{"id":18167,"date":"2025-10-23T06:46:02","date_gmt":"2025-10-23T06:46:02","guid":{"rendered":"https:\/\/gemglobal.edu.vn\/?post_type=tai-lieu&#038;p=18167"},"modified":"2025-10-28T06:29:14","modified_gmt":"2025-10-28T06:29:14","slug":"ao-giac-ai-la-gi","status":"publish","type":"tai-lieu","link":"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/ao-giac-ai-la-gi\/","title":{"rendered":"\u1ea2o gi\u00e1c AI, c\u00e1i b\u1ea9y tinh vi c\u1ee7a th\u1eddi \u0111\u1ea1i t\u1ef1 \u0111\u1ed9ng h\u00f3a th\u00f4ng minh"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><em>C\u00e0ng th\u00f4ng minh, AI c\u00e0ng d\u1ec5 khi\u1ebfn con ng\u01b0\u1eddi l\u1ea7m t\u01b0\u1edfng. N\u00f3 c\u00f3 th\u1ec3 m\u00f4 t\u1ea3 chi ti\u1ebft m\u1ed9t s\u1ef1\u00a0ki\u1ec7n\u2026 ch\u01b0a t\u1eebng x\u1ea3y ra. Hi\u1ec7n t\u01b0\u1ee3ng n\u00e0y \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 \u201c\u1ea3o gi\u00e1c AI\u201d, khi m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef\u00a0t\u1ef1 sinh ra th\u00f4ng tin sai l\u1ec7ch nh\u01b0ng nghe h\u1ee3p l\u00fd \u0111\u1ebfn k\u1ef3 l\u1ea1. Trong m\u00f4i tr\u01b0\u1eddng doanh\u00a0nghi\u1ec7p, \u1ea3o gi\u00e1c AI l\u00e0 ranh gi\u1edbi gi\u1eefa s\u00e1ng t\u1ea1o v\u00e0 sai s\u1ef1 th\u1eadt.<\/em><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI-1024x512.jpg\" alt=\"\u1ea2o gi\u00e1c AI\" class=\"wp-image-18170\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI-1024x512.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI-300x150.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI-768x384.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI-18x9.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI.jpg 1388w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6abddb2146d5c\" class=\"ez-toc-cssicon-toggle-label\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">M\u1ee5c l\u1ee5c<\/p>\n<span class=\"ez-toc-cssicon\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #004f61;color:#004f61\" 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: #004f61;color:#004f61\" 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><\/label><input type=\"checkbox\" style='display:none' id=\"ez-toc-cssicon-toggle-item-6abddb2146d5c\"  \/><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:\/\/gemglobal.edu.vn\/en\/tai-lieu\/ao-giac-ai-la-gi\/#ao-giac-ai-la-gi\" >\u1ea2o gi\u00e1c AI l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/ao-giac-ai-la-gi\/#vi-sao-hien-tuong-ao-giac-ai-xay-ra\" >V\u00ec sao hi\u1ec7n t\u01b0\u1ee3ng \u1ea3o gi\u00e1c AI x\u1ea3y ra?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/ao-giac-ai-la-gi\/#vi-du-bieu-hien-cua-ao-giac-ai-trong-thuc-te\" >V\u00ed d\u1ee5 &amp; bi\u1ec3u hi\u1ec7n c\u1ee7a \u1ea3o gi\u00e1c AI trong th\u1ef1c t\u1ebf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/ao-giac-ai-la-gi\/#hau-qua-rui-ro-khi-ao-giac-ai-xay-ra-trong-doanh-nghiep\" >H\u1eadu qu\u1ea3 &amp; r\u1ee7i ro khi \u1ea3o gi\u00e1c AI x\u1ea3y ra trong doanh nghi\u1ec7p<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gemglobal.edu.vn\/en\/tai-lieu\/ao-giac-ai-la-gi\/#cach-doanh-nghiep-nen-doi-pho-va-kiem-soat-ao-giac-ai\" >C\u00e1ch doanh nghi\u1ec7p n\u00ean \u0111\u1ed1i ph\u00f3 v\u00e0 ki\u1ec3m so\u00e1t \u1ea3o gi\u00e1c AI<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ao-giac-ai-la-gi\"><\/span><strong>\u1ea2o gi\u00e1c AI l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u201c\u1ea2o gi\u00e1c AI\u201d (AI Hallucination) l\u00e0 hi\u1ec7n t\u01b0\u1ee3ng khi m\u1ed9t h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c\u00a0m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (Large Language Model &#8211; LLM)\u00a0nh\u01b0 ChatGPT, Gemini hay Claude,\u00a0t\u1ea1o ra th\u00f4ng tin sai l\u1ec7ch, kh\u00f4ng c\u00f3 th\u1eadt ho\u1eb7c kh\u00f4ng \u0111\u01b0\u1ee3c ki\u1ec3m ch\u1ee9ng, nh\u01b0ng l\u1ea1i \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y v\u1edbi\u00a0gi\u1ecdng \u0111i\u1ec7u t\u1ef1 tin, logic v\u00e0 thuy\u1ebft ph\u1ee5c\u00a0nh\u01b0 th\u1ec3 \u0111\u00f3 l\u00e0 s\u1ef1 th\u1eadt.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u khi\u1ebfn \u1ea3o gi\u00e1c AI tr\u1edf n\u00ean nguy hi\u1ec3m l\u00e0 \u1edf ch\u1ed7:\u00a0AI kh\u00f4ng c\u00f3 \u00fd \u0111\u1ecbnh \u201cn\u00f3i d\u1ed1i\u201d, m\u00e0 \u0111\u01a1n gi\u1ea3n l\u00e0\u00a0n\u00f3 kh\u00f4ng th\u1ef1c s\u1ef1 hi\u1ec3u n\u1ed9i dung m\u00e0 m\u00ecnh \u0111ang n\u00f3i. C\u00e1c m\u00f4 h\u00ecnh t\u1ea1o sinh \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3\u00a0d\u1ef1 \u0111o\u00e1n t\u1eeb ho\u1eb7c c\u00e2u ti\u1ebfp theo\u00a0d\u1ef1a tr\u00ean x\u00e1c su\u1ea5t trong d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n, ch\u1ee9 kh\u00f4ng ph\u1ea3i \u0111\u1ec3 x\u00e1c minh t\u00ednh ch\u00ednh x\u00e1c c\u1ee7a th\u00f4ng tin. Khi g\u1eb7p nh\u1eefng c\u00e2u h\u1ecfi ho\u1eb7c t\u00ecnh hu\u1ed1ng n\u1eb1m ngo\u00e0i ph\u1ea1m vi d\u1eef li\u1ec7u \u0111\u00e3 h\u1ecdc, AI c\u00f3 th\u1ec3 \u201ct\u1ef1 t\u01b0\u1edfng t\u01b0\u1ee3ng\u201d ra m\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi nghe r\u1ea5t h\u1ee3p l\u00fd, ch\u00ednh l\u00e0 l\u00fac \u201c\u1ea3o gi\u00e1c\u201d xu\u1ea5t hi\u1ec7n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ed d\u1ee5, khi \u0111\u01b0\u1ee3c h\u1ecfi v\u1ec1 m\u1ed9t nghi\u00ean c\u1ee9u ch\u01b0a t\u1eebng t\u1ed3n t\u1ea1i ho\u1eb7c m\u1ed9t chuy\u00ean gia kh\u00f4ng c\u00f3 th\u1eadt, AI c\u00f3 th\u1ec3\u00a0\u201cb\u1ecba\u201d ra t\u00ean t\u00e1c gi\u1ea3, tr\u00edch d\u1eabn v\u00e0 k\u1ebft qu\u1ea3 nghi\u00ean c\u1ee9u ho\u00e0n ch\u1ec9nh, khi\u1ebfn ng\u01b0\u1eddi d\u00f9ng d\u1ec5 tin r\u1eb1ng \u0111\u00f3 l\u00e0 th\u00f4ng tin ch\u00ednh x\u00e1c. \u0110\u00e2y kh\u00f4ng ph\u1ea3i l\u1ed7i h\u1ec7 th\u1ed1ng, m\u00e0 l\u00e0\u00a0h\u1ec7 qu\u1ea3 t\u1ef1 nhi\u00ean c\u1ee7a c\u00e1ch AI ho\u1ea1t \u0111\u1ed9ng,\u00a0d\u1ef1 \u0111o\u00e1n, ch\u1ee9 kh\u00f4ng hi\u1ec3u.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Trong l\u0129nh v\u1ef1c doanh nghi\u1ec7p, \u1ea3o gi\u00e1c AI kh\u00f4ng ch\u1ec9 g\u00e2y sai l\u1ec7ch th\u00f4ng tin m\u00e0 c\u00f2n ti\u1ec1m \u1ea9n\u00a0r\u1ee7i ro v\u1ec1 uy t\u00edn v\u00e0 ph\u00e1p l\u00fd, n\u1ebfu t\u1ed5 ch\u1ee9c s\u1eed d\u1ee5ng n\u1ed9i dung do AI t\u1ea1o ra m\u00e0 kh\u00f4ng ki\u1ec3m ch\u1ee9ng k\u1ef9 l\u01b0\u1ee1ng. Ch\u00ednh v\u00ec v\u1eady, hi\u1ec3u \u0111\u00fang b\u1ea3n ch\u1ea5t c\u1ee7a\u00a0\u1ea3o gi\u00e1c AI\u00a0l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean \u0111\u1ec3 c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o\u00a0\u1ee9ng d\u1ee5ng AI m\u1ed9t c\u00e1ch an to\u00e0n, c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"542\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI-la-gi-1024x542.jpg\" alt=\"\u1ea2o gi\u00e1c AI l\u00e0 g\u00ec?\" class=\"wp-image-18171\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI-la-gi-1024x542.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI-la-gi-300x159.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI-la-gi-768x406.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI-la-gi-18x10.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Ao-giac-AI-la-gi.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"vi-sao-hien-tuong-ao-giac-ai-xay-ra\"><\/span><strong>V\u00ec sao hi\u1ec7n t\u01b0\u1ee3ng \u1ea3o gi\u00e1c AI x\u1ea3y ra?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">D\u00f9 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean n\u1ec1n t\u1ea3ng c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u1ea5t,\u00a0AI v\u1eabn c\u00f3 th\u1ec3 \u201cb\u1ecba chuy\u1ec7n\u201d m\u1ed9t c\u00e1ch t\u1ef1 tin. Nguy\u00ean nh\u00e2n c\u1ee7a hi\u1ec7n t\u01b0\u1ee3ng n\u00e0y kh\u00f4ng ch\u1ec9 n\u1eb1m \u1edf d\u1eef li\u1ec7u hay thu\u1eadt to\u00e1n, m\u00e0 c\u00f2n \u0111\u1ebfn t\u1eeb\u00a0c\u00e1ch th\u1ee9c m\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u201csuy ngh\u0129\u201d v\u00e0 t\u1ea1o ra ng\u00f4n ng\u1eef.\u00a0D\u01b0\u1edbi \u0111\u00e2y l\u00e0 ba nh\u00f3m nguy\u00ean nh\u00e2n ch\u00ednh l\u00fd gi\u1ea3i v\u00ec sao \u201c\u1ea3o gi\u00e1c AI\u201d x\u1ea3y ra.<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>B\u1ea2N CH\u1ea4T M\u00d4 H\u00ccNH V\u00c0 C\u00c1CH HO\u1ea0T \u0110\u1ed8NG C\u1ee6A AI<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00e1c v\u1edbi con ng\u01b0\u1eddi,&nbsp;AI kh\u00f4ng hi\u1ec3u th\u1ebf gi\u1edbi theo ngh\u0129a \u201c\u00fd th\u1ee9c\u201d hay \u201cnh\u1eadn th\u1ee9c th\u1ef1c t\u1ea1i\u201d. C\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (Large Language Models&nbsp;&#8211;&nbsp;LLM) nh\u01b0 ChatGPT, Claude hay Gemini&nbsp;kh\u00f4ng bi\u1ebft s\u1ef1 th\u1eadt l\u00e0 g\u00ec,&nbsp;ch\u00fang ch\u1ec9&nbsp;d\u1ef1 \u0111o\u00e1n t\u1eeb ho\u1eb7c c\u00e2u ti\u1ebfp theo c\u00f3 kh\u1ea3 n\u0103ng xu\u1ea5t hi\u1ec7n cao nh\u1ea5t&nbsp;d\u1ef1a tr\u00ean h\u00e0ng t\u1ef7 m\u1eabu ng\u00f4n ng\u1eef \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ec v\u1eady, khi ng\u01b0\u1eddi d\u00f9ng \u0111\u1eb7t c\u00e2u h\u1ecfi, AI kh\u00f4ng \u201ctra c\u1ee9u th\u00f4ng tin th\u1eadt\u201d m\u00e0&nbsp;\u01b0\u1edbc l\u01b0\u1ee3ng c\u00e2u tr\u1ea3 l\u1eddi h\u1ee3p l\u00fd nh\u1ea5t v\u1ec1 m\u1eb7t ng\u00f4n ng\u1eef. N\u1ebfu c\u00e2u h\u1ecfi n\u1eb1m ngo\u00e0i ph\u1ea1m vi hi\u1ec3u bi\u1ebft, ho\u1eb7c d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n kh\u00f4ng \u0111\u1ee7, AI s\u1ebd&nbsp;\u201ct\u1ef1 \u0111i\u1ec1n\u201d ph\u1ea7n c\u00f2n thi\u1ebfu&nbsp;\u0111\u1ec3 ho\u00e0n thi\u1ec7n c\u00e2u tr\u1ea3 l\u1eddi v\u00e0 ch\u00ednh l\u00fac \u0111\u00f3,&nbsp;\u1ea3o gi\u00e1c xu\u1ea5t hi\u1ec7n.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ed d\u1ee5: Khi \u0111\u01b0\u1ee3c h\u1ecfi \u201cAi l\u00e0 ng\u01b0\u1eddi \u0111\u1ea7u ti\u00ean \u0111\u1eb7t ch\u00e2n l\u00ean sao H\u1ecfa?\u201d, m\u1ed9t m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 b\u1ecba ra t\u00ean, n\u0103m v\u00e0 chi ti\u1ebft c\u1ee7a m\u1ed9t \u201cphi h\u00e0nh gia\u201d kh\u00f4ng t\u1ed3n t\u1ea1i, v\u00ec n\u00f3 c\u1ed1 g\u1eafng t\u1ea1o ra c\u00e2u tr\u1ea3 l\u1eddi nghe h\u1ee3p l\u00fd thay v\u00ec n\u00f3i \u201cT\u00f4i kh\u00f4ng bi\u1ebft\u201d.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00f3i c\u00e1ch kh\u00e1c,&nbsp;AI kh\u00f4ng n\u00f3i d\u1ed1i&nbsp;nh\u01b0ng n\u00f3 c\u0169ng kh\u00f4ng bi\u1ebft m\u00ecnh \u0111ang sai.&nbsp;\u0110\u00e2y l\u00e0 gi\u1edbi h\u1ea1n c\u0103n b\u1ea3n c\u1ee7a m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n ng\u00f4n ng\u1eef m\u00e0 h\u1ea7u h\u1ebft c\u00e1c h\u1ec7 th\u1ed1ng AI hi\u1ec7n nay v\u1eabn \u0111ang s\u1eed d\u1ee5ng.&nbsp;<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>D\u1eee LI\u1ec6U HU\u1ea4N LUY\u1ec6N THI\u1ebeU S\u00d3T HO\u1eb6C THI\u00caN L\u1ec6CH<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">AI ch\u1ec9 th\u00f4ng minh trong ph\u1ea1m vi d\u1eef li\u1ec7u m\u00e0 n\u00f3 \u0111\u01b0\u1ee3c \u201cnu\u00f4i\u201d. N\u1ebfu d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n ch\u1ee9a&nbsp;th\u00f4ng tin l\u1ed7i, thi\u1ebfu t\u00ednh x\u00e1c th\u1ef1c ho\u1eb7c thi\u00ean l\u1ec7ch, th\u00ec&nbsp;\u1ea3o gi\u00e1c&nbsp;g\u1ea7n nh\u01b0 l\u00e0 \u0111i\u1ec1u kh\u00f4ng th\u1ec3 tr\u00e1nh kh\u1ecfi.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c m\u00f4 h\u00ecnh hi\u1ec7n nay \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean kho d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 t\u1eeb Internet, n\u01a1i c\u00f3 c\u1ea3 ki\u1ebfn th\u1ee9c ch\u00ednh th\u1ed1ng l\u1eabn tin gi\u1ea3, th\u00f4ng tin kh\u00f4ng ki\u1ec3m ch\u1ee9ng, ho\u1eb7c quan \u0111i\u1ec3m ch\u1ee7 quan. Khi AI h\u1ecdc t\u1eeb m\u00f4i tr\u01b0\u1eddng n\u00e0y,&nbsp;n\u00f3 h\u1ecdc c\u1ea3 \u0111\u00fang l\u1eabn sai, v\u00e0 \u0111\u00f4i khi kh\u00f4ng th\u1ec3 ph\u00e2n bi\u1ec7t \u0111\u01b0\u1ee3c ranh gi\u1edbi gi\u1eefa hai \u0111i\u1ec1u \u0111\u00f3.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00ean c\u1ea1nh \u0111\u00f3, d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n c\u00f3 th\u1ec3&nbsp;thi\u1ebfu c\u00e2n b\u1eb1ng ng\u00f4n ng\u1eef, v\u00f9ng \u0111\u1ecba l\u00fd ho\u1eb7c g\u00f3c nh\u00ecn, khi\u1ebfn AI \u0111\u01b0a ra k\u1ebft qu\u1ea3 thi\u00ean l\u1ec7ch theo v\u0103n h\u00f3a ho\u1eb7c h\u1ec7 quy chi\u1ebfu nh\u1ea5t \u0111\u1ecbnh, m\u1ed9t d\u1ea1ng \u201c\u1ea3o gi\u00e1c x\u00e3 h\u1ed9i\u201d m\u00e0 nhi\u1ec1u t\u1ed5 ch\u1ee9c \u0111ang c\u1ed1 g\u1eafng kh\u1eafc ph\u1ee5c.&nbsp;<\/p>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>THI\u1ebeU KI\u1ec2M SO\u00c1T T\u1eea NG\u01af\u1edcI D\u00d9NG V\u00c0 H\u1ec6 TH\u1ed0NG<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Ngay c\u1ea3 khi m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n t\u1ed1t,&nbsp;\u1ea3o gi\u00e1c AI v\u1eabn c\u00f3 th\u1ec3 xu\u1ea5t hi\u1ec7n n\u1ebfu ng\u01b0\u1eddi d\u00f9ng t\u01b0\u01a1ng t\u00e1c kh\u00f4ng \u0111\u00fang c\u00e1ch. C\u00e1c c\u00e2u h\u1ecfi m\u01a1 h\u1ed3, y\u00eau c\u1ea7u qu\u00e1 s\u00e1ng t\u1ea1o ho\u1eb7c n\u1eb1m ngo\u00e0i n\u0103ng l\u1ef1c m\u00f4 h\u00ecnh (v\u00ed d\u1ee5: \u201cvi\u1ebft l\u1ea1i l\u1ecbch s\u1eed Vi\u1ec7t Nam theo phong c\u00e1ch gi\u1ea3 t\u01b0\u1edfng\u201d) khi\u1ebfn AI&nbsp;t\u1ef1 suy di\u1ec5n ho\u1eb7c t\u01b0\u1edfng t\u01b0\u1ee3ng&nbsp;\u0111\u1ec3 ho\u00e0n th\u00e0nh nhi\u1ec7m v\u1ee5.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ngo\u00e0i ra, m\u1ed9t y\u1ebfu t\u1ed1 quan tr\u1ecdng kh\u00e1c l\u00e0&nbsp;c\u00e1ch AI \u0111\u01b0\u1ee3c \u201ckhen th\u01b0\u1edfng\u201d trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n. Nhi\u1ec1u h\u1ec7 th\u1ed1ng hi\u1ec7n nay \u01b0u ti\u00ean c\u00e2u tr\u1ea3 l\u1eddi nghe \u201cm\u1ea1ch l\u1ea1c, t\u1ef1 tin\u201d h\u01a1n l\u00e0 c\u00e2u tr\u1ea3 l\u1eddi \u201cch\u01b0a ch\u1eafc ch\u1eafn\u201d. \u0110i\u1ec1u n\u00e0y v\u00f4 t\u00ecnh khi\u1ebfn m\u00f4 h\u00ecnh&nbsp;th\u00e0 \u0111o\u00e1n c\u00f2n h\u01a1n im l\u1eb7ng, d\u1eabn \u0111\u1ebfn vi\u1ec7c n\u00f3 t\u1ea1o ra n\u1ed9i dung sai nh\u01b0ng tr\u00f4ng r\u1ea5t \u0111\u00e1ng tin.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00ed d\u1ee5, trong th\u1eed nghi\u1ec7m n\u1ed9i b\u1ed9 c\u1ee7a OpenAI, nh\u00f3m nghi\u00ean c\u1ee9u nh\u1eadn th\u1ea5y ChatGPT&nbsp;t\u0103ng \u0111\u1ed9 t\u1ef1 tin khi sai, n\u1ebfu h\u1ec7 th\u1ed1ng \u0111\u00e1nh gi\u00e1 ch\u1ec9 d\u1ef1a tr\u00ean m\u1ee9c \u0111\u1ed9 \u201ctr\u00f4i ch\u1ea3y\u201d c\u1ee7a c\u00e2u tr\u1ea3 l\u1eddi thay v\u00ec \u0111\u1ed9 ch\u00ednh x\u00e1c. Ch\u00ednh v\u00ec v\u1eady, c\u00e1c h\u00e3ng AI h\u00e0ng \u0111\u1ea7u hi\u1ec7n nay \u0111ang ph\u1ea3i \u0111i\u1ec1u ch\u1ec9nh l\u1ea1i c\u01a1 ch\u1ebf \u0111\u00e1nh gi\u00e1 \u0111\u1ec3 m\u00f4 h\u00ecnh&nbsp;bi\u1ebft c\u00e1ch \u201cn\u00f3i kh\u00f4ng\u201d khi kh\u00f4ng ch\u1eafc ch\u1eafn.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">T\u00f3m l\u1ea1i,\u00a0\u1ea3o gi\u00e1c AI kh\u00f4ng \u0111\u01a1n thu\u1ea7n l\u00e0 l\u1ed7i, m\u00e0 l\u00e0\u00a0k\u1ebft qu\u1ea3 t\u1ea5t y\u1ebfu c\u1ee7a c\u00e1ch AI \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng, hu\u1ea5n luy\u1ec7n v\u00e0 s\u1eed d\u1ee5ng. Hi\u1ec3u r\u00f5 ba nguy\u00ean nh\u00e2n n\u00e0y gi\u00fap doanh nghi\u1ec7p nh\u00ecn nh\u1eadn \u0111\u00fang b\u1ea3n ch\u1ea5t: mu\u1ed1n ki\u1ec3m so\u00e1t \u1ea3o gi\u00e1c, kh\u00f4ng ch\u1ec9 c\u1ea7n c\u00f4ng ngh\u1ec7 t\u1ed1t m\u00e0 c\u00f2n c\u1ea7n\u00a0con ng\u01b0\u1eddi hi\u1ec3u c\u00e1ch AI \u201cngh\u0129\u201d v\u00e0 gi\u1edbi h\u1ea1n c\u1ee7a n\u00f3.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"970\" height=\"545\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Vi-sao-hien-tuong-ao-giac-AI-xay-ra.jpg\" alt=\"V\u00ec sao hi\u1ec7n t\u01b0\u1ee3ng \u1ea3o gi\u00e1c AI x\u1ea3y ra\" class=\"wp-image-18172\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Vi-sao-hien-tuong-ao-giac-AI-xay-ra.jpg 970w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Vi-sao-hien-tuong-ao-giac-AI-xay-ra-300x169.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Vi-sao-hien-tuong-ao-giac-AI-xay-ra-768x432.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Vi-sao-hien-tuong-ao-giac-AI-xay-ra-18x10.jpg 18w\" sizes=\"(max-width: 970px) 100vw, 970px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"vi-du-bieu-hien-cua-ao-giac-ai-trong-thuc-te\"><\/span><strong>V\u00ed d\u1ee5 &amp; bi\u1ec3u hi\u1ec7n c\u1ee7a \u1ea3o gi\u00e1c AI trong th\u1ef1c t\u1ebf<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">D\u01b0\u1edbi \u0111\u00e2y l\u00e0 nh\u1eefng v\u00ed d\u1ee5 \u0111i\u1ec3n h\u00ecnh minh h\u1ecda cho c\u00e1ch AI c\u00f3 th\u1ec3 \u201cb\u1ecba chuy\u1ec7n nh\u01b0 th\u1eadt\u201d.<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>KHI AI NH\u00ccN NH\u1ea6M &#8211; \u1ea2O GI\u00c1C TRONG NH\u1eacN D\u1ea0NG H\u00ccNH \u1ea2NH<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t trong nh\u1eefng&nbsp;<a href=\"https:\/\/www.freecodecamp.org\/news\/chihuahua-or-muffin-my-search-for-the-best-computer-vision-api-cbda4d6b425d\/\" target=\"_blank\" rel=\"noreferrer noopener\">v\u00ed d\u1ee5<\/a>&nbsp;n\u1ed5i ti\u1ebfng nh\u1ea5t l\u00e0 khi m\u1ed9t h\u1ec7 th\u1ed1ng AI d\u00f9ng cho nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh&nbsp;nh\u1ea7m l\u1eabn chi\u1ebfc b\u00e1nh muffin vi\u1ec7t qu\u1ea5t th\u00e0nh ch\u00f3 chihuahua. C\u1ea3 hai \u0111\u1ec1u c\u00f3 h\u00ecnh tr\u00f2n, t\u00f4ng m\u00e0u n\u00e2u v\u00e0 nh\u1eefng \u201c\u0111\u1ed1m xanh\u201d (vi\u1ec7t qu\u1ea5t) tr\u00f4ng gi\u1ed1ng m\u1eaft ch\u00f3.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hi\u1ec7n t\u01b0\u1ee3ng n\u00e0y cho th\u1ea5y:&nbsp;AI kh\u00f4ng \u201cnh\u00ecn\u201d nh\u01b0 con ng\u01b0\u1eddi, m\u00e0 ch\u1ec9&nbsp;so s\u00e1nh c\u00e1c \u0111\u1eb7c tr\u01b0ng h\u00ecnh h\u1ecdc v\u00e0 m\u00e0u s\u1eafc&nbsp;trong d\u1eef li\u1ec7u. N\u1ebfu m\u00f4 h\u00ecnh ch\u01b0a t\u1eebng th\u1ea5y \u0111\u1ee7 v\u00ed d\u1ee5 t\u01b0\u01a1ng ph\u1ea3n ho\u1eb7c d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n ch\u01b0a \u0111a d\u1ea1ng, n\u00f3 s\u1ebd \u201ct\u01b0\u1edfng t\u01b0\u1ee3ng\u201d sai.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y ch\u00ednh l\u00e0 m\u1ed9t d\u1ea1ng&nbsp;\u1ea3o gi\u00e1c th\u1ecb gi\u00e1c c\u1ee7a AI, v\u00e0 trong nh\u1eefng \u1ee9ng d\u1ee5ng nh\u1ea1y c\u1ea3m nh\u01b0 gi\u00e1m s\u00e1t an ninh, ch\u1ea9n \u0111o\u00e1n y khoa hay xe t\u1ef1 l\u00e1i, ch\u1ec9 m\u1ed9t sai l\u1ec7ch nh\u1ecf c\u0169ng c\u00f3 th\u1ec3 g\u00e2y h\u1eadu qu\u1ea3 l\u1edbn.&nbsp;<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>KHI AI N\u00d3I SAI &#8211; \u1ea2O GI\u00c1C TRONG M\u00d4 H\u00ccNH NG\u00d4N NG\u1eee<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) nh\u01b0 ChatGPT, Gemini hay Claude th\u01b0\u1eddng \u0111\u01b0\u1ee3c ca ng\u1ee3i v\u1ec1 kh\u1ea3 n\u0103ng vi\u1ebft v\u00e0 tr\u1ea3 l\u1eddi tr\u00f4i ch\u1ea3y. Tuy nhi\u00ean, ch\u00ednh s\u1ef1 \u201ctr\u00f4i ch\u1ea3y\u201d \u0111\u00f3 \u0111\u00f4i khi&nbsp;che gi\u1ea5u m\u1ed9t s\u1ef1 th\u1eadt nguy hi\u1ec3m: AI c\u00f3 th\u1ec3 b\u1ecba chuy\u1ec7n ho\u00e0n to\u00e0n.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t s\u1ed1 v\u00ed d\u1ee5 c\u1ee5 th\u1ec3:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Khi \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u tr\u00edch d\u1eabn m\u1ed9t nghi\u00ean c\u1ee9u khoa h\u1ecdc, AI c\u00f3 th\u1ec3\u00a0t\u1ef1 t\u1ea1o ra t\u00ean t\u00e1c gi\u1ea3, n\u0103m xu\u1ea5t b\u1ea3n v\u00e0 ti\u00eau \u0111\u1ec1 b\u00e0i b\u00e1o,\u00a0d\u00f9 t\u00e0i li\u1ec7u \u0111\u00f3 ch\u01b0a t\u1eebng t\u1ed3n t\u1ea1i.\u00a0<\/li>\n\n\n\n<li>Trong m\u00f4i tr\u01b0\u1eddng h\u1ecdc thu\u1eadt, c\u00f3 tr\u01b0\u1eddng h\u1ee3p sinh vi\u00ean d\u00f9ng AI vi\u1ebft lu\u1eadn v\u00e0 b\u1ecb ph\u00e1t hi\u1ec7n v\u00ec t\u00e0i li\u1ec7u tham kh\u1ea3o ho\u00e0n to\u00e0n h\u01b0 c\u1ea5u.\u00a0<\/li>\n\n\n\n<li>Trong truy\u1ec1n th\u00f4ng, AI c\u00f3 th\u1ec3 \u201cd\u1ef1ng\u201d l\u1ea1i s\u1ef1 ki\u1ec7n, \u0111\u1ecba danh hay ph\u00e1t ng\u00f4n sai l\u1ec7ch c\u1ee7a ng\u01b0\u1eddi n\u1ed5i ti\u1ebfng.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec3m \u0111\u00e1ng ch\u00fa \u00fd l\u00e0&nbsp;AI kh\u00f4ng c\u1ed1 \u00fd l\u1eeba d\u1ed1i,&nbsp;m\u00e0 \u0111\u01a1n gi\u1ea3n l\u00e0&nbsp;n\u00f3 kh\u00f4ng bi\u1ebft m\u00ecnh sai,&nbsp;v\u00ec c\u01a1 ch\u1ebf c\u1ee7a m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean x\u00e1c su\u1ea5t ch\u1ee9 kh\u00f4ng ph\u1ea3i s\u1ef1 th\u1eadt.&nbsp;<\/p>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>KHI AI B\u1ecaA N\u1ed8I DUNG &#8211; R\u1ee6I RO V\u1edaI DOANH NGHI\u1ec6P V\u00c0 MARKETING<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">V\u1edbi s\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 AI t\u1ea1o sinh nh\u01b0 ChatGPT, Jasper, Copilot hay Gemini,&nbsp;nhi\u1ec1u doanh nghi\u1ec7p \u0111\u00e3 s\u1eed d\u1ee5ng AI \u0111\u1ec3 vi\u1ebft b\u00e0i marketing, b\u00e0i PR ho\u1eb7c n\u1ed9i dung s\u1ea3n ph\u1ea9m.&nbsp;D\u00f9 ti\u1ebft ki\u1ec7m th\u1eddi gian, nh\u01b0ng n\u1ebfu kh\u00f4ng c\u00f3 quy tr\u00ecnh ki\u1ec3m duy\u1ec7t, r\u1ea5t d\u1ec5 r\u01a1i v\u00e0o t\u00ecnh hu\u1ed1ng \u201c\u1ea3o gi\u00e1c AI\u201d.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t v\u00e0i bi\u1ec3u hi\u1ec7n th\u01b0\u1eddng g\u1eb7p:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI vi\u1ebft b\u00e0i v\u1edbi gi\u1ecdng \u0111i\u1ec7u chuy\u00ean nghi\u1ec7p, tr\u00edch d\u1eabn thuy\u1ebft ph\u1ee5c, nh\u01b0ng\u00a0d\u1eabn ngu\u1ed3n sai ho\u1eb7c t\u1ea1o ra s\u1ed1 li\u1ec7u kh\u00f4ng c\u00f3 th\u1eadt.\u00a0<\/li>\n\n\n\n<li>B\u00e1o c\u00e1o n\u1ed9i b\u1ed9 ho\u1eb7c b\u00e0i ph\u00e2n t\u00edch th\u1ecb tr\u01b0\u1eddng\u00a0do AI h\u1ed7 tr\u1ee3 c\u00f3 th\u1ec3 ch\u1ee9a\u00a0d\u1eef li\u1ec7u c\u0169, kh\u00f4ng ki\u1ec3m ch\u1ee9ng ho\u1eb7c suy lu\u1eadn sai.\u00a0<\/li>\n\n\n\n<li>Email b\u00e1n h\u00e0ng ho\u1eb7c qu\u1ea3ng c\u00e1o\u00a0c\u00f3 th\u1ec3 d\u00f9ng th\u00f4ng tin s\u1ea3n ph\u1ea9m kh\u00f4ng ch\u00ednh x\u00e1c, khi\u1ebfn doanh nghi\u1ec7p g\u1eb7p r\u1ee7i ro v\u1ec1\u00a0uy t\u00edn th\u01b0\u01a1ng hi\u1ec7u ho\u1eb7c ph\u00e1p l\u00fd.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ch\u1eb3ng h\u1ea1n, m\u1ed9t c\u00f4ng ty t\u1ea1i M\u1ef9 t\u1eebng d\u00f9ng AI \u0111\u1ec3 t\u1ed5ng h\u1ee3p th\u00f4ng tin cho b\u1ea3n tin n\u1ed9i b\u1ed9, nh\u01b0ng sau \u0111\u00f3 ph\u1ea3i xin l\u1ed7i c\u00f4ng khai v\u00ec AI \u0111\u00e3 \u201cch\u1ebf\u201d ra l\u1eddi ph\u00e1t bi\u1ec3u c\u1ee7a CEO trong m\u1ed9t h\u1ed9i ngh\u1ecb\u2026 ch\u01b0a t\u1eebng di\u1ec5n ra.&nbsp;<\/p>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li><strong>\u1ea2O GI\u00c1C TRONG RA QUY\u1ebeT \u0110\u1ecaNH V\u00c0 T\u1ef0 \u0110\u1ed8NG H\u00d3A<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u00f4ng ch\u1ec9 xu\u1ea5t hi\u1ec7n trong n\u1ed9i dung,\u00a0\u1ea3o gi\u00e1c AI c\u00f2n c\u00f3 th\u1ec3 len v\u00e0o quy tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh doanh nghi\u1ec7p. Khi m\u1ed9t h\u1ec7 th\u1ed1ng AI ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng ho\u1eb7c ch\u1ea5m \u0111i\u1ec3m t\u00edn d\u1ee5ng, n\u1ebfu d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o kh\u00f4ng ch\u00ednh x\u00e1c ho\u1eb7c m\u00f4 h\u00ecnh hi\u1ec3u sai ng\u1eef c\u1ea3nh,\u00a0k\u1ebft qu\u1ea3 d\u1ef1 \u0111o\u00e1n c\u00f3 th\u1ec3 ho\u00e0n to\u00e0n sai l\u1ec7ch.<br>\u0110i\u1ec1u nguy hi\u1ec3m l\u00e0 h\u1ec7 th\u1ed1ng v\u1eabn\u00a0tr\u00ecnh b\u00e0y k\u1ebft qu\u1ea3 v\u1edbi \u0111\u1ed9 tin c\u1eady cao, khi\u1ebfn nh\u00e0 qu\u1ea3n tr\u1ecb d\u1ec5 tin t\u01b0\u1edfng tuy\u1ec7t \u0111\u1ed1i.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Vi-du-va-bieu-hien-cua-ao-giac-AI-trong-thuc-te-1024x576.jpg\" alt=\"V\u00ed d\u1ee5 v\u00e0 bi\u1ec3u hi\u1ec7n c\u1ee7a \u1ea3o gi\u00e1c AI trong th\u1ef1c t\u1ebf\" class=\"wp-image-18173\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Vi-du-va-bieu-hien-cua-ao-giac-AI-trong-thuc-te-1024x576.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Vi-du-va-bieu-hien-cua-ao-giac-AI-trong-thuc-te-300x169.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Vi-du-va-bieu-hien-cua-ao-giac-AI-trong-thuc-te-768x432.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Vi-du-va-bieu-hien-cua-ao-giac-AI-trong-thuc-te-18x10.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Vi-du-va-bieu-hien-cua-ao-giac-AI-trong-thuc-te.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">T\u1eeb nh\u1eefng v\u00ed d\u1ee5 tr\u00ean, c\u00f3 th\u1ec3 th\u1ea5y \u1ea3o gi\u00e1c AI l\u00e0 m\u1ed9t hi\u1ec7n t\u01b0\u1ee3ng ph\u1ed5 bi\u1ebfn, kh\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf ho\u00e0n to\u00e0n, ch\u1ec9 c\u00f3 th\u1ec3 gi\u1ea3m thi\u1ec3u v\u00e0 ki\u1ec3m so\u00e1t th\u00f4ng qua quy tr\u00ecnh, d\u1eef li\u1ec7u v\u00e0 y\u1ebfu t\u1ed1 con ng\u01b0\u1eddi. Do \u0111\u00f3, thay v\u00ec n\u00e9 tr\u00e1nh, doanh nghi\u1ec7p c\u1ea7n h\u1ecdc c\u00e1ch s\u1eed d\u1ee5ng AI c\u00f3 tr\u00e1ch nhi\u1ec7m, hi\u1ec3u r\u00f5 gi\u1edbi h\u1ea1n c\u1ee7a n\u00f3 v\u00e0 lu\u00f4n gi\u1eef \u201ccon m\u1eaft ng\u01b0\u1eddi\u201d trong v\u00f2ng ki\u1ec3m duy\u1ec7t.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"hau-qua-rui-ro-khi-ao-giac-ai-xay-ra-trong-doanh-nghiep\"><\/span><strong>H\u1eadu qu\u1ea3 &amp; r\u1ee7i ro khi \u1ea3o gi\u00e1c AI x\u1ea3y ra trong doanh nghi\u1ec7p<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Hi\u1ec7n t\u01b0\u1ee3ng&nbsp;\u1ea3o gi\u00e1c AI (AI hallucination)&nbsp;kh\u00f4ng ch\u1ec9 l\u00e0 l\u1ed7i k\u1ef9 thu\u1eadt, m\u00e0 l\u00e0&nbsp;r\u1ee7i ro th\u1ef1c t\u1ebf c\u00f3 th\u1ec3 g\u00e2y t\u1ed5n th\u1ea5t nghi\u00eam tr\u1ecdng&nbsp;cho doanh nghi\u1ec7p n\u1ebfu kh\u00f4ng \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t. Khi AI t\u1ef1 tin t\u1ea1o ra th\u00f4ng tin sai, d\u00f9 ch\u1ec9 m\u1ed9t l\u1ea7n, t\u00e1c \u0111\u1ed9ng c\u00f3 th\u1ec3 lan r\u1ed9ng tr\u00ean nhi\u1ec1u kh\u00eda c\u1ea1nh: th\u01b0\u01a1ng hi\u1ec7u, ph\u00e1p l\u00fd, v\u1eadn h\u00e0nh v\u00e0 ni\u1ec1m tin kh\u00e1ch h\u00e0ng.&nbsp;<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>M\u1ea4T UY T\u00cdN TH\u01af\u01a0NG HI\u1ec6U V\u00c0 NI\u1ec0M TIN KH\u00c1CH H\u00c0NG<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t trong nh\u1eefng r\u1ee7i ro l\u1edbn nh\u1ea5t l\u00e0&nbsp;m\u1ea5t uy t\u00edn th\u01b0\u01a1ng hi\u1ec7u.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khi c\u00e1c c\u00f4ng c\u1ee5 AI t\u1ea1o n\u1ed9i dung (nh\u01b0 chatbot, h\u1ec7 th\u1ed1ng tr\u1ea3 l\u1eddi t\u1ef1 \u0111\u1ed9ng, hay n\u1ec1n t\u1ea3ng marketing) v\u00f4 t\u00ecnh cung c\u1ea5p th\u00f4ng tin sai, kh\u00e1ch h\u00e0ng ho\u1eb7c \u0111\u1ed1i t\u00e1c c\u00f3 th\u1ec3 c\u1ea3m th\u1ea5y b\u1ecb \u0111\u00e1nh l\u1eeba&nbsp;d\u00f9 doanh nghi\u1ec7p kh\u00f4ng c\u1ed1 \u00fd.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t v\u00ed d\u1ee5 th\u1ef1c t\u1ebf l\u00e0 m\u1ed9t s\u1ed1 doanh nghi\u1ec7p qu\u1ed1c t\u1ebf t\u1eebng ph\u1ea3i xin l\u1ed7i c\u00f4ng khai khi chatbot AI c\u1ee7a h\u1ecd \u201cb\u1ecba\u201d ra s\u1ed1 li\u1ec7u ho\u1eb7c tr\u00edch d\u1eabn gi\u1ea3 trong chi\u1ebfn d\u1ecbch truy\u1ec1n th\u00f4ng. Trong k\u1ef7 nguy\u00ean s\u1ed1,&nbsp;s\u1ef1 th\u1eadt c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ki\u1ec3m ch\u1ee9ng ch\u1ec9 sau v\u00e0i gi\u00e2y, n\u00ean ch\u1ec9 m\u1ed9t sai s\u00f3t nh\u1ecf t\u1eeb AI c\u0169ng c\u00f3 th\u1ec3&nbsp;ph\u00e1 v\u1ee1 ni\u1ec1m tin \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng qua nhi\u1ec1u n\u0103m.&nbsp;<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>NGUY C\u01a0 VI PH\u1ea0M PH\u00c1P LU\u1eacT V\u00c0 QUY \u0110\u1ecaNH CHUY\u00caN NG\u00c0NH<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Trong c\u00e1c l\u0129nh v\u1ef1c nh\u1ea1y c\u1ea3m nh\u01b0&nbsp;y t\u1ebf, ph\u00e1p l\u00fd, t\u00e0i ch\u00ednh,&nbsp;h\u1eadu qu\u1ea3 c\u1ee7a \u1ea3o gi\u00e1c AI c\u00f3 th\u1ec3 v\u01b0\u1ee3t xa ph\u1ea1m vi uy t\u00edn.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u \u0111\u00e1ng n\u00f3i l\u00e0 AI kh\u00f4ng ch\u1ecbu tr\u00e1ch nhi\u1ec7m ph\u00e1p l\u00fd,&nbsp;doanh nghi\u1ec7p m\u1edbi l\u00e0 ch\u1ee7 th\u1ec3 ph\u1ea3i \u0111\u1ee9ng ra gi\u1ea3i tr\u00ecnh.&nbsp;V\u00ec v\u1eady, m\u1ed7i t\u1ed5 ch\u1ee9c c\u1ea7n xem vi\u1ec7c qu\u1ea3n tr\u1ecb r\u1ee7i ro AI nh\u01b0 m\u1ed9t ph\u1ea7n t\u1ea5t y\u1ebfu trong chi\u1ebfn l\u01b0\u1ee3c tu\u00e2n th\u1ee7 v\u00e0 \u0111\u1ea1o \u0111\u1ee9c c\u00f4ng ngh\u1ec7.&nbsp;<\/p>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>R\u1ee6I RO QU\u1ea2N TR\u1eca: KHI DOANH NGHI\u1ec6P \u0110\u1eb6T NI\u1ec0M TIN M\u00d9 QU\u00c1NG V\u00c0O AI<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t nguy c\u01a1 tinh vi h\u01a1n nh\u01b0ng kh\u00f4ng k\u00e9m ph\u1ea7n nghi\u00eam tr\u1ecdng l\u00e0 \u201c\u1ea3o gi\u00e1c ni\u1ec1m tin\u201d&nbsp;&#8211;&nbsp;doanh nghi\u1ec7p tin t\u01b0\u1edfng tuy\u1ec7t \u0111\u1ed1i v\u00e0o AI m\u00e0 qu\u00ean \u0111i y\u1ebfu t\u1ed1 con ng\u01b0\u1eddi.&nbsp;<br>AI \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 h\u1ed7 tr\u1ee3, ch\u1ee9 kh\u00f4ng ph\u1ea3i thay th\u1ebf ho\u00e0n to\u00e0n t\u01b0 duy ph\u1ea3n bi\u1ec7n. Khi c\u00e1c nh\u00e0 qu\u1ea3n tr\u1ecb \u0111\u1ec3 AI t\u1ef1 ra quy\u1ebft \u0111\u1ecbnh ho\u1eb7c t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh m\u00e0 kh\u00f4ng ki\u1ec3m tra ch\u00e9o, r\u1ee7i ro lan truy\u1ec1n th\u00f4ng tin sai trong to\u00e0n h\u1ec7 th\u1ed1ng l\u00e0 r\u1ea5t cao.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Theo c\u00e1c chuy\u00ean gia c\u1ee7a&nbsp;VinBigData, \u201cAI hallucination kh\u00f4ng ch\u1ec9 l\u00e0 l\u1ed7i c\u00f4ng ngh\u1ec7, m\u00e0 l\u00e0 b\u00e0i to\u00e1n qu\u1ea3n tr\u1ecb nh\u1eadn th\u1ee9c &#8211; l\u00e0m sao \u0111\u1ec3 con ng\u01b0\u1eddi bi\u1ebft khi n\u00e0o n\u00ean tin v\u00e0 khi n\u00e0o n\u00ean nghi ng\u1edd AI.\u201d&nbsp;<\/p>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li><strong>CHI PH\u00cd KH\u1eaeC PH\u1ee4C V\u00c0 T\u1ed4N TH\u1ea4T V\u1eacN H\u00c0NH<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t khi \u1ea3o gi\u00e1c AI x\u1ea3y ra, chi ph\u00ed kh\u1eafc ph\u1ee5c th\u01b0\u1eddng kh\u00f4ng nh\u1ecf.\u00a0<br>Doanh nghi\u1ec7p ph\u1ea3i d\u00e0nh ngu\u1ed3n l\u1ef1c \u0111\u1ec3 r\u00e0 so\u00e1t, hi\u1ec7u ch\u1ec9nh m\u00f4 h\u00ecnh, t\u00e1i hu\u1ea5n luy\u1ec7n d\u1eef li\u1ec7u, ho\u1eb7c th\u1eadm ch\u00ed kh\u00f4i ph\u1ee5c h\u00ecnh \u1ea3nh th\u01b0\u01a1ng hi\u1ec7u. V\u1edbi c\u00e1c doanh nghi\u1ec7p s\u1eed d\u1ee5ng AI quy m\u00f4 l\u1edbn, ch\u1ec9 m\u1ed9t l\u1ea7n \u201cAI b\u1ecba chuy\u1ec7n\u201d c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn chu\u1ed7i sai s\u00f3t li\u00ean ho\u00e0n, \u1ea3nh h\u01b0\u1edfng t\u1edbi nhi\u1ec1u b\u1ed9 ph\u1eadn: t\u1eeb marketing, PR \u0111\u1ebfn ph\u00e1p l\u00fd v\u00e0 nh\u00e2n s\u1ef1.<\/p>\n\n\n\n<figure class=\"wp-block-image alignwide size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"942\" height=\"500\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Hau-qua-rui-ro-khi-ao-giac-AI-xay-ra-trong-doanh-nghiep.jpg\" alt=\"H\u1eadu qu\u1ea3 v\u00e0 r\u1ee7i ro khi \u1ea3o gi\u00e1c AI x\u1ea3y ra trong doanh nghi\u1ec7p\" class=\"wp-image-18174\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Hau-qua-rui-ro-khi-ao-giac-AI-xay-ra-trong-doanh-nghiep.jpg 942w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Hau-qua-rui-ro-khi-ao-giac-AI-xay-ra-trong-doanh-nghiep-300x159.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Hau-qua-rui-ro-khi-ao-giac-AI-xay-ra-trong-doanh-nghiep-768x408.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Hau-qua-rui-ro-khi-ao-giac-AI-xay-ra-trong-doanh-nghiep-18x10.jpg 18w\" sizes=\"(max-width: 942px) 100vw, 942px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u1ea2o gi\u00e1c AI kh\u00f4ng ph\u1ea3i l\u00e0 l\u1ed7i hi\u1ebfm, m\u00e0 l\u00e0 m\u1ed9t r\u1ee7i ro t\u1ea5t y\u1ebfu n\u1ebfu doanh nghi\u1ec7p kh\u00f4ng c\u00f3 chi\u1ebfn l\u01b0\u1ee3c ki\u1ec3m so\u00e1t, ki\u1ec3m ch\u1ee9ng v\u00e0 \u0111\u00e0o t\u1ea1o nh\u00e2n s\u1ef1 s\u1eed d\u1ee5ng AI \u0111\u00fang c\u00e1ch.\u00a0<br>M\u1ed7i sai s\u00f3t nh\u1ecf t\u1eeb h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh t\u00e1c nh\u00e2n l\u1edbn g\u00e2y t\u1ed5n h\u1ea1i \u0111\u1ebfn uy t\u00edn, ph\u00e1p l\u00fd v\u00e0 hi\u1ec7u su\u1ea5t t\u1ed5 ch\u1ee9c. V\u00ec v\u1eady, \u0111i\u1ec1u quan tr\u1ecdng kh\u00f4ng ch\u1ec9 l\u00e0 s\u1eed d\u1ee5ng AI, m\u00e0 l\u00e0 bi\u1ebft qu\u1ea3n tr\u1ecb AI m\u1ed9t c\u00e1ch c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 minh b\u1ea1ch.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"cach-doanh-nghiep-nen-doi-pho-va-kiem-soat-ao-giac-ai\"><\/span><strong>C\u00e1ch doanh nghi\u1ec7p n\u00ean \u0111\u1ed1i ph\u00f3 v\u00e0 ki\u1ec3m so\u00e1t \u1ea3o gi\u00e1c AI<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Hi\u1ec7n t\u01b0\u1ee3ng \u201c\u1ea3o gi\u00e1c AI\u201d l\u00e0 \u0111i\u1ec1u kh\u00f4ng th\u1ec3 tr\u00e1nh kh\u1ecfi ho\u00e0n to\u00e0n,&nbsp;ngay c\u1ea3 v\u1edbi nh\u1eefng m\u00f4 h\u00ecnh ti\u00ean ti\u1ebfn nh\u1ea5t. Tuy nhi\u00ean, doanh nghi\u1ec7p&nbsp;ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro n\u00e0y&nbsp;th\u00f4ng qua chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n tr\u1ecb \u0111\u00fang \u0111\u1eafn, k\u1ebft h\u1ee3p gi\u1eefa&nbsp;con ng\u01b0\u1eddi, quy tr\u00ecnh v\u00e0 c\u00f4ng ngh\u1ec7. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 b\u1ed1n h\u01b0\u1edbng h\u00e0nh \u0111\u1ed9ng c\u1ed1t l\u00f5i m\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c h\u00e0ng \u0111\u1ea7u \u0111ang \u00e1p d\u1ee5ng.&nbsp;<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>THI\u1ebeT L\u1eacP QUY TR\u00ccNH KI\u1ec2M SO\u00c1T &amp; CON NG\u01af\u1edcI THAM GIA<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">AI c\u00f3 th\u1ec3 mang l\u1ea1i t\u1ed1c \u0111\u1ed9 v\u00e0 hi\u1ec7u su\u1ea5t v\u01b0\u1ee3t tr\u1ed9i, nh\u01b0ng&nbsp;con ng\u01b0\u1eddi v\u1eabn ph\u1ea3i l\u00e0 ng\u01b0\u1eddi c\u1ea7m l\u00e1i cu\u1ed1i c\u00f9ng.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Trong m\u1ecdi h\u1ec7 th\u1ed1ng \u1ee9ng d\u1ee5ng AI c\u1ee7a doanh nghi\u1ec7p, t\u1eeb s\u1ea3n xu\u1ea5t n\u1ed9i dung, ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ebfn h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh, c\u1ea7n c\u00f3&nbsp;quy tr\u00ecnh \u201cHuman-in-the-loop\u201d (HITL), t\u1ee9c l\u00e0&nbsp;lu\u00f4n c\u00f3 con ng\u01b0\u1eddi ki\u1ec3m duy\u1ec7t \u1edf b\u01b0\u1edbc cu\u1ed1i c\u00f9ng&nbsp;tr\u01b0\u1edbc khi k\u1ebft qu\u1ea3 \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 ho\u1eb7c h\u00e0nh \u0111\u1ed9ng \u0111\u01b0\u1ee3c th\u1ef1c thi.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u n\u00e0y \u0111\u1ea3m b\u1ea3o r\u1eb1ng&nbsp;AI kh\u00f4ng t\u1ef1 \u0111\u1ed9ng xu\u1ea5t b\u1ea3n, t\u1ef1 g\u1eedi th\u00f4ng tin hay t\u1ef1 ra quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng&nbsp;m\u00e0 kh\u00f4ng c\u00f3 s\u1ef1 gi\u00e1m s\u00e1t.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Doanh nghi\u1ec7p c\u0169ng n\u00ean&nbsp;x\u00e1c \u0111\u1ecbnh r\u00f5 ranh gi\u1edbi gi\u1eefa vai tr\u00f2 c\u1ee7a AI v\u00e0 chuy\u00ean gia:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 g\u1ee3i \u00fd, t\u1ed5ng h\u1ee3p ho\u1eb7c h\u1ed7 tr\u1ee3 x\u1eed l\u00fd d\u1eef li\u1ec7u nhanh ch\u00f3ng.\u00a0<\/li>\n\n\n\n<li>Con ng\u01b0\u1eddi ch\u1ecbu tr\u00e1ch nhi\u1ec7m \u0111\u00e1nh gi\u00e1, x\u00e1c minh v\u00e0 ra quy\u1ebft \u0111\u1ecbnh cu\u1ed1i c\u00f9ng.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Khi quy tr\u00ecnh ki\u1ec3m so\u00e1t n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp ch\u1eb7t ch\u1ebd, doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 h\u1ea1n ch\u1ebf \u0111\u01b0\u1ee3c sai l\u1ec7ch do \u201c\u1ea3o gi\u00e1c AI\u201d m\u00e0 c\u00f2n&nbsp;bi\u1ebfn c\u00f4ng ngh\u1ec7 th\u00e0nh c\u00f4ng c\u1ee5 m\u1edf r\u1ed9ng n\u0103ng l\u1ef1c con ng\u01b0\u1eddi, thay v\u00ec thay th\u1ebf t\u01b0 duy v\u00e0 tr\u00e1ch nhi\u1ec7m c\u1ee7a h\u1ecd.&nbsp;<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u0110\u1ea2M B\u1ea2O D\u1eee LI\u1ec6U \u0110\u00c0O T\u1ea0O V\u00c0 NGU\u1ed2N THAM CHI\u1ebeU CH\u1ea4T L\u01af\u1ee2NG<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">AI ch\u1ec9 ch\u00ednh x\u00e1c khi d\u1eef li\u1ec7u c\u1ee7a n\u00f3 \u0111\u00e1ng tin c\u1eady.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mu\u1ed1n h\u1ea1n ch\u1ebf \u1ea3o gi\u00e1c, doanh nghi\u1ec7p c\u1ea7n&nbsp;\u0111\u1ea7u t\u01b0 x\u00e2y d\u1ef1ng kho d\u1eef li\u1ec7u s\u1ea1ch, \u0111a d\u1ea1ng v\u00e0 ph\u1ea3n \u00e1nh \u0111\u00fang th\u1ef1c t\u1ebf v\u1eadn h\u00e0nh. Khi d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o sai l\u1ec7ch, l\u1ed7i th\u1eddi ho\u1eb7c thi\u1ebfu c\u00e2n b\u1eb1ng, m\u00f4 h\u00ecnh r\u1ea5t d\u1ec5 t\u1ea1o ra th\u00f4ng tin kh\u00f4ng c\u00f3 th\u1eadt, hay c\u00f2n g\u1ecdi l\u00e0 \u201cb\u1ecba chuy\u1ec7n h\u1ee3p l\u00fd\u201d.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 kh\u1eafc ph\u1ee5c, doanh nghi\u1ec7p n\u00ean:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Chu\u1ea9n h\u00f3a v\u00e0 ki\u1ec3m \u0111\u1ecbnh d\u1eef li\u1ec7u n\u1ed9i b\u1ed9, \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c, c\u1eadp nh\u1eadt v\u00e0 th\u1ed1ng nh\u1ea5t gi\u1eefa c\u00e1c b\u1ed9 ph\u1eadn.\u00a0<\/li>\n\n\n\n<li>K\u1ebft h\u1ee3p ngu\u1ed3n d\u1eef li\u1ec7u m\u1edf ch\u1ea5t l\u01b0\u1ee3ng cao, ch\u1eb3ng h\u1ea1n d\u1eef li\u1ec7u nghi\u00ean c\u1ee9u, b\u00e1o c\u00e1o khoa h\u1ecdc ho\u1eb7c ngu\u1ed3n \u0111\u01b0\u1ee3c x\u00e1c th\u1ef1c r\u00f5 r\u00e0ng.\u00a0<\/li>\n\n\n\n<li>\u0110\u1ed1i chi\u1ebfu li\u00ean t\u1ee5c v\u1edbi d\u1eef li\u1ec7u th\u1ef1c t\u1ebf\u00a0t\u1eeb h\u1ec7 th\u1ed1ng CRM, b\u00e1o c\u00e1o kinh doanh hay ph\u1ea3n h\u1ed3i kh\u00e1ch h\u00e0ng, \u0111\u1eb7c bi\u1ec7t khi AI \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 sinh n\u1ed9i dung ho\u1eb7c t\u01b0 v\u1ea5n.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t m\u00f4 h\u00ecnh AI \u0111\u01b0\u1ee3c nu\u00f4i d\u01b0\u1ee1ng b\u1eb1ng d\u1eef li\u1ec7u t\u1ed1t s\u1ebd kh\u00f4ng ch\u1ec9 gi\u1ea3m nguy c\u01a1 \u1ea3o gi\u00e1c, m\u00e0 c\u00f2n&nbsp;ph\u1ea3n \u00e1nh trung th\u1ef1c v\u00e0 c\u00f3 gi\u00e1 tr\u1ecb th\u1ef1c ti\u1ec5n h\u01a1n cho doanh nghi\u1ec7p.&nbsp;<\/p>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>X\u00c2Y D\u1ef0NG &#8220;V\u0102N H\u00d3A&#8221; S\u1eec D\u1ee4NG AI C\u00d3 TR\u00c1CH NHI\u1ec6M<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u1ec3 ki\u1ec3m so\u00e1t \u201c\u1ea3o gi\u00e1c AI\u201d, doanh nghi\u1ec7p c\u1ea7n b\u1eaft \u0111\u1ea7u t\u1eeb&nbsp;v\u0103n h\u00f3a t\u1ed5 ch\u1ee9c,&nbsp;n\u01a1i m\u1ecdi th\u00e0nh vi\u00ean \u0111\u1ec1u hi\u1ec3u r\u1eb1ng AI l\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3, kh\u00f4ng ph\u1ea3i ng\u01b0\u1eddi ph\u00e1n x\u1eed.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u quan tr\u1ecdng l\u00e0&nbsp;\u0111\u00e0o t\u1ea1o \u0111\u1ed9i ng\u0169&nbsp;nh\u1eadn bi\u1ebft r\u1ee7i ro c\u1ee7a AI: r\u1eb1ng c\u00e1c m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 \u0111\u01b0a ra k\u1ebft qu\u1ea3 sai, thi\u1ebfu c\u0103n c\u1ee9 ho\u1eb7c v\u01b0\u1ee3t ngo\u00e0i ng\u1eef c\u1ea3nh. Nh\u00e2n vi\u00ean ph\u1ea3i bi\u1ebft&nbsp;\u0111\u1ed1i chi\u1ebfu, x\u00e1c minh v\u00e0 ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1edbi \u0111\u1ea7u ra c\u1ee7a AI&nbsp;nh\u01b0 v\u1edbi s\u1ea3n ph\u1ea9m do ch\u00ednh m\u00ecnh t\u1ea1o ra.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Song song \u0111\u00f3, doanh nghi\u1ec7p c\u1ea7n thi\u1ebft l\u1eadp&nbsp;quy tr\u00ecnh ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng n\u1ed9i dung AI&nbsp;trong h\u1ec7 th\u1ed1ng qu\u1ea3n tr\u1ecb n\u1ed9i b\u1ed9. Khi vi\u1ec7c r\u00e0 so\u00e1t, ki\u1ec3m ch\u1ee9ng v\u00e0 ghi nh\u1eadn sai l\u1ec7ch tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n c\u1ee7a th\u00f3i quen l\u00e0m vi\u1ec7c, t\u1ed5 ch\u1ee9c s\u1ebd d\u1ea7n h\u00ecnh th\u00e0nh&nbsp;v\u0103n h\u00f3a \u201cAI c\u00f3 tr\u00e1ch nhi\u1ec7m\u201d,&nbsp;n\u01a1i c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng hi\u1ec7u qu\u1ea3 nh\u01b0ng v\u1eabn \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c, minh b\u1ea1ch v\u00e0 \u0111\u1ea1o \u0111\u1ee9c ngh\u1ec1 nghi\u1ec7p.&nbsp;<\/p>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li><strong>S\u1eec D\u1ee4NG V\u00c0 PH\u00c1T TRI\u1ec2N K\u1ef8 THU\u1eacT GI\u1ea2M THI\u1ec2U \u1ea2O GI\u00c1C<\/strong><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Song song v\u1edbi vi\u1ec7c ki\u1ec3m so\u00e1t b\u1eb1ng con ng\u01b0\u1eddi, c\u00e1c gi\u1ea3i ph\u00e1p k\u1ef9 thu\u1eadt c\u0169ng \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t trong vi\u1ec7c\u00a0gi\u1ea3m thi\u1ec3u hi\u1ec7n t\u01b0\u1ee3ng \u201c\u1ea3o gi\u00e1c\u201d c\u1ee7a AI.\u00a0Nh\u1eefng m\u00f4 h\u00ecnh hi\u1ec7n \u0111\u1ea1i ng\u00e0y nay \u0111\u01b0\u1ee3c tinh ch\u1ec9nh \u0111\u1ec3\u00a0nh\u1eadn di\u1ec7n khi n\u00e0o ch\u00fang kh\u00f4ng ch\u1eafc ch\u1eafn, t\u1eeb \u0111\u00f3 c\u00f3 th\u1ec3 ph\u1ea3n h\u1ed3i \u201cT\u00f4i kh\u00f4ng bi\u1ebft\u201d thay v\u00ec c\u1ed1 g\u1eafng \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi sai.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t s\u1ed1 doanh nghi\u1ec7p \u0111ang \u00e1p d\u1ee5ng&nbsp;c\u01a1 ch\u1ebf \u0111\u00e1nh gi\u00e1 ch\u00e9o gi\u1eefa nhi\u1ec1u m\u00f4 h\u00ecnh&nbsp;(cross-validation) \u0111\u1ec3 x\u00e1c th\u1ef1c th\u00f4ng tin, ho\u1eb7c&nbsp;t\u1ed1i \u01b0u quy tr\u00ecnh hu\u1ea5n luy\u1ec7n (fine-tuning)&nbsp;v\u1edbi b\u1ed9 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t ch\u1eb7t ch\u1ebd h\u01a1n, gi\u00fap AI h\u1ecdc c\u00e1ch ph\u00e2n bi\u1ec7t gi\u1eefa s\u1ef1 th\u1eadt v\u00e0 suy di\u1ec5n.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ngo\u00e0i ra, vi\u1ec7c&nbsp;gi\u1edbi h\u1ea1n ph\u1ea1m vi \u1ee9ng d\u1ee5ng AI&nbsp;trong c\u00e1c t\u00ecnh hu\u1ed1ng \u0111\u00f2i h\u1ecfi \u0111\u1ed9 ch\u00ednh x\u00e1c tuy\u1ec7t \u0111\u1ed1i, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u01b0 v\u1ea5n y khoa, ph\u00e1p l\u00fd, t\u00e0i ch\u00ednh l\u00e0 b\u01b0\u1edbc c\u1ea7n thi\u1ebft \u0111\u1ec3 gi\u1ea3m r\u1ee7i ro.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khi \u0111\u01b0\u1ee3c v\u1eadn h\u00e0nh c\u00f9ng nh\u1eefng bi\u1ec7n ph\u00e1p k\u1ef9 thu\u1eadt n\u00e0y, h\u1ec7 th\u1ed1ng AI kh\u00f4ng ch\u1ec9 \u0111\u00e1ng tin c\u1eady h\u01a1n m\u00e0 c\u00f2n ph\u1ea3n \u00e1nh\u00a0c\u00e1ch doanh nghi\u1ec7p ch\u1ee7 \u0111\u1ed9ng ki\u1ec3m so\u00e1t v\u00e0 ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1edbi c\u00f4ng ngh\u1ec7 m\u00e0 m\u00ecnh s\u1eed d\u1ee5ng.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Cach-doanh-nghiep-va-lanh-dao-nen-doi-pho-va-kiem-soat-ao-giac-AI-1024x576.jpg\" alt=\"C\u00e1ch doanh nghi\u1ec7p v\u00e0 l\u00e3nh \u0111\u1ea1o n\u00ean \u0111\u1ed1i ph\u00f3 v\u00e0 ki\u1ec3m so\u00e1t \u1ea3o gi\u00e1c AI\" class=\"wp-image-18175\" srcset=\"https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Cach-doanh-nghiep-va-lanh-dao-nen-doi-pho-va-kiem-soat-ao-giac-AI-1024x576.jpg 1024w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Cach-doanh-nghiep-va-lanh-dao-nen-doi-pho-va-kiem-soat-ao-giac-AI-300x169.jpg 300w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Cach-doanh-nghiep-va-lanh-dao-nen-doi-pho-va-kiem-soat-ao-giac-AI-768x432.jpg 768w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Cach-doanh-nghiep-va-lanh-dao-nen-doi-pho-va-kiem-soat-ao-giac-AI-18x10.jpg 18w, https:\/\/gemglobal.edu.vn\/wp-content\/uploads\/2025\/10\/Cach-doanh-nghiep-va-lanh-dao-nen-doi-pho-va-kiem-soat-ao-giac-AI.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u201c\u1ea2o gi\u00e1c AI\u201d kh\u00f4ng ch\u1ec9 l\u00e0 l\u1ed7i k\u1ef9 thu\u1eadt m\u00e0 l\u00e0&nbsp;h\u1ec7 qu\u1ea3 t\u1ef1 nhi\u00ean c\u1ee7a c\u00e1ch m\u00e1y h\u1ecdc suy lu\u1eadn t\u1eeb d\u1eef li\u1ec7u, thay v\u00ec hi\u1ec3u b\u1ea3n ch\u1ea5t s\u1ef1 th\u1eadt. \u0110i\u1ec1u n\u00e0y khi\u1ebfn doanh nghi\u1ec7p ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi r\u1ee7i ro th\u00f4ng tin sai l\u1ec7ch, n\u1ebfu kh\u00f4ng c\u00f3 c\u01a1 ch\u1ebf ki\u1ec3m so\u00e1t v\u00e0 con ng\u01b0\u1eddi gi\u00e1m s\u00e1t.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V\u1edbi nh\u00e0 l\u00e3nh \u0111\u1ea1o, \u0111i\u1ec1u quan tr\u1ecdng kh\u00f4ng ph\u1ea3i l\u00e0 tr\u00e1nh AI, m\u00e0 l\u00e0&nbsp;h\u1ecdc c\u00e1ch qu\u1ea3n tr\u1ecb n\u00f3 th\u00f4ng minh h\u01a1n,&nbsp;thi\u1ebft l\u1eadp quy tr\u00ecnh ki\u1ec3m duy\u1ec7t, chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u v\u00e0 n\u00e2ng cao n\u0103ng l\u1ef1c \u0111\u1ed9i ng\u0169. Khi AI \u0111\u01b0\u1ee3c \u0111\u1eb7t trong khu\u00f4n kh\u1ed5 qu\u1ea3n tr\u1ecb minh b\u1ea1ch v\u00e0 c\u00f3 tr\u00e1ch nhi\u1ec7m, n\u00f3 s\u1ebd tr\u1edf th\u00e0nh&nbsp;tr\u1ee3 l\u00fd chi\u1ebfn l\u01b0\u1ee3c \u0111\u00e1ng tin c\u1eady, thay v\u00ec m\u1ed1i lo ti\u1ec1m \u1ea9n.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">H\u00e3y b\u1eaft \u0111\u1ea7u b\u1eb1ng nh\u1eefng b\u01b0\u1edbc nh\u1ecf:\u00a0ki\u1ec3m tra, x\u00e1c minh v\u00e0 \u0111\u00e0o t\u1ea1o con ng\u01b0\u1eddi s\u1eed d\u1ee5ng AI \u0111\u00fang c\u00e1ch,\u00a0v\u00ec trong k\u1ef7 nguy\u00ean AI, \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 s\u1ef1 th\u1eadt s\u1ebd l\u00e0 l\u1ee3i th\u1ebf c\u1ea1nh tranh l\u1edbn nh\u1ea5t.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>T\u00ccM HI\u1ec2U TH\u00caM C\u00c1C KH\u00d3A H\u1eccC T\u1eea GEM GLOBAL: <a href=\"https:\/\/gemglobal.edu.vn\/en\/lich-khai-giang-tong-hop\/\">T\u1ea1i \u0111\u00e2y<\/a><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"featured_media":18170,"template":"","chuyen-muc-tai-lieu":[49],"class_list":["post-18167","tai-lieu","type-tai-lieu","status-publish","has-post-thumbnail","hentry","chuyen-muc-tai-lieu-ky-nang-ai"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/tai-lieu\/18167","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/tai-lieu"}],"about":[{"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/types\/tai-lieu"}],"version-history":[{"count":3,"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/tai-lieu\/18167\/revisions"}],"predecessor-version":[{"id":18176,"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/tai-lieu\/18167\/revisions\/18176"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/media\/18170"}],"wp:attachment":[{"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/media?parent=18167"}],"wp:term":[{"taxonomy":"chuyen-muc-tai-lieu","embeddable":true,"href":"https:\/\/gemglobal.edu.vn\/en\/wp-json\/wp\/v2\/chuyen-muc-tai-lieu?post=18167"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}