{"id":57269,"date":"2025-11-27T08:00:51","date_gmt":"2025-11-26T23:00:51","guid":{"rendered":"https:\/\/norimen.net\/?p=57269"},"modified":"2025-11-21T18:31:51","modified_gmt":"2025-11-21T09:31:51","slug":"nganh-xay-dung-se-duoc-ai-thay-doi-nhu-the-nao-thi-cong","status":"publish","type":"post","link":"https:\/\/norimen.net\/vi\/ai%e3%81%ab%e3%82%88%e3%81%a3%e3%81%a6%e3%80%81%e5%bb%ba%e8%a8%ad%e6%a5%ad%e7%95%8c%e3%81%af%e3%81%a9%e3%81%86%e5%a4%89%e9%9d%a9%e3%81%95%e3%82%8c%e3%82%8b%e3%81%8b%ef%bc%9f%ef%bc%88%e6%96%bd%e5%b7%a5\/","title":{"rendered":"AI s\u1ebd mang l\u1ea1i nh\u1eefng thay \u0111\u1ed5i nh\u01b0 th\u1ebf n\u00e0o cho ng\u00e0nh x\u00e2y d\u1ef1ng? (T\u1eeb \u201cTh\u1ea7n thi c\u00f4ng\u201d)"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-57270\" src=\"https:\/\/norimen.net\/wordpress\/wp-content\/uploads\/2025\/11\/31969713_m-1024x681-1.jpg\" alt=\"V\u1ecb th\u1ea7n thi c\u00f4ng\" width=\"600\" height=\"399\" \/><\/p>\n<p>Ng\u00e0nh x\u00e2y d\u1ef1ng hi\u1ec7n \u0111ang \u0111\u1ee9ng tr\u01b0\u1edbc m\u1ed9t b\u01b0\u1edbc ngo\u1eb7t l\u1ecbch s\u1eed. Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p n\u00e0y, v\u1ed1n \u0111\u00e3 ph\u1ee5 thu\u1ed9c v\u00e0o b\u00e0n tay v\u00e0 kinh nghi\u1ec7m c\u1ee7a con ng\u01b0\u1eddi trong h\u00e0ng ngh\u00ecn n\u0103m qua, m\u1ed9t s\u1ee9c m\u1ea1nh m\u1edbi mang t\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang b\u1eaft \u0111\u1ea7u th\u00e2m nh\u1eadp m\u1ed9t c\u00e1ch \u00e2m th\u1ea7m. T\u00e1c \u0111\u1ed9ng c\u1ee7a n\u00f3 \u0111\u00e3 b\u1eaft \u0111\u1ea7u th\u1ec3 hi\u1ec7n d\u01b0\u1edbi nh\u1eefng h\u00ecnh th\u1ee9c c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c \u2014 r\u00fat ng\u1eafn th\u1eddi gian thi c\u00f4ng, c\u1eaft gi\u1ea3m chi ph\u00ed v\u00e0 n\u00e2ng cao an to\u00e0n. Tuy nhi\u00ean, \u0111\u1eb1ng sau s\u1ef1 \u0111\u1ed5i m\u1edbi c\u00f4ng ngh\u1ec7 n\u00e0y l\u1ea1i \u1ea9n ch\u1ee9a nh\u1eefng r\u1ee7i ro nghi\u00eam tr\u1ecdng m\u00e0 c\u00e1c b\u00ean li\u00ean quan trong ng\u00e0nh ch\u01b0a nh\u1eadn th\u1ee9c \u0111\u1ea7y \u0111\u1ee7.<\/p>\n<p>S\u1ef1 chuy\u1ec3n \u0111\u1ed5i trong ng\u00e0nh x\u00e2y d\u1ef1ng do tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) mang l\u1ea1i kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c c\u00f4ng vi\u1ec7c, m\u00e0 c\u00f2n \u0111\u00e1nh d\u1ea5u m\u1ed9t s\u1ef1 thay \u0111\u1ed5i m\u00f4 h\u00ecnh c\u0103n b\u1ea3n. T\u00ednh \u0111\u1ebfn n\u0103m 2025, AI \u0111\u00e3 b\u1eaft \u0111\u1ea7u \u0111\u00f3ng vai tr\u00f2 l\u00e0 \u201cn\u1ec1n t\u1ea3ng tr\u00ed tu\u1ec7\u201d gi\u00fap t\u00e1i c\u1ea5u tr\u00fac to\u00e0n b\u1ed9 quy tr\u00ecnh x\u00e2y d\u1ef1ng, t\u1eeb thi\u1ebft k\u1ebf \u0111\u1ebfn thi c\u00f4ng v\u00e0 b\u1ea3o tr\u00ec. Tuy nhi\u00ean, s\u1ef1 chuy\u1ec3n \u0111\u1ed5i n\u00e0y kh\u00f4ng ch\u1ec9 mang l\u1ea1i \u00e1nh s\u00e1ng m\u00e0 c\u00f2n \u1ea9n ch\u1ee9a nh\u1eefng m\u1eb7t t\u1ed1i s\u00e2u s\u1eafc.<\/p>\n<p>Li\u1ec7u ng\u00e0nh x\u00e2y d\u1ef1ng s\u1ebd \u0111\u01b0\u1ee3c AI thay \u0111\u1ed5i nh\u01b0 th\u1ebf n\u00e0o? V\u00e0 nh\u1eefng c\u1ea1m b\u1eaby m\u00e0 ch\u00fang ta s\u1ebd ph\u1ea3i \u0111\u1ed1i m\u1eb7t trong qu\u00e1 tr\u00ecnh \u0111\u00f3 l\u00e0 g\u00ec? H\u00e3y c\u00f9ng l\u00e0m s\u00e1ng t\u1ecf th\u1ef1c t\u1ebf ph\u1ee9c t\u1ea1p n\u00e0y d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u00e0 c\u00e1c v\u00ed d\u1ee5 c\u1ee5 th\u1ec3.<\/p>\n<h2 id=\"anc-0\">M\u1ee9c \u0111\u1ed9 chuy\u1ec3n \u0111\u1ed5i: Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) s\u1ebd thay \u0111\u1ed5i ng\u00e0nh x\u00e2y d\u1ef1ng \u0111\u1ebfn m\u1ee9c n\u00e0o?<\/h2>\n<p>Vi\u1ec7c \u00e1p d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong ng\u00e0nh x\u00e2y d\u1ef1ng \u0111ang mang l\u1ea1i nh\u1eefng thay \u0111\u1ed5i c\u0103n b\u1ea3n, v\u01b0\u1ee3t xa ph\u1ea1m vi t\u1ef1 \u0111\u1ed9ng h\u00f3a b\u1ec1 ngo\u00e0i. \u0110\u1ec3 \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 s\u00e2u s\u1eafc c\u1ee7a s\u1ef1 thay \u0111\u1ed5i n\u00e0y, tr\u01b0\u1edbc ti\u00ean c\u1ea7n ph\u1ea3i x\u00e1c minh m\u1ee9c \u0111\u1ed9 th\u00e2m nh\u1eadp c\u1ee7a c\u00f4ng ngh\u1ec7 AI hi\u1ec7n nay c\u0169ng nh\u01b0 nh\u1eefng thay \u0111\u1ed5i c\u1ee5 th\u1ec3 m\u00e0 n\u00f3 \u0111ang t\u1ea1o ra.<\/p>\n<p>Vi\u1ec7c \u00e1p d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) t\u1ea1i c\u00e1c c\u00f4ng tr\u01b0\u1eddng x\u00e2y d\u1ef1ng \u0111ang cho th\u1ea5y ti\u1ec1m n\u0103ng thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 n\u0103ng su\u1ea5t c\u1ee7a ng\u00e0nh. Theo ph\u00e2n t\u00edch c\u1ee7a m\u1ed9t ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u00f4ng n\u01b0\u1edbc ngo\u00e0i, AI \u0111\u00e3 mang l\u1ea1i nh\u1eefng k\u1ebft qu\u1ea3 c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c trong vi\u1ec7c n\u00e2ng cao hi\u1ec7u qu\u1ea3 d\u1ef1 \u00e1n v\u00e0 c\u1eaft gi\u1ea3m chi ph\u00ed, \u0111\u1ed3ng th\u1eddi ph\u1ea1m vi \u1ea3nh h\u01b0\u1edfng c\u1ee7a n\u00f3 c\u00f2n r\u1ed9ng h\u01a1n d\u1ef1 ki\u1ebfn.<\/p>\n<p>Tuy nhi\u00ean, \u0111\u1ec3 hi\u1ec3u r\u00f5 th\u1ef1c tr\u1ea1ng c\u1ee7a cu\u1ed9c c\u00e1ch m\u1ea1ng n\u00e0y, c\u1ea7n ph\u1ea3i n\u1eafm b\u1eaft ch\u00ednh x\u00e1c b\u1ea3n ch\u1ea5t c\u1ee7a c\u00e1c c\u00f4ng ngh\u1ec7 AI \u0111ang chi\u1ebfm \u01b0u th\u1ebf hi\u1ec7n nay. Ph\u1ea7n l\u1edbn c\u00e1c h\u1ec7 th\u1ed1ng AI \u0111ang \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng t\u1ea1i c\u00e1c c\u00f4ng tr\u01b0\u1eddng x\u00e2y d\u1ef1ng l\u00e0 c\u00e1c m\u00f4 h\u00ecnh chuy\u00ean d\u1ee5ng d\u1ef1a tr\u00ean h\u1ecdc m\u00e1y (ML) v\u00e0 h\u1ecdc s\u00e2u (DL). M\u1eb7c d\u00f9 c\u00e1c c\u00f4ng ngh\u1ec7 n\u00e0y th\u1ec3 hi\u1ec7n kh\u1ea3 n\u0103ng v\u01b0\u1ee3t tr\u1ed9i trong ph\u00e2n t\u00edch d\u1ef1 b\u00e1o v\u00e0 nh\u1eadn d\u1ea1ng m\u1eabu, nh\u01b0ng ch\u00fang v\u1eabn \u0111ang \u1edf giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n ban \u0111\u1ea7u \u0111\u1ed1i v\u1edbi c\u00e1c t\u00e1c v\u1ee5 \u0111\u00f2i h\u1ecfi t\u00ednh s\u00e1ng t\u1ea1o nh\u01b0 AI t\u1ea1o sinh.<\/p>\n<p>M\u1eb7c d\u00f9 ML\/DL \u0111\u00e3 tr\u1edf th\u00e0nh c\u00f4ng ngh\u1ec7 tr\u01b0\u1edfng th\u00e0nh v\u00e0 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i trong vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a d\u1ef1a tr\u00ean d\u1eef li\u1ec7u t\u1ea1i hi\u1ec7n tr\u01b0\u1eddng, nh\u01b0ng ph\u1ea7n l\u1edbn c\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y v\u1eabn n\u1eb1m trong ph\u1ea1m vi \u201ct\u1ef1 \u0111\u1ed9ng h\u00f3a cao c\u1ea5p\u201d. So v\u1edbi kh\u1ea3 n\u0103ng s\u00e1ng t\u1ea1o \u0111\u1ed9t ph\u00e1 c\u1ee7a AI t\u1ea1o sinh, m\u1ee9c \u0111\u1ed9 tr\u01b0\u1edfng th\u00e0nh v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt c\u1ee7a AI trong l\u0129nh v\u1ef1c x\u00e2y d\u1ef1ng v\u1eabn \u0111ang trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n, v\u00e0 c\u00f3 th\u1ec3 n\u00f3i r\u1eb1ng cu\u1ed9c c\u00e1ch m\u1ea1ng th\u1ef1c s\u1ef1 m\u1edbi ch\u1ec9 b\u1eaft \u0111\u1ea7u t\u1eeb \u0111\u00e2y.<\/p>\n<h3>T\u1ea7ng \u0111\u1ea7u ti\u00ean c\u1ee7a s\u1ef1 chuy\u1ec3n \u0111\u1ed5i: Cu\u1ed9c c\u00e1ch m\u1ea1ng trong d\u1ef1 b\u00e1o v\u00e0 l\u1eadp k\u1ebf ho\u1ea1ch<\/h3>\n<p>L\u00e0n s\u00f3ng \u0111\u1ea7u ti\u00ean c\u1ee7a cu\u1ed9c c\u00e1ch m\u1ea1ng do tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) mang l\u1ea1i th\u1ec3 hi\u1ec7n r\u00f5 qua s\u1ef1 c\u1ea3i thi\u1ec7n v\u01b0\u1ee3t b\u1eadc v\u1ec1 kh\u1ea3 n\u0103ng d\u1ef1 b\u00e1o. Trong ng\u00e0nh x\u00e2y d\u1ef1ng truy\u1ec1n th\u1ed1ng, nh\u1eefng t\u00ecnh hu\u1ed1ng \u201cngo\u00e0i d\u1ef1 ki\u1ebfn\u201d t\u1eebng l\u00e0 chuy\u1ec7n th\u01b0\u1eddng ng\u00e0y, nh\u01b0ng c\u00e1c thu\u1eadt to\u00e1n AI \u0111\u00e3 ph\u00e2n t\u00edch l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u00e0 c\u00f3 \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc nh\u1eefng r\u1ee7i ro v\u1ed1n \u0111\u01b0\u1ee3c coi l\u00e0 kh\u00f4ng th\u1ec3 d\u1ef1 b\u00e1o tr\u01b0\u1edbc \u0111\u00e2y.<\/p>\n<p>M\u1ed9t c\u00f4ng c\u1ee5 do m\u1ed9t c\u00f4ng ty n\u01b0\u1edbc ngo\u00e0i ph\u00e1t tri\u1ec3n \u0111\u00e3 \u0111\u01b0a v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf \u201cm\u00f4 h\u00ecnh d\u1ef1 b\u00e1o r\u1ee7i ro\u201d, k\u1ebft h\u1ee3p d\u1eef li\u1ec7u kh\u00ed t\u01b0\u1ee3ng v\u00e0 t\u00ecnh h\u00ecnh cung \u1ee9ng v\u1eadt t\u01b0 \u0111\u1ec3 c\u1ea3nh b\u00e1o tr\u01b0\u1edbc v\u1ec1 c\u00e1c s\u1ef1 ch\u1eadm tr\u1ec5. Nh\u1edd \u0111\u00f3, c\u00e1c qu\u1ea3n l\u00fd d\u1ef1 \u00e1n c\u00f3 th\u1ec3 ch\u1ee7 \u0111\u1ed9ng th\u1ef1c hi\u1ec7n c\u00e1c bi\u1ec7n ph\u00e1p ph\u00f2ng ng\u1eeba \u0111\u1ed1i v\u1edbi c\u00e1c v\u1ea5n \u0111\u1ec1 ti\u1ec1m \u1ea9n, t\u1eeb \u0111\u00f3 bi\u1ebfn s\u1ef1 chuy\u1ec3n \u0111\u1ed5i m\u00f4 h\u00ecnh t\u1eeb \u201cch\u1eefa ch\u00e1y\u201d sang \u201cph\u00f2ng ng\u1eeba\u201d th\u00e0nh hi\u1ec7n th\u1ef1c.<\/p>\n<p>V\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o sinh (Generative AI), qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i n\u00e0y \u0111ang \u0111\u01b0\u1ee3c \u0111\u1ea9y m\u1ea1nh h\u01a1n n\u1eefa. Vi\u1ec7c tham quan c\u00f4ng tr\u00ecnh \u1ea3o \u0111\u00e3 tr\u1edf th\u00e0nh hi\u1ec7n th\u1ef1c, v\u00e0 vi\u1ec7c m\u00f4 ph\u1ecfng tr\u00ean m\u00f4 h\u00ecnh 3D \u0111\u00e3 tr\u1edf th\u00e0nh ho\u1ea1t \u0111\u1ed9ng th\u01b0\u1eddng ng\u00e0y. Theo t\u00e0i li\u1ec7u c\u1ee7a Autodesk, vi\u1ec7c t\u00edch h\u1ee3p AI v\u00e0 BIM \u0111\u00e3 mang l\u1ea1i k\u1ebft qu\u1ea3 c\u1ee5 th\u1ec3 l\u00e0 gi\u1ea3m \u0111\u01b0\u1ee3c h\u01a1n 30% l\u1ed7i ngay t\u1eeb giai \u0111o\u1ea1n thi\u1ebft k\u1ebf.<\/p>\n<p>\u0110\u00e1ng ch\u00fa \u00fd nh\u1ea5t l\u00e0 tr\u01b0\u1eddng h\u1ee3p c\u1ee7a c\u00f4ng c\u1ee5 AI do BotBuilt ph\u00e1t tri\u1ec3n. H\u1ec7 th\u1ed1ng n\u00e0y qu\u00e9t s\u01a1 \u0111\u1ed3 m\u1eb7t b\u1eb1ng, t\u1ef1 \u0111\u1ed9ng tr\u00edch xu\u1ea5t nh\u00e3n v\u00e0 k\u00edch th\u01b0\u1edbc c\u00e1c ph\u00f2ng \u0111\u1ec3 \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh l\u1eadp d\u1ef1 to\u00e1n. Nhi\u1ec7m v\u1ee5 m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y ph\u1ea3i nh\u1edd \u0111\u1ebfn h\u00e0ng ngh\u00ecn nh\u00e2n c\u00f4ng th\u1ef1c hi\u1ec7n th\u1ee7 c\u00f4ng nay \u0111\u01b0\u1ee3c ho\u00e0n th\u00e0nh trong v\u00f2ng ch\u01b0a \u0111\u1ea7y 2 ph\u00fat, gi\u00fap n\u00e2ng cao hi\u1ec7u qu\u1ea3 c\u00f4ng vi\u1ec7c c\u1ee7a c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd x\u00e2y d\u1ef1ng m\u1ed9t c\u00e1ch \u0111\u00e1ng k\u1ec3. Nh\u1edd kh\u1ea3 n\u0103ng c\u1eadp nh\u1eadt c\u00e1c thay \u0111\u1ed5i thi\u1ebft k\u1ebf v\u00e0o h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd c\u00f4ng tr\u01b0\u1eddng trong v\u00f2ng ch\u01b0a \u0111\u1ea7y 9 ph\u00fat, h\u1ec7 th\u1ed1ng n\u00e0y cho ph\u00e9p th\u1ef1c hi\u1ec7n c\u00e1c gi\u1ea3i ph\u00e1p t\u00f9y ch\u1ec9nh v\u01b0\u1ee3t ra ngo\u00e0i c\u00e1c r\u00e0ng bu\u1ed9c c\u1ee7a ti\u00eau chu\u1ea9n h\u00f3a, \u0111\u1ed3ng th\u1eddi \u0111\u00e3 ch\u1ee9ng minh \u0111\u01b0\u1ee3c hi\u1ec7u qu\u1ea3 trong vi\u1ec7c gi\u1ea3m chi ph\u00ed t\u1eeb 450 \u0111\u00f4 la (kho\u1ea3ng 66.000 y\u00ean) xu\u1ed1ng c\u00f2n 275 \u0111\u00f4 la (kho\u1ea3ng 40.000 y\u00ean) cho m\u1ed7i foot vu\u00f4ng (kho\u1ea3ng 0,093 m\u00b2).<\/p>\n<p>Tuy nhi\u00ean, \u0111\u00e2y ch\u00ednh l\u00e0 c\u1ea1m b\u1eaby \u0111\u1ea7u ti\u00ean. Do nh\u1eefng th\u00e0nh t\u1ef1u \u0111\u1ed9t ph\u00e1 n\u00e0y ho\u00e0n to\u00e0n ph\u1ee5 thu\u1ed9c v\u00e0o vi\u1ec7c nh\u1eadp li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao, n\u00ean c\u1ea7n ph\u1ea3i thi\u1ebft k\u1ebf l\u1ea1i t\u1eeb g\u1ed1c r\u1ec5 ch\u00ednh quy tr\u00ecnh thu th\u1eadp d\u1eef li\u1ec7u t\u1ea1i hi\u1ec7n tr\u01b0\u1eddng. N\u1ebfu ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u th\u1ea5p, c\u00e1c d\u1ef1 \u0111o\u00e1n c\u1ee7a AI c\u00f3 nguy c\u01a1 ch\u1ec9 c\u00f2n l\u00e0 nh\u1eefng \u201cph\u1ecfng \u0111o\u00e1n cao c\u1ea5p\u201d m\u00e0 th\u00f4i.<\/p>\n<h3>T\u1ea7ng th\u1ee9 hai c\u1ee7a qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i: S\u1ef1 thay \u0111\u1ed5i c\u0103n b\u1ea3n trong qu\u1ea3n l\u00fd an to\u00e0n<\/h3>\n<p>Tai n\u1ea1n t\u1eed vong t\u1ea1i c\u00f4ng tr\u01b0\u1eddng x\u00e2y d\u1ef1ng v\u1eabn l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 nghi\u00eam tr\u1ecdng \u0111\u1ed1i v\u1edbi to\u00e0n ng\u00e0nh, nh\u01b0ng vi\u1ec7c \u00e1p d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang thay \u0111\u1ed5i c\u0103n b\u1ea3n c\u00e1ch ti\u1ebfp c\u1eadn qu\u1ea3n l\u00fd an to\u00e0n. C\u00e1c thi\u1ebft b\u1ecb nh\u01b0 m\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i (drone) v\u00e0 thi\u1ebft b\u1ecb \u0111eo \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p AI \u0111ang d\u1ea7n t\u1ea1o ra s\u1ef1 chuy\u1ec3n \u0111\u1ed5i m\u00f4 h\u00ecnh t\u1eeb qu\u1ea3n l\u00fd an to\u00e0n \u201cph\u1ea3n \u1ee9ng sau s\u1ef1 c\u1ed1\u201d truy\u1ec1n th\u1ed1ng sang m\u00f4 h\u00ecnh \u201cph\u00f2ng ng\u1eeba\u201d.<\/p>\n<p>Trong b\u00e1o c\u00e1o c\u1ee7a AMTEC, c\u00f3 r\u1ea5t nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p \u0111\u01b0\u1ee3c ghi nh\u1eadn v\u1ec1 vi\u1ec7c AI ph\u00e1t hi\u1ec7n nguy hi\u1ec3m theo th\u1eddi gian th\u1ef1c v\u00e0 \u0111\u1ea3m b\u1ea3o an to\u00e0n cho c\u00f4ng nh\u00e2n. Trong l\u0129nh v\u1ef1c t\u1ef1 \u0111\u1ed9ng h\u00f3a s\u1ed5 nh\u1eadt k\u00fd c\u00f4ng tr\u01b0\u1eddng, c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Gather Insights \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf; nh\u1edd \u0111\u00f3, AI ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh v\u00e0 d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng t\u1ea1o b\u00e1o c\u00e1o, gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 g\u00e1nh n\u1eb7ng c\u00f4ng vi\u1ec7c h\u00e0nh ch\u00ednh cho c\u00e1c qu\u1ea3n l\u00fd c\u00f4ng tr\u01b0\u1eddng.<\/p>\n<p>T\u1ea1i c\u00e1c c\u00f4ng tr\u01b0\u1eddng x\u00e2y d\u1ef1ng \u1edf Trung Qu\u1ed1c, h\u1ec7 th\u1ed1ng k\u1ebft h\u1ee3p m\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i (drone) v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang ph\u00e1t hi\u1ec7n c\u00e1c khuy\u1ebft t\u1eadt k\u1ebft c\u1ea5u v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f4ng t\u00e1c ki\u1ec3m tra. \u0110\u00e3 c\u00f3 b\u00e1o c\u00e1o v\u1ec1 tr\u01b0\u1eddng h\u1ee3p h\u1ec7 th\u1ed1ng n\u00e0y x\u00e1c \u0111\u1ecbnh ngay l\u1eadp t\u1ee9c c\u00e1c b\u1ea5t th\u01b0\u1eddng \u1edf d\u1ea7m v\u00e0 bu-l\u00f4ng \u2013 nh\u1eefng l\u1ed7i m\u00e0 m\u1eaft ng\u01b0\u1eddi th\u01b0\u1eddng d\u1ec5 b\u1ecf s\u00f3t \u2013 t\u1eeb \u0111\u00f3 gi\u00fap gi\u1ea3m 50% nh\u00e2n c\u00f4ng. C\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh do SapientPro ph\u00e1t tri\u1ec3n gi\u00e1m s\u00e1t c\u00e1c r\u1ee7i ro an to\u00e0n t\u1eeb h\u00ecnh \u1ea3nh m\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i v\u00e0 camera CCTV, \u0111\u1ed3ng th\u1eddi theo d\u00f5i s\u1ef1 ch\u1eadm tr\u1ec5 trong ti\u1ebfn \u0111\u1ed9 thi c\u00f4ng. Vi\u1ec7c \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y t\u1ea1i c\u00e1c c\u00f4ng tr\u01b0\u1eddng th\u1ef1c t\u1ebf \u0111\u00e3 gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 t\u1ef7 l\u1ec7 tai n\u1ea1n.<\/p>\n<p>Tuy nhi\u00ean, \u1edf \u0111\u00e2y l\u1ea1i t\u1ed3n t\u1ea1i m\u1ed9t c\u1ea1m b\u1eaby th\u1ee9 hai. M\u1eb7c d\u00f9 c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y cho th\u1ea5y ti\u1ec1m n\u0103ng c\u1ee7a \u201cqu\u1ea3n l\u00fd k\u1ebft h\u1ee3p\u201d, trong \u0111\u00f3 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) b\u1ed5 sung cho s\u1ef1 gi\u00e1m s\u00e1t c\u1ee7a con ng\u01b0\u1eddi, nh\u01b0ng c\u0169ng n\u1ea3y sinh nh\u1eefng lo ng\u1ea1i v\u1ec1 vi\u1ec7c x\u00e2m ph\u1ea1m nghi\u00eam tr\u1ecdng quy\u1ec1n ri\u00eang t\u01b0. H\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t t\u1eebng c\u1eed ch\u1ec9, h\u00e0nh \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi lao \u0111\u1ed9ng ti\u1ec1m \u1ea9n r\u1ee7i ro bi\u1ebfn n\u01a1i l\u00e0m vi\u1ec7c th\u00e0nh m\u1ed9t x\u00e3 h\u1ed9i gi\u00e1m s\u00e1t, d\u00f9 \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 mang l\u1ea1i s\u1ef1 c\u1ea3i thi\u1ec7n v\u1ec1 an to\u00e0n; do \u0111\u00f3, vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c h\u01b0\u1edbng d\u1eabn \u0111\u1ea1o \u0111\u1ee9c \u0111ang tr\u1edf th\u00e0nh nhi\u1ec7m v\u1ee5 c\u1ea5p b\u00e1ch.<\/p>\n<h3>T\u1ea7ng th\u1ee9 ba c\u1ee7a qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i: S\u1ef1 chuy\u1ec3n h\u01b0\u1edbng to\u00e0n di\u1ec7n h\u01b0\u1edbng t\u1edbi t\u00ednh b\u1ec1n v\u1eefng<\/h3>\n<p>Trong b\u1ed1i c\u1ea3nh c\u00e1c v\u1ea5n \u0111\u1ec1 m\u00f4i tr\u01b0\u1eddng \u0111ang tr\u1edf th\u00e0nh th\u00e1ch th\u1ee9c to\u00e0n c\u1ea7u, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang \u0111\u00f3ng vai tr\u00f2 l\u00e0 ch\u1ea5t x\u00fac t\u00e1c gi\u00fap thay \u0111\u1ed5i c\u0103n b\u1ea3n t\u00ednh b\u1ec1n v\u1eefng c\u1ee7a ng\u00e0nh x\u00e2y d\u1ef1ng. Kh\u1ea3 n\u0103ng gi\u1ea3m thi\u1ec3u ch\u1ea5t th\u1ea3i th\u00f4ng qua vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a v\u1eadt li\u1ec7u v\u00e0 gi\u1ea3m \u0111\u00e1ng k\u1ec3 l\u01b0\u1ee3ng kh\u00ed th\u1ea3i carbon c\u1ee7a c\u00e1c d\u1ef1 \u00e1n x\u00e2y d\u1ef1ng \u0111ang t\u1ea1o ra nh\u1eefng gi\u00e1 tr\u1ecb v\u01b0\u1ee3t xa ph\u1ea1m vi \u0111\u01a1n thu\u1ea7n l\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3.<\/p>\n<p>Theo d\u1ef1 b\u00e1o c\u1ee7a StartUs Insights, vi\u1ec7c \u00e1p d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) s\u1ebd m\u1edf r\u1ed9ng tr\u00ean to\u00e0n c\u1ea7u v\u00e0o n\u0103m 2025, c\u00f3 kh\u1ea3 n\u0103ng t\u1ea1o ra m\u1ed9t th\u1ecb tr\u01b0\u1eddng tr\u1ecb gi\u00e1 h\u00e0ng ngh\u00ecn t\u1ef7 \u0111\u00f4 la (h\u00e0ng tr\u0103m ngh\u00ecn t\u1ef7 y\u00ean) v\u1ec1 m\u1eb7t t\u00e1c \u0111\u1ed9ng kinh t\u1ebf. \u0110\u1eb7c bi\u1ec7t \u0111\u00e1ng ch\u00fa \u00fd l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p v\u1edbi c\u00f4ng ngh\u1ec7 robot. Trong b\u1ed1i c\u1ea3nh robot in 3D \u0111ang d\u1ea7n thay th\u1ebf c\u00e1c ph\u01b0\u01a1ng ph\u00e1p x\u00e2y d\u1ef1ng truy\u1ec1n th\u1ed1ng, nh\u00e0 m\u00e1y vi m\u00f4 \u0111i\u1ec1u khi\u1ec3n b\u1eb1ng AI do Cosmic Buildings v\u00e0 ABB Robotics h\u1ee3p t\u00e1c ph\u00e1t tri\u1ec3n \u0111ang \u0111\u1ea9y nhanh \u0111\u00e1ng k\u1ec3 qu\u00e1 tr\u00ecnh t\u00e1i thi\u1ebft nh\u00e0 \u1edf sau c\u00e1c v\u1ee5 ch\u00e1y r\u1eebng. H\u1ec7 th\u1ed1ng n\u00e0y \u0111\u00e3 ch\u1ee9ng minh kh\u1ea3 n\u0103ng r\u00fat ng\u1eafn th\u1eddi gian x\u00e2y d\u1ef1ng t\u1ed1i \u0111a 70%, gi\u1ea3m chi ph\u00ed 30% v\u00e0 ho\u00e0n th\u00e0nh nh\u00e0 \u1edf ch\u1ec9 trong v\u00f2ng 12 tu\u1ea7n.<\/p>\n<p>Trong c\u00f4ng ngh\u1ec7 x\u00e2y d\u1ef1ng xanh c\u1ee7a Trung Qu\u1ed1c, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c l\u1eafp \u0111\u1eb7t c\u00e1c t\u1ea5m pin m\u1eb7t tr\u1eddi v\u00e0 h\u1ec7 th\u1ed1ng thu gom n\u01b0\u1edbc m\u01b0a, t\u1eeb \u0111\u00f3 gi\u00fap n\u00e2ng cao \u0111\u00e1ng k\u1ec3 hi\u1ec7u qu\u1ea3 s\u1eed d\u1ee5ng n\u0103ng l\u01b0\u1ee3ng c\u1ee7a c\u00e1c t\u00f2a nh\u00e0. Nh\u1eefng v\u00ed d\u1ee5 n\u00e0y cho th\u1ea5y r\u00f5 ti\u1ec1m n\u0103ng bi\u1ebfn t\u00ednh b\u1ec1n v\u1eefng th\u00e0nh gi\u00e1 tr\u1ecb kinh doanh.<\/p>\n<p>Tuy nhi\u00ean, \u1edf \u0111\u00e2y l\u1ea1i \u1ea9n ch\u1ee9a m\u1ed9t c\u1ea1m b\u1eaby th\u1ee9 ba. Chi ph\u00ed \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u cao khi\u1ebfn c\u00e1c doanh nghi\u1ec7p v\u1eeba v\u00e0 nh\u1ecf kh\u00f3 tham gia th\u1ecb tr\u01b0\u1eddng, t\u1eeb \u0111\u00f3 c\u00f3 nguy c\u01a1 l\u00e0m gia t\u0103ng kho\u1ea3ng c\u00e1ch trong ng\u00e0nh. D\u01b0\u1edbi danh ngh\u0129a m\u1ee5c ti\u00eau b\u1ec1n v\u1eefng, c\u00f3 kh\u1ea3 n\u0103ng s\u1ebd x\u1ea3y ra hi\u1ec7n t\u01b0\u1ee3ng ph\u00e2n c\u1ef1c gi\u1eefa c\u00e1c doanh nghi\u1ec7p \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb c\u00f4ng ngh\u1ec7 v\u00e0 nh\u1eefng doanh nghi\u1ec7p kh\u00f4ng \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i.<\/p>\n<p>Nhi\u1ec1u b\u00e1o c\u00e1o to\u00e0n c\u1ea7u d\u1ef1 b\u00e1o r\u1eb1ng nh\u1eefng thay \u0111\u1ed5i n\u00e0y s\u1ebd gi\u00fap n\u00e2ng cao n\u0103ng su\u1ea5t c\u1ee7a to\u00e0n ng\u00e0nh l\u00ean 35%. C\u00e1c c\u00f4ng ty x\u00e2y d\u1ef1ng th\u1ef1c t\u1ebf \u0111\u00e3 b\u01b0\u1edbc v\u00e0o \u201ccu\u1ed9c \u0111ua v\u0169 trang AI\u201d, v\u00e0 nh\u1eefng doanh nghi\u1ec7p kh\u00f4ng \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 n\u00e0y \u0111ang \u0111\u1ed1i m\u1eb7t v\u1edbi nguy c\u01a1 ng\u00e0y c\u00e0ng cao b\u1ecb \u0111\u00e0o th\u1ea3i kh\u1ecfi th\u1ecb tr\u01b0\u1eddng. C\u00e1c h\u1ec7 th\u1ed1ng nh\u01b0 n\u1ec1n t\u1ea3ng AI c\u1ee7a DigiBuild \u2013 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb nh\u00e0 cung c\u1ea5p \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t m\u1ee9c gi\u00e1 t\u1ed1i \u01b0u v\u00e0 l\u1eadp l\u1ecbch \u0111\u1eb7t h\u00e0ng v\u1eadt li\u1ec7u \u2013 l\u00e0 v\u00ed d\u1ee5 \u0111i\u1ec3n h\u00ecnh v\u1ec1 vi\u1ec7c \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh \u0111\u1ed3ng th\u1eddi n\u00e2ng cao hi\u1ec7u qu\u1ea3 m\u1ed9t c\u00e1ch \u0111\u00e1ng k\u1ec3.<\/p>\n<h2 id=\"anc-1\">B\u1eb1ng ch\u1ee9ng v\u1ec1 s\u1ef1 thay \u0111\u1ed5i: Nh\u1eefng th\u1eed nghi\u1ec7m \u0111ang di\u1ec5n ra tr\u00ean kh\u1eafp th\u1ebf gi\u1edbi<\/h2>\n<p>\u0110\u1ec3 \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 kh\u1ea3 thi c\u1ee7a vi\u1ec7c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i ng\u00e0nh x\u00e2y d\u1ef1ng, ch\u00fang t\u00f4i \u0111\u00e3 l\u1ef1a ch\u1ecdn 5 tr\u01b0\u1eddng h\u1ee3p \u0111i\u1ec3n h\u00ecnh t\u1eeb kh\u1eafp n\u01a1i tr\u00ean th\u1ebf gi\u1edbi v\u00e0 ti\u1ebfn h\u00e0nh ph\u00e2n t\u00edch chi ti\u1ebft. Nh\u1eefng tr\u01b0\u1eddng h\u1ee3p n\u00e0y cho th\u1ea5y AI \u0111ang ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o t\u1ea1i c\u00e1c c\u00f4ng tr\u01b0\u1eddng th\u1ef1c t\u1ebf, v\u01b0\u1ee3t ra ngo\u00e0i kh\u1ea3 n\u0103ng l\u00fd thuy\u1ebft, \u0111\u1ed3ng th\u1eddi c\u0169ng l\u00e0m n\u1ed5i b\u1eadt nh\u1eefng th\u00e1ch th\u1ee9c v\u00e0 h\u1ea1n ch\u1ebf \u0111\u1eb7c th\u00f9 c\u1ee7a t\u1eebng khu v\u1ef1c.<\/p>\n<h3>Ga t\u00e0u \u0111i\u1ec7n ng\u1ea7m Bagneux, Ph\u00e1p: M\u1eb7t s\u00e1ng v\u00e0 m\u1eb7t t\u1ed1i c\u1ee7a vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a m\u00f4i tr\u01b0\u1eddng<\/h3>\n<p>C\u00f4ng ty Bouygues Construction c\u00f3 tr\u1ee5 s\u1edf t\u1ea1i Ph\u00e1p \u0111\u00e3 \u00e1p d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) m\u1ed9t c\u00e1ch to\u00e0n di\u1ec7n trong d\u1ef1 \u00e1n m\u1edf r\u1ed9ng ga t\u00e0u \u0111i\u1ec7n ng\u1ea7m Bagneux. C\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng l\u00e0 ph\u1ea7n m\u1ec1m m\u00f4 ph\u1ecfng l\u1eadp l\u1ecbch tr\u00ecnh d\u1ef1a tr\u00ean AI c\u1ee7a ALICE Technologies, cho ph\u00e9p th\u1eed nghi\u1ec7m \u1ea3o nhi\u1ec1u k\u1ecbch b\u1ea3n thi c\u00f4ng kh\u00e1c nhau \u0111\u1ec3 l\u1ef1a ch\u1ecdn quy tr\u00ecnh t\u1ed1i \u01b0u. K\u1ebft qu\u1ea3 l\u00e0 l\u01b0\u1ee3ng th\u00e9p s\u1eed d\u1ee5ng \u0111\u00e3 gi\u1ea3m \u0111\u01b0\u1ee3c 140 t\u1ea5n, \u0111\u1ed3ng th\u1eddi gi\u00fap gi\u1ea3m c\u1ea3 chi ph\u00ed l\u1eabn l\u01b0\u1ee3ng kh\u00ed th\u1ea3i carbon.<\/p>\n<p>M\u1ee9c \u0111\u1ed9 chuy\u1ec3n \u0111\u1ed5i: Tr\u01b0\u1eddng h\u1ee3p n\u00e0y l\u00e0 m\u1ed9t v\u00ed d\u1ee5 \u0111i\u1ec3n h\u00ecnh v\u1ec1 vi\u1ec7c AI th\u1ef1c hi\u1ec7n t\u1ed1i \u01b0u h\u00f3a c\u00f3 t\u00ednh \u0111\u1ebfn t\u00e1c \u0111\u1ed9ng m\u00f4i tr\u01b0\u1eddng. N\u00f3 th\u1ec3 hi\u1ec7n s\u1ef1 chuy\u1ec3n \u0111\u1ed5i c\u0103n b\u1ea3n t\u1eeb vi\u1ec7c l\u1eadp k\u1ebf ho\u1ea1ch d\u1ef1a tr\u00ean kinh nghi\u1ec7m truy\u1ec1n th\u1ed1ng sang qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/p>\n<p>Nh\u1eefng r\u1ee7i ro ti\u1ec1m \u1ea9n: Do \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a m\u00f4 ph\u1ecfng ho\u00e0n to\u00e0n ph\u1ee5 thu\u1ed9c v\u00e0o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o, n\u00ean vi\u1ec7c ti\u00eau chu\u1ea9n h\u00f3a vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u l\u00e0 ch\u00eca kh\u00f3a d\u1eabn \u0111\u1ebfn th\u00e0nh c\u00f4ng. \u1ede nh\u1eefng qu\u1ed1c gia c\u00f3 quy \u0111\u1ecbnh nghi\u00eam ng\u1eb7t nh\u01b0 Ph\u00e1p, \u0111\u01b0\u1eddng cong h\u1ecdc t\u1eadp trong giai \u0111o\u1ea1n tri\u1ec3n khai c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh r\u00e0o c\u1ea3n l\u1edbn h\u01a1n d\u1ef1 ki\u1ebfn.<\/p>\n<h3>C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng quy m\u00f4 l\u1edbn t\u1ea1i Trung Qu\u1ed1c: S\u1ef1 m\u00e2u thu\u1eabn gi\u1eefa hi\u1ec7u qu\u1ea3 v\u00e0 x\u00e3 h\u1ed9i gi\u00e1m s\u00e1t<\/h3>\n<p>M\u1ed9t doanh nghi\u1ec7p x\u00e2y d\u1ef1ng nh\u00e0 n\u01b0\u1edbc c\u1ee7a Trung Qu\u1ed1c \u0111\u00e3 \u00e1p d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0o c\u00e1c d\u1ef1 \u00e1n x\u00e2y d\u1ef1ng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng quy m\u00f4 l\u1edbn nh\u01b0 t\u00e0u \u0111i\u1ec7n ng\u1ea7m, c\u00e1c t\u00f2a th\u00e1p si\u00eau cao v\u00e0 c\u00e1c c\u01a1 s\u1edf c\u00f4ng nghi\u1ec7p. B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p h\u1ec7 th\u1ed1ng c\u00f4ng tr\u01b0\u1eddng th\u00f4ng minh 5G v\u1edbi c\u00f4ng ngh\u1ec7 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh AI v\u00e0 radar t\u00edch h\u1ee3p AI, c\u00e1c doanh nghi\u1ec7p n\u00e0y \u0111\u00e3 ph\u00e1t hi\u1ec7n c\u00e1c vi ph\u1ea1m v\u1ec1 trang thi\u1ebft b\u1ecb b\u1ea3o h\u1ed9 c\u00e1 nh\u00e2n (PPE) c\u0169ng nh\u01b0 vi\u1ec7c x\u00e2m nh\u1eadp v\u00e0o khu v\u1ef1c nguy hi\u1ec3m, \u0111\u1ed3ng th\u1eddi l\u1eadp b\u1ea3n \u0111\u1ed3 c\u00e1c h\u1ec7 th\u1ed1ng ti\u1ec7n \u00edch ng\u1ea7m. Nh\u1edd \u0111\u00f3, h\u1ecd \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c c\u1ea3 hai m\u1ee5c ti\u00eau l\u00e0 n\u00e2ng cao an to\u00e0n v\u00e0 \u0111\u1ea3m b\u1ea3o ti\u1ebfn \u0111\u1ed9 thi c\u00f4ng.<\/p>\n<p>M\u1ee9c \u0111\u1ed9 chuy\u1ec3n \u0111\u1ed5i: C\u00f4ng ngh\u1ec7 n\u00e0y \u0111ang ph\u00e1t huy t\u1ed1i \u0111a l\u1ee3i th\u1ebf quy m\u00f4, \u0111\u00f3ng vai tr\u00f2 l\u00e0 n\u1ec1n t\u1ea3ng h\u1ed7 tr\u1ee3 qu\u00e1 tr\u00ecnh \u0111\u00f4 th\u1ecb h\u00f3a nhanh ch\u00f3ng c\u1ee7a Trung Qu\u1ed1c. Vi\u1ec7c gi\u00e1m s\u00e1t th\u1eddi gian th\u1ef1c nh\u1edd tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u00e3 thay \u0111\u1ed5i c\u0103n b\u1ea3n c\u00f4ng t\u00e1c qu\u1ea3n l\u00fd hi\u1ec7n tr\u01b0\u1eddng, gi\u00fap \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ef1 n\u1eafm b\u1eaft to\u00e0n di\u1ec7n v\u1ec1 t\u00ecnh h\u00ecnh hi\u1ec7n tr\u01b0\u1eddng \u2013 \u0111i\u1ec1u tr\u01b0\u1edbc \u0111\u00e2y l\u00e0 kh\u00f4ng th\u1ec3.<\/p>\n<p>Nh\u1eefng c\u1ea1m b\u1eaby ti\u1ec1m \u1ea9n: \u0110\u1ed5i l\u1ea1i cho vi\u1ec7c n\u00e2ng cao hi\u1ec7u qu\u1ea3, c\u00f3 nguy c\u01a1 x\u00e2m ph\u1ea1m nghi\u00eam tr\u1ecdng quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a ng\u01b0\u1eddi lao \u0111\u1ed9ng. Vi\u1ec7c gi\u00e1m s\u00e1t to\u00e0n di\u1ec7n b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) c\u00f3 th\u1ec3 bi\u1ebfn n\u01a1i l\u00e0m vi\u1ec7c th\u00e0nh m\u1ed9t x\u00e3 h\u1ed9i gi\u00e1m s\u00e1t v\u00e0 g\u00e2y ra c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn nh\u00e2n quy\u1ec1n c\u1ee7a ng\u01b0\u1eddi lao \u0111\u1ed9ng. Th\u00e0nh c\u00f4ng v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt n\u00e0y kh\u00f4ng \u0111\u01b0\u1ee3c ph\u00e9p che gi\u1ea5u nh\u1eefng th\u1ea5t b\u1ea1i v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c.<\/p>\n<h3>T\u00e0u \u0111i\u1ec7n nh\u1eb9 Parramatta, \u00dac: S\u1ef1 c\u00e2n b\u1eb1ng gi\u1eefa s\u00e1ng t\u1ea1o v\u00e0 quy \u0111\u1ecbnh<\/h3>\n<p>T\u1ea1i Sydney, \u00dac, John Holland v\u00e0 GHD \u0111\u00e3 \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 thu\u1eadt to\u00e1n thi\u1ebft k\u1ebf t\u1ea1o sinh c\u1ee7a Microsoft. Nh\u1edd \u0111\u00f3, h\u1ecd \u0111\u00e3 t\u1ed1i \u01b0u h\u00f3a s\u1ef1 c\u00e2n b\u1eb1ng gi\u1eefa hi\u1ec7u su\u1ea5t, t\u00ednh th\u1ea9m m\u1ef9 v\u00e0 chi ph\u00ed trong thi\u1ebft k\u1ebf c\u1ea7u, \u0111\u1ed3ng th\u1eddi c\u1eaft gi\u1ea3m \u0111\u00e1ng k\u1ec3 th\u1eddi gian v\u00e0 chi ph\u00ed thi\u1ebft k\u1ebf.<\/p>\n<p>M\u1ee9c \u0111\u1ed9 chuy\u1ec3n \u0111\u1ed5i: S\u1ef1 s\u00e1ng t\u1ea1o c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1o sinh (Generative AI) \u0111ang th\u1ec3 hi\u1ec7n m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn \u0111\u1ed9t ph\u00e1, v\u01b0\u1ee3t xa c\u00e1c ph\u01b0\u01a1ng ph\u00e1p thi\u1ebft k\u1ebf truy\u1ec1n th\u1ed1ng. M\u00f4 h\u00ecnh thi\u1ebft k\u1ebf k\u1ebft h\u1ee3p, trong \u0111\u00f3 c\u00e1c nh\u00e0 thi\u1ebft k\u1ebf con ng\u01b0\u1eddi t\u1eadn d\u1ee5ng AI nh\u01b0 m\u1ed9t \u0111\u1ed1i t\u00e1c h\u1ee3p t\u00e1c, \u0111ang hi\u1ec7n th\u1ef1c h\u00f3a vi\u1ec5n c\u1ea3nh t\u01b0\u01a1ng lai c\u1ee7a ng\u00e0nh x\u00e2y d\u1ef1ng.<\/p>\n<p>Nh\u1eefng r\u1ee7i ro ti\u1ec1m \u1ea9n: Trong b\u1ed1i c\u1ea3nh quy \u0111\u1ecbnh nghi\u00eam ng\u1eb7t c\u1ee7a \u00dac, quy tr\u00ecnh x\u00e1c minh k\u1ebft qu\u1ea3 do AI t\u1ea1o ra tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p h\u01a1n, t\u1eeb \u0111\u00f3 c\u00f3 nguy c\u01a1 g\u00e2y tr\u00ec ho\u00e3n qu\u00e1 tr\u00ecnh thi\u1ebft k\u1ebf. Vi\u1ec7c c\u00e2n b\u1eb1ng gi\u1eefa t\u00ednh s\u00e1ng t\u1ea1o v\u00e0 an to\u00e0n v\u1eabn l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c li\u00ean t\u1ee5c.<\/p>\n<h3>H\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t an to\u00e0n t\u1ea1i Hoa K\u1ef3: Ph\u00e2n t\u00edch d\u1ef1 b\u00e1o v\u00e0 s\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a tr\u00e1ch nhi\u1ec7m ph\u00e1p l\u00fd<\/h3>\n<p>C\u00f4ng ty Shawmut c\u00f3 tr\u1ee5 s\u1edf t\u1ea1i Hoa K\u1ef3 \u0111\u00e3 tri\u1ec3n khai c\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t an to\u00e0n d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong nhi\u1ec1u d\u1ef1 \u00e1n. C\u00f4ng c\u1ee5 n\u00e0y ph\u00e2n t\u00edch d\u1eef li\u1ec7u d\u1ef1 b\u00e1o th\u1eddi ti\u1ebft v\u00e0 bi\u1ebfn \u0111\u1ed9ng nh\u00e2n s\u1ef1 \u0111\u1ec3 d\u1ef1 b\u00e1o c\u00e1c nguy c\u01a1 ti\u1ec1m \u1ea9n. K\u1ebft qu\u1ea3 cho th\u1ea5y s\u1ed1 v\u1ee5 tai n\u1ea1n \u0111\u01b0\u1ee3c ghi nh\u1eadn theo ti\u00eau chu\u1ea9n OSHA \u0111\u00e3 gi\u1ea3m 53%, \u0111\u1ed3ng th\u1eddi m\u1ee9c \u0111\u1ed9 cam k\u1ebft \u0111\u1ed1i v\u1edbi an to\u00e0n c\u0169ng t\u0103ng 22%.<\/p>\n<p>M\u1ee9c \u0111\u1ed9 chuy\u1ec3n \u0111\u1ed5i: Ph\u00e2n t\u00edch d\u1ef1 b\u00e1o \u0111ang ch\u1ee9ng minh kh\u1ea3 n\u0103ng thay \u0111\u1ed5i c\u0103n b\u1ea3n l\u0129nh v\u1ef1c an to\u00e0n lao \u0111\u1ed9ng. S\u1ef1 chuy\u1ec3n \u0111\u1ed5i t\u1eeb ph\u01b0\u01a1ng th\u1ee9c truy\u1ec1n th\u1ed1ng \u201cx\u1eed l\u00fd sau khi tai n\u1ea1n x\u1ea3y ra\u201d sang \u201cd\u1ef1 b\u00e1o v\u00e0 ph\u00f2ng ng\u1eeba tai n\u1ea1n\u201d \u0111\u00e3 tr\u1edf th\u00e0nh hi\u1ec7n th\u1ef1c.<\/p>\n<p>Nh\u1eefng r\u1ee7i ro ti\u1ec1m \u1ea9n: \u1ede nh\u1eefng qu\u1ed1c gia th\u01b0\u1eddng xuy\u00ean x\u1ea3y ra c\u00e1c v\u1ee5 ki\u1ec7n t\u1ee5ng nh\u01b0 Hoa K\u1ef3, vi\u1ec7c AI ph\u00e1t hi\u1ec7n sai ho\u1eb7c d\u1ef1 \u0111o\u00e1n sai c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn r\u1ee7i ro ph\u1ea3i ch\u1ecbu tr\u00e1ch nhi\u1ec7m b\u1ed3i th\u01b0\u1eddng ph\u00e1p l\u00fd v\u1edbi s\u1ed1 ti\u1ec1n kh\u1ed5ng l\u1ed3. Vi\u1ec7c c\u00e2n b\u1eb1ng gi\u1eefa b\u1ea3o v\u1ec7 quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 n\u00e2ng cao an to\u00e0n tr\u1edf th\u00e0nh m\u1ed9t th\u00e1ch th\u1ee9c v\u1ec1 m\u1eb7t ph\u00e1p l\u00fd v\u00e0 \u0111\u1ea1o \u0111\u1ee9c.<\/p>\n<h3>Tuy\u1ebfn \u0111\u01b0\u1eddng s\u1eaft cao t\u1ed1c HS2 c\u1ee7a Anh: Qu\u1ea3n l\u00fd s\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a d\u1ef1 \u00e1n quy m\u00f4 l\u1edbn<\/h3>\n<p>D\u1ef1 \u00e1n \u0111\u01b0\u1eddng s\u1eaft cao t\u1ed1c HS2 c\u1ee7a Anh \u0111\u00e3 s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m m\u00f4 ph\u1ecfng l\u1eadp l\u1ecbch tr\u00ecnh b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) c\u1ee7a ALICE Technologies t\u1ea1i c\u1ea7u c\u1ea1n Colne Valley. Nh\u1edd tri\u1ec3n khai th\u00eam \u0111\u1ed9i thi c\u00f4ng n\u1eafp c\u1ecdc, d\u1ef1 \u00e1n \u0111\u00e3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro, t\u0103ng th\u1eddi gian d\u1ef1 ph\u00f2ng v\u00e0 tr\u00e1nh \u0111\u01b0\u1ee3c vi\u1ec7c k\u00e9o d\u00e0i ti\u1ebfn \u0111\u1ed9 thi c\u00f4ng.<\/p>\n<p>M\u1ee9c \u0111\u1ed9 chuy\u1ec3n \u0111\u1ed5i: M\u00f4 ph\u1ecfng AI tr\u00ean c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng quy m\u00f4 l\u1edbn \u0111ang \u0111\u01b0a ra gi\u1ea3i ph\u00e1p cho nh\u1eefng v\u1ea5n \u0111\u1ec1 m\u00e3n t\u00ednh c\u1ee7a ng\u00e0nh l\u00e0 v\u01b0\u1ee3t ng\u00e2n s\u00e1ch v\u00e0 ch\u1eadm ti\u1ebfn \u0111\u1ed9. \u0110i\u1ec1u n\u00e0y ch\u1ee9ng minh hi\u1ec7u qu\u1ea3 c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong vi\u1ec7c qu\u1ea3n l\u00fd c\u00e1c d\u1ef1 \u00e1n ph\u1ee9c t\u1ea1p.<\/p>\n<p>Nh\u1eefng r\u1ee7i ro ti\u1ec1m \u1ea9n: Trong b\u1ed1i c\u1ea3nh c\u00e1c quy \u0111\u1ecbnh m\u00f4i tr\u01b0\u1eddng nghi\u00eam ng\u1eb7t c\u1ee7a Anh, s\u1ef1 \u0111a d\u1ea1ng c\u1ee7a c\u00e1c k\u1ecbch b\u1ea3n c\u00f3 th\u1ec3 khi\u1ebfn qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh tr\u1edf n\u00ean qu\u00e1 ph\u1ee9c t\u1ea1p, t\u1eeb \u0111\u00f3 l\u00e0m ch\u1eadm tr\u1ec5 vi\u1ec7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh. Quy\u1ec1n quy\u1ebft \u0111\u1ecbnh c\u00f3 th\u1ec3 tr\u1edf n\u00ean m\u01a1 h\u1ed3 khi ph\u1ea3i c\u00e2n nh\u1eafc gi\u1eefa k\u1ebft qu\u1ea3 ph\u00e2n t\u00edch c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 ph\u00e1n \u0111o\u00e1n tr\u1ef1c gi\u00e1c c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n<h2>Nh\u1eefng thay \u0111\u1ed5i \u0111\u1eb7c th\u00f9 c\u1ee7a Nh\u1eadt B\u1ea3n v\u00e0 nh\u1eefng th\u00e1ch th\u1ee9c ri\u00eang bi\u1ec7t<\/h2>\n<p>Ng\u00e0nh x\u00e2y d\u1ef1ng Nh\u1eadt B\u1ea3n \u0111ang \u0111\u1ea9y m\u1ea1nh vi\u1ec7c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong b\u1ed1i c\u1ea3nh x\u00e3 h\u1ed9i v\u00e0 v\u0103n h\u00f3a \u0111\u1eb7c th\u00f9, b\u00ean c\u1ea1nh c\u00e1c xu h\u01b0\u1edbng chuy\u1ec3n \u0111\u1ed5i to\u00e0n c\u1ea7u. S\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a c\u00e1c y\u1ebfu t\u1ed1 ph\u1ee9c t\u1ea1p nh\u01b0 t\u00ecnh tr\u1ea1ng thi\u1ebfu h\u1ee5t lao \u0111\u1ed9ng tr\u1ea7m tr\u1ecdng do t\u1ef7 l\u1ec7 sinh th\u1ea5p v\u00e0 d\u00e2n s\u1ed1 gi\u00e0 h\u00f3a, c\u00e1c th\u1ea3m h\u1ecda thi\u00ean nhi\u00ean x\u1ea3y ra th\u01b0\u1eddng xuy\u00ean, c\u00f9ng v\u1edbi v\u0103n h\u00f3a th\u1ee3 th\u1ee7 c\u00f4ng truy\u1ec1n th\u1ed1ng, \u0111ang t\u1ea1o ra nh\u1eefng th\u00e1ch th\u1ee9c v\u00e0 ti\u1ec1m n\u0103ng ri\u00eang bi\u1ec7t trong vi\u1ec7c \u1ee9ng d\u1ee5ng AI.<\/p>\n<h3>Cu\u1ed9c c\u00e1ch m\u1ea1ng trong qu\u1ea3n l\u00fd v\u1eadt t\u01b0 v\u00e0 thi\u1ebft b\u1ecb c\u1ee7a C\u00f4ng ty X\u00e2y d\u1ef1ng Kashima: T\u00e1c \u0111\u1ed9ng \u0111\u1ebfn hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng v\u00e0 vi\u1ec7c l\u00e0m<\/h3>\n<p>C\u00f4ng ty X\u00e2y d\u1ef1ng Kashima \u0111ang tri\u1ec3n khai tr\u00ean to\u00e0n qu\u1ed1c h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd v\u1eadt t\u01b0 v\u00e0 thi\u1ebft b\u1ecb k\u1ebft h\u1ee3p gi\u1eefa m\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI). C\u00f4ng ngh\u1ec7 AI nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh s\u1ebd ph\u00e2n t\u00edch d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh do m\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i thu th\u1eadp, t\u1ea1o m\u00f4 h\u00ecnh 3D v\u1ec1 v\u1ecb tr\u00ed v\u00e0 t\u00ecnh tr\u1ea1ng c\u1ee7a v\u1eadt t\u01b0, \u0111\u1ed3ng th\u1eddi hi\u1ec3n th\u1ecb th\u00f4ng tin n\u00e0y theo th\u1eddi gian th\u1ef1c. Vi\u1ec7c n\u00e0y \u0111\u00e3 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh qu\u1ea3n l\u00fd th\u1ee7 c\u00f4ng tr\u01b0\u1edbc \u0111\u00e2y, gi\u00fap gi\u1ea3m 75% th\u1eddi gian l\u00e0m vi\u1ec7c.<\/p>\n<p>\u00dd ngh\u0129a c\u1ee7a s\u1ef1 \u0111\u1ed5i m\u1edbi: Gi\u1ea3i quy\u1ebft tri\u1ec7t \u0111\u1ec3 v\u1ea5n \u0111\u1ec1 thi\u1ebfu hi\u1ec7u qu\u1ea3 trong qu\u1ea3n l\u00fd v\u1eadt t\u01b0 \u2013 m\u1ed9t th\u00e1ch th\u1ee9c m\u00e3n t\u00ednh c\u1ee7a ng\u00e0nh x\u00e2y d\u1ef1ng Nh\u1eadt B\u1ea3n. \u0110\u00e2y l\u00e0 m\u1ed9t v\u00ed d\u1ee5 \u0111i\u1ec3n h\u00ecnh v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 \u0111\u1ec3 b\u00f9 \u0111\u1eafp t\u00ecnh tr\u1ea1ng thi\u1ebfu h\u1ee5t lao \u0111\u1ed9ng.<\/p>\n<p>Nh\u1eefng r\u00e0o c\u1ea3n \u0111\u1eb7c th\u00f9 c\u1ee7a Nh\u1eadt B\u1ea3n: C\u00e1c quy \u0111\u1ecbnh nghi\u00eam ng\u1eb7t v\u1ec1 bay m\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i v\u00e0 nh\u1eefng kh\u00f3 kh\u0103n trong vi\u1ec7c chuy\u1ec3n giao c\u00f4ng ngh\u1ec7 cho c\u00e1c doanh nghi\u1ec7p v\u1eeba v\u00e0 nh\u1ecf \u0111ang c\u1ea3n tr\u1edf s\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a c\u00f4ng ngh\u1ec7 n\u00e0y. T\u00e1c \u0111\u1ed9ng c\u1ee7a t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u1ed1i v\u1edbi vi\u1ec7c l\u00e0m c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t v\u1ea5n \u0111\u1ec1 x\u00e3 h\u1ed9i nghi\u00eam tr\u1ecdng, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong ng\u00e0nh x\u00e2y d\u1ef1ng \u1edf c\u00e1c v\u00f9ng n\u00f4ng th\u00f4n.<\/p>\n<h3>C\u00f4ng ty X\u00e2y d\u1ef1ng Takenaka \u2013 H\u1ec7 th\u1ed1ng ki\u1ec3m tra t\u01b0\u1eddng ngo\u00e0i b\u1eb1ng AI: N\u00e2ng cao an to\u00e0n v\u00e0 tr\u00e1ch nhi\u1ec7m ph\u00e1p l\u00fd<\/h3>\n<p>C\u00f4ng ty Takenaka Komuten \u0111\u00e3 ph\u00e1t tri\u1ec3n h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) s\u1eed d\u1ee5ng m\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i. M\u00e1y bay kh\u00f4ng ng\u01b0\u1eddi l\u00e1i s\u1ebd t\u1ef1 \u0111\u1ed9ng ch\u1ee5p \u1ea3nh t\u01b0\u1eddng ngo\u00e0i, sau \u0111\u00f3 AI s\u1ebd ph\u00e1t hi\u1ec7n t\u00ecnh tr\u1ea1ng g\u1ea1ch b\u1ecb bong tr\u00f3c v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao. H\u1ec7 th\u1ed1ng n\u00e0y \u0111\u00e3 thay th\u1ebf ho\u00e0n to\u00e0n ph\u01b0\u01a1ng ph\u00e1p ki\u1ec3m tra b\u1eb1ng m\u1eaft th\u01b0\u1eddng tr\u01b0\u1edbc \u0111\u00e2y, gi\u00fap r\u00fat ng\u1eafn \u0111\u00e1ng k\u1ec3 th\u1eddi gian ki\u1ec3m tra v\u00e0 n\u00e2ng cao \u0111\u00e1ng k\u1ec3 m\u1ee9c \u0111\u1ed9 an to\u00e0n cho c\u00f4ng nh\u00e2n.<\/p>\n<p>\u00dd ngh\u0129a c\u1ee7a s\u1ef1 \u0111\u1ed5i m\u1edbi: L\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n \u0111\u1ec3 \u1ee9ng ph\u00f3 v\u1edbi \u0111i\u1ec1u ki\u1ec7n \u0111\u1eb7c th\u00f9 c\u1ee7a Nh\u1eadt B\u1ea3n \u2013 m\u1ed9t qu\u1ed1c gia th\u01b0\u1eddng xuy\u00ean x\u1ea3y ra \u0111\u1ed9ng \u0111\u1ea5t \u2013 c\u00f4ng ngh\u1ec7 n\u00e0y gi\u00fap n\u00e2ng cao hi\u1ec7u qu\u1ea3 c\u1ee7a vi\u1ec7c ki\u1ec3m tra \u0111\u1ed9 b\u1ec1n c\u00f4ng tr\u00ecnh. C\u00f4ng ngh\u1ec7 n\u00e0y c\u0169ng g\u00f3p ph\u1ea7n \u0111\u00e1ng k\u1ec3 v\u00e0o vi\u1ec7c gi\u1ea3m b\u1edbt g\u00e1nh n\u1eb7ng th\u1ec3 ch\u1ea5t cho c\u00e1c c\u00f4ng nh\u00e2n cao tu\u1ed5i.<\/p>\n<p>C\u1ea1m b\u1eaby \u0111\u1eb7c th\u00f9 c\u1ee7a Nh\u1eadt B\u1ea3n: Vi\u1ec7c ph\u00e1t hi\u1ec7n sai c\u1ee7a AI c\u00f3 nguy c\u01a1 d\u1eabn \u0111\u1ebfn vi ph\u1ea1m Lu\u1eadt Ti\u00eau chu\u1ea9n X\u00e2y d\u1ef1ng ho\u1eb7c b\u1ecf s\u00f3t c\u00e1c v\u1ea5n \u0111\u1ec1 v\u1ec1 an to\u00e0n k\u1ebft c\u1ea5u. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 khi\u1ebfn vi\u1ec7c x\u00e1c \u0111\u1ecbnh tr\u00e1ch nhi\u1ec7m tr\u1edf n\u00ean m\u01a1 h\u1ed3 v\u00e0 l\u00e0m ph\u1ee9c t\u1ea1p th\u00eam c\u00e1c tranh ch\u1ea5p ph\u00e1p l\u00fd.<\/p>\n<div class=\"space-mt_30 space-mb_30\"><\/div>\n<h2>C\u1ea1m b\u1eaby nghi\u00eam tr\u1ecdng: Th\u1ef1c tr\u1ea1ng r\u1ee7i ro do AI g\u00e2y ra<\/h2>\n<p>Tuy nhi\u00ean, \u0111\u1eb1ng sau vi\u1ec5n c\u1ea3nh \u0111\u1ea7y h\u1ee9a h\u1eb9n v\u1ec1 s\u1ef1 chuy\u1ec3n \u0111\u1ed5i r\u1ef1c r\u1ee1 c\u1ee7a ng\u00e0nh x\u00e2y d\u1ef1ng nh\u1edd AI l\u1ea1i \u1ea9n ch\u1ee9a nh\u1eefng c\u1ea1m b\u1eaby nghi\u00eam tr\u1ecdng. S\u1ef1 ph\u1ee9c t\u1ea1p \u0111\u1eb7c th\u00f9 c\u1ee7a ng\u00e0nh x\u00e2y d\u1ef1ng b\u1ed9c l\u1ed9 nh\u1eefng h\u1ea1n ch\u1ebf c\u01a1 b\u1ea3n c\u1ee7a AI, v\u00e0 \u0111\u00f4i khi c\u00f3 nguy c\u01a1 khi\u1ebfn t\u00ecnh h\u00ecnh tr\u1edf n\u00ean t\u1ed3i t\u1ec7 h\u01a1n so v\u1edbi tr\u01b0\u1edbc khi \u00e1p d\u1ee5ng. Nh\u01b0 ph\u00e2n t\u00edch chi ti\u1ebft c\u1ee7a PlanHub \u0111\u00e3 ch\u1ec9 ra r\u00f5 r\u00e0ng, ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u th\u1ea5p v\u00e0 c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1ea1ng \u0111ang tr\u1edf th\u00e0nh nh\u1eefng r\u00e0o c\u1ea3n ch\u1ebft ng\u01b0\u1eddi trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai.<\/p>\n<h3>C\u1ea1m b\u1eaby th\u1ee9 nh\u1ea5t: C\u00e1i b\u1eaby nguy hi\u1ec3m c\u1ee7a vi\u1ec7c ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u<\/h3>\n<p>C\u1ea1m b\u1eaby l\u1edbn nh\u1ea5t c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) n\u1eb1m \u1edf t\u00ednh ph\u1ee5 thu\u1ed9c c\u01a1 b\u1ea3n v\u00e0o d\u1eef li\u1ec7u. D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra t\u1ea1i c\u00f4ng tr\u01b0\u1eddng x\u00e2y d\u1ef1ng th\u01b0\u1eddng mang t\u00ednh r\u1eddi r\u1ea1c v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng c\u1ef1c k\u1ef3 kh\u00f4ng \u0111\u1ed3ng \u0111\u1ec1u; th\u1ef1c t\u1ebf n\u00e0y l\u00e0m gi\u1ea3m \u0111\u00e1ng k\u1ec3 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c d\u1ef1 \u0111o\u00e1n t\u1eeb AI. M\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t \u0111\u00e3 ch\u1ec9 ra r\u1eb1ng c\u00e1c quy\u1ebft \u0111\u1ecbnh c\u1ee7a AI d\u1ef1a tr\u00ean d\u1eef li\u1ec7u k\u00e9m ch\u1ea5t l\u01b0\u1ee3ng \u0111\u00f4i khi l\u1ea1i cho k\u1ebft qu\u1ea3 k\u00e9m h\u01a1n c\u1ea3 tr\u1ef1c gi\u00e1c c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n<p>C\u00f4ng c\u1ee5 t\u1ef1 \u0111\u1ed9ng h\u00f3a AI do Procore v\u00e0 AWS h\u1ee3p t\u00e1c ph\u00e1t tri\u1ec3n tuy \u0111\u01b0\u1ee3c qu\u1ea3ng c\u00e1o l\u00e0 gi\u00fap n\u00e2ng cao hi\u1ec7u qu\u1ea3 trong vi\u1ec7c x\u1eed l\u00fd c\u00e1c y\u00eau c\u1ea7u th\u00f4ng tin (RFI) v\u00e0 c\u00e1c t\u00e0i li\u1ec7u n\u1ed9p, nh\u01b0ng d\u01b0\u1eddng nh\u01b0 c\u0169ng \u0111\u00e3 c\u00f3 b\u00e1o c\u00e1o v\u1ec1 c\u00e1c tr\u01b0\u1eddng h\u1ee3p x\u1ea3y ra l\u1ed7i ho\u1ea1t \u0111\u1ed9ng th\u01b0\u1eddng xuy\u00ean do sai s\u00f3t trong nh\u1eadp li\u1ec7u, d\u1eabn \u0111\u1ebfn vi\u1ec7c d\u1ef1 \u00e1n b\u1ecb ch\u1eadm tr\u1ec5. \u0110i\u1ec1u \u0111\u1eb7c bi\u1ec7t nghi\u00eam tr\u1ecdng l\u00e0 AI c\u00f3 th\u1ec3 lan truy\u1ec1n \u201csai l\u1ea7m \u0111\u00e3 h\u1ecdc \u0111\u01b0\u1ee3c\u201d tr\u00ean quy m\u00f4 l\u1edbn. M\u1ed9t khi AI \u0111\u00e3 h\u1ecdc \u0111\u01b0\u1ee3c m\u00f4 h\u00ecnh ph\u00e1n \u0111o\u00e1n sai, n\u00f3 s\u1ebd \u00e1p d\u1ee5ng m\u00f4 h\u00ecnh \u0111\u00f3 v\u00e0o h\u00e0ng tr\u0103m, h\u00e0ng ngh\u00ecn tr\u01b0\u1eddng h\u1ee3p, khi\u1ebfn thi\u1ec7t h\u1ea1i gia t\u0103ng theo c\u1ea5p s\u1ed1 nh\u00e2n.<\/p>\n<p>R\u1ee7i ro c\u1ee5 th\u1ec3 t\u1ea1i Nh\u1eadt B\u1ea3n: T\u1ea1i c\u00e1c doanh nghi\u1ec7p v\u1eeba v\u00e0 nh\u1ecf \u2013 v\u1ed1n chi\u1ebfm \u0111a s\u1ed1 trong ng\u00e0nh x\u00e2y d\u1ef1ng Nh\u1eadt B\u1ea3n \u2013 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng thu th\u1eadp v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u c\u00f2n ch\u01b0a \u0111\u1ea7y \u0111\u1ee7, khi\u1ebfn v\u1ea5n \u0111\u1ec1 n\u00e0y tr\u1edf n\u00ean \u0111\u1eb7c bi\u1ec7t nghi\u00eam tr\u1ecdng. C\u00e1c quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) t\u1eeb d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 c\u00f3 nguy c\u01a1 l\u00e0m gi\u1ea3m m\u1ee9c \u0111\u1ed9 an to\u00e0n t\u1ea1i c\u00f4ng tr\u01b0\u1eddng.<\/p>\n<h3>C\u1ea1m b\u1eaby th\u1ee9 hai: S\u1ef1 ph\u1ee9c t\u1ea1p h\u00f3a c\u1ee7a tr\u00e1ch nhi\u1ec7m \u0111\u1ea1o \u0111\u1ee9c v\u00e0 ph\u00e1p l\u00fd<\/h3>\n<p>V\u1ea5n \u0111\u1ec1 \u201ch\u1ed9p \u0111en\u201d c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) g\u00e2y ra nh\u1eefng t\u00e1c \u0111\u1ed9ng \u0111\u1eb7c bi\u1ec7t nghi\u00eam tr\u1ecdng trong ng\u00e0nh x\u00e2y d\u1ef1ng. C\u00e1c h\u1ec7 th\u1ed1ng AI c\u00f3 quy tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh thi\u1ebfu minh b\u1ea1ch c\u00f3 th\u1ec3 t\u1ea1o ra nh\u1eefng \u0111\u1ecbnh ki\u1ebfn v\u00e0 s\u1ef1 ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed ti\u1ec1m \u1ea9n, \u0111\u1ed3ng th\u1eddi ti\u1ec1m \u1ea9n nguy c\u01a1 lan r\u1ed9ng sang to\u00e0n b\u1ed9 d\u1ef1 \u00e1n x\u00e2y d\u1ef1ng.<\/p>\n<p>B\u00e1o c\u00e1o c\u1ee7a HKA c\u1ea3nh b\u00e1o r\u1eb1ng c\u00e1c h\u1ec7 th\u1ed1ng AI d\u1ec5 tr\u1edf th\u00e0nh m\u1ee5c ti\u00eau l\u00fd t\u01b0\u1edfng cho c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng, v\u00e0 m\u1ed9t khi b\u1ecb x\u00e2m nh\u1eadp, to\u00e0n b\u1ed9 c\u00f4ng tr\u01b0\u1eddng x\u00e2y d\u1ef1ng c\u00f3 th\u1ec3 b\u1ecb t\u00ea li\u1ec7t. H\u01b0\u1edbng d\u1eabn c\u1ee7a Bluebeam ch\u1ec9 ra r\u1eb1ng r\u1ee7i ro vi ph\u1ea1m quy\u1ec1n s\u1edf h\u1eefu tr\u00ed tu\u1ec7 ho\u1eb7c vi ph\u1ea1m Lu\u1eadt Ti\u00eau chu\u1ea9n X\u00e2y d\u1ef1ng do sai s\u00f3t trong ph\u00e1n \u0111o\u00e1n c\u1ee7a AI \u0111ang gia t\u0103ng, v\u00e0 nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c tranh ch\u1ea5p ph\u00e1p l\u00fd quy m\u00f4 l\u1edbn.<\/p>\n<p>T\u00e1c \u0111\u1ed9ng x\u00e3 h\u1ed9i nghi\u00eam tr\u1ecdng: Trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p \u1ee9ng d\u1ee5ng robot t\u1ea1i Trung Qu\u1ed1c, vi\u1ec7c c\u1eaft gi\u1ea3m l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng m\u1ed9t c\u00e1ch \u0111\u1ed9t ng\u1ed9t \u0111\u00e3 d\u1eabn \u0111\u1ebfn t\u00ecnh tr\u1ea1ng m\u1ea5t vi\u1ec7c l\u00e0m h\u00e0ng lo\u1ea1t, l\u00e0m gia t\u0103ng kho\u1ea3ng c\u00e1ch x\u00e3 h\u1ed9i. M\u1ed9t th\u1ef1c t\u1ebf tr\u1edb tr\u00eau \u0111ang n\u1ed5i l\u00ean, \u0111\u00f3 l\u00e0 vi\u1ec7c n\u00e2ng cao hi\u1ec7u qu\u1ea3 nh\u1edd tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) l\u1ea1i v\u00f4 t\u00ecnh l\u00e0m gia t\u0103ng b\u1ea5t \u1ed5n x\u00e3 h\u1ed9i.<\/p>\n<h3>C\u1ea1m b\u1eaby th\u1ee9 3: S\u1ef1 tho\u00e1i h\u00f3a kh\u1ea3 n\u0103ng ph\u00e1n \u0111o\u00e1n c\u1ee7a con ng\u01b0\u1eddi<\/h3>\n<p>C\u1ea1m b\u1eaby kh\u00f4ng th\u1ec3 b\u1ecf qua nh\u1ea5t l\u00e0 vi\u1ec7c ph\u1ee5 thu\u1ed9c qu\u00e1 m\u1ee9c v\u00e0o tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) s\u1ebd l\u00e0m suy gi\u1ea3m kh\u1ea3 n\u0103ng ph\u00e1n \u0111o\u00e1n c\u1ee7a con ng\u01b0\u1eddi. Nh\u01b0 b\u00e0i b\u00e1o tr\u00ean Law.com \u0111\u00e3 n\u00eau, x\u00e2y d\u1ef1ng l\u00e0 l\u0129nh v\u1ef1c v\u1ed1n \u0111\u00f2i h\u1ecfi ph\u1ea3i \u201c\u0111\u00e1nh gi\u00e1 t\u00ecnh hu\u1ed1ng\u201d, v\u00e0 nh\u1eefng \u201c\u1ea3o gi\u00e1c\u201d (hallucinations) c\u1ee7a AI c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn nh\u1eefng h\u1eadu qu\u1ea3 nghi\u00eam tr\u1ecdng.<\/p>\n<p>Nh\u1eefng thay \u0111\u1ed5i nh\u1ecf nh\u1eb7t t\u1ea1i c\u00f4ng tr\u01b0\u1eddng \u2014 nh\u01b0 hi\u1ec7n t\u01b0\u1ee3ng \u0111\u1ea5t m\u1ec1m \u0111i b\u1ea5t ng\u1edd, bi\u1ebfn \u0111\u1ed9ng kh\u00ed h\u1eadu \u0111\u1ed9t ng\u1ed9t, hay s\u1ef1 ch\u00eanh l\u1ec7ch nh\u1ecf v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng v\u1eadt li\u1ec7u \u2014 \u0111\u1ec1u l\u00e0 nh\u1eefng \u201ct\u00ecnh hu\u1ed1ng ngo\u1ea1i l\u1ec7\u201d m\u00e0 AI kh\u00f3 x\u1eed l\u00fd. Tuy nhi\u00ean, nh\u1eefng c\u00f4ng nh\u00e2n v\u00e0 qu\u1ea3n l\u00fd \u0111\u00e3 qu\u00e1 quen thu\u1ed9c v\u1edbi AI c\u00f3 nguy c\u01a1 d\u1ea7n m\u1ea5t \u0111i kh\u1ea3 n\u0103ng nh\u1eadn bi\u1ebft nh\u1eefng thay \u0111\u1ed5i nh\u1ecf n\u00e0y, d\u1eabn \u0111\u1ebfn nguy c\u01a1 l\u00e0m gi\u1ea3m m\u1ee9c \u0111\u1ed9 an to\u00e0n t\u1ea1i c\u00f4ng tr\u01b0\u1eddng.<\/p>\n<p>Th\u1ef1c tr\u1ea1ng v\u1ec1 nh\u1eefng gi\u1edbi h\u1ea1n k\u1ef9 thu\u1eadt: Trong cu\u1ed9c th\u1ea3o lu\u1eadn gi\u1eefa c\u00e1c chuy\u00ean gia trong ng\u00e0nh tr\u00ean Reddit, ng\u01b0\u1eddi ta \u0111\u00e3 \u0111i \u0111\u1ebfn k\u1ebft lu\u1eadn r\u1eb1ng m\u1eb7c d\u00f9 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) c\u00f3 hi\u1ec7u qu\u1ea3 trong vi\u1ec7c n\u00e2ng cao hi\u1ec7u su\u1ea5t thi\u1ebft k\u1ebf ki\u1ebfn tr\u00fac, nh\u01b0ng s\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a c\u00f4ng vi\u1ec7c t\u1ea1i c\u00f4ng tr\u01b0\u1eddng khi\u1ebfn vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a b\u1eb1ng robot tr\u1edf n\u00ean v\u00f4 c\u00f9ng kh\u00f3 kh\u0103n. Ngay c\u1ea3 vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a b\u1eb1ng c\u00f4ng ngh\u1ec7 AI Agentic ti\u00ean ti\u1ebfn c\u0169ng v\u1eabn c\u1ea7n \u0111\u1ebfn ph\u00e1n \u0111o\u00e1n tr\u1ef1c quan c\u1ee7a con ng\u01b0\u1eddi khi \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng bi\u1ebfn \u0111\u1ed9ng b\u1ea5t ng\u1edd t\u1ea1i c\u00f4ng tr\u01b0\u1eddng, \u0111i\u1ec1u n\u00e0y b\u1ed9c l\u1ed9 r\u00f5 nh\u1eefng gi\u1edbi h\u1ea1n c\u1ee7a h\u1ec7 th\u1ed1ng ho\u00e0n to\u00e0n t\u1ef1 \u0111\u1ed9ng.<\/p>\n<h2>Nh\u1eefng c\u1ea1m b\u1eaby \u0111\u1eb7c th\u00f9 m\u00e0 Nh\u1eadt B\u1ea3n \u0111ang ph\u1ea3i \u0111\u1ed1i m\u1eb7t<\/h2>\n<p>Ng\u00e0nh x\u00e2y d\u1ef1ng Nh\u1eadt B\u1ea3n \u0111ang ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c to\u00e0n c\u1ea7u c\u0169ng nh\u01b0 nh\u1eefng kh\u00f3 kh\u0103n \u0111\u1eb7c th\u00f9. T\u00ecnh tr\u1ea1ng d\u00e2n s\u1ed1 gi\u00e0 v\u00e0 t\u1ef7 l\u1ec7 sinh th\u1ea5p, v\u0103n h\u00f3a th\u1ee3 th\u1ee7 c\u00f4ng truy\u1ec1n th\u1ed1ng, c\u00f9ng v\u1edbi m\u00f4i tr\u01b0\u1eddng ph\u00e1p l\u00fd nghi\u00eam ng\u1eb7t \u0111ang t\u1ea1o ra nh\u1eefng th\u00e1ch th\u1ee9c ph\u1ee9c t\u1ea1p trong vi\u1ec7c \u00e1p d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI).<\/p>\n<h3>B\u1ee9c t\u01b0\u1eddng v\u00f4 h\u00ecnh mang t\u00ean \u201cs\u1ef1 kh\u00e1ng c\u1ef1 v\u0103n h\u00f3a\u201d<\/h3>\n<p>V\u0103n h\u00f3a th\u1ee7 c\u00f4ng truy\u1ec1n th\u1ed1ng c\u1ee7a Nh\u1eadt B\u1ea3n coi tr\u1ecdng kinh nghi\u1ec7m v\u00e0 tr\u1ef1c gi\u00e1c. B\u1ed1i c\u1ea3nh v\u0103n h\u00f3a n\u00e0y c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn m\u00e2u thu\u1eabn nghi\u00eam tr\u1ecdng v\u1edbi c\u00e1c quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI). Khi m\u1ed9t th\u1ee3 th\u1ee7 c\u00f4ng l\u00e0nh ngh\u1ec1 c\u1ea3m th\u1ea5y m\u1ed9t quy\u1ebft \u0111\u1ecbnh n\u00e0o \u0111\u00f3 \u201cc\u00f3 g\u00ec \u0111\u00f3 kh\u00f4ng \u1ed5n theo tr\u1ef1c gi\u00e1c\u201d, trong khi AI l\u1ea1i \u0111\u1ec1 xu\u1ea5t quy\u1ebft \u0111\u1ecbnh \u0111\u00f3 l\u00e0 \u201ct\u1ed1i \u01b0u d\u1ef1a tr\u00ean d\u1eef li\u1ec7u\u201d, th\u00ec s\u1ebd n\u1ea3y sinh m\u1ed9t t\u00ecnh hu\u1ed1ng ti\u1ebfn tho\u00e1i l\u01b0\u1ee1ng nan c\u01a1 b\u1ea3n: n\u00ean tin t\u01b0\u1edfng ai h\u01a1n.<\/p>\n<h3>S\u1ef1 ph\u1ee9c t\u1ea1p trong vi\u1ec7c tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh<\/h3>\n<p>Lu\u1eadt Ti\u00eau chu\u1ea9n X\u00e2y d\u1ef1ng v\u00e0 Lu\u1eadt B\u1ea3o v\u1ec7 Th\u00f4ng tin C\u00e1 nh\u00e2n c\u1ee7a Nh\u1eadt B\u1ea3n kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf d\u1ef1a tr\u00ean gi\u1ea3 \u0111\u1ecbnh v\u1ec1 vi\u1ec7c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI). N\u1ebfu c\u1ed1 g\u1eafng \u1ee9ng d\u1ee5ng AI trong khu\u00f4n kh\u1ed5 ph\u00e1p l\u00fd n\u00e0y, c\u00f3 th\u1ec3 ph\u00e1t sinh r\u1ee7i ro vi ph\u1ea1m quy \u0111\u1ecbnh ngo\u00e0i d\u1ef1 ki\u1ebfn, d\u1eabn \u0111\u1ebfn nguy c\u01a1 to\u00e0n b\u1ed9 d\u1ef1 \u00e1n b\u1ecb \u0111\u00ecnh tr\u1ec7.<\/p>\n<h2>C\u00e2n b\u1eb1ng gi\u1eefa \u0111\u1ed5i m\u1edbi v\u00e0 nh\u1eefng c\u1ea1m b\u1eaby: Con \u0111\u01b0\u1eddng th\u1ef1c t\u1ebf<\/h2>\n<p>Tr\u01b0\u1edbc nh\u1eefng c\u1ea1m b\u1eaby nghi\u00eam tr\u1ecdng n\u00e0y, li\u1ec7u ng\u00e0nh x\u00e2y d\u1ef1ng c\u00f3 n\u00ean t\u1eeb b\u1ecf vi\u1ec7c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) hay kh\u00f4ng? C\u00e2u tr\u1ea3 l\u1eddi l\u00e0 \u201cKh\u00f4ng\u201d. Tuy nhi\u00ean, thay v\u00ec \u00e1p d\u1ee5ng m\u1ed9t c\u00e1ch m\u00f9 qu\u00e1ng, c\u1ea7n ph\u1ea3i c\u00f3 m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn th\u1eadn tr\u1ecdng tr\u00ean c\u01a1 s\u1edf nh\u1eadn th\u1ee9c \u0111\u1ea7y \u0111\u1ee7 v\u1ec1 c\u00e1c r\u1ee7i ro.<\/p>\n<h4>3 chi\u1ebfn l\u01b0\u1ee3c nh\u1eb1m gi\u1ea3m thi\u1ec3u r\u1ee7i ro<\/h4>\n<ol>\n<li>Chi\u1ebfn l\u01b0\u1ee3c tri\u1ec3n khai theo t\u1eebng giai \u0111o\u1ea1n: Thay v\u00ec \u00e1p d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) cho t\u1ea5t c\u1ea3 c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u00f9ng m\u1ed9t l\u00fac, ch\u00fang t\u00f4i s\u1ebd tri\u1ec3n khai theo t\u1eebng giai \u0111o\u1ea1n, b\u1eaft \u0111\u1ea7u t\u1eeb nh\u1eefng c\u00f4ng vi\u1ec7c c\u00f3 r\u1ee7i ro th\u1ea5p, \u0111\u1ed3ng th\u1eddi \u00e1p d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc h\u1ecfi t\u1eeb nh\u1eefng th\u1ea5t b\u1ea1i.<\/li>\n<li>H\u1ec7 th\u1ed1ng h\u1ee3p t\u00e1c gi\u1eefa con ng\u01b0\u1eddi v\u00e0 AI: Thay v\u00ec coi quy\u1ebft \u0111\u1ecbnh c\u1ee7a AI l\u00e0 quy\u1ebft \u0111\u1ecbnh cu\u1ed1i c\u00f9ng, ch\u00fang ta s\u1ebd x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng lai k\u1ebft h\u1ee3p chuy\u00ean m\u00f4n c\u1ee7a con ng\u01b0\u1eddi v\u1edbi kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch c\u1ee7a AI.<\/li>\n<li>H\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t v\u00e0 kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1 li\u00ean t\u1ee5c: Sau khi tri\u1ec3n khai AI, ch\u00fang t\u00f4i s\u1ebd thi\u1ebft l\u1eadp m\u1ed9t h\u1ec7 th\u1ed1ng \u0111\u1ec3 li\u00ean t\u1ee5c gi\u00e1m s\u00e1t h\u1ec7 th\u1ed1ng v\u00e0 c\u00f3 th\u1ec3 kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1 m\u1ed9t c\u00e1ch nhanh ch\u00f3ng khi c\u00f3 v\u1ea5n \u0111\u1ec1 ph\u00e1t sinh.<\/li>\n<\/ol>\n<p>T\u1ea1i Nh\u1eadt B\u1ea3n, c\u00e1c n\u1ed7 l\u1ef1c th\u00fac \u0111\u1ea9y chuy\u1ec3n \u0111\u1ed5i s\u1ed1 (DX) c\u1ee7a Ch\u00ednh ph\u1ee7 Nh\u1eadt B\u1ea3n \u0111ang h\u1ed7 tr\u1ee3 gi\u1ea3i quy\u1ebft nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y. S\u00e1ng ki\u1ebfn \u201cChuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong ng\u00e0nh x\u00e2y d\u1ef1ng\u201d do B\u1ed9 Kinh t\u1ebf, Th\u01b0\u01a1ng m\u1ea1i v\u00e0 C\u00f4ng nghi\u1ec7p ch\u1ee7 tr\u00ec c\u0169ng cung c\u1ea5p c\u00e1c h\u01b0\u1edbng d\u1eabn qu\u1ea3n l\u00fd r\u1ee7i ro khi tri\u1ec3n khai tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), t\u1eeb \u0111\u00f3 th\u00fac \u0111\u1ea9y vi\u1ec7c \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 m\u1ed9t c\u00e1ch an to\u00e0n tr\u00ean to\u00e0n ng\u00e0nh.<\/p>\n<h2>K\u1ebft lu\u1eadn: M\u1ee9c \u0111\u1ed9 thay \u0111\u1ed5i v\u00e0 th\u1ef1c tr\u1ea1ng nh\u1eefng c\u1ea1m b\u1eaby<\/h2>\n<p>Vi\u1ec7c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong ng\u00e0nh x\u00e2y d\u1ef1ng \u0111ang th\u1ef1c s\u1ef1 mang l\u1ea1i nh\u1eefng thay \u0111\u1ed5i c\u0103n b\u1ea3n. N\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a d\u1ef1 b\u00e1o, \u0111\u1ed5i m\u1edbi c\u00f4ng t\u00e1c qu\u1ea3n l\u00fd an to\u00e0n, hi\u1ec7n th\u1ef1c h\u00f3a t\u00ednh b\u1ec1n v\u1eefng \u2014 nh\u1eefng th\u00e0nh t\u1ef1u n\u00e0y l\u00e0 th\u1ef1c t\u1ebf kh\u00f4ng th\u1ec3 ph\u1ee7 nh\u1eadn. Tuy nhi\u00ean, song song v\u1edbi \u0111\u00f3, c\u0169ng t\u1ed3n t\u1ea1i nh\u1eefng c\u1ea1m b\u1eaby nghi\u00eam tr\u1ecdng nh\u01b0 s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o d\u1eef li\u1ec7u, r\u1ee7i ro v\u1ec1 m\u1eb7t \u0111\u1ea1o \u0111\u1ee9c v\u00e0 s\u1ef1 suy gi\u1ea3m kh\u1ea3 n\u0103ng ph\u00e1n \u0111o\u00e1n c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n<p>M\u1ee9c \u0111\u1ed9 chuy\u1ec3n \u0111\u1ed5i: T\u00ednh \u0111\u1ebfn n\u0103m 2025, c\u00e1c c\u00f4ng vi\u1ec7c trong ng\u00e0nh x\u00e2y d\u1ef1ng \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a nh\u1edd tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), \u0111\u1ed3ng th\u1eddi n\u0103ng su\u1ea5t c\u0169ng \u0111\u01b0\u1ee3c n\u00e2ng cao. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 s\u1ef1 c\u1ea3i thi\u1ec7n m\u00e0 c\u00f2n cho th\u1ea5y s\u1ef1 chuy\u1ec3n \u0111\u1ed5i c\u01a1 b\u1ea3n trong c\u1ea5u tr\u00fac c\u1ee7a ng\u00e0nh.<\/p>\n<p>M\u1ee9c \u0111\u1ed9 nghi\u00eam tr\u1ecdng c\u1ee7a nh\u1eefng c\u1ea1m b\u1eaby: Tuy nhi\u00ean, \u0111\u1eb1ng sau cu\u1ed9c c\u00e1ch m\u1ea1ng n\u00e0y, c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u01b0 s\u1ef1 gia t\u0103ng kho\u1ea3ng c\u00e1ch c\u00f4ng ngh\u1ec7, t\u00ecnh tr\u1ea1ng vi\u1ec7c l\u00e0m b\u1ea5p b\u00eanh v\u00e0 vi\u1ec7c coi nh\u1eb9 chuy\u00ean m\u00f4n c\u1ee7a con ng\u01b0\u1eddi \u0111ang ng\u00e0y c\u00e0ng tr\u1edf n\u00ean nghi\u00eam tr\u1ecdng. \u0110\u1eb7c bi\u1ec7t t\u1ea1i Nh\u1eadt B\u1ea3n, nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn s\u1ef1 \u1ed5n \u0111\u1ecbnh c\u1ee7a to\u00e0n x\u00e3 h\u1ed9i.<\/p>\n<p>T\u01b0\u01a1ng lai c\u1ee7a ng\u00e0nh x\u00e2y d\u1ef1ng n\u1eb1m \u1edf m\u1ed9t th\u1ebf gi\u1edbi h\u1ee3p t\u00e1c, n\u01a1i tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 s\u1ef1 s\u00e1ng t\u1ea1o c\u1ee7a con ng\u01b0\u1eddi \u0111\u01b0\u1ee3c c\u00e2n b\u1eb1ng m\u1ed9t c\u00e1ch h\u1ee3p l\u00fd. Ch\u00fang ta c\u1ea7n duy tr\u00ec th\u00e1i \u0111\u1ed9 lu\u00f4n nh\u1eadn th\u1ee9c r\u00f5 nh\u1eefng gi\u1edbi h\u1ea1n v\u00e0 r\u1ee7i ro c\u1ee7a c\u00f4ng ngh\u1ec7, \u0111\u1ed3ng th\u1eddi khai th\u00e1c t\u1ed1i \u0111a ti\u1ec1m n\u0103ng c\u1ee7a n\u00f3. V\u1eeba l\u1eafng nghe ti\u1ebfng vang c\u1ee7a cu\u1ed9c c\u00e1ch m\u1ea1ng s\u1ed1, v\u1eeba h\u1ebft s\u1ee9c c\u1ea3nh gi\u00e1c v\u1edbi nh\u1eefng c\u1ea1m b\u1eaby ngay d\u01b0\u1edbi ch\u00e2n \u2014 \u0111\u00f3 c\u00f3 l\u1ebd ch\u00ednh l\u00e0 s\u1ef1 kh\u00f4n ngoan m\u00e0 ng\u00e0nh x\u00e2y d\u1ef1ng t\u1eeb n\u0103m 2025 tr\u1edf \u0111i c\u1ea7n ph\u1ea3i c\u00f3.<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/sekokan-navi.jp\/magazine\/\" target=\"_blank\" rel=\"noopener\">V\u1ecb th\u1ea7n thi c\u00f4ng<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>Ng\u00e0nh x\u00e2y d\u1ef1ng hi\u1ec7n \u0111ang \u0111\u1ee9ng tr\u01b0\u1edbc m\u1ed9t b\u01b0\u1edbc ngo\u1eb7t l\u1ecbch s\u1eed. Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p v\u1ed1n \u0111\u00e3 ph\u1ee5 thu\u1ed9c v\u00e0o b\u00e0n tay v\u00e0 kinh nghi\u1ec7m c\u1ee7a con ng\u01b0\u1eddi su\u1ed1t h\u00e0ng ngh\u00ecn n\u0103m qua, m\u1ed9t s\u1ee9c m\u1ea1nh m\u1edbi mang t\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang b\u1eaft \u0111\u1ea7u len l\u1ecfi m\u1ed9t c\u00e1ch \u00e2m th\u1ea7m. T\u00e1c \u0111\u1ed9ng c\u1ee7a n\u00f3 \u0111\u00e3 th\u1ec3 hi\u1ec7n r\u00f5 r\u00e0ng d\u01b0\u1edbi nh\u1eefng h\u00ecnh th\u1ee9c c\u00f3 th\u1ec3 \u0111o l\u01b0\u1eddng \u0111\u01b0\u1ee3c \u2014 r\u00fat ng\u1eafn th\u1eddi gian thi c\u00f4ng, c\u1eaft gi\u1ea3m chi ph\u00ed v\u00e0 n\u00e2ng cao an to\u00e0n. Tuy nhi\u00ean, c\u00f4ng ngh\u1ec7 n\u00e0y\u2026<\/p>","protected":false},"author":2,"featured_media":39421,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[1,1231],"tags":[1246],"class_list":["post-57269","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-others","category-1231","tag-1246"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.2 (Yoast SEO v28.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ 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