\u1ea7n cam k\u1ebft tri\u1ec3n khai \u0111\u1ebfn production \u0111\u1ec3 t\u1ea1o ra gi\u00e1 tr\u1ecb th\u1eadt, ch\u1ee9 kh\u00f4ng d\u1eebng l\u1ea1i \u1edf giai \u0111o\u1ea1n th\u1eed nghi\u1ec7m (pilot).&nbsp;<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u201c<em>H\u00e3y theo \u0111u\u1ed5i \u0111\u1ebfn khi b\u1ea1n t\u1ea1o ra \u0111\u01b0\u1ee3c gi\u00e1 tr\u1ecb th\u1eadt, ho\u1eb7c l\u00e0 k\u1ebft lu\u1eadn \u0111\u01b0\u1ee3c r\u1eb1ng h\u01b0\u1edbng \u0111\u00f3 ho\u00e0n to\u00e0n kh\u00f4ng kh\u1ea3 thi.\u201d<\/em><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-can-b\u1eb1ng-gi\u1eefa-di-nhanh-va-di-dung\"><span class=\"ez-toc-section\" id=\"Can_bang_giua_%E2%80%9Cdi_nhanh%E2%80%9D_va_%E2%80%9Cdi_dung%E2%80%9D\"><\/span><strong>C\u00e2n b\u1eb1ng gi\u1eefa \u201c\u0111i nhanh\u201d v\u00e0 \u201c\u0111i \u0111\u00fang\u201d<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Anh Oyvind nh\u1eadn \u0111\u1ecbnh: Trong b\u1ed1i c\u1ea3nh AI v\u1eabn ch\u01b0a \u0111\u1ea1t t\u1edbi \u0111\u1ec9nh cao c\u1ee7a n\u00f3, ch\u1eadm m\u1ed9t b\u01b0\u1edbc c\u00f3 th\u1ec3 b\u1ecb b\u1ecf l\u1ea1i, nh\u01b0ng n\u00f3ng v\u1ed9i \u201call-in\u201d c\u0169ng c\u00f3 th\u1ec3 g\u00e2y t\u1ed1n k\u00e9m v\u00f4 \u00edch.<\/p>\n\n\n\n<p>V\u1eady theo anh, con \u0111\u01b0\u1eddng an to\u00e0n nh\u1ea5t l\u00e0 li\u00ean t\u1ee5c th\u1eed nghi\u1ec7m v\u00e0 h\u1ecdc h\u1ecfi, k\u00e8m theo k\u1ef3 v\u1ecdng th\u1ef1c t\u1ebf v\u00e0 \u0111\u1ea7u t\u01b0 c\u00f3 ki\u1ec3m so\u00e1t.&nbsp;<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-plain is-layout-flow wp-block-quote-is-layout-flow\">\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u201cKh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i v\u1ed9i v\u00e0ng tri\u1ec3n khai AI h\u00f4m nay, nh\u01b0ng h\u00e3y \u0111\u1ea3m b\u1ea3o doanh nghi\u1ec7p c\u1ee7a b\u1ea1n \u0111\u00e3 s\u1eb5n s\u00e0ng, \u0111\u1ec3 khi AI th\u1eadt s\u1ef1 \u201cch\u00edn mu\u1ed3i\u201d, b\u1ea1n c\u00f3 th\u1ec3 n\u1eafm b\u1eaft c\u01a1 h\u1ed9i ngay l\u1eadp t\u1ee9c.\u201d<\/em><\/p>\n<\/blockquote>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-k\u1ebft-lu\u1eadn-ai-khong-t\u1ea1o-l\u1ee3i-th\u1ebf-khac-bi\u1ec7t-n\u1eb1m-\u1edf-t\u01b0-duy-d\u1eef-li\u1ec7u-va-con-ng\u01b0\u1eddi-nbsp\"><span class=\"ez-toc-section\" id=\"Ket_luan_AI_khong_tao_loi_the_khac_biet_nam_o_tu_duy_du_lieu_va_con_nguoi\"><\/span><strong>K\u1ebft lu\u1eadn: AI kh\u00f4ng t\u1ea1o l\u1ee3i th\u1ebf, kh\u00e1c bi\u1ec7t n\u1eb1m \u1edf t\u01b0 duy, d\u1eef li\u1ec7u v\u00e0 con ng\u01b0\u1eddi&nbsp;<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Nh\u1eefng l\u1eddi khuy\u00ean c\u1ee7a anh \u00d8yvind kh\u00f4ng ph\u1ea3i nh\u1eefng \u201cb\u00ed k\u00edp\u201d ng\u1eafn h\u1ea1n, m\u00e0 l\u00e0 n\u1ec1n t\u1ea3ng cho chi\u1ebfn l\u01b0\u1ee3c \u1ee9ng d\u1ee5ng AI th\u00f4ng minh v\u00e0 b\u1ec1n v\u1eefng, \u0111\u1ec3 d\u00f9 c\u00f4ng ngh\u1ec7 c\u00f3 thay \u0111\u1ed5i th\u1ebf n\u00e0o, b\u1ea1n v\u1eabn l\u00e0 ng\u01b0\u1eddi d\u1eabn d\u1eaft c\u00f4ng ngh\u1ec7 t\u1ea1o ra gi\u00e1 tr\u1ecb th\u1ef1c s\u1ef1.&nbsp;<\/p>\n\n\n\n<p>Th\u00f4ng \u0111i\u1ec7p l\u1edbn nh\u1ea5t m\u00e0 anh Oyvind mu\u1ed1n m\u1ecdi ng\u01b0\u1eddi ghi nh\u1edb:<\/p>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p><em>\u201cC\u00e1c m\u00f4 h\u00ecnh AI \u0111ang th\u00f4ng minh h\u01a1n t\u1eebng ng\u00e0y &#8211; nh\u01b0ng l\u1ee3i th\u1ebf \u0111\u00f3 d\u00e0nh cho t\u1ea5t c\u1ea3 m\u1ecdi ng\u01b0\u1eddi. Ng\u01b0\u1eddi chi\u1ebfn th\u1eafng th\u1eadt s\u1ef1 s\u1ebd l\u00e0 nh\u1eefng doanh nghi\u1ec7p hi\u1ec3u r\u00f5 b\u00e0i to\u00e1n c\u1ee7a m\u00ecnh v\u00e0 li\u00ean t\u1ee5c ph\u00e1t tri\u1ec3n chu\u1ed7i c\u00f4ng c\u1ee5 ri\u00eang \u0111\u1ec3 gi\u1ea3i quy\u1ebft n\u00f3.\u201d<\/em><\/p><\/blockquote><\/figure>\n\n\n\n<p>\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0: Khi c\u00f4ng ngh\u1ec7 tr\u1edf th\u00e0nh th\u1ee9 ai c\u0169ng c\u00f3 th\u1ec3 d\u00f9ng, s\u1ef1 kh\u00e1c bi\u1ec7t duy nh\u1ea5t n\u1eb1m \u1edf t\u1ea7m nh\u00ecn, d\u1eef li\u1ec7u v\u00e0 nh\u00e2n l\u1ef1c c\u1ee7a b\u1ea1n. V\u00ec v\u1eady, doanh nghi\u1ec7p n\u00e0o hi\u1ec3u r\u00f5 b\u00e0i to\u00e1n c\u1ee7a m\u00ecnh, \u0111\u1ea7u t\u01b0 v\u00e0o d\u1eef li\u1ec7u chu\u1ea9n v\u00e0 con ng\u01b0\u1eddi s\u1eb5n s\u00e0ng thay \u0111\u1ed5i, s\u1ebd c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng \u201cc\u01a1n s\u1ed1t AI\u201d \u0111\u1ec3 bi\u1ebfn th\u00e0nh \u201cgi\u00e1 tr\u1ecb th\u1eadt\u201d.<\/p>\n\n\n\n<p><strong>T\u1eeb g\u00f3c nh\u00ecn c\u1ee7a ITviec<\/strong>, nh\u1eefng chia s\u1ebb n\u00e0y kh\u00f4ng ch\u1ec9 d\u00e0nh cho doanh nghi\u1ec7p, m\u00e0 c\u00f2n cho c\u00e1c chuy\u00ean gia IT \u0111ang mu\u1ed1n ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p trong k\u1ef7 nguy\u00ean AI:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Doanh nghi\u1ec7p c\u1ea7n nh\u1eefng ng\u01b0\u1eddi bi\u1ebft quan t\u00e2m \u0111\u1ebfn b\u00e0i to\u00e1n kinh doanh, kh\u00f4ng ch\u1ec9 thu\u1ea7n k\u1ef9 thu\u1eadt.<\/li>\n\n\n\n<li>Chuy\u00ean gia IT n\u00ean t\u00ecm m\u00f4i tr\u01b0\u1eddng n\u01a1i m\u00ecnh c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u1eed nghi\u1ec7m th\u1eadt v\u00e0 h\u1ecdc h\u1ecfi li\u00ean t\u1ee5c. V\u00ec \u0111\u00f3 l\u00e0 c\u00e1ch nhanh nh\u1ea5t \u0111\u1ec3 x\u00e2y d\u1ef1ng n\u0103ng l\u1ef1c th\u1ef1c s\u1ef1 trong k\u1ef7 nguy\u00ean AI.<\/li>\n<\/ul>\n\n\n\n<p>\u2014&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;<\/p>\n\n\n\n<div class=\"wp-block-greenshift-blocks-container gspb_container gspb_container-gsbp-193f564\" id=\"gspb_container-id-gsbp-193f564\">\n<p>Bu\u1ed5i ph\u1ecfng v\u1ea5n chuy\u00ean s\u00e2u n\u00e0y \u0111\u00e1nh d\u1ea5u s\u1ef1 h\u1ee3p t\u00e1c gi\u1eefa ITviec v\u00e0 <a href=\"https:\/\/www.orientsoftware.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Orient Software<\/a>, m\u1edf ra nh\u1eefng cu\u1ed9c tr\u00f2 chuy\u1ec7n ch\u00e2n th\u1ef1c c\u00f9ng c\u00e1c chuy\u00ean gia h\u00e0ng \u0111\u1ea7u trong l\u0129nh v\u1ef1c AI v\u00e0 Data. Th\u00f4ng qua bu\u1ed5i tr\u00f2 chuy\u1ec7n n\u00e0y, hai b\u00ean mong mu\u1ed1n mang \u0111\u1ebfn cho c\u1ed9ng \u0111\u1ed3ng IT Vi\u1ec7t Nam nh\u1eefng g\u00f3c nh\u00ecn th\u1ef1c ti\u1ec5n, c\u00e2u chuy\u1ec7n th\u1eadt v\u00e0 th\u00e1ch th\u1ee9c th\u1eadt trong h\u00e0nh tr\u00ecnh \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 m\u1edbi, g\u00f3p ph\u1ea7n k\u1ebft n\u1ed1i t\u1ea7m nh\u00ecn c\u1ee7a ng\u00e0nh v\u1edbi \u0111\u1ecbnh h\u01b0\u1edbng ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p c\u1ee7a m\u1ed7i c\u00e1 nh\u00e2n.<\/p>\n\n\n\n<p>B\u1ea1n mu\u1ed1n c\u1eadp nh\u1eadt quan \u0111i\u1ec3m c\u1ee7a c\u00e1c l\u00e3nh \u0111\u1ea1o kh\u00e1c v\u00e0 t\u00ecm ki\u1ebfm c\u01a1 h\u1ed9i n\u1ed5i b\u1eadt trong l\u0129nh v\u1ef1c AI\/Data? Xem ngay t\u1ea1i chuy\u00ean trang <a href=\"https:\/\/itviec.com\/segments\/viec-lam-ai-data\" target=\"_blank\" rel=\"noreferrer noopener\">Vi\u1ec7c l\u00e0m AI, Data<\/a> c\u1ee7a ITviec!<\/p>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI \u0111ang l\u00e0m thay \u0111\u1ed5i m\u1ecdi ng\u00e0nh ngh\u1ec1, nh\u01b0ng kh\u00f4ng ph\u1ea3i doanh nghi\u1ec7p n\u00e0o c\u0169ng \u0111ang thay \u0111\u1ed5i \u0111\u00fang c\u00e1ch. M\u1ed9t b\u00e1o c\u00e1o m\u1edbi \u0111\u00e2y thu\u1ed9c d\u1ef1 \u00e1n NANDA c\u1ee7a MIT mang t\u00ean The GenAI Divide: State of AI in Business 2025 cho th\u1ea5y s\u1ef1 th\u1eadt ph\u0169 ph\u00e0ng: B\u1ea5t ch\u1ea5p h\u01a1n 30 t\u1ef7 USD \u0111\u00e3 [&hellip;]<\/p>\n","protected":false},"author":114,"featured_media":92257,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":".gspb_container-id-gsbp-193f564,.gspb_container-id-gsbp-4307ee3{flex-direction:column;box-sizing:border-box}#gspb_container-id-gsbp-193f564.gspb_container>p:last-of-type,#gspb_container-id-gsbp-4307ee3.gspb_container>p:last-of-type{margin-bottom:0}#gspb_container-id-gsbp-193f564.gspb_container,#gspb_container-id-gsbp-4307ee3.gspb_container{position:relative}#gspb_container-id-gsbp-4307ee3.gspb_container{color:var(--wp--preset--color--card-text, #333333);margin-bottom:0}","footnotes":""},"categories":[10353],"tags":[],"class_list":["post-92249","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-data"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v27.7) - 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