{"id":2260,"date":"2026-08-29T16:14:02","date_gmt":"2026-08-29T16:14:02","guid":{"rendered":"https:\/\/1975mag.com\/?p=2260"},"modified":"2026-08-29T16:14:02","modified_gmt":"2026-08-29T16:14:02","slug":"ai-giua-nam-2026","status":"publish","type":"post","link":"https:\/\/1975mag.com\/ro\/ai-giua-nam-2026\/","title":{"rendered":"AI Gi\u1eefa N\u0103m 2026"},"content":{"rendered":"

T\u01b0\u1eddng tr\u00ecnh t\u1ed5ng h\u1ee3p cho ng\u01b0\u1eddi \u0111\u1ecdc kh\u00f4ng chuy\u00ean ng\u00e0nh k\u1ef9 thu\u1eadt<\/strong><\/span><\/h3>\n

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C\u00f3 m\u1ed9t chi ti\u1ebft nh\u1ecf \u0111\u00e1ng \u0111\u1ec3 b\u1eaft \u0111\u1ea7u.<\/p>\n

C\u00e1ch \u0111\u00e2y ba n\u0103m, khi ng\u01b0\u1eddi ta n\u00f3i v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, ng\u01b0\u1eddi ta n\u00f3i v\u1ec1 c\u00e2u tr\u1ea3 l\u1eddi<\/em>. B\u1ea1n g\u00f5 m\u1ed9t c\u00e2u h\u1ecfi, m\u00e1y tr\u1ea3 l\u1eddi, b\u1ea1n \u0111\u1ecdc, xong. Giao d\u1ecbch kh\u00e9p k\u00edn trong m\u1ed9t m\u00e0n h\u00ecnh.<\/p>\n

N\u0103m 2026, cu\u1ed9c tr\u00f2 chuy\u1ec7n \u0111\u00e3 \u0111\u1ed5i ch\u1ed7. Ng\u01b0\u1eddi ta n\u00f3i v\u1ec1 c\u00f4ng vi\u1ec7c<\/em>. Kh\u00f4ng ph\u1ea3i “m\u00e1y tr\u1ea3 l\u1eddi \u0111\u01b0\u1ee3c g\u00ec” m\u00e0 “m\u00e1y l\u00e0m xong \u0111\u01b0\u1ee3c vi\u1ec7c g\u00ec” v\u00e0 ai ch\u1ecbu tr\u00e1ch nhi\u1ec7m khi n\u00f3 l\u00e0m sai. \u0110\u00f3 l\u00e0 s\u1ef1 d\u1ecbch chuy\u1ec3n l\u1edbn nh\u1ea5t. M\u1ecdi th\u1ee9 c\u00f2n l\u1ea1i trong b\u00e0i n\u00e0y \u0111\u1ec1u l\u00e0 h\u1ec7 qu\u1ea3 c\u1ee7a n\u00f3.<\/p>\n

B\u00e0i vi\u1ebft n\u00e0y kh\u00f4ng gi\u1ea3 \u0111\u1ecbnh ng\u01b0\u1eddi \u0111\u1ecdc bi\u1ebft l\u1eadp tr\u00ecnh hay r\u00e0nh r\u1ebd v\u1ec1 k\u1ef9 thu\u1eadt \u0111i\u1ec7n to\u00e1n. N\u00f3 gi\u1ea3 \u0111\u1ecbnh ng\u01b0\u1eddi \u0111\u1ecdc l\u00e0 ng\u01b0\u1eddi tr\u01b0\u1edfng th\u00e0nh, c\u00f3 h\u1ecdc, \u0111ang c\u1ed1 hi\u1ec3u m\u1ed9t chuy\u1ec3n \u0111\u1ed9ng \u0111ang thay \u0111\u1ed5i n\u01a1i l\u00e0m vi\u1ec7c, tr\u01b0\u1eddng h\u1ecdc, v\u00e0 c\u1ea3 t\u00f2a \u00e1n. Nh\u1eefng ch\u1ed7 n\u00e0o s\u1ed1 li\u1ec7u c\u00f2n tranh c\u00e3i, t\u00f4i s\u1ebd n\u00f3i r\u00f5 l\u00e0 c\u00f2n tranh c\u00e3i.<\/p>\n

T\u1eeb “tr\u1ee3 l\u00fd” sang “t\u00e1c t\u1eed”: AI b\u1eaft \u0111\u1ea7u t\u1ef1 l\u00e0m vi\u1ec7c<\/span><\/h2>\n

T\u1eeb kh\u00f3a n\u1ed5i b\u1eadt c\u1ee7a AI gi\u1eefa n\u0103m 2026 l\u00e0 t\u00e1c t\u1eed AI<\/strong>: ti\u1ebfng Anh l\u00e0 AI agent<\/strong>; c\u00f2n agentic AI<\/strong> ch\u1ec9 c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng ch\u1ee7 \u0111\u1ed9ng l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 th\u1ef1c hi\u1ec7n nhi\u1ec1u b\u01b0\u1edbc.<\/p>\n

M\u1ed9t tr\u1ee3 l\u00fd th\u00ec ch\u1edd b\u1ea1n h\u1ecfi. M\u1ed9t t\u00e1c t\u1eed<\/strong> th\u00ec nh\u1eadn m\u1ed9t m\u1ee5c ti\u00eau, t\u1ef1 chia nh\u1ecf th\u00e0nh c\u00e1c b\u01b0\u1edbc, t\u1ef1 d\u00f9ng c\u00f4ng c\u1ee5 (m\u1edf tr\u00ecnh duy\u1ec7t, \u0111\u1ecdc t\u1eadp tin, g\u1ecdi ph\u1ea7n m\u1ec1m kh\u00e1c, vi\u1ebft v\u00e0 ch\u1ea1y m\u00e3), t\u1ef1 ki\u1ec3m tra k\u1ebft qu\u1ea3, r\u1ed3i b\u00e1o l\u1ea1i. N\u00f3 ch\u1ea1y h\u00e0ng gi\u1edd ch\u1ee9 kh\u00f4ng ph\u1ea3i h\u00e0ng gi\u00e2y.<\/p>\n

C\u1ee5 th\u1ec3 h\u01a1n, m\u1ed9t AI Agent<\/strong> ng\u00e0y nay c\u00f3 th\u1ec3: \u0111\u1ecdc hai tr\u0103m email t\u1ed3n \u0111\u1ecdng v\u00e0 ph\u00e2n lo\u1ea1i; \u0111\u1ed1i chi\u1ebfu m\u1ed9t h\u1ee3p \u0111\u1ed3ng v\u1edbi m\u01b0\u1eddi h\u1ee3p \u0111\u1ed3ng c\u0169 v\u00e0 \u0111\u00e1nh d\u1ea5u \u0111i\u1ec1u kho\u1ea3n b\u1ea5t th\u01b0\u1eddng; s\u1eeda m\u1ed9t l\u1ed7i ph\u1ea7n m\u1ec1m tr\u1ea3i qua nhi\u1ec1u t\u1eadp tin; t\u1ed5ng h\u1ee3p b\u00e1o c\u00e1o t\u1eeb ba ngu\u1ed3n d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 kh\u00e1c nhau.<\/p>\n

\u0110i\u1ec1u thay \u0111\u1ed5i v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt l\u00e0 ba th\u1ee9 c\u00f9ng t\u1eadp trung m\u1ed9t l\u00fac:<\/p>\n

Kh\u1ea3 n\u0103ng suy lu\u1eadn nhi\u1ec1u b\u01b0\u1edbc<\/strong>. C\u00e1c m\u00f4 h\u00ecnh m\u1edbi c\u00f3 th\u1ec3 d\u00e0nh th\u00eam th\u1eddi gian t\u00ednh to\u00e1n \u0111\u1ec3 th\u1eed nhi\u1ec1u h\u01b0\u1edbng, ki\u1ec3m tra k\u1ebft qu\u1ea3 trung gian v\u00e0 s\u1eeda c\u00e2u tr\u1ea3 l\u1eddi tr\u01b0\u1edbc khi xu\u1ea5t ra. Ta kh\u00f4ng n\u00ean hi\u1ec3u \u0111i\u1ec1u \u0111\u00f3 nh\u01b0 m\u1ed9t qu\u00e1 tr\u00ecnh \u201csuy ngh\u0129\u201d gi\u1ed1ng con ng\u01b0\u1eddi; \u0111\u00e2y v\u1eabn l\u00e0 t\u00ednh to\u00e1n x\u00e1c su\u1ea5t, \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c th\u00e0nh nhi\u1ec1u b\u01b0\u1edbc h\u01a1n.<\/p>\n

C\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh r\u1ed9ng<\/strong>. M\u1ed9t s\u1ed1 m\u00f4 h\u00ecnh h\u00e0ng \u0111\u1ea7u c\u00f3 th\u1ec3 nh\u1eadn t\u1edbi kho\u1ea3ng m\u1ed9t tri\u1ec7u token trong m\u1ed9t l\u1ea7n \u2014 t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u00e0i quy\u1ec3n s\u00e1ch ho\u1eb7c m\u1ed9t kho m\u00e3 kh\u00e1 l\u1edbn. Nh\u01b0ng c\u1eeda s\u1ed5 r\u1ed9ng kh\u00f4ng \u0111\u1ed3ng ngh\u0129a v\u1edbi tr\u00ed nh\u1edb ho\u00e0n h\u1ea3o: m\u00f4 h\u00ecnh v\u1eabn c\u00f3 th\u1ec3 b\u1ecf s\u00f3t chi ti\u1ebft, nh\u1ea7m quan h\u1ec7, ho\u1eb7c x\u1eed l\u00fd k\u00e9m khi t\u00e0i li\u1ec7u qu\u00e1 d\u00e0i.<\/p>\n

Quy\u1ec1n d\u00f9ng c\u00f4ng c\u1ee5.<\/strong> M\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c n\u1ed1i v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng th\u1eadt: l\u1ecbch, h\u1ed9p th\u01b0, c\u01a1 s\u1edf d\u1eef li\u1ec7u, tr\u00ecnh duy\u1ec7t. C\u00f3 nh\u1eefng chu\u1ea9n k\u1ebft n\u1ed1i chung \u0111\u00e3 h\u00ecnh th\u00e0nh \u0111\u1ec3 vi\u1ec7c n\u1ed1i n\u00e0y b\u1edbt th\u1ee7 c\u00f4ng.<\/p>\n

K\u1ebft qu\u1ea3 l\u00e0 m\u1ed9t lo\u1ea1i ph\u1ea7n m\u1ec1m m\u1edbi, ch\u1ea1y \u0111\u01b0\u1ee3c nhi\u1ec1u b\u01b0\u1edbc, v\u00e0\u00a0 \u0111\u00e2y l\u00e0 ph\u1ea7n quan tr\u1ecdng, AI agent c\u00f3 th\u1ec3 sai nhi\u1ec1u b\u01b0\u1edbc li\u00ean ti\u1ebfp m\u00e0 kh\u00f4ng ai nh\u00ecn th\u1ea5y<\/em>.<\/p>\n

C\u00e1i gi\u00e1 c\u1ee7a t\u1ef1 ch\u1ee7<\/p>\n

\u0110\u00e2y l\u00e0 ch\u1ed7 b\u00e1o ch\u00ed th\u01b0\u1eddng b\u1ecf qua. Doanh nghi\u1ec7p kh\u00f4ng th\u1ea5t b\u1ea1i v\u1edbi AI v\u00ec m\u00f4 h\u00ecnh y\u1ebfu. H\u1ecd th\u1ea5t b\u1ea1i v\u00ec quy tr\u00ecnh.<\/p>\n

C\u00e1c kh\u1ea3o s\u00e1t ng\u00e0nh trong n\u1eeda \u0111\u1ea7u n\u0103m 2026 cho th\u1ea5y kho\u1ea3ng c\u00e1ch l\u1edbn gi\u1eefa th\u1eed nghi\u1ec7m v\u00e0 v\u1eadn h\u00e0nh th\u1eadt: nhi\u1ec1u t\u1ed5 ch\u1ee9c n\u00f3i h\u1ecd \u201c\u0111ang d\u00f9ng AI\u201d, nh\u01b0ng t\u1ef7 l\u1ec7 t\u00e1c t\u1eed \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p s\u00e2u v\u00e0o quy tr\u00ecnh s\u1ea3n xu\u1ea5t v\u1eabn th\u1ea5p h\u01a1n nhi\u1ec1u so v\u1edbi m\u1ee9c \u0111\u1ed9 th\u1eed nghi\u1ec7m. Gartner d\u1ef1 b\u00e1o h\u01a1n 40% d\u1ef1 \u00e1n agentic AI s\u1ebd b\u1ecb h\u1ee7y v\u00e0o cu\u1ed1i n\u0103m 2027 v\u00ec chi ph\u00ed leo thang, gi\u00e1 tr\u1ecb kinh doanh kh\u00f4ng r\u00f5 v\u00e0 ki\u1ec3m so\u00e1t r\u1ee7i ro kh\u00f4ng \u0111\u1ee7. \u0110\u00e2y l\u00e0 d\u1ef1 b\u00e1o th\u1ecb tr\u01b0\u1eddng, kh\u00f4ng ph\u1ea3i s\u1ed1 \u0111o v\u1ec1 m\u1ecdi doanh nghi\u1ec7p.<\/p>\n

Ngh\u1ecbch l\u00fd c\u1ee7a 2026: n\u0103ng l\u1ef1c m\u00f4 h\u00ecnh t\u0103ng r\u1ea5t nhanh, nh\u01b0ng n\u0103ng l\u1ef1c t\u1ed5 ch\u1ee9c \u0111\u1ec3 d\u00f9ng n\u00f3 m\u1ed9t c\u00e1ch c\u00f3 tr\u00e1ch nhi\u1ec7m t\u0103ng ch\u1eadm h\u01a1n.<\/p>\n

C\u00e1c r\u00e0o c\u1ea3n \u0111\u01b0\u1ee3c n\u00eau \u0111i n\u00eau l\u1ea1i l\u00e0 t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng, ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u, v\u00e0 thay \u0111\u1ed5i qu\u1ea3n tr\u1ecb, ngh\u0129a l\u00e0 con ng\u01b0\u1eddi. Ba th\u1ee9 n\u00e0y kh\u00f4ng ph\u1ea3i v\u1ea5n \u0111\u1ec1 c\u00f4ng ngh\u1ec7. Ch\u00fang l\u00e0 v\u1ea5n \u0111\u1ec1 h\u00e0nh ch\u00ednh, th\u00f3i quen, v\u00e0 tr\u00e1ch nhi\u1ec7m.<\/p>\n

Chi ph\u00ed s\u1eed d\u1ee5ng suy lu\u1eadn AI \u0111ang gi\u1ea3m \u0111i r\u1ea5t nhanh<\/span><\/h2>\n

N\u1ebfu ch\u1ec9 nh\u1edb m\u1ed9t d\u1eef ki\u1ec7n kinh t\u1ebf, h\u00e3y nh\u1edb r\u1eb1ng chi ph\u00ed suy lu\u1eadn AI \u0111ang gi\u1ea3m r\u1ea5t nhanh. Stanford AI Index ghi nh\u1eadn, t\u00f9y lo\u1ea1i t\u00e1c v\u1ee5 v\u00e0 m\u1ee9c n\u0103ng l\u1ef1c, gi\u00e1 suy lu\u1eadn c\u00f3 th\u1ec3 gi\u1ea3m t\u1eeb kho\u1ea3ng 9 l\u1ea7n \u0111\u1ebfn h\u00e0ng tr\u0103m l\u1ea7n m\u1ed7i n\u0103m. V\u00ec c\u00e1ch \u0111o kh\u00e1c nhau, kh\u00f4ng n\u00ean m\u00f4 t\u1ea3 xu h\u01b0\u1edbng n\u00e0y th\u00e0nh m\u1ed9t t\u1ef7 l\u1ec7 duy nh\u1ea5t cho to\u00e0n b\u1ed9 th\u1ecb tr\u01b0\u1eddng.<\/p>\n

C\u00f3 hai l\u1ef1c t\u00e1c \u0111\u1ed9ng.<\/p>\n

Th\u1ee9 nh\u1ea5t, hi\u1ec7u qu\u1ea3 k\u1ef9 thu\u1eadt.<\/strong> C\u00e1c m\u00f4 h\u00ecnh nh\u1ecf h\u01a1n ng\u00e0y c\u00e0ng l\u00e0m \u0111\u01b0\u1ee3c vi\u1ec7c m\u00e0 n\u0103m ngo\u00e1i c\u1ea7n m\u00f4 h\u00ecnh l\u1edbn g\u1ea5p m\u01b0\u1eddi l\u1ea7n. Ki\u1ebfn tr\u00fac m\u1edbi cho ph\u00e9p ch\u1ec9 “\u0111\u00e1nh th\u1ee9c” m\u1ed9t ph\u1ea7n nh\u1ecf c\u1ee7a m\u00f4 h\u00ecnh cho m\u1ed7i c\u00e2u h\u1ecfi, thay v\u00ec ch\u1ea1y to\u00e0n b\u1ed9 m\u00f4 h\u00ecnh.<\/p>\n

Th\u1ee9 hai, c\u1ea1nh tranh t\u1eeb m\u00f4 h\u00ecnh tr\u1ecdng s\u1ed1 m\u1edf<\/em>.<\/strong><\/p>\n

C\u1ea7n gi\u1ea3i th\u00edch kh\u00e1i ni\u1ec7m n\u00e0y, v\u00ec n\u00f3 l\u00e0 c\u0103n b\u1ea3n c\u1ee7a c\u1ea3 ph\u1ea7n III.<\/p>\n

M\u1ed9t m\u00f4 h\u00ecnh AI, sau khi hu\u1ea5n luy\u1ec7n, t\u1ed3n t\u1ea1i d\u01b0\u1edbi d\u1ea1ng m\u1ed9t t\u1eadp h\u1ee3p kh\u1ed5ng l\u1ed3 c\u00e1c con s\u1ed1 g\u1ecdi l\u00e0 tr\u1ecdng s\u1ed1<\/em><\/strong> (weights). \u0110\u00f3 l\u00e0 “b\u1ed9 n\u00e3o” \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n xong.<\/p>\n

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  • M\u00f4 h\u00ecnh \u0111\u00f3ng<\/strong>: b\u1ea1n kh\u00f4ng bao gi\u1edd ch\u1ea1m v\u00e0o tr\u1ecdng s\u1ed1. B\u1ea1n g\u1eedi c\u00e2u h\u1ecfi qua m\u1ea1ng \u0111\u1ebfn m\u00e1y ch\u1ee7 c\u1ee7a c\u00f4ng ty, h\u1ecd tr\u1ea3 l\u1eddi. B\u1ea1n thu\u00ea d\u1ecbch v\u1ee5.<\/li>\n
  • M\u00f4 h\u00ecnh tr\u1ecdng s\u1ed1 m\u1edf<\/strong>: c\u00f4ng ty c\u00f4ng b\u1ed1 ch\u00ednh b\u1ed9 s\u1ed1 \u0111\u00f3 l\u00ean m\u1ea1ng. Ai c\u0169ng t\u1ea3i v\u1ec1 \u0111\u01b0\u1ee3c, ch\u1ea1y tr\u00ean m\u00e1y c\u1ee7a m\u00ecnh, s\u1eeda \u0111\u1ed5i, kh\u00f4ng c\u1ea7n xin ph\u00e9p ai.<\/li>\n<\/ul>\n

    (L\u01b0u \u00fd cho ng\u01b0\u1eddi \u0111\u1ecdc: “tr\u1ecdng s\u1ed1 m\u1edf” kh\u00f4ng<\/em> \u0111\u1ed3ng ngh\u0129a v\u1edbi “m\u00e3 ngu\u1ed3n m\u1edf” theo ngh\u0129a c\u1ed5 \u0111i\u1ec3n. D\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n v\u00e0 quy tr\u00ecnh hu\u1ea5n luy\u1ec7n th\u01b0\u1eddng v\u1eabn gi\u1eef k\u00edn. B\u00e1o ch\u00ed hay d\u00f9ng l\u1eabn hai t\u1eeb.)<\/p>\n

    Trong 2025\u20132026, c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m Trung Qu\u1ed1c (DeepSeek, Alibaba v\u1edbi d\u00f2ng Qwen, Moonshot v\u1edbi Kimi, Zhipu v\u1edbi GLM) c\u00f4ng b\u1ed1 h\u00e0ng lo\u1ea1t m\u00f4 h\u00ecnh tr\u1ecdng s\u1ed1 m\u1edf<\/strong> c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng ch\u1ec9 k\u00e9m c\u00e1c m\u00f4 h\u00ecnh \u0111\u00f3ng h\u00e0ng \u0111\u1ea7u m\u1ed9t kho\u1ea3ng h\u1eb9p, v\u1edbi gi\u00e1 th\u1ea5p h\u01a1n nhi\u1ec1u l\u1ea7n.<\/p>\n

    H\u1ec7 qu\u1ea3 r\u1ea5t c\u1ee5 th\u1ec3. M\u1ed9t c\u00f4ng ty nh\u1ecf \u1edf S\u00e0i G\u00f2n, Manila hay Nairobi gi\u1edd c\u00f3 th\u1ec3 t\u1ea3i m\u1ed9t m\u00f4 h\u00ecnh g\u1ea7n-h\u00e0ng-\u0111\u1ea7u v\u1ec1, ch\u1ea1y tr\u00ean m\u00e1y ch\u1ee7 c\u1ee7a m\u00ecnh, kh\u00f4ng tr\u1ea3 ti\u1ec1n thu\u00ea bao, kh\u00f4ng g\u1eedi d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng ra n\u01b0\u1edbc ngo\u00e0i. \u0110\u00f3 l\u00e0 m\u1ed9t s\u1ef1 t\u00e1i ph\u00e2n ph\u1ed1i quy\u1ec1n l\u1ef1c c\u00f4ng ngh\u1ec7 m\u00e0 m\u01b0\u1eddi n\u0103m tr\u01b0\u1edbc kh\u00f3 t\u01b0\u1edfng t\u01b0\u1ee3ng c\u00f3 th\u1ec3 x\u1ea3y ra. C\u0169ng c\u00f3 m\u1eb7t tr\u00e1i: khi ai c\u0169ng t\u1ea3i \u0111\u01b0\u1ee3c, th\u00ec k\u1ebb x\u1ea5u c\u0169ng t\u1ea3i \u0111\u01b0\u1ee3c, v\u00e0 kh\u00f4ng ai thu h\u1ed3i l\u1ea1i \u0111\u01b0\u1ee3c.<\/p>\n

    \u0110\u1ecba ch\u00ednh tr\u1ecb AI: cu\u1ed9c \u0111ua \u0111\u00e3 \u0111\u1ed5i lu\u1eadt ch\u01a1i<\/span><\/h2>\n

    \u0110\u00e2y l\u00e0 ph\u1ea7n ph\u1ee9c t\u1ea1p nh\u1ea5t, v\u00e0 c\u0169ng l\u00e0 ph\u1ea7n d\u1ec5 b\u1ecb t\u01b0\u1eddng thu\u1eadt sai nh\u1ea5t.C\u00e1ch k\u1ec3 quen thu\u1ed9c l\u00e0 “M\u1ef9 v\u00e0 Trung Qu\u1ed1c \u0111ua xem ai c\u00f3 m\u00f4 h\u00ecnh m\u1ea1nh h\u01a1n”. C\u00e1ch k\u1ec3 \u0111\u00f3 b\u1ecf s\u00f3t c\u1ea5u tr\u00fac th\u1eadt.<\/p>\n

    Chi\u1ebfn l\u01b0\u1ee3c M\u1ef9<\/strong>: t\u1eadp trung v\u1ed1n kh\u1ed5ng l\u1ed3 v\u00e0o m\u1ed9t s\u1ed1 \u00edt m\u00f4 h\u00ecnh bi\u00ean gi\u1edbi, ch\u1ea1y tr\u00ean h\u1ea1 t\u1ea7ng t\u00ednh to\u00e1n \u0111\u1eaft \u0111\u1ecf, ph\u1ea7n l\u1edbn l\u00e0 m\u00f4 h\u00ecnh \u0111\u00f3ng, b\u00e1n qua d\u1ecbch v\u1ee5. \u0110\u1eb7t c\u01b0\u1ee3c r\u1eb1ng \u01b0u th\u1ebf ph\u1ea7n c\u1ee9ng (hardware) s\u1ebd t\u1ea1o ra \u01b0u th\u1ebf n\u0103ng l\u1ef1c.<\/p>\n

    Chi\u1ebfn l\u01b0\u1ee3c Trung Qu\u1ed1c<\/strong>: b\u1ecb h\u1ea1n ch\u1ebf ph\u1ea7n c\u1ee9ng b\u1edfi l\u1ec7nh ki\u1ec3m so\u00e1t xu\u1ea5t kh\u1ea9u chip c\u1ee7a M\u1ef9, n\u00ean xoay sang t\u1ed1i \u01b0u hi\u1ec7u qu\u1ea3 v\u00e0 ph\u00e1t t\u00e1n r\u1ed9ng. <\/em>C\u00e1c c\u00f4ng ty AI Trung qu\u1ed1c c\u00f4ng b\u1ed1 tr\u1ecdng s\u1ed1 m\u1edf, x\u00e2y d\u1ef1ng c\u1ed9ng \u0111\u1ed3ng l\u1eadp tr\u00ecnh vi\u00ean to\u00e0n c\u1ea7u, v\u00e0 khai tri\u1ec3n AI v\u00e0o n\u1ec1n kinh t\u1ebf th\u1ef1c v\u1edbi t\u1ed1c \u0111\u1ed9 r\u1ea5t cao.<\/p>\n

    M\u1ed9t b\u00e1o c\u00e1o th\u00e1ng 3\/2026 c\u1ee7a \u1ee6y ban \u0110\u00e1nh gi\u00e1 Kinh t\u1ebf v\u00e0 An ninh M\u1ef9\u2013Trung (USCC) g\u1ecdi \u0111\u00e2y l\u00e0 chi\u1ebfn l\u01b0\u1ee3c “hai v\u00f2ng l\u1eb7p”, v\u00e0 c\u1ea3nh b\u00e1o r\u1eb1ng ki\u1ec3m so\u00e1t xu\u1ea5t kh\u1ea9u chip \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 h\u1ea1n ch\u1ebf n\u0103ng l\u1ef1c hu\u1ea5n luy\u1ec7n<\/em>, ch\u1ee9 kh\u00f4ng h\u1ea1n ch\u1ebf \u0111\u01b0\u1ee3c m\u00f4 h\u00ecnh m\u1edf c\u1ea1nh tranh \u1edf t\u1ea7ng ph\u1ea7n m\u1ec1m<\/em>.<\/p>\n

    V\u00e0i m\u1ed1c \u0111\u00e1ng ghi trong 2026:<\/p>\n

      \n
    • Th\u00e1ng 1\/2026, Washington ch\u00ednh th\u1ee9c h\u00f3a vi\u1ec7c cho ph\u00e9p b\u00e1n m\u1ed9t d\u00f2ng chip AI cao c\u1ea5p nh\u1ea5t \u0111\u1ecbnh sang Trung Qu\u1ed1c, k\u00e8m ph\u1ee5 ph\u00ed v\u00e0 \u0111i\u1ec1u ki\u1ec7n an ninh, m\u1ed9t s\u1ef1 n\u1edbi l\u1ecfng so v\u1edbi giai \u0111o\u1ea1n tr\u01b0\u1edbc.<\/li>\n
    • Th\u00e1ng 6\/2026, ch\u00ednh ph\u1ee7 M\u1ef9 l\u1ea7n \u0111\u1ea7u \u00e1p d\u1ee5ng ki\u1ec3m so\u00e1t xu\u1ea5t kh\u1ea9u nh\u1eafm v\u00e0o ch\u00ednh m\u00f4 h\u00ecnh AI<\/em> ch\u1ee9 kh\u00f4ng ch\u1ec9 chip. Hai m\u00f4 h\u00ecnh m\u1edbi nh\u1ea5t c\u1ee7a c\u00f4ng ty Anthropic (Fable 5 v\u00e0 Mythos 5) b\u1ecb \u0111\u00ecnh ch\u1ec9 ti\u1ebfp c\u1eadn t\u1eeb 12\/6, v\u00e0 \u0111\u01b0\u1ee3c kh\u00f4i ph\u1ee5c ng\u00e0y 1\/7 sau khi ch\u1ec9 th\u1ecb \u0111\u01b0\u1ee3c g\u1ee1 b\u1ecf ng\u00e0y 30\/6.<\/li>\n
    • Th\u00e1ng 7\/2026, B\u1ed9 Th\u01b0\u01a1ng m\u1ea1i Trung Qu\u1ed1c b\u1eaft \u0111\u1ea7u tham v\u1ea5n ng\u00e0nh v\u1ec1 kh\u1ea3 n\u0103ng h\u1ea1n ch\u1ebf<\/em> vi\u1ec7c ng\u01b0\u1eddi n\u01b0\u1edbc ngo\u00e0i t\u1ea3i tr\u1ecdng s\u1ed1 c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh Trung Qu\u1ed1c, t\u1ee9c l\u00e0 chi\u1ec1u ng\u01b0\u1ee3c l\u1ea1i c\u1ee7a ch\u00ednh s\u00e1ch m\u1edf \u0111\u00e3 l\u00e0m n\u00ean th\u00e0nh c\u00f4ng c\u1ee7a h\u1ecd. Ch\u01b0a c\u00f3 quy\u1ebft \u0111\u1ecbnh ch\u00ednh th\u1ee9c.<\/li>\n<\/ul>\n

      \u0110i\u1ec3m m\u1ea5u ch\u1ed1t \u0111\u1ec3 hi\u1ec3u: tr\u1ecdng s\u1ed1 \u0111\u00e3 ph\u00e1t t\u00e1n th\u00ec kh\u00f4ng thu h\u1ed3i \u0111\u01b0\u1ee3c.<\/strong> Ch\u00ednh s\u00e1ch c\u00f3 th\u1ec3 ch\u1eb7n b\u1ea3n ph\u00e1t h\u00e0nh k\u1ebf ti\u1ebfp; n\u00f3 kh\u00f4ng x\u00f3a \u0111\u01b0\u1ee3c nh\u1eefng g\u00ec \u0111\u00e3 n\u1eb1m tr\u00ean \u1ed5 c\u1ee9ng c\u1ee7a h\u00e0ng tri\u1ec7u ng\u01b0\u1eddi \u1edf s\u00e1u ch\u00e2u l\u1ee5c.<\/p>\n

      Ghi ch\u00fa bi\u00ean t\u1eadp<\/em>: c\u00e1c con s\u1ed1 v\u1ec1 “th\u1ecb ph\u1ea7n” m\u00f4 h\u00ecnh Trung Qu\u1ed1c trong l\u01b0u l\u01b0\u1ee3ng c\u1ee7a c\u00e1c c\u00f4ng ty M\u1ef9 dao \u0111\u1ed9ng r\u1ea5t m\u1ea1nh theo tu\u1ea7n v\u00e0 theo ngu\u1ed3n \u0111o. N\u00ean d\u00f9ng ch\u00fang nh\u01b0 d\u1ea5u hi\u1ec7u xu h\u01b0\u1edbng, kh\u00f4ng n\u00ean tr\u00edch nh\u01b0 s\u1ef1 th\u1eadt c\u1ed1 \u0111\u1ecbnh.<\/p>\n

      \u0110i\u1ec7n, \u0111\u1ea5t, v\u00e0 t\u01b0 b\u1ea3n<\/span><\/h2>\n

      Ng\u01b0\u1eddi ta hay qu\u00ean r\u1eb1ng AI l\u00e0 m\u1ed9t ng\u00e0nh c\u00f4ng nghi\u1ec7p n\u1eb7ng<\/em>.<\/p>\n

      M\u1ed7i c\u00e2u tr\u1ea3 l\u1eddi b\u1ea1n nh\u1eadn \u0111\u01b0\u1ee3c \u0111\u1ec1u \u0111i qua m\u1ed9t t\u00f2a nh\u00e0 c\u00f3 th\u1eadt, \u1edf m\u1ed9t n\u01a1i c\u00f3 th\u1eadt, x\u1eed d\u1ee5ng m\u1ed9t l\u01b0\u1ee3ng \u0111i\u1ec7n c\u00f3 th\u1eadt.<\/p>\n

      Quy m\u00f4 n\u0103m 2026 l\u00e0 ch\u01b0a t\u1eebng c\u00f3:<\/p>\n

        \n
      • Chi ti\u00eau v\u1ed1n c\u1ee7a 14 nh\u00e0 v\u1eadn h\u00e0nh trung t\u00e2m d\u1eef li\u1ec7u l\u1edbn nh\u1ea5t th\u1ebf gi\u1edbi \u0111\u01b0\u1ee3c \u01b0\u1edbc t\u00ednh g\u1ea7n 750 t\u1ef7 \u0111\u00f4 la<\/strong> trong n\u0103m 2026, so v\u1edbi ch\u01b0a t\u1edbi 450 t\u1ef7 n\u0103m tr\u01b0\u1edbc.<\/li>\n
      • Ng\u00e2n h\u00e0ng Morgan Stanley d\u1ef1 b\u00e1o nhu c\u1ea7u \u0111i\u1ec7n c\u1ee7a trung t\u00e2m d\u1eef li\u1ec7u M\u1ef9 c\u00f3 th\u1ec3 \u0111\u1ea1t 74 gigawatt v\u00e0o 2028<\/strong>, v\u1edbi kho\u1ea3ng thi\u1ebfu h\u1ee5t ngu\u1ed3n cung kho\u1ea3ng 49 gigawatt.<\/li>\n
      • C\u00e1c c\u00f4ng ty \u0111i\u1ec7n l\u1ef1c t\u01b0 nh\u00e2n M\u1ef9 \u0111\u00e3 c\u00f4ng b\u1ed1 k\u1ebf ho\u1ea1ch \u0111\u1ea7u t\u01b0 kho\u1ea3ng 1,4 ngh\u00ecn t\u1ef7 \u0111\u00f4 la<\/strong> \u0111\u1ebfn n\u0103m 2030, \u0111\u1ee3t \u0111\u1ea7u t\u01b0 h\u1ea1 t\u1ea7ng \u0111i\u1ec7n l\u1edbn nh\u1ea5t trong l\u1ecbch s\u1eed ng\u00e0nh.<\/li>\n<\/ul>\n

        N\u00fat th\u1eaft kh\u00f4ng c\u00f2n l\u00e0 ti\u1ec1n. N\u00fat th\u1eaft l\u00e0 v\u1eadt l\u00fd<\/em>: h\u00e0ng \u0111\u1ee3i \u0111\u1ea5u n\u1ed1i l\u01b0\u1edbi \u0111i\u1ec7n k\u00e9o d\u00e0i nhi\u1ec1u n\u0103m, t\u1ef7 l\u1ec7 tr\u1ed1ng c\u1ee7a trung t\u00e2m d\u1eef li\u1ec7u \u1edf m\u1ee9c th\u1ea5p k\u1ef7 l\u1ee5c, th\u1eddi gian ch\u1edd giao chip t\u00ednh b\u1eb1ng g\u1ea7n m\u1ed9t n\u0103m.<\/p>\n

        C\u00e2u h\u1ecfi h\u00f3a \u0111\u01a1n ti\u1ec1n \u0111i\u1ec7n<\/p>\n

        \u0110\u00e2y l\u00e0 ch\u1ed7 ch\u1ee7 \u0111\u1ec1 n\u00e0y ch\u1ea1m v\u00e0o \u0111\u1eddi s\u1ed1ng c\u1ee7a ng\u01b0\u1eddi \u0111\u1ecdc ph\u1ed5 th\u00f4ng.<\/p>\n

        C\u01a1 quan Th\u00f4ng tin N\u0103ng l\u01b0\u1ee3ng M\u1ef9 d\u1ef1 b\u00e1o gi\u00e1 \u0111i\u1ec7n sinh ho\u1ea1t trung b\u00ecnh t\u0103ng kho\u1ea3ng 5,1% trong 2026. M\u1ed9t s\u1ed1 ph\u00e2n t\u00edch \u01b0\u1edbc t\u00ednh ng\u01b0\u1eddi ti\u00eau d\u00f9ng d\u00e2n d\u1ee5ng c\u00f3 th\u1ec3 g\u00e1nh m\u1ed9t ph\u1ea7n \u0111\u00e1ng k\u1ec3 c\u1ee7a kho\u1ea3n \u0111\u1ea7u t\u01b0 1,4 ngh\u00ecn t\u1ef7 kia qua h\u00f3a \u0111\u01a1n h\u00e0ng th\u00e1ng.<\/p>\n

        C\u00e2u h\u1ecfi ch\u00ednh tr\u1ecb \u0111i k\u00e8m r\u1ea5t n\u1eb7ng k\u00fd: gia \u0111\u00ecnh trung l\u01b0u c\u00f3 n\u00ean tr\u1ee3 gi\u00e1 \u0111i\u1ec7n cho nh\u1eefng c\u00f4ng ty tr\u1ecb gi\u00e1 h\u00e0ng ngh\u00ecn t\u1ef7 hay kh\u00f4ng?<\/em> \u0110\u00e2y \u0111\u00e3 tr\u1edf th\u00e0nh \u0111\u1ec1 t\u00e0i v\u1eadn \u0111\u1ed9ng \u1edf nhi\u1ec1u bang.<\/p>\n

        C\u1ea7n c\u00f4ng b\u1eb1ng: c\u00f3 nghi\u00ean c\u1ee9u ch\u1ec9 ra r\u1eb1ng cho t\u1edbi \u00edt nh\u1ea5t n\u0103m 2024, s\u1ef1 hi\u1ec7n di\u1ec7n c\u1ee7a trung t\u00e2m d\u1eef li\u1ec7u th\u1ef1c ra k\u00e9o gi\u1ea3m<\/em> chi ph\u00ed \u0111i\u1ec7n b\u00e1n l\u1ebb, v\u00ec h\u1ecd t\u1ea1o ra kh\u00e1ch h\u00e0ng \u1ed5n \u0111\u1ecbnh \u0111\u1ec3 chia \u0111\u1ec1u chi ph\u00ed s\u1eed d\u1ee5ng l\u01b0\u1edbi \u0111i\u1ec7n. C\u00e2u h\u1ecfi m\u1edf l\u00e0 xu h\u01b0\u1edbng \u0111\u00f3 c\u00f3 s\u1ed1ng s\u00f3t qua \u0111\u1ee3t x\u00e2y d\u1ef1ng kh\u1ed5ng l\u1ed3 hi\u1ec7n nay hay kh\u00f4ng?<\/p>\n

        C\u00f3 ph\u1ea3i bong b\u00f3ng kh\u00f4ng?<\/p>\n

        C\u00e2u h\u1ecfi n\u00e0y chia \u0111\u00f4i gi\u1edbi t\u00e0i ch\u00ednh, v\u00e0 ng\u01b0\u1eddi \u0111\u1ecdc n\u00ean bi\u1ebft c\u1ea3 hai l\u1eadp lu\u1eadn.<\/p>\n

        Ph\u00eda lo ng\u1ea1i<\/strong>: th\u1ebf gi\u1edbi \u0111ang chi h\u01a1n m\u1ed9t ngh\u00ecn t\u1ef7 \u0111\u00f4 la m\u1ed9t n\u0103m cho h\u1ea1 t\u1ea7ng, trong khi l\u1ee3i nhu\u1eadn bi\u1ec7n minh cho kho\u1ea3n chi \u0111\u00f3 ph\u1ea7n l\u1edbn v\u1eabn l\u00e0 l\u1eddi h\u1ee9a<\/em>. Nh\u00e0 \u0111\u1ea7u t\u01b0 Mark Cuban v\u00ed von r\u1eb1ng nhi\u1ec1u trung t\u00e2m d\u1eef li\u1ec7u r\u1ed3i s\u1ebd th\u00e0nh s\u00e2n pickleball, v\u1edbi l\u00fd do: AI s\u1ebd ng\u00e0y c\u00e0ng hi\u1ec7u qu\u1ea3 h\u01a1n, c\u1ea7n \u00edt m\u00e1y h\u01a1n cho c\u00f9ng l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c.<\/p>\n

        Ph\u00eda l\u1ea1c quan<\/strong>: Morgan Stanley cho r\u1eb1ng nhu c\u1ea7u t\u00ednh to\u00e1n d\u00e0i h\u1ea1n \u0111\u1ee7 \u0111\u1ec3 bi\u1ec7n minh cho m\u1ee9c \u0111\u1ea7u t\u01b0 hi\u1ec7n t\u1ea1i; t\u1ef7 l\u1ec7 tr\u1ed1ng th\u1ea5p k\u1ef7 l\u1ee5c cho th\u1ea5y nhu c\u1ea7u l\u00e0 th\u1eadt, kh\u00f4ng ph\u1ea3i \u0111\u1ea7u c\u01a1.<\/p>\n

        C\u1ea3 hai \u0111\u1ec1u \u0111\u1ed3ng \u00fd v\u1ec1 m\u1ed9t \u0111i\u1ec1u: 18 th\u00e1ng t\u1edbi l\u00e0 b\u00e0i ki\u1ec3m tra.<\/strong> Khi c\u00f4ng su\u1ea5t m\u1edbi \u0111i v\u00e0o v\u1eadn h\u00e0nh, n\u00f3 s\u1ebd ph\u1ea3i ch\u1ee9ng minh doanh thu.<\/p>\n

        Khoa h\u1ecdc: n\u01a1i AI th\u1ea7m l\u1eb7ng nh\u1ea5t v\u00e0 c\u00f3 l\u1ebd quan tr\u1ecdng nh\u1ea5t<\/span><\/h2>\n

        N\u1ebfu ph\u1ea7n h\u1ea1 t\u1ea7ng l\u00e0 ph\u1ea7n \u1ed3n \u00e0o, ph\u1ea7n n\u00e0y l\u00e0 ph\u1ea7n b\u1ec1n.<\/p>\n

        C\u00e2u chuy\u1ec7n b\u1eaft \u0111\u1ea7u t\u1eeb protein<\/strong>, nh\u1eefng c\u1ed7 m\u00e1y ph\u00e2n t\u1eed c\u1ee7a s\u1ef1 s\u1ed1ng. Ch\u1ee9c n\u0103ng c\u1ee7a m\u1ed9t protein ph\u1ee5 thu\u1ed9c v\u00e0o h\u00ecnh d\u1ea1ng ba chi\u1ec1u m\u00e0 n\u00f3 h\u00ecnh th\u00e0nh, v\u00e0 su\u1ed1t n\u0103m m\u01b0\u01a1i n\u0103m, d\u1ef1 \u0111o\u00e1n h\u00ecnh d\u1ea1ng \u0111\u00f3 t\u1eeb chu\u1ed7i h\u00f3a h\u1ecdc l\u00e0 m\u1ed9t trong nh\u1eefng b\u00e0i to\u00e1n l\u1edbn ch\u01b0a gi\u1ea3i \u0111\u01b0\u1ee3c c\u1ee7a sinh h\u1ecdc.<\/p>\n

        AlphaFold c\u1ee7a DeepMind \u0111\u00e3 t\u1ea1o b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 trong d\u1ef1 \u0111o\u00e1n c\u1ea5u tr\u00fac protein, nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p \u0111\u1ea1t \u0111\u1ed9 ch\u00ednh x\u00e1c g\u1ea7n v\u1edbi ph\u01b0\u01a1ng ph\u00e1p th\u1ef1c nghi\u1ec7m. Gi\u1ea3i Nobel H\u00f3a h\u1ecdc 2024 vinh danh David Baker cho thi\u1ebft k\u1ebf protein b\u1eb1ng t\u00ednh to\u00e1n, c\u00f9ng Demis Hassabis v\u00e0 John Jumper cho d\u1ef1 \u0111o\u00e1n c\u1ea5u tr\u00fac protein. Gi\u1ea3i Nobel V\u1eadt l\u00fd 2024 vinh danh John Hopfield v\u00e0 Geoffrey Hinton cho nh\u1eefng n\u1ec1n t\u1ea3ng c\u1ee7a h\u1ecdc m\u00e1y, ch\u1ee9 kh\u00f4ng tr\u1ef1c ti\u1ebfp trao cho AlphaFold.<\/p>\n

        Nh\u01b0ng n\u0103m 2026 \u0111\u00e3 \u0111i xa h\u01a1n d\u1ef1 \u0111o\u00e1n<\/em>. B\u01b0\u1edbc m\u1edbi l\u00e0 thi\u1ebft k\u1ebf<\/em>.<\/p>\n

        Thi\u1ebft k\u1ebf sinh t\u1ea1o<\/strong> (generative design) kh\u00e1c v\u1ec1 b\u1ea3n ch\u1ea5t v\u1edbi s\u00e0ng l\u1ecdc truy\u1ec1n th\u1ed1ng. S\u00e0ng l\u1ecdc l\u00e0 duy\u1ec7t qua m\u1ed9t th\u01b0 vi\u1ec7n ph\u00e2n t\u1eed \u0111\u00e3 c\u00f3 v\u00e0 x\u1ebfp h\u1ea1ng. Thi\u1ebft k\u1ebf sinh t\u1ea1o b\u1eaft \u0111\u1ea7u t\u1eeb nhi\u1ec5u ng\u1eabu nhi\u00ean v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u1ea5u tr\u00fac ph\u00e2n t\u1eed ch\u01b0a t\u1eebng t\u1ed3n t\u1ea1i<\/em>, v\u1edbi c\u00e1c t\u00ednh ch\u1ea5t \u0111\u01b0\u1ee3c \u0111\u1eb7t h\u00e0ng tr\u01b0\u1edbc.<\/p>\n

        V\u00e0i d\u1ea5u m\u1ed1c:<\/p>\n

          \n
        • H\u1ee3p ch\u1ea5t rentosertib c\u1ee7a Insilico Medicine, c\u00f3 c\u1ea3 \u0111\u00edch t\u00e1c d\u1ee5ng l\u1eabn ph\u00e2n t\u1eed \u0111\u1ec1u do AI \u0111\u1ec1 xu\u1ea5t, ho\u00e0n t\u1ea5t th\u1eed nghi\u1ec7m l\u00e2m s\u00e0ng Giai \u0111o\u1ea1n IIa; k\u1ebft qu\u1ea3 b\u00ecnh duy\u1ec7t \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean Nature Medicine ng\u00e0y 3\/6\/2025. \u0110\u1ebfn th\u00e1ng 7\/2026, ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e3 ti\u1ebfn v\u00e0o th\u1eed nghi\u1ec7m Giai \u0111o\u1ea1n III. \u0110\u00e2y l\u00e0 b\u1eb1ng ch\u1ee9ng l\u00e2m s\u00e0ng \u0111\u1ea7u ti\u00ean thu\u1ed9c lo\u1ea1i n\u00e0y.<\/li>\n
        • T\u00ednh \u0111\u1ebfn ng\u00e0y 28\/7\/2026, ch\u01b0a c\u00f3 thu\u1ed1c m\u1edbi \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n v\u00e0 thi\u1ebft k\u1ebf ch\u1ee7 y\u1ebfu b\u1eb1ng AI n\u00e0o \u0111\u01b0\u1ee3c FDA ph\u00ea duy\u1ec7t nh\u01b0 m\u1ed9t d\u01b0\u1ee3c ph\u1ea9m ho\u00e0n ch\u1ec9nh. Ph\u00ea duy\u1ec7t \u0111\u00f2i h\u1ecfi ho\u00e0n t\u1ea5t Giai \u0111o\u1ea1n III, th\u01b0\u1eddng m\u1ea5t th\u00eam nhi\u1ec1u n\u0103m.<\/li>\n
        • C\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m t\u1ef1 h\u00e0nh \u2014 n\u01a1i thu\u1eadt to\u00e1n \u0111\u1ec1 xu\u1ea5t th\u00ed nghi\u1ec7m, robot th\u1ef1c hi\u1ec7n, h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch k\u1ebft qu\u1ea3 r\u1ed3i ch\u1ecdn b\u01b0\u1edbc ti\u1ebfp theo \u2014 \u0111ang ph\u00e1t tri\u1ec3n nhanh trong h\u00f3a h\u1ecdc v\u00e0 khoa h\u1ecdc v\u1eadt li\u1ec7u. Tuy nhi\u00ean, ch\u01b0a c\u00f3 th\u1ed1ng k\u00ea \u0111\u00e1ng tin c\u1eady cho ph\u00e9p kh\u1eb3ng \u0111\u1ecbnh to\u00e0n c\u1ea7u \u0111\u00e3 \u0111\u1ea1t \u201ch\u00e0ng tri\u1ec7u th\u00ed nghi\u1ec7m m\u1ed7i tu\u1ea7n\u201d; n\u00ean xem \u0111\u00e2y l\u00e0 m\u1ed9t h\u1ea1 t\u1ea7ng nghi\u00ean c\u1ee9u \u0111ang m\u1edf r\u1ed9ng, ch\u01b0a ph\u1ea3i m\u1ed9t quy m\u00f4 \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111o th\u1ed1ng nh\u1ea5t.<\/li>\n<\/ul>\n

          V\u00e0 c\u1ea7n n\u00f3i c\u1ea3 ph\u1ea7n ch\u01b0a \u0111\u01b0\u1ee3c<\/p>\n

          \u0110\u00e2y l\u00e0 ch\u1ed7 d\u1ec5 th\u1ed5i ph\u1ed3ng nh\u1ea5t, n\u00ean xin n\u00f3i th\u1eb3ng.<\/p>\n

          D\u1ef1 \u0111o\u00e1n c\u1ea5u tr\u00fac ch\u00ednh x\u00e1c kh\u00f4ng<\/em> b\u1ea3o \u0111\u1ea3m t\u00ecm ra thu\u1ed1c t\u1ed1t. C\u00e1c m\u00f4 h\u00ecnh hi\u1ec7n t\u1ea1i c\u00f2n v\u1eadt l\u1ed9n v\u1edbi vi\u1ec7c protein thay \u0111\u1ed5i h\u00ecnh d\u1ea1ng khi ho\u1ea1t \u0111\u1ed9ng, v\u00e0 c\u00f3 nh\u1eefng thi\u00ean l\u1ec7ch dai d\u1eb3ng. Trong c\u00e1c cu\u1ed9c thi \u0111\u1ed1i ch\u1ee9ng, m\u00f4 h\u00ecnh m\u1edbi kh\u00f4ng v\u01b0\u1ee3t tr\u1ed9i r\u00f5 r\u1ec7t so v\u1edbi ph\u01b0\u01a1ng ph\u00e1p c\u0169 \u1edf b\u00e0i to\u00e1n d\u1ef1 \u0111o\u00e1n t\u01b0\u01a1ng t\u00e1c thu\u1ed1c\u2013protein.<\/p>\n

          Kh\u1ea3o s\u00e1t gi\u1edbi l\u00e3nh \u0111\u1ea1o c\u00f4ng ngh\u1ec7 cho th\u1ea5y kho\u1ea3ng 68% x\u00e1c \u0111\u1ecbnh ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u k\u00e9m<\/em> l\u00e0 nguy\u00ean nh\u00e2n ch\u00ednh khi\u1ebfn c\u00e1c d\u1ef1 \u00e1n AI th\u1ea5t b\u1ea1i. Trong y sinh, d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng cao l\u1ea1i khan hi\u1ebfm v\u00ec \u0111\u1eaft, v\u00ec quy \u0111\u1ecbnh ri\u00eang t\u01b0, v\u00ec c\u00e1c h\u00e3ng nghi\u00ean c\u1ee9u kh\u00f4ng chia s\u1ebb.<\/p>\n

          N\u00f3i ng\u1eafn: AI \u0111\u00e3 r\u00fat ng\u1eafn \u0111\u01b0\u1ee3c ph\u1ea7n t\u00ecm ki\u1ebfm<\/em>. N\u00f3 ch\u01b0a r\u00fat ng\u1eafn \u0111\u01b0\u1ee3c ph\u1ea7n ch\u1ee9ng minh tr\u00ean c\u01a1 th\u1ec3 ng\u01b0\u1eddi<\/em>. V\u00e0 ph\u1ea7n sau m\u1edbi l\u00e0 ph\u1ea7n d\u00e0i.<\/p>\n

          Robot v\u00e0 “m\u00f4 h\u00ecnh th\u1ebf gi\u1edbi” (world model)<\/span><\/h2>\n

          C\u00f3 m\u1ed9t c\u00e2u h\u1ecfi hay: n\u1ebfu AI \u0111\u00e3 vi\u1ebft \u0111\u01b0\u1ee3c m\u00e3, \u0111\u1ecdc \u0111\u01b0\u1ee3c lu\u1eadt, ch\u1ea9n \u0111o\u00e1n \u0111\u01b0\u1ee3c \u1ea3nh y khoa, t\u1ea1i sao robot v\u1eabn v\u1ee5ng v\u1ec1 \u0111\u1ebfn th\u1ebf khi g\u1ea5p m\u1ed9t chi\u1ebfc \u00e1o?<\/p>\n

          C\u00e2u tr\u1ea3 l\u1eddi n\u1eb1m \u1edf d\u1eef li\u1ec7u<\/em>.<\/p>\n

          M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean to\u00e0n b\u1ed9 v\u0103n b\u1ea3n c\u1ee7a internet. Nh\u01b0ng kh\u00f4ng t\u1ed3n t\u1ea1i m\u1ed9t “internet c\u1ee7a chuy\u1ec3n \u0111\u1ed9ng”. Kh\u00f4ng c\u00f3 kho d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 ghi l\u1ea1i c\u00e1ch v\u1eadt ch\u1ea5t th\u1ef1c s\u1ef1 h\u00e0nh x\u1eed: ma s\u00e1t, tr\u1ecdng l\u01b0\u1ee3ng, \u0111\u1ed9 m\u1ec1m c\u1ee7a v\u1ea3i, l\u1ef1c c\u1ea7n \u0111\u1ec3 m\u1edf m\u1ed9t n\u1eafp chai.<\/p>\n

          \u0110\u00f3 l\u00e0 l\u00fd do kh\u00e1i ni\u1ec7m m\u00f4 h\u00ecnh th\u1ebf gi\u1edbi<\/strong> (world model) tr\u1edf th\u00e0nh trung t\u00e2m n\u0103m 2026.<\/p>\n

          M\u1ed9t m\u00f4 h\u00ecnh th\u1ebf gi\u1edbi l\u00e0 h\u1ec7 AI h\u1ecdc c\u00e1ch d\u1ef1 \u0111o\u00e1n tr\u1ea1ng th\u00e1i v\u1eadt l\u00fd k\u1ebf ti\u1ebfp<\/em>. Cho n\u00f3 th\u1ea5y m\u1ed9t c\u1ea3nh, n\u00f3 h\u00ecnh dung \u0111i\u1ec1u g\u00ec x\u1ea3y ra ti\u1ebfp theo. N\u1ebfu l\u00e0m \u0111\u01b0\u1ee3c \u0111i\u1ec1u \u0111\u00f3 \u0111\u1ee7 t\u1ed1t, ta c\u00f3 th\u1ec3 sinh d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n b\u1eb1ng m\u00f4 ph\u1ecfng<\/strong> : d\u1ea1y robot trong th\u1ebf gi\u1edbi \u1ea3o, h\u00e0ng tri\u1ec7u l\u1ea7n, m\u00e0 kh\u00f4ng c\u1ea7n m\u1ed9t robot th\u1eadt n\u00e0o trong ph\u00f2ng.<\/p>\n

          Ai ki\u1ec3m so\u00e1t h\u1ea1 t\u1ea7ng m\u00f4 ph\u1ecfng th\u00ec ki\u1ec3m so\u00e1t kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng hu\u1ea5n luy\u1ec7n robot. Kho\u1ea3ng 6 t\u1ef7 \u0111\u00f4 la<\/strong> \u0111\u00e3 ch\u1ea3y v\u00e0o m\u1ed9t nh\u00fam c\u00f4ng ty m\u00f4 h\u00ecnh th\u1ebf gi\u1edbi ch\u1ec9 trong qu\u00fd I\/2026.<\/p>\n

          Nh\u1ecbp \u0111\u1ed9 nghi\u00ean c\u1ee9u r\u1ea5t g\u1eaft: ri\u00eang th\u00e1ng 6\/2026, kho\u1ea3ng 13 m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng cho AI hi\u1ec7n th\u00e2n<\/strong> \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1, \u00a0trung b\u00ecnh c\u1ee9 48 gi\u1edd m\u1ed9t m\u00f4 h\u00ecnh, ph\u1ea7n l\u1edbn t\u1eeb Trung Qu\u1ed1c.<\/p>\n

          V\u1ec1 ph\u1ea7n c\u1ee9ng: gi\u00e1 robot h\u00ecnh ng\u01b0\u1eddi \u0111\u00e3 r\u01a1i t\u1eeb tr\u00ean m\u1ed9t tri\u1ec7u \u0111\u00f4 la (n\u1ec1n t\u1ea3ng nghi\u00ean c\u1ee9u, 2020) xu\u1ed1ng d\u01b0\u1edbi 100 ngh\u00ecn \u0111\u00f4 la cho \u0111\u01a1n v\u1ecb th\u01b0\u01a1ng m\u1ea1i n\u0103m 2026, v\u1edbi nh\u1eefng m\u1eabu r\u1ebb nh\u1ea5t quanh m\u1ee9c 16 ngh\u00ecn. AgiBot cho bi\u1ebft \u0111\u00e3 s\u1ea3n xu\u1ea5t robot h\u00ecnh ng\u01b0\u1eddi th\u1ee9 10.000 v\u00e0o cu\u1ed1i th\u00e1ng 3\/2026.<\/p>\n

          Nh\u01b0ng h\u00e3y gi\u1eef t\u1ec9nh t\u00e1o. Qu\u1ef9 \u0111\u1ea7u t\u01b0 Bessemer, vi\u1ebft v\u00e0o th\u00e1ng 5\/2026, x\u1ebfp ng\u00e0nh robot \u0111ang \u1edf “kho\u1ea3nh kh\u1eafc GPT-2.5”,<\/strong> ngh\u0129a l\u00e0: n\u0103ng l\u1ef1c c\u00f3 th\u1eadt, quy lu\u1eadt m\u1edf r\u1ed9ng b\u1eaft \u0111\u1ea7u hi\u1ec7n ra, nh\u01b0ng kho\u1ea3ng c\u00e1ch gi\u1eefa m\u00e0n tr\u00ecnh di\u1ec5n trong ph\u00f2ng th\u00ed nghi\u1ec7m v\u00e0 \u0111\u1ed9 tin c\u1eady 99,9% m\u00e0 s\u1ea3n xu\u1ea5t th\u1eadt \u0111\u00f2i h\u1ecfi th\u00ec v\u1eabn c\u00f2n r\u1ea5t r\u1ed9ng<\/em>. Pin v\u1eabn ch\u1ec9 ch\u1ea1y \u0111\u01b0\u1ee3c hai \u0111\u1ebfn b\u1ed1n gi\u1edd. B\u00e0n tay v\u1eabn kh\u00e9o l\u00e9o k\u00e9m xa tay ng\u01b0\u1eddi.<\/p>\n

          Nhi\u1ec1u c\u00f4ng ty robot h\u00ecnh ng\u01b0\u1eddi \u0111ang \u0111\u1ed1t ti\u1ec1n trong m\u1ed9t cu\u1ed9c chi\u1ebfn gi\u00e1 c\u1ea3, \u1edf m\u1ed9t ng\u00e0nh ch\u01b0a s\u1eb5n s\u00e0ng th\u01b0\u01a1ng m\u1ea1i h\u00f3a.<\/p>\n

          VII. Vi\u1ec7c l\u00e0m: d\u1eef li\u1ec7u n\u00f3i g\u00ec, v\u00e0 kh\u00f4ng n\u00f3i g\u00ec<\/p>\n

          \u0110\u00e2y l\u00e0 ph\u1ea7n \u0111\u1ed9c gi\u1ea3 quan t\u00e2m nh\u1ea5t, v\u00e0 c\u0169ng l\u00e0 ph\u1ea7n b\u1ecb \u0111\u1ed3n th\u1ed5i nhi\u1ec1u nh\u1ea5t theo c\u1ea3 hai h\u01b0\u1edbng.<\/p>\n

          H\u00e3y t\u00e1ch r\u00f5 \u0111i\u1ec1u \u0111\u00e3 \u0111o \u0111\u01b0\u1ee3c<\/em> kh\u1ecfi \u0111i\u1ec1u \u0111ang \u0111\u01b0\u1ee3c d\u1ef1 b\u00e1o<\/em>.<\/p>\n

          \u0110i\u1ec1u \u0111\u00e3 \u0111o \u0111\u01b0\u1ee3c: ch\u01b0a c\u00f3 c\u00fa s\u1ed1c to\u00e0n n\u1ec1n kinh t\u1ebf<\/p>\n

          Nhi\u1ec1u nghi\u00ean c\u1ee9u \u0111\u1ed9c l\u1eadp, d\u00f9ng d\u1eef li\u1ec7u h\u00e0nh ch\u00ednh v\u00e0 kh\u1ea3o s\u00e1t l\u1edbn, h\u1ed9i t\u1ee5 v\u1ec1 c\u00f9ng k\u1ebft lu\u1eadn:<\/p>\n

            \n
          • Nghi\u00ean c\u1ee9u qu\u1ed1c gia \u1edf \u0110an M\u1ea1ch v\u00e0 \u1edf M\u1ef9 kh\u00f4ng t\u00ecm th\u1ea5y m\u1ed1i li\u00ean h\u1ec7 r\u00f5 r\u1ec7t<\/strong> gi\u1eefa m\u1ee9c \u0111\u1ed9 ti\u1ebfp x\u00fac v\u1edbi AI v\u00e0 thay \u0111\u1ed5i vi\u1ec7c l\u00e0m t\u1ed5ng th\u1ec3.<\/li>\n
          • M\u1ed9t kh\u1ea3o s\u00e1t kho\u1ea3ng 5.000 doanh nghi\u1ec7p do Ng\u00e2n h\u00e0ng Trung \u01b0\u01a1ng ch\u00e2u \u00c2u c\u00f4ng b\u1ed1 th\u00e1ng 3\/2026 cho th\u1ea5y kh\u00f4ng c\u00f3 kho\u1ea3ng c\u00e1ch vi\u1ec7c l\u00e0m<\/strong> gi\u1eefa doanh nghi\u1ec7p d\u00f9ng AI v\u00e0 kh\u00f4ng d\u00f9ng. \u0110\u00e1ng ch\u00fa \u00fd: nh\u00f3m d\u00f9ng AI nhi\u1ec1u nh\u1ea5t<\/em> l\u1ea1i c\u00f3 x\u00e1c su\u1ea5t tuy\u1ec3n th\u00eam ng\u01b0\u1eddi cao h\u01a1n kho\u1ea3ng 4%. Nh\u1eefng c\u00f4ng ty d\u00f9ng AI \u0111\u1ec3 t\u0103ng tr\u01b0\u1edfng v\u00e0 nghi\u00ean c\u1ee9u th\u00ec tuy\u1ec3n th\u00eam; nh\u00f3m thi\u1ec3u s\u1ed1 d\u00f9ng AI ch\u1ee7 y\u1ebfu \u0111\u1ec3 c\u1eaft chi ph\u00ed th\u00ec tuy\u1ec3n \u00edt \u0111i.<\/li>\n
          • M\u1ed9t nghi\u00ean c\u1ee9u M\u1ef9 ghi nh\u1eadn 35,9% ng\u01b0\u1eddi lao \u0111\u1ed9ng \u0111\u00e3 d\u00f9ng AI sinh t\u1ea1o t\u00ednh \u0111\u1ebfn th\u00e1ng 12\/2025, v\u1edbi t\u00e1c \u0111\u1ed9ng ti\u1ec1n l\u01b0\u01a1ng d\u01b0\u01a1ng nh\u1eb9<\/strong> v\u00e0 kh\u00f4ng c\u00f3 s\u1ee5t gi\u1ea3m c\u00f3 \u00fd ngh\u0129a th\u1ed1ng k\u00ea v\u1ec1 s\u1ed1 v\u1ecb tr\u00ed tuy\u1ec3n d\u1ee5ng.<\/li>\n<\/ul>\n

            L\u00fd do ph\u1ea7n n\u00e0o n\u1eb1m \u1edf ch\u1ed7 khi\u00eam t\u1ed1n: m\u1ee9c ti\u1ebft ki\u1ec7m th\u1eddi gian trung b\u00ecnh \u0111o \u0111\u01b0\u1ee3c trong m\u1ed9t s\u1ed1 nghi\u00ean c\u1ee9u ch\u1ec9 kho\u1ea3ng 3%<\/strong>. Vi\u1ec7c \u00e1p d\u1ee5ng \u0111i nhanh h\u01a1n h\u1ec7 qu\u1ea3 \u0111o \u0111\u01b0\u1ee3c r\u1ea5t nhi\u1ec1u.<\/p>\n

            \u0110i\u1ec1u \u0111\u00e3 \u0111o \u0111\u01b0\u1ee3c: nh\u01b0ng c\u1eeda v\u00e0o \u0111ang h\u1eb9p l\u1ea1i<\/p>\n

            \u0110\u00e2y m\u1edbi l\u00e0 ph\u1ea7n \u0111\u00e1ng lo, v\u00e0 n\u00f3 c\u1ee5 th\u1ec3.<\/p>\n

            T\u00e1c \u0111\u1ed9ng \u0111\u1ea7u ti\u00ean kh\u00f4ng ph\u1ea3i sa th\u1ea3i h\u00e0ng lo\u1ea1t. N\u00f3 l\u00e0 c\u00e1nh c\u1eeda kh\u00e9p d\u1ea7n v\u1edbi ng\u01b0\u1eddi tr\u1ebb m\u1edbi ra tr\u01b0\u1eddng<\/strong> trong nh\u1eefng ng\u00e0nh ph\u01a1i nhi\u1ec5m cao.<\/p>\n

              \n
            • M\u1ed9t nghi\u00ean c\u1ee9u ghi nh\u1eadn ch\u1ec9 b\u1ed1n th\u00e1ng sau khi ChatGPT ra m\u1eaft, s\u1ed1 vi\u1ec7c vi\u1ebft l\u00e1ch tr\u00ean m\u1ed9t n\u1ec1n t\u1ea3ng lao \u0111\u1ed9ng tr\u1ef1c tuy\u1ebfn gi\u1ea3m 2%, thu nh\u1eadp th\u00e1ng c\u1ee7a ng\u01b0\u1eddi vi\u1ebft gi\u1ea3m 5,2%.<\/li>\n
            • Nhu c\u1ea7u v\u1edbi c\u00e1c k\u1ef9 n\u0103ng d\u1ec5 thay th\u1ebf: vi\u1ebft, d\u1ecbch thu\u1eadt – gi\u1ea3m m\u1ea1nh; trong khi nhu c\u1ea7u l\u1eadp tr\u00ecnh m\u00e1y h\u1ecdc t\u0103ng 24%.<\/li>\n
            • Kh\u1ea3o s\u00e1t nh\u00e0 tuy\u1ec3n d\u1ee5ng M\u1ef9 m\u00f9a xu\u00e2n 2026: h\u01a1n m\u1ed9t ph\u1ea7n t\u01b0 n\u00f3i AI \u0111\u00e3 l\u00e0m gi\u1ea3m nhu c\u1ea7u v\u1edbi nh\u1eefng t\u00e1c v\u1ee5 m\u00e0 nh\u00e2n vi\u00ean m\u1edbi v\u00e0o ngh\u1ec1 t\u1eebng \u0111\u1ea3m nhi\u1ec7m. H\u01a1n m\u1ed9t n\u1eeda \u0111ang b\u00e0n b\u1ea1c<\/em> v\u1ec1 vi\u1ec7c thay th\u1ebf th\u00eam.<\/li>\n<\/ul>\n

              B\u00e1o c\u00e1o PwC Global AI Jobs Barometer 2026<\/strong> (c\u00f4ng b\u1ed1 15\/6\/2026) \u0111\u01b0a ra m\u1ed9t ph\u00e1t hi\u1ec7n \u0111\u1ea3o ng\u01b0\u1ee3c tr\u1ef1c gi\u00e1c: c\u00e1c v\u1ecb tr\u00ed \u0111\u1ea7u v\u00e0o c\u00f3 ph\u01a1i nhi\u1ec5m AI cao gi\u1edd c\u00f3 x\u00e1c su\u1ea5t cao g\u1ea5p b\u1ea3y l\u1ea7n<\/strong> \u0111\u00f2i h\u1ecfi nh\u1eefng k\u1ef9 n\u0103ng v\u1ed1n thu\u1ed9c c\u1ea5p cao: ph\u00e1n \u0111o\u00e1n, l\u00e3nh \u0111\u1ea1o, \u0111\u00e1nh gi\u00e1 \u0111\u1ea1o \u0111\u1ee9c. Nh\u00f3m v\u1ecb tr\u00ed n\u00e0y t\u0103ng 35%<\/em> t\u1eeb 2019, trong khi c\u00e1c v\u1ecb tr\u00ed \u0111\u1ea7u v\u00e0o kh\u00e1c gi\u1ea3m 10%<\/em>.<\/p>\n

              Di\u1ec5n gi\u1ea3i: c\u00f4ng vi\u1ec7c \u0111\u1ea7u v\u00e0o kh\u00f4ng bi\u1ebfn m\u1ea5t. N\u00f3 \u0111ang b\u1ecb n\u00e2ng c\u1ea5p y\u00eau c\u1ea7u,<\/em> v\u00e0 \u0111i\u1ec1u \u0111\u00f3 t\u1ea1o ra m\u1ed9t ngh\u1ecbch l\u00fd t\u00e0n nh\u1eabn, v\u00ec ng\u01b0\u1eddi ta th\u01b0\u1eddng h\u1ecdc ph\u00e1n \u0111o\u00e1n b\u1eb1ng c\u00e1ch l\u00e0m nh\u1eefng vi\u1ec7c l\u1eb7p l\u1ea1i m\u00e0 AI v\u1eeba m\u1edbi nu\u1ed1t m\u1ea5t.<\/p>\n

              Chia theo quy m\u00f4 doanh nghi\u1ec7p<\/p>\n

              S&P Global ghi nh\u1eadn m\u1ed9t ph\u00e2n h\u00f3a r\u00f5:<\/p>\n

                \n
              • Doanh nghi\u1ec7p nh\u1ecf<\/strong>: d\u1ef1 b\u00e1o t\u00e1c \u0111\u1ed9ng vi\u1ec7c l\u00e0m d\u01b0\u01a1ng<\/em> (+3 \u0111i\u1ec3m). H\u1ecd d\u00f9ng AI \u0111\u1ec3 m\u1edf r\u1ed9ng n\u0103ng l\u1ef1c, nh\u1eadn th\u00eam vi\u1ec7c.<\/li>\n
              • Doanh nghi\u1ec7p v\u1eeba<\/strong>: d\u01b0\u01a1ng nh\u1eb9 (+2 \u0111i\u1ec3m).<\/li>\n
              • Doanh nghi\u1ec7p l\u1edbn<\/strong>: d\u1ef1 b\u00e1o \u00e2m<\/em> (\u221213 \u0111i\u1ec3m).<\/li>\n<\/ul>\n

                N\u00f3i c\u00e1ch kh\u00e1c: \u1edf c\u00f4ng ty nh\u1ecf, AI l\u00e0 c\u00e1i \u0111\u00f2n b\u1ea9y. \u1ede t\u1eadp \u0111o\u00e0n l\u1edbn, n\u00f3 l\u00e0 c\u00e1i k\u00e9o.<\/p>\n

                Nh\u00e0 tr\u01b0\u1eddng: h\u1ecdc sinh \u0111\u00e3 \u0111i tr\u01b0\u1edbc, tr\u01b0\u1eddng h\u1ecdc \u0111ang ch\u1ea1y theo<\/span><\/h2>\n

                Kh\u1ea3o s\u00e1t to\u00e0n c\u1ea7u l\u1edbn nh\u1ea5t v\u1ec1 ch\u1ee7 \u0111\u1ec1 n\u00e0y: Digital Education Council, 2026<\/strong>, v\u1edbi 45.398 ph\u1ea3n h\u1ed3i t\u1eeb 27.284 sinh vi\u00ean v\u00e0 18.114 gi\u1ea3ng vi\u00ean \u1edf 35 qu\u1ed1c gia, cho m\u1ed9t b\u1ee9c tranh kh\u00f3 ch\u1ed1i c\u00e3i:<\/p>\n

                  \n
                • 88%<\/strong> sinh vi\u00ean \u0111\u00e3 d\u00f9ng AI trong vi\u1ec7c h\u1ecdc.<\/li>\n
                • 77%<\/strong> gi\u1ea3ng vi\u00ean d\u00f9ng AI trong vi\u1ec7c d\u1ea1y, t\u0103ng 16 ph\u1ea7n tr\u0103m so v\u1edbi 2025.<\/li>\n
                • 57%<\/strong> sinh vi\u00ean n\u00f3i b\u00e0i ki\u1ec3m tra c\u1ee7a h\u1ecd \u0111i k\u00e8m h\u01b0\u1edbng d\u1eabn v\u1ec1 AI kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7<\/em>.<\/li>\n
                • Ch\u1ec9 29%<\/strong> tin r\u1eb1ng gi\u1ea3ng vi\u00ean c\u1ee7a m\u00ecnh \u0111\u1ee7 trang b\u1ecb \u0111\u1ec3 h\u01b0\u1edbng d\u1eabn h\u1ecd v\u1ec1 vi\u1ec7c d\u00f9ng AI.<\/li>\n
                • Ch\u1ec9 31%<\/strong> gi\u1ea3ng vi\u00ean \u0111\u1ed3ng \u00fd r\u1eb1ng tr\u01b0\u1eddng c\u00f3 tham v\u1ea5n h\u1ecd m\u1ed9t c\u00e1ch th\u1ef1c ch\u1ea5t khi x\u00e2y d\u1ef1ng ch\u00ednh s\u00e1ch AI.<\/li>\n
                • 37%<\/strong> sinh vi\u00ean ho\u00e0i nghi nghi\u00eam t\u00fac v\u1ec1 vi\u1ec7c ch\u01b0\u01a1ng tr\u00ecnh h\u1ecdc c\u1ee7a m\u00ecnh c\u00f2n ph\u00f9 h\u1ee3p v\u1edbi t\u01b0\u01a1ng lai hay kh\u00f4ng.<\/li>\n<\/ul>\n

                  \u1ede Anh, kh\u1ea3o s\u00e1t HEPI 2026 ghi nh\u1eadn 95% sinh vi\u00ean \u0111\u1ea1i h\u1ecdc d\u00f9ng AI sinh t\u1ea1o d\u01b0\u1edbi h\u00ecnh th\u1ee9c n\u00e0o \u0111\u00f3, v\u00e0 94% \u0111\u01b0a n\u00f3 v\u00e0o b\u00e0i \u0111\u01b0\u1ee3c ch\u1ea5m \u0111i\u1ec3m, so v\u1edbi ch\u1ec9 3% n\u0103m 2024.<\/p>\n

                  C\u00f2n v\u1ec1 ph\u00eda nh\u00e0 tr\u01b0\u1eddng: ch\u1ec9 kho\u1ea3ng 26%<\/strong> gi\u1ea3ng vi\u00ean n\u00f3i tr\u01b0\u1eddng m\u00ecnh c\u00f3 ch\u00ednh s\u00e1ch ch\u00ednh th\u1ee9c v\u1ec1 AI.<\/p>\n

                  \u0110\u00f3 l\u00e0 kho\u1ea3ng c\u00e1ch. Kh\u00f4ng ph\u1ea3i kho\u1ea3ng c\u00e1ch c\u00f4ng ngh\u1ec7, kho\u1ea3ng c\u00e1ch th\u1ec3 ch\u1ebf<\/em>.<\/p>\n

                  C\u00e1c tr\u01b0\u1eddng l\u1edbn \u0111ang m\u00f2 m\u1eabm nh\u1eefng \u0111\u01b0\u1eddng l\u1ed1i kh\u00e1c nhau: cho ph\u00e9p d\u00f9ng \u0111\u1ec3 \u0111\u1ed9ng n\u00e3o v\u00e0 bi\u00ean t\u1eadp nh\u01b0ng b\u1eaft khai b\u00e1o, c\u1ea5m trong k\u1ef3 thi c\u00f3 gi\u00e1m s\u00e1t, chuy\u1ec3n tr\u1ecdng t\u00e2m t\u1eeb ph\u00e1t hi\u1ec7n gian l\u1eadn<\/em> sang thi\u1ebft k\u1ebf l\u1ea1i \u0111\u1ec1 b\u00e0i<\/em> sao cho vi\u1ec7c d\u00f9ng AI kh\u00f4ng c\u00f2n l\u00e0 con \u0111\u01b0\u1eddng t\u1eaft. H\u01b0\u1edbng cu\u1ed1i c\u00f9ng c\u00f3 v\u1ebb b\u1ec1n h\u01a1n c\u1ea3, v\u00e0 c\u0169ng kh\u00f3 nh\u1ea5t.<\/p>\n

                  Lu\u1eadt ph\u00e1p v\u00e0 b\u1ea3n quy\u1ec1n: n\u0103m c\u1ee7a ph\u00e1n quy\u1ebft<\/span><\/h2>\n

                  V\u1edbi m\u1ed9t t\u1ea1p ch\u00ed v\u0103n h\u1ecdc, \u0111\u00e2y c\u00f3 l\u1ebd l\u00e0 ph\u1ea7n g\u1ea7n nh\u00e0 nh\u1ea5t.<\/p>\n

                  Quy \u0111\u1ecbnh<\/p>\n

                  Li\u00ean \u00c2u. Theo l\u1ecbch g\u1ed1c c\u1ee7a \u0110\u1ea1o lu\u1eadt AI EU, ph\u1ea7n l\u1edbn quy \u0111\u1ecbnh b\u1eaft \u0111\u1ea7u \u00e1p d\u1ee5ng \u0111\u1ea7y \u0111\u1ee7 t\u1eeb ng\u00e0y 2 th\u00e1ng 8, 2026, trong \u0111\u00f3 c\u00f3 nhi\u1ec1u ngh\u0129a v\u1ee5 \u0111\u1ed1i v\u1edbi h\u1ec7 th\u1ed1ng r\u1ee7i ro cao. Tuy nhi\u00ean, vi\u1ec7c tri\u1ec3n khai th\u1ef1c t\u1ebf c\u00f2n ph\u1ee5 thu\u1ed9c c\u00e1c ti\u00eau chu\u1ea9n k\u1ef9 thu\u1eadt, h\u01b0\u1edbng d\u1eabn v\u00e0 nh\u1eefng \u0111\u1ec1 xu\u1ea5t \u0111i\u1ec1u ch\u1ec9nh th\u1eddi h\u1ea1n \u0111ang \u0111\u01b0\u1ee3c th\u1ea3o lu\u1eadn. Ngh\u0129a v\u1ee5 \u0111\u1ed1i v\u1edbi m\u00f4 h\u00ecnh AI \u0111a d\u1ee5ng \u0111\u00e3 b\u1eaft \u0111\u1ea7u \u00e1p d\u1ee5ng t\u1eeb th\u00e1ng 8\/2025; c\u00e1c m\u00f4 h\u00ecnh \u0111\u00e3 c\u00f3 tr\u01b0\u1edbc th\u1eddi \u0111i\u1ec3m \u0111\u00f3 \u0111\u01b0\u1ee3c h\u01b0\u1edfng giai \u0111o\u1ea1n chuy\u1ec3n ti\u1ebfp. M\u1ee9c ph\u1ea1t cho m\u1ed9t s\u1ed1 vi ph\u1ea1m c\u00f3 th\u1ec3 l\u00ean t\u1edbi 15 tri\u1ec7u euro ho\u1eb7c 3% doanh thu to\u00e0n c\u1ea7u.<\/p>\n

                  \u0110i\u1ec3m quan tr\u1ecdng cho ng\u01b0\u1eddi ngo\u00e0i EU: \u0111\u1ea1o lu\u1eadt c\u00f3 hi\u1ec7u l\u1ef1c ngo\u00e0i l\u00e3nh th\u1ed5<\/strong>. N\u00f3 \u00e1p d\u1ee5ng v\u1edbi b\u1ea5t k\u1ef3 ai \u0111\u01b0a h\u1ec7 th\u1ed1ng AI v\u00e0o th\u1ecb tr\u01b0\u1eddng EU, ho\u1eb7c<\/em> c\u00f3 \u0111\u1ea7u ra \u0111\u01b0\u1ee3c d\u00f9ng trong EU \u2014 b\u1ea5t k\u1ec3 tr\u1ee5 s\u1edf \u0111\u1eb7t \u1edf \u0111\u00e2u. Nhi\u1ec1u c\u00f4ng ty qu\u1ed1c t\u1ebf \u0111\u01a1n gi\u1ea3n l\u00e0 \u00e1p chu\u1ea9n EU to\u00e0n c\u1ea7u cho g\u1ecdn. Ng\u01b0\u1eddi ta g\u1ecdi \u0111\u00f3 l\u00e0 “hi\u1ec7u \u1ee9ng Brussels”.<\/p>\n

                  Hoa K\u1ef3.<\/strong> Kh\u00f4ng c\u00f3 lu\u1eadt li\u00ean bang to\u00e0n di\u1ec7n. Thay v\u00e0o \u0111\u00f3 l\u00e0 m\u1ed9t m\u1edb ch\u1ed3ng ch\u00e9o:<\/p>\n

                    \n
                  • M\u1ed9t s\u1eafc l\u1ec7nh h\u00e0nh ph\u00e1p th\u00e1ng 12\/2025 nh\u1eb1m t\u1eadp trung quy\u1ec1n qu\u1ea3n l\u00fd AI v\u1ec1 li\u00ean bang v\u00e0 ng\u0103n c\u00e1c bang \u0111\u1eb7t lu\u1eadt ri\u00eang, v\u1edbi kh\u1ea9u hi\u1ec7u “ch\u1ec9 n\u00ean c\u00f3 m\u1ed9t cu\u1ed1n lu\u1eadt”.<\/li>\n
                  • Nh\u01b0ng s\u1eafc l\u1ec7nh h\u00e0nh ph\u00e1p kh\u00f4ng t\u1ef1 \u0111\u1ed9ng v\u00f4 hi\u1ec7u h\u00f3a lu\u1eadt ti\u1ec3u bang<\/em>. Cho \u0111\u1ebfn khi b\u1ecb s\u1eeda, b\u1ecb b\u00e3i b\u1ecf, ho\u1eb7c b\u1ecb t\u00f2a b\u00e1c, lu\u1eadt bang v\u1eabn c\u00f3 hi\u1ec7u l\u1ef1c \u0111\u1ea7y \u0111\u1ee7.<\/li>\n
                  • C\u00e1c bang v\u1eabn ti\u1ebfn: Texas (TRAIGA, hi\u1ec7u l\u1ef1c 1\/1\/2026), California (SB 53, hi\u1ec7u l\u1ef1c 1\/1\/2026), Colorado (SB 26-189, hi\u1ec7u l\u1ef1c 1\/1\/2027, v\u1ec1 ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed thu\u1eadt to\u00e1n trong tuy\u1ec3n d\u1ee5ng, nh\u00e0 \u1edf, y t\u1ebf).<\/li>\n<\/ul>\n

                    K\u1ebft qu\u1ea3 l\u00e0 m\u1ed9t v\u00f9ng x\u00e1m ph\u00e1p l\u00fd m\u00e0 doanh nghi\u1ec7p ph\u1ea3i s\u1ed1ng trong \u0111\u00f3 su\u1ed1t 2026.<\/p>\n

                    B\u1ea3n quy\u1ec1n<\/p>\n

                    V\u1ee5 Bartz ki\u1ec7n Anthropic<\/strong> l\u00e0 b\u1ea3n l\u1ec1.<\/p>\n

                    Th\u00e1ng 6\/2025, Th\u1ea9m ph\u00e1n Alsup ra ph\u00e1n quy\u1ebft chi ti\u1ebft \u0111\u1ea7u ti\u00ean v\u1ec1 n\u1ed9i dung: hu\u1ea5n luy\u1ec7n AI tr\u00ean s\u00e1ch mua h\u1ee3p ph\u00e1p<\/em> l\u00e0 s\u1eed d\u1ee5ng h\u1ee3p l\u00fd (fair use) v\u00e0 mang t\u00ednh chuy\u1ec3n h\u00f3a; nh\u01b0ng l\u01b0u gi\u1eef h\u00e0ng tri\u1ec7u b\u1ea3n sao l\u1eadu<\/em> th\u00ec kh\u00f4ng, v\u00e0 \u0111i\u1ec1u \u0111\u00f3 c\u1ea5u th\u00e0nh x\u00e2m ph\u1ea1m.<\/p>\n

                    V\u1ee5 ki\u1ec7n sau \u0111\u00f3 \u0111\u01b0\u1ee3c d\u00e0n x\u1ebfp v\u1edbi s\u1ed1 ti\u1ec1n 1,5 t\u1ef7 \u0111\u00f4 la<\/strong>, kho\u1ea3n d\u00e0n x\u1ebfp b\u1ea3n quy\u1ec1n l\u1edbn nh\u1ea5t l\u1ecbch s\u1eed Hoa K\u1ef3. \u0110i\u1ec1u kho\u1ea3n bao g\u1ed3m vi\u1ec7c ti\u00eau h\u1ee7y t\u1eadp d\u1eef li\u1ec7u l\u1eadu, v\u00e0 ch\u1ec9 gi\u1edbi h\u1ea1n \u1edf vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n trong qu\u00e1 kh\u1ee9, kh\u00f4ng bao g\u1ed3m ph\u1ea7n xu\u1ea5t ra c\u1ee7a m\u00f4 h\u00ecnh.<\/p>\n

                    Con s\u1ed1 cho t\u00e1c gi\u1ea3: \u01b0\u1edbc t\u00ednh kho\u1ea3ng 3.000 \u0111\u00f4 la m\u1ed7i t\u00e1c ph\u1ea9m<\/strong> tr\u01b0\u1edbc ph\u00ed lu\u1eadt s\u01b0. H\u1ea1n n\u1ed9p \u0111\u01a1n k\u1ebft th\u00fac ng\u00e0y 30\/3\/2026 v\u1edbi 440.490 trong s\u1ed1 482.460<\/strong> t\u00e1c ph\u1ea9m \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n \u0111\u00e3 \u0111\u01b0\u1ee3c k\u00ea khai, t\u1ef7 l\u1ec7 91,3%.<\/p>\n

                    \u00dd ngh\u0129a cho ng\u01b0\u1eddi vi\u1ebft v\u00e0 ng\u01b0\u1eddi xu\u1ea5t b\u1ea3n, n\u00f3i g\u1ecdn:<\/p>\n

                      \n
                    1. Ngu\u1ed3n g\u1ed1c d\u1eef li\u1ec7u l\u00e0 t\u1ea5t c\u1ea3.<\/strong> Ph\u00f2ng v\u1ec7 \u201cfair use\u201d c\u00f2n s\u1ed1ng v\u1edbi kho d\u1eef li\u1ec7u s\u1ea1ch; n\u00f3 ch\u1ebft v\u1edbi kho d\u1eef li\u1ec7u l\u1eadu. M\u1ecdi tranh ch\u1ea5p gi\u1edd xoay quanh vi\u1ec7c ch\u1ee9ng minh xu\u1ea5t x\u1ee9 t\u1eebng cu\u1ed1n s\u00e1ch, t\u1eebng b\u1ee9c \u1ea3nh, t\u1eebng b\u00e0i b\u00e1o.<\/li>\n
                    2. Th\u1ecb tr\u01b0\u1eddng c\u1ea5p ph\u00e9p \u0111ang h\u00ecnh th\u00e0nh th\u1eadt.<\/strong> C\u00e1c nh\u00e0 xu\u1ea5t b\u1ea3n l\u1edbn \u0111\u00e3 k\u00fd h\u1ee3p \u0111\u1ed3ng ch\u00edn ch\u1eef s\u1ed1 v\u1edbi c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m AI. Th\u01b0 vi\u1ec7n \u1ea3nh v\u00e0 h\u00e3ng thu \u00e2m \u0111ang x\u00e2y h\u1ea1 t\u1ea7ng theo d\u00f5i s\u1eed d\u1ee5ng theo t\u1eebng t\u00e1c ph\u1ea9m.<\/li>\n
                    3. V\u1ee5 The New York Times ki\u1ec7n OpenAI v\u00e0 Microsoft<\/strong> v\u1eabn \u0111ang ti\u1ebfp di\u1ec5n. T\u00f2a \u0111\u00e3 cho ph\u00e9p ph\u1ea7n l\u1edbn c\u00e1c y\u00eau c\u1ea7u c\u1ed1t l\u00f5i \u0111\u01b0\u1ee3c ti\u1ebfp t\u1ee5c, nh\u01b0ng l\u1ecbch x\u00e9t x\u1eed v\u00e0 ph\u1ea1m vi v\u1ea5n \u0111\u1ec1 \u0111\u01b0a ra tr\u01b0\u1edbc b\u1ed3i th\u1ea9m \u0111o\u00e0n c\u00f3 th\u1ec3 thay \u0111\u1ed5i; v\u00ec v\u1eady kh\u00f4ng n\u00ean tr\u00ecnh b\u00e0y th\u00e1ng 9\/2026 nh\u01b0 m\u1ed9t m\u1ed1c \u0111\u00e3 ho\u00e0n to\u00e0n c\u1ed1 \u0111\u1ecbnh n\u1ebfu kh\u00f4ng d\u1eabn l\u1ec7nh t\u00f2a m\u1edbi nh\u1ea5t.<\/li>\n<\/ol>\n

                      V\u1edbi m\u1ed9t t\u1ea1p ch\u00ed nh\u1ecf, b\u00e0i h\u1ecdc th\u1ef1c t\u1ebf l\u00e0: gi\u1eef h\u1ed3 s\u01a1 b\u1ea3n quy\u1ec1n s\u1ea1ch s\u1ebd, v\u00e0 \u0111\u1ecdc k\u1ef9 \u0111i\u1ec1u kho\u1ea3n c\u1ee7a b\u1ea5t k\u1ef3 n\u1ec1n t\u1ea3ng n\u00e0o b\u1ea1n \u0111\u0103ng t\u1ea3i n\u1ed9i dung l\u00ean.<\/p>\n

                      R\u1ee7i ro: xin \u0111\u1ecdc m\u1ed9t c\u00e1ch b\u00ecnh t\u0129nh<\/span><\/h2>\n

                      Ng\u00e0y 3 th\u00e1ng 2, 2026, B\u00e1o c\u00e1o An to\u00e0n AI Qu\u1ed1c t\u1ebf<\/strong> phi\u00ean b\u1ea3n th\u1ee9 hai \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1. \u0110\u00e2y l\u00e0 t\u00e0i li\u1ec7u \u0111\u00e1ng tin c\u1eady nh\u1ea5t hi\u1ec7n c\u00f3 v\u1ec1 ch\u1ee7 \u0111\u1ec1 n\u00e0y: do Gi\u00e1o s\u01b0 Yoshua Bengio (gi\u1ea3i Turing) ch\u1ee7 tr\u00ec, h\u01a1n 100 chuy\u00ean gia so\u1ea1n th\u1ea3o, h\u1ed9i \u0111\u1ed3ng c\u1ed1 v\u1ea5n g\u1ed3m \u0111\u1ea1i di\u1ec7n t\u1eeb h\u01a1n 30 qu\u1ed1c gia c\u00f9ng EU, OECD v\u00e0 Li\u00ean Hi\u1ec7p Qu\u1ed1c.<\/p>\n

                      B\u00e1o c\u00e1o kh\u00f4ng \u0111\u01b0a khuy\u1ebfn ngh\u1ecb ch\u00ednh s\u00e1ch. N\u00f3 t\u1ed5ng h\u1ee3p b\u1eb1ng ch\u1ee9ng. V\u00e0i k\u1ebft lu\u1eadn ch\u00ednh:<\/p>\n

                      N\u0103ng l\u1ef1c ti\u1ebfp t\u1ee5c t\u0103ng nhanh<\/strong>, \u0111\u1eb7c bi\u1ec7t \u1edf to\u00e1n h\u1ecdc, l\u1eadp tr\u00ecnh, v\u00e0 v\u1eadn h\u00e0nh t\u1ef1 ch\u1ee7. Trong 2025, c\u00e1c h\u1ec7 h\u00e0ng \u0111\u1ea7u \u0111\u1ea1t m\u1ee9c huy ch\u01b0\u01a1ng v\u00e0ng \u1edf c\u00e1c b\u00e0i Olympic To\u00e1n Qu\u1ed1c t\u1ebf v\u00e0 v\u01b0\u1ee3t m\u1ee9c chuy\u00ean gia tr\u00ecnh \u0111\u1ed9 ti\u1ebfn s\u0129 tr\u00ean m\u1ed9t s\u1ed1 thang \u0111o khoa h\u1ecdc.<\/p>\n

                      \u0110\u1ed9 tin c\u1eady v\u1eabn l\u00e0 v\u1ea5n \u0111\u1ec1 ch\u01b0a gi\u1ea3i.<\/strong> H\u1ec7 th\u1ed1ng AI hi\u1ec7n t\u1ea1i c\u00f3 th\u1ec3 th\u1ea5t b\u1ea1i m\u1ed9t c\u00e1ch kh\u00f3 l\u01b0\u1eddng: b\u1ecba \u0111\u1eb7t th\u00f4ng tin, sinh m\u00e3 c\u00f3 l\u1ed7i, \u0111\u01b0a l\u1eddi khuy\u00ean y t\u1ebf sai l\u1ec7ch, v\u00e0 AI l\u00e0m t\u1ea5t c\u1ea3 nh\u1eefng \u0111i\u1ec1u \u0111\u00f3 b\u1eb1ng m\u1ed9t gi\u1ecdng v\u0103n r\u1ea5t t\u1ef1 tin.<\/p>\n

                      R\u1ee7i ro sinh h\u1ecdc v\u00e0 h\u00f3a h\u1ecdc l\u00e0 c\u00f3 th\u1eadt nh\u01b0ng ch\u01b0a l\u01b0\u1ee3ng h\u00f3a \u0111\u01b0\u1ee3c.<\/strong> M\u00f4 h\u00ecnh c\u00f3 th\u1ec3 h\u1ea1 th\u1ea5p r\u00e0o c\u1ea3n k\u1ef9 thu\u1eadt cho c\u00e1c quy tr\u00ecnh nguy hi\u1ec3m. Nh\u01b0ng v\u1eabn t\u1ed3n t\u1ea1i nhi\u1ec1u r\u00e0o c\u1ea3n th\u1ef1c t\u1ebf kh\u00e1c trong vi\u1ec7c ch\u1ebf t\u1ea1o v\u0169 kh\u00ed, n\u00ean m\u1ee9c t\u0103ng r\u1ee7i ro th\u1ef1c t\u1ebf c\u00f2n r\u1ea5t b\u1ea5t \u0111\u1ecbnh.<\/p>\n

                      V\u1ec1 an ninh m\u1ea1ng<\/strong>: Vi\u1ec7n An ninh AI Anh \u0111\u00e1nh gi\u00e1 n\u0103ng l\u1ef1c t\u1ea5n c\u00f4ng m\u1ea1ng c\u1ee7a m\u00f4 h\u00ecnh bi\u00ean gi\u1edbi \u0111ang nh\u00e2n \u0111\u00f4i kho\u1ea3ng b\u1ed1n th\u00e1ng m\u1ed9t l\u1ea7n. K\u00e8m c\u1ea3nh b\u00e1o t\u1eeb ch\u00ednh nh\u00f3m nghi\u00ean c\u1ee9u: c\u00e1c b\u00e0i ki\u1ec3m tra n\u00e0y kh\u00f4ng c\u00f3 b\u00ean ph\u00f2ng th\u1ee7 ch\u1ee7 \u0111\u1ed9ng, n\u00ean ch\u01b0a ch\u1ee9ng minh hi\u1ec7u qu\u1ea3 tr\u01b0\u1edbc m\u1ee5c ti\u00eau \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 t\u1ed1t.<\/p>\n

                      Ba r\u1ee7i ro ch\u1ea1m v\u00e0o \u0111\u1eddi s\u1ed1ng th\u01b0\u1eddng ng\u00e0y<\/p>\n

                      Deepfake.<\/strong> N\u0103m 2026, video gi\u1ea3 \u0111\u00e3 v\u01b0\u1ee3t m\u1ed9t ng\u01b0\u1ee1ng: c\u00e1c d\u1ea5u hi\u1ec7u nh\u1eadn bi\u1ebft c\u0169 \u0111\u00e3 bi\u1ebfn m\u1ea5t, v\u00e0 c\u00f4ng c\u1ee5 n\u1eb1m trong tay b\u1ea5t k\u1ef3 ai c\u00f3 \u0111i\u1ec7n tho\u1ea1i. Trong b\u1ea7u c\u1eed t\u1ed5ng th\u1ed1ng Ireland 2025, m\u1ed9t video gi\u1ea3 cho th\u1ea5y \u1ee9ng vi\u00ean (ng\u01b0\u1eddi sau \u0111\u00f3 th\u1eafng c\u1eed) tuy\u00ean b\u1ed1 r\u00fat lui, k\u00e8m c\u1ea3nh \u0111\u00e0i truy\u1ec1n h\u00ecnh qu\u1ed1c gia “x\u00e1c nh\u1eadn” tin \u0111\u00f3 tung ra v\u00e0i ng\u00e0y tr\u01b0\u1edbc ng\u00e0y b\u1ecf phi\u1ebfu. H\u00e0 Lan ghi nh\u1eadn kho\u1ea3ng 400 h\u00ecnh \u1ea3nh t\u1ed5ng h\u1ee3p d\u00f9ng \u0111\u1ec3 c\u00f4ng k\u00edch \u0111\u1ed1i th\u1ee7 ch\u00ednh tr\u1ecb.<\/p>\n

                      T\u00e1c h\u1ea1i th\u1ee9 c\u1ea5p c\u00f2n s\u00e2u h\u01a1n t\u00e1c h\u1ea1i tr\u1ef1c ti\u1ebfp: ch\u1ec9 c\u1ea7n bi\u1ebft deepfake t\u1ed3n t\u1ea1i l\u00e0 ng\u01b0\u1eddi ta \u0111\u00e3 b\u1eaft \u0111\u1ea7u nghi ng\u1edd c\u1ea3 nh\u1eefng th\u1ee9 c\u00f3 th\u1eadt.<\/strong> N\u00f3 t\u1eb7ng cho k\u1ebb n\u00f3i d\u1ed1i m\u1ed9t l\u1ed1i tho\u00e1t:\u00a0 “video \u0111\u00f3 l\u00e0 gi\u1ea3”: c\u00e1ch b\u00e0o ch\u1eefa m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y h\u1ecd kh\u00f4ng c\u00f3.<\/p>\n

                      N\u1ed9i dung t\u00ecnh d\u1ee5c phi \u0111\u1ed3ng thu\u1eadn.<\/strong> S\u1ed1 b\u00e1o c\u00e1o v\u1ec1 h\u00ecnh \u1ea3nh khi\u00eau d\u00e2m t\u1ed5ng h\u1ee3p kh\u00f4ng \u0111\u01b0\u1ee3c s\u1ef1 \u0111\u1ed3ng \u00fd \u0111\u00e3 t\u0103ng theo c\u1ea5p s\u1ed1 nh\u00e2n t\u1eeb 2023. N\u1ea1n nh\u00e2n \u00e1p \u0111\u1ea3o l\u00e0 ph\u1ee5 n\u1eef. C\u01a1 ch\u1ebf ph\u00e1t hi\u1ec7n v\u00e0 g\u1ee1 b\u1ecf v\u1eabn ch\u1eafp v\u00e1, v\u00e0 lu\u1eadt ph\u00e1p t\u1ee5t l\u1ea1i ph\u00eda sau.<\/p>\n

                      S\u1ee9c kh\u1ecfe t\u00e2m th\u1ea7n.<\/strong> \u0110\u00e2y l\u00e0 r\u1ee7i ro th\u1ea7m l\u1eb7ng nh\u1ea5t v\u00e0 c\u00f3 l\u1ebd g\u1ea7n v\u1edbi \u0111\u1ed9c gi\u1ea3 nh\u1ea5t.<\/p>\n

                      M\u1ed9t chuy\u1ec3n d\u1ecbch \u0111\u00e3 x\u1ea3y ra trong c\u00e1ch ng\u01b0\u1eddi ta d\u00f9ng chatbot: t\u1eeb ch\u1ed7 ch\u1ee7 y\u1ebfu \u0111\u1ec3 tra c\u1ee9u v\u00e0 l\u00e0m vi\u1ec7c, sang ch\u1ed7 t\u00ecm h\u1ed7 tr\u1ee3 c\u1ea3m x\u00fac v\u00e0 b\u1ea7u b\u1ea1n<\/em>. \u0110i\u1ec1u \u0111\u00f3 t\u1ea1o ra m\u1ed9t lo\u1ea1i nguy hi\u1ec3m m\u1edbi.<\/p>\n

                      C\u00e1c nh\u00e0 t\u00e2m l\u00fd tr\u1ecb li\u1ec7u b\u00e1o c\u00e1o h\u1ecd ng\u00e0y c\u00e0ng g\u1eb7p: l\u1ec7 thu\u1ed9c c\u1ea3m x\u00fac, lo \u00e2u b\u1ecb khu\u1ebfch \u0111\u1ea1i, t\u1ef1 ch\u1ea9n \u0111o\u00e1n sai, v\u00e0 \u0111\u00e1ng lo nh\u1ea5t l\u00e0 nh\u1eefng suy ngh\u0129 hoang t\u01b0\u1edfng \u0111\u01b0\u1ee3c c\u1ee7ng c\u1ed1 thay v\u00ec \u0111\u01b0\u1ee3c ch\u1ea5t v\u1ea5n. V\u1ea5n \u0111\u1ec1 c\u1ea5u tr\u00fac n\u1eb1m \u1edf ch\u1ed7 m\u00f4 h\u00ecnh c\u00f3 xu h\u01b0\u1edbng chi\u1ec1u l\u00f2ng ng\u01b0\u1eddi d\u00f9ng<\/em>: n\u00f3 hi\u1ebfm khi ph\u1ea3n b\u00e1c m\u1ed9t c\u00e2u h\u1ecfi \u0111\u1eb7t sai, n\u00ean n\u00f3 c\u00f3 th\u1ec3 \u0111\u00f3ng ch\u1eb7t m\u1ed9t hi\u1ec3u l\u1ea7m thay v\u00ec m\u1edf n\u00f3 ra.<\/p>\n

                      Hai ph\u1ea7n ba th\u00e0nh vi\u00ean c\u1ee7a m\u1ed9t hi\u1ec7p h\u1ed9i t\u01b0 v\u1ea5n t\u00e2m l\u00fd Anh b\u00e0y t\u1ecf quan ng\u1ea1i v\u1ec1 “tr\u1ecb li\u1ec7u b\u1eb1ng AI” trong m\u1ed9t kh\u1ea3o s\u00e1t g\u1ea7n \u0111\u00e2y. Illinois \u0111\u00e3 tr\u1edf th\u00e0nh bang \u0111\u1ea7u ti\u00ean c\u1ee7a M\u1ef9 c\u1ea5m chatbot AI \u0111\u00f3ng vai nh\u00e0 tr\u1ecb li\u1ec7u \u0111\u1ed9c l\u1eadp.<\/p>\n

                      T\u1ed5 ch\u1ee9c ECRI x\u1ebfp vi\u1ec7c l\u1ea1m d\u1ee5ng chatbot AI \u0111\u1ee9ng \u0111\u1ea7u danh s\u00e1ch nguy c\u01a1 c\u00f4ng ngh\u1ec7 y t\u1ebf n\u0103m 2026<\/strong>, v\u1edbi l\u00fd do r\u1ea5t ch\u00ednh x\u00e1c v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt: c\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a m\u00f4 h\u00ecnh \u0111\u1ebfn t\u1eeb d\u1ef1 \u0111o\u00e1n th\u1ed1ng k\u00ea tr\u00ean d\u1eef li\u1ec7u, kh\u00f4ng<\/em> t\u1eeb s\u1ef1 th\u1ea5u hi\u1ec3u th\u1eadt s\u1ef1.<\/p>\n

                      Vi\u1ec7t Nam: m\u1ed9t canh b\u1ea1c ch\u00ednh s\u00e1ch \u0111\u00e1ng theo d\u00f5i<\/span><\/h2>\n

                      Ph\u1ea7n n\u00e0y \u0111\u00e1ng \u0111\u01b0\u1ee3c ng\u01b0\u1eddi Vi\u1ec7t h\u1ea3i ngo\u1ea1i ch\u00fa \u00fd, v\u00ec n\u00f3 kh\u00f4ng ph\u1ea3i tin ph\u1ee5. N\u00f3 l\u00e0 m\u1ed9t trong nh\u1eefng chuy\u1ec3n \u0111\u1ed9ng ch\u00ednh s\u00e1ch AI \u0111\u00e1ng ch\u00fa \u00fd nh\u1ea5t ch\u00e2u \u00c1.<\/p>\n

                      Ng\u00e0y 10 th\u00e1ng 12, 2025, Qu\u1ed1c h\u1ed9i Vi\u1ec7t Nam th\u00f4ng qua Lu\u1eadt Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (Lu\u1eadt s\u1ed1 134\/2025\/QH15)<\/strong> v\u1edbi t\u1ef7 l\u1ec7 t\u00e1n th\u00e0nh 90,7%. Lu\u1eadt c\u00f3 hi\u1ec7u l\u1ef1c t\u1eeb 1 th\u00e1ng 3, 2026<\/strong>, g\u1ed3m 8 ch\u01b0\u01a1ng v\u00e0 35 \u0111i\u1ec1u.<\/p>\n

                      Vi\u1ec7t Nam tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng qu\u1ed1c gia \u0111\u1ea7u ti\u00ean \u1edf \u0110\u00f4ng Nam \u00c1 c\u00f3 \u0111\u1ea1o lu\u1eadt AI \u0111\u1ed9c l\u1eadp v\u00e0 mang t\u00ednh to\u00e0n di\u1ec7n. M\u1ed9t s\u1ed1 h\u00e3ng lu\u1eadt g\u1ecdi \u0111\u00e2y l\u00e0 \u0111\u1ea1o lu\u1eadt \u0111\u1ed9c l\u1eadp \u0111\u1ea7u ti\u00ean c\u1ee7a khu v\u1ef1c, nh\u01b0ng n\u00ean gi\u1eef c\u00e1ch di\u1ec5n \u0111\u1ea1t th\u1eadn tr\u1ecdng v\u00ec vi\u1ec7c so s\u00e1nh c\u00f2n t\u00f9y \u0111\u1ecbnh ngh\u0129a \u201c\u0111\u1ea1o lu\u1eadt AI to\u00e0n di\u1ec7n\u201d.<\/p>\n

                      C\u1ea5u tr\u00fac lu\u1eadt s\u1ebd quen thu\u1ed9c v\u1edbi ai t\u1eebng \u0111\u1ecdc \u0110\u1ea1o lu\u1eadt AI c\u1ee7a EU: ph\u00e2n lo\u1ea1i theo r\u1ee7i ro. \u0110i\u1ec1u 9 chia h\u1ec7 th\u1ed1ng AI th\u00e0nh ba nh\u00f3m: r\u1ee7i ro cao, trung b\u00ecnh, th\u1ea5p. H\u1ec7 th\u1ed1ng r\u1ee7i ro cao ph\u1ea3i \u0111\u0103ng k\u00fd b\u1eaft bu\u1ed9c. Lu\u1eadt c\u1ea5m th\u1eb3ng<\/strong> nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t kh\u00f4ng c\u00f3 s\u1ef1 \u0111\u1ed3ng \u00fd v\u00e0 deepfake v\u1edbi m\u1ee5c \u0111\u00edch x\u1ea5u.<\/p>\n

                      H\u00e3ng lu\u1eadt Rajah & Tann Asia nh\u1eadn x\u00e9t lu\u1eadt ch\u1ecbu “\u1ea3nh h\u01b0\u1edfng \u0111\u00e1ng k\u1ec3” t\u1eeb v\u0103n b\u1ea3n ch\u00e2u \u00c2u, nh\u01b0ng \u0111\u00e2y l\u00e0 s\u1ef1 ph\u1ecfng theo c\u00f3 ch\u1ee7 \u00fd ch\u1ee9 kh\u00f4ng ph\u1ea3i sao ch\u00e9p.<\/p>\n

                      M\u1ed9t \u0111i\u1ec3m kh\u00e1c bi\u1ec7t quan tr\u1ecdng: lu\u1eadt Vi\u1ec7t Nam \u00e1p d\u1ee5ng r\u00f5 r\u00e0ng v\u1edbi nh\u00e0 cung c\u1ea5p AI n\u01b0\u1edbc ngo\u00e0i<\/strong>. M\u1ed9t n\u1ec1n t\u1ea3ng ph\u00e1t tri\u1ec3n \u1edf Thung l\u0169ng Silicon nh\u01b0ng ph\u1ee5c v\u1ee5 ng\u01b0\u1eddi d\u00f9ng Vi\u1ec7t Nam ph\u1ea3i tu\u00e2n th\u1ee7 y\u00eau c\u1ea7u \u0111\u0103ng k\u00fd, c\u00f3 \u0111\u1ea1i di\u1ec7n t\u1ea1i ch\u1ed7, v\u00e0 ph\u00e2n lo\u1ea1i r\u1ee7i ro. B\u1ed9 Khoa h\u1ecdc v\u00e0 C\u00f4ng ngh\u1ec7 \u0111\u00e3 l\u1eadp c\u1ed5ng \u0111\u0103ng k\u00fd h\u1ec7 th\u1ed1ng AI v\u00e0 b\u1eaft \u0111\u1ea7u nh\u1eadn h\u1ed3 s\u01a1.<\/p>\n

                      B\u1ed9 khung \u0111i k\u00e8m<\/p>\n

                        \n
                      • Quy\u1ebft \u0111\u1ecbnh 367\/Q\u0110-TTg<\/strong> ban h\u00e0nh k\u1ebf ho\u1ea1ch thi h\u00e0nh Lu\u1eadt AI. C\u01a1 s\u1edf d\u1eef li\u1ec7u AI Qu\u1ed1c gia s\u1ebd \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u00e0 \u0111\u1eb7t t\u1ea1i Trung t\u00e2m D\u1eef li\u1ec7u Qu\u1ed1c gia. B\u1ed9 Khoa h\u1ecdc v\u00e0 C\u00f4ng ngh\u1ec7 ph\u1ee5 tr\u00e1ch chu\u1ea9n d\u1eef li\u1ec7u v\u00e0 m\u00f4 h\u00ecnh thu\u1eadt to\u00e1n; B\u1ed9 C\u00f4ng an ph\u1ee5 tr\u00e1ch h\u1ea1 t\u1ea7ng, an to\u00e0n v\u00e0 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u.<\/li>\n
                      • Quy\u1ebft \u0111\u1ecbnh 1266\/Q\u0110-TTg:<\/strong> Chi\u1ebfn l\u01b0\u1ee3c Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 Qu\u1ed1c gia 2026\u20132030, t\u1ea7m nh\u00ecn 2045. M\u1ee5c ti\u00eau bao g\u1ed3m \u0111\u00e0o t\u1ea1o k\u1ef9 n\u0103ng s\u1ed1 c\u01a1 b\u1ea3n cho \u00edt nh\u1ea5t 10 tri\u1ec7u ng\u01b0\u1eddi trong \u0111\u1ed9 tu\u1ed5i lao \u0111\u1ed9ng<\/strong>.<\/li>\n
                      • Quy\u1ebft \u0111\u1ecbnh 1308:<\/strong> Chi\u1ebfn l\u01b0\u1ee3c D\u1eef li\u1ec7u Qu\u1ed1c gia 2026\u20132030, x\u00e1c \u0111\u1ecbnh d\u1eef li\u1ec7u l\u00e0 “t\u00e0i nguy\u00ean chi\u1ebfn l\u01b0\u1ee3c qu\u1ed1c gia”.<\/li>\n
                      • Chi\u1ebfn l\u01b0\u1ee3c AI \u0111\u1ebfn 2030 \u0111\u1eb7t m\u1ee5c ti\u00eau n\u0103ng l\u1ef1c t\u00ednh to\u00e1n \u0111\u1ea1t 250.000 GPU cao c\u1ea5p<\/strong> v\u00e0 \u0111\u00e0o t\u1ea1o 500.000 nh\u00e2n l\u1ef1c<\/strong> chuy\u00ean m\u00f4n.<\/li>\n<\/ul>\n

                        Ti\u1ec1n \u0111ang ch\u1ea3y v\u00e0o<\/p>\n

                          \n
                        • H\u01a1n 7 t\u1ef7 \u0111\u00f4 la<\/strong> cam k\u1ebft \u0111\u1ea7u t\u01b0 trung t\u00e2m d\u1eef li\u1ec7u AI t\u1ea1i Vi\u1ec7t Nam trong n\u1eeda cu\u1ed1i 2025 \u2013 \u0111\u1ea7u 2026.<\/li>\n
                        • Ng\u00e0y 9\/2\/2026, t\u1eadp \u0111o\u00e0n G42 c\u1ee7a Abu Dhabi k\u00fd th\u1ecfa thu\u1eadn khung v\u1edbi FPT v\u00e0 Vi\u1ec7t Th\u00e1i Group, bao g\u1ed3m cam k\u1ebft ti\u00eau th\u1ee5 t\u1edbi 1 t\u1ef7 \u0111\u00f4 la<\/strong>, v\u1edbi ba \u0111\u1ecba \u0111i\u1ec3m trung t\u00e2m d\u1eef li\u1ec7u khai tri\u1ec3n tr\u00ean c\u1ea3 n\u01b0\u1edbc.<\/li>\n
                        • Viettel h\u1ee3p t\u00e1c v\u1edbi NVIDIA \u0111\u1ec3 khai tri\u1ec3n h\u1ea1 t\u1ea7ng t\u00ednh to\u00e1n.<\/li>\n
                        • Samsung c\u00f4ng b\u1ed1 k\u1ebf ho\u1ea1ch nh\u00e0 m\u00e1y ki\u1ec3m \u0111\u1ecbnh chip tr\u1ecb gi\u00e1 1,5 t\u1ef7 \u0111\u00f4 la<\/strong> (Reuters, 27\/5\/2026).<\/li>\n
                        • L\u1ee3i th\u1ebf c\u1ea1nh tranh \u0111\u01b0\u1ee3c vi\u1ec7n d\u1eabn: chi ph\u00ed v\u1eadn h\u00e0nh trung t\u00e2m d\u1eef li\u1ec7u th\u1ea5p h\u01a1n Singapore kho\u1ea3ng 40\u201360%, gi\u00e1 \u0111i\u1ec7n c\u00f4ng nghi\u1ec7p th\u1ea5p h\u01a1n kho\u1ea3ng hai ph\u1ea7n ba.<\/li>\n<\/ul>\n

                          N\u00ean \u0111\u1ecdc \u0111i\u1ec1u n\u00e0y nh\u01b0 th\u1ebf n\u00e0o<\/p>\n

                          \u0110i\u1ec1u ch\u1eafc ch\u1eafn:<\/strong> lu\u1eadt \u0111\u00e3 ban h\u00e0nh v\u00e0 c\u00f3 hi\u1ec7u l\u1ef1c. B\u1ed9 m\u00e1y h\u01b0\u1edbng d\u1eabn, \u0111\u0103ng k\u00fd v\u00e0 thi h\u00e0nh \u0111ang \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp; m\u1ee9c \u0111\u1ed9 v\u1eadn h\u00e0nh th\u1ef1c ch\u1ea5t v\u00e0 ng\u00e2n s\u00e1ch th\u1ef1c chi v\u1eabn c\u1ea7n \u0111\u01b0\u1ee3c theo d\u00f5i qua v\u0103n b\u1ea3n d\u01b0\u1edbi lu\u1eadt v\u00e0 b\u00e1o c\u00e1o tri\u1ec3n khai.<\/p>\n

                          \u0110i\u1ec1u ch\u01b0a ch\u1eafc ch\u1eafn<\/strong>: hi\u1ec7u qu\u1ea3 th\u1ef1c thi. C\u00e1c nh\u00e0 ph\u00e2n t\u00edch ch\u1ec9 ra nh\u1eefng n\u00fat th\u1eaft c\u1ea5u tr\u00fac quen thu\u1ed9c \u2014 d\u1eef li\u1ec7u b\u1ecb chia c\u1eaft gi\u1eefa c\u00e1c b\u1ed9 ng\u00e0nh, qu\u1ea3n tr\u1ecb ph\u00e2n m\u1ea3nh, v\u00e0 kho\u1ea3ng tr\u1ed1ng nh\u00e2n l\u1ef1c. Nhi\u1ec1u con s\u1ed1 v\u1ec1 th\u1ecb tr\u01b0\u1eddng v\u00e0 t\u1ef7 l\u1ec7 \u00e1p d\u1ee5ng \u0111\u1ebfn t\u1eeb b\u00e1o c\u00e1o ng\u00e0nh ho\u1eb7c b\u00ean c\u00f3 l\u1ee3i \u00edch th\u01b0\u01a1ng m\u1ea1i, n\u00ean n\u00ean \u0111\u1ecdc nh\u01b0 ch\u1ec9 d\u1ea5u<\/em>, kh\u00f4ng ph\u1ea3i k\u1ebft lu\u1eadn.<\/p>\n

                          V\u00e0 c\u00f3 m\u1ed9t c\u00e2u h\u1ecfi m\u00e0 b\u00e0i vi\u1ebft n\u00e0y ch\u1ec9 n\u00eau ra ch\u1ee9 kh\u00f4ng tr\u1ea3 l\u1eddi: m\u1ed9t khung ph\u00e1p l\u00fd AI m\u1ea1nh, t\u1eadp trung, g\u1eafn v\u1edbi Trung t\u00e2m D\u1eef li\u1ec7u Qu\u1ed1c gia v\u00e0 B\u1ed9 C\u00f4ng an, s\u1ebd \u0111\u01b0\u1ee3c d\u00f9ng v\u00e0o nh\u1eefng m\u1ee5c \u0111\u00edch g\u00ec ngo\u00e0i m\u1ee5c \u0111\u00edch qu\u1ea3n tr\u1ecb c\u00f4ng ngh\u1ec7? \u0110i\u1ec1u kho\u1ea3n c\u1ea5m nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t n\u1ebfu kh\u00f4ng c\u00f3 s\u1ef1 \u0111\u1ed3ng thu\u1eadn l\u00e0 m\u1ed9t \u0111i\u1ec1u kho\u1ea3n t\u1ed1t tr\u00ean gi\u1ea5y t\u1edd. C\u00e2u h\u1ecfi quan tr\u1ecdng trong vi\u1ec7c th\u1ef1c thi l\u00e0 ai \u0111\u01b0\u1ee3c mi\u1ec5n tr\u1eeb, v\u00e0 ai gi\u00e1m s\u00e1t vi\u1ec7c mi\u1ec5n tr\u1eeb \u0111\u00f3?<\/p>\n

                          T\u1ea1m K\u1ebft: b\u1ed1n \u0111i\u1ec1u n\u00ean n\u1eafm gi\u1eef<\/span><\/h2>\n

                          M\u1ed9t.<\/strong><\/span> Cu\u1ed9c chuy\u1ec3n d\u1ecbch quan tr\u1ecdng kh\u00f4ng ph\u1ea3i l\u00e0 m\u00e1y th\u00f4ng minh h\u01a1n. L\u00e0 m\u00e1y chuy\u1ec3n t\u1eeb tr\u1ea3 l\u1eddi<\/em> sang l\u00e0m vi\u1ec7c<\/em>. V\u00e0 khi m\u00e1y l\u00e0m vi\u1ec7c, c\u00e2u h\u1ecfi trung t\u00e2m kh\u00f4ng c\u00f2n l\u00e0 k\u1ef9 thu\u1eadt n\u1eefa \u2014 n\u00f3 l\u00e0 c\u00e2u h\u1ecfi v\u1ec1 tr\u00e1ch nhi\u1ec7m. Ai k\u00fd duy\u1ec7t? Ai ch\u1ecbu tr\u00e1ch nhi\u1ec7m khi sai? Ai nh\u00ecn th\u1ea5y?<\/p>\n

                          Hai.<\/strong><\/span> Tr\u00ed th\u00f4ng minh \u0111ang r\u1ebb \u0111i nhanh h\u01a1n l\u00e0 n\u00f3 \u0111ang gi\u1ecfi l\u00ean. \u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 l\u1ee3i th\u1ebf c\u1ea1nh tranh \u0111ang d\u1ecbch chuy\u1ec3n kh\u1ecfi vi\u1ec7c c\u00f3 c\u00f4ng ngh\u1ec7<\/em>, sang vi\u1ec7c bi\u1ebft d\u00f9ng n\u00f3 v\u00e0o \u0111\u00fang ch\u1ed7<\/em>. V\u1edbi c\u00e1 nh\u00e2n c\u0169ng v\u1eady: k\u1ef9 n\u0103ng khan hi\u1ebfm kh\u00f4ng c\u00f2n l\u00e0 k\u1ef9 n\u0103ng thao t\u00e1c. L\u00e0 k\u1ef9 n\u0103ng ph\u00e1n \u0111o\u00e1n.<\/p>\n

                          Ba.<\/strong><\/span> D\u1eef li\u1ec7u v\u1ec1 vi\u1ec7c l\u00e0m n\u00f3i m\u1ed9t \u0111i\u1ec1u kh\u00f4ng ti\u1ec7n cho c\u1ea3 hai phe. Kh\u00f4ng c\u00f3 c\u00fa s\u1ed1c th\u1ea5t nghi\u1ec7p to\u00e0n di\u1ec7n. Nh\u01b0ng c\u00e1nh c\u1eeda v\u00e0o ngh\u1ec1 \u0111ang h\u1eb9p l\u1ea1i r\u00f5 r\u1ec7t v\u1edbi ng\u01b0\u1eddi tr\u1ebb. N\u1ebfu b\u1ea1n c\u00f3 con ch\u00e1u \u0111ang h\u1ecdc \u0111\u1ea1i h\u1ecdc, \u0111\u00f3 l\u00e0 con s\u1ed1 \u0111\u00e1ng n\u00f3i v\u1edbi ch\u00fang, ch\u1ee9 kh\u00f4ng ph\u1ea3i nh\u1eefng d\u1ef1 b\u00e1o t\u1eadn th\u1ebf.<\/p>\n

                          B\u1ed1n.<\/strong><\/span> R\u1ee7i ro g\u1ea7n b\u1ea1n nh\u1ea5t kh\u00f4ng ph\u1ea3i l\u00e0 robot n\u1ed5i lo\u1ea1n. N\u00f3 l\u00e0 m\u1ed9t c\u00e2u v\u0103n sai, vi\u1ebft b\u1eb1ng gi\u1ecdng r\u1ea5t t\u1ef1 tin, m\u00e0 kh\u00f4ng ai ki\u1ec3m tra. N\u00f3 l\u00e0 m\u1ed9t \u0111o\u1ea1n video gi\u1ea3 tung ra ba ng\u00e0y tr\u01b0\u1edbc b\u1ea7u c\u1eed. N\u00f3 l\u00e0 m\u1ed9t ng\u01b0\u1eddi c\u00f4 \u0111\u01a1n t\u00e2m s\u1ef1 v\u1edbi m\u1ed9t c\u00e1i m\u00e1y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 chi\u1ec1u l\u00f2ng ng\u01b0\u1eddi ta.<\/p>\n

                          Nh\u1eefng r\u1ee7i ro \u0111\u00f3 kh\u00f4ng c\u1ea7n c\u00f4ng ngh\u1ec7 m\u1edbi \u0111\u1ec3 gi\u1ea3i. Ch\u00fang c\u1ea7n nh\u1eefng th\u1ee9 r\u1ea5t c\u0169: ho\u00e0i nghi c\u00f3 k\u1ef7 lu\u1eadt, th\u00f3i quen ki\u1ec3m ch\u1ee9ng, v\u00e0 nh\u1eefng m\u1ed1i quan h\u1ec7 ng\u01b0\u1eddi-v\u1edbi-ng\u01b0\u1eddi \u0111\u1ee7 b\u1ec1n \u0111\u1ec3 kh\u00f4ng ai ph\u1ea3i \u0111i t\u00ecm s\u1ef1 an \u1ee7i t\u1eeb m\u1ed9t m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea.<\/p>\n

                          Tu\u1ec7 Quang<\/span><\/h2>\n

                          Th\u00e1ng 6\/2026<\/em><\/p>\n

                          Ph\u1ee5 l\u1ee5c: T\u1eeb v\u1ef1ng k\u1ef9 thu\u1eadt<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
                          Ti\u1ebfng Vi\u1ec7t<\/strong><\/td>\nTi\u1ebfng Anh<\/strong><\/td>\nNgh\u0129a g\u1ecdn<\/strong><\/td>\n<\/tr>\n<\/thead>\n
                          M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn<\/td>\nLarge language model (LLM)<\/td>\nH\u1ec7 AI h\u1ecdc t\u1eeb kh\u1ed1i l\u01b0\u1ee3ng v\u0103n b\u1ea3n kh\u1ed5ng l\u1ed3 \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n ch\u1eef k\u1ebf ti\u1ebfp<\/td>\n<\/tr>\n
                          T\u00e1c t\u1eed AI<\/td>\nAI agent<\/td>\nH\u1ec7 AI nh\u1eadn m\u1ee5c ti\u00eau v\u00e0 t\u1ef1 th\u1ef1c hi\u1ec7n nhi\u1ec1u b\u01b0\u1edbc \u0111\u1ec3 ho\u00e0n th\u00e0nh<\/td>\n<\/tr>\n
                          Tr\u1ecdng s\u1ed1<\/td>\nWeights<\/td>\nT\u1eadp h\u1ee3p c\u00e1c con s\u1ed1 t\u1ea1o th\u00e0nh “b\u1ed9 n\u00e3o” c\u1ee7a m\u00f4 h\u00ecnh sau khi hu\u1ea5n luy\u1ec7n<\/td>\n<\/tr>\n
                          Tr\u1ecdng s\u1ed1 m\u1edf<\/td>\nOpen-weight<\/td>\nM\u00f4 h\u00ecnh c\u00f3 tr\u1ecdng s\u1ed1 \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 c\u00f4ng khai, ai c\u0169ng t\u1ea3i v\u00e0 ch\u1ea1y \u0111\u01b0\u1ee3c<\/td>\n<\/tr>\n
                          C\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh<\/td>\nContext window<\/td>\nL\u01b0\u1ee3ng th\u00f4ng tin t\u1ed1i \u0111a m\u00f4 h\u00ecnh \u0111\u1ecdc \u0111\u01b0\u1ee3c trong m\u1ed9t l\u1ea7n<\/td>\n<\/tr>\n
                          \u1ea2o gi\u00e1c<\/td>\nHallucination<\/td>\nHi\u1ec7n t\u01b0\u1ee3ng m\u00f4 h\u00ecnh b\u1ecba ra th\u00f4ng tin sai nh\u01b0ng nghe r\u1ea5t thuy\u1ebft ph\u1ee5c<\/td>\n<\/tr>\n
                          M\u00f4 h\u00ecnh th\u1ebf gi\u1edbi<\/td>\nWorld model<\/td>\nH\u1ec7 AI h\u1ecdc d\u1ef1 \u0111o\u00e1n tr\u1ea1ng th\u00e1i v\u1eadt l\u00fd k\u1ebf ti\u1ebfp c\u1ee7a m\u00f4i tr\u01b0\u1eddng<\/td>\n<\/tr>\n
                          AI hi\u1ec7n th\u00e2n<\/td>\nEmbodied AI<\/td>\nAI \u0111i\u1ec1u khi\u1ec3n th\u00e2n th\u1ec3 v\u1eadt l\u00fd \u2014 robot, xe t\u1ef1 l\u00e1i<\/td>\n<\/tr>\n
                          Ch\u01b0ng c\u1ea5t m\u00f4 h\u00ecnh<\/td>\nDistillation<\/td>\nHu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh m\u1edbi b\u1eb1ng \u0111\u1ea7u ra c\u1ee7a m\u1ed9t m\u00f4 h\u00ecnh kh\u00e1c<\/td>\n<\/tr>\n
                          N\u0103ng l\u1ef1c t\u00ednh to\u00e1n<\/td>\nCompute<\/td>\nT\u1ed5ng s\u1ee9c m\u1ea1nh ph\u1ea7n c\u1ee9ng d\u00f9ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n v\u00e0 v\u1eadn h\u00e0nh AI<\/td>\n<\/tr>\n
                          Suy lu\u1eadn (khi tr\u1ea3 l\u1eddi)<\/td>\nInference<\/td>\nQu\u00e1 tr\u00ecnh m\u00f4 h\u00ecnh sinh ra c\u00e2u tr\u1ea3 l\u1eddi cho m\u1ed9t y\u00eau c\u1ea7u c\u1ee5 th\u1ec3<\/td>\n<\/tr>\n
                          S\u1eed d\u1ee5ng h\u1ee3p l\u00fd<\/td>\nFair use<\/td>\nNguy\u00ean t\u1eafc ph\u00e1p l\u00fd M\u1ef9 cho ph\u00e9p d\u00f9ng t\u00e1c ph\u1ea9m c\u00f3 b\u1ea3n quy\u1ec1n trong m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                          Ghi ch\u00fa v\u1ec1 ngu\u1ed3n t\u00e0i li\u1ec7u v\u00e0 \u0111\u1ed9 tin c\u1eady<\/strong><\/p>\n

                          Ngu\u1ed3n c\u00f3 \u0111\u1ed9 tin c\u1eady cao<\/strong> (t\u1ed5 ch\u1ee9c nghi\u00ean c\u1ee9u, c\u01a1 quan ch\u00ednh ph\u1ee7, h\u00e3ng lu\u1eadt, t\u1ea1p ch\u00ed b\u00ecnh duy\u1ec7t):<\/span><\/p>\n

                            \n
                          • International AI Safety Report 2026 (Bengio ch\u1ee7 tr\u00ec) \u2014 https:\/\/internationalaisafetyreport.org<\/li>\n
                          • Morgan Stanley Research, tri\u1ec3n v\u1ecdng n\u0103ng l\u01b0\u1ee3ng AI 2026<\/li>\n
                          • BloombergNEF, d\u1eef li\u1ec7u x\u00e2y d\u1ef1ng trung t\u00e2m d\u1eef li\u1ec7u<\/li>\n
                          • PwC Global AI Jobs Barometer 2026 (15\/6\/2026)<\/li>\n
                          • S&P Global, t\u00e1c \u0111\u1ed9ng AI l\u00ean vi\u1ec7c l\u00e0m 2026<\/li>\n
                          • Goldman Sachs, tri\u1ec3n v\u1ecdng th\u1ecb tr\u01b0\u1eddng lao \u0111\u1ed9ng M\u1ef9<\/li>\n
                          • International Center for Law & Economics, t\u1ed5ng quan b\u1eb1ng ch\u1ee9ng th\u1ef1c nghi\u1ec7m v\u1ec1 AI v\u00e0 lao \u0111\u1ed9ng<\/li>\n
                          • Norton Rose Fulbright, c\u1eadp nh\u1eadt c\u00e1c v\u1ee5 ki\u1ec7n b\u1ea3n quy\u1ec1n AI 2026<\/li>\n
                          • Digital Education Council, AI in Higher Education Global Survey 2026<\/li>\n
                          • MERICS, b\u00e1o c\u00e1o v\u1ec1 AI hi\u1ec7n th\u00e2n c\u1ee7a Trung Qu\u1ed1c (4\/2026)<\/li>\n
                          • World Economic Forum, ph\u00e2n t\u00edch th\u00f4ng tin sai l\u1ec7ch (3\/2026)<\/li>\n
                          • Vietnam Briefing; B\u00e1o Ch\u00ednh ph\u1ee7 (baochinhphu.vn); Vietnam News; VOV \u2014 v\u1ec1 Lu\u1eadt AI v\u00e0 c\u00e1c quy\u1ebft \u0111\u1ecbnh li\u00ean quan<\/li>\n
                          • Tech For Good Institute, ph\u00e2n t\u00edch chi\u1ebfn l\u01b0\u1ee3c AI Vi\u1ec7t Nam (2\/2026)<\/li>\n<\/ul>\n

                            Ngu\u1ed3n ki\u1ec3m ch\u1ee9ng ch\u00ednh \u0111\u01b0\u1ee3c b\u1ed5 sung<\/strong><\/span><\/p>\n

                              \n
                            • International AI Safety Report 2026, published 3 February 2026.<\/li>\n
                            • Stanford HAI, AI Index Report 2025 and AI Index Report 2026.<\/li>\n
                            • S.\u2013China Economic and Security Review Commission, \u201cTwo Loops: How China\u2019s Open AI Strategy Reinforces Its Industrial Dominance,\u201d 23 March 2026.<\/li>\n
                            • Anthropic, statements on the June 2026 suspension and 30 June restoration of access to Claude Fable 5 and Mythos 5.<\/li>\n
                            • European Commission, official AI Act application timeline.<\/li>\n
                            • The Nobel Prize, official 2024 Chemistry and Physics press materials.<\/li>\n
                            • Xu et al., \u201cA generative AI-discovered TNIK inhibitor for idiopathic pulmonary fibrosis,\u201d Nature Medicine (2025).<\/li>\n
                            • S. FDA, Novel Drug Approvals for 2026 (checked 28 July 2026).<\/li>\n
                            • White House, Executive Order \u201cEnsuring a National Policy Framework for Artificial Intelligence,\u201d 11 December 2025.<\/li>\n
                            • Bartz v. Anthropic court rulings and settlement materials; settlement approved 20 July 2026.<\/li>\n
                            • Law No. 134\/2025\/QH15 on Artificial Intelligence, Vietnam; comparative summaries by Baker McKenzie and Duane Morris.<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"

                              T\u01b0\u1eddng tr\u00ecnh to\u00e0n di\u1ec7n c\u1ee7a Tu\u1ec7 Quang v\u1ec1 AI gi\u1eefa n\u0103m 2026 cho ng\u01b0\u1eddi \u0111\u1ecdc kh\u00f4ng chuy\u00ean: t\u1eeb t\u00e1c t\u1eed AI, cu\u1ed9c \u0111ua M\u1ef9\u2013Trung, chi ph\u00ed \u0111i\u1ec7n, \u0111\u1ebfn vi\u1ec7c l\u00e0m, gi\u00e1o d\u1ee5c, lu\u1eadt b\u1ea3n quy\u1ec1n v\u00e0 Lu\u1eadt AI Vi\u1ec7t Nam.<\/p>","protected":false},"author":14,"featured_media":2262,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[101,85],"tags":[],"class_list":["post-2260","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-science-technology","category-current-issue"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":7}},"acf":[],"_links":{"self":[{"href":"https:\/\/1975mag.com\/ro\/wp-json\/wp\/v2\/posts\/2260","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1975mag.com\/ro\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1975mag.com\/ro\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1975mag.com\/ro\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/1975mag.com\/ro\/wp-json\/wp\/v2\/comments?post=2260"}],"version-history":[{"count":5,"href":"https:\/\/1975mag.com\/ro\/wp-json\/wp\/v2\/posts\/2260\/revisions"}],"predecessor-version":[{"id":2308,"href":"https:\/\/1975mag.com\/ro\/wp-json\/wp\/v2\/posts\/2260\/revisions\/2308"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1975mag.com\/ro\/wp-json\/wp\/v2\/media\/2262"}],"wp:attachment":[{"href":"https:\/\/1975mag.com\/ro\/wp-json\/wp\/v2\/media?parent=2260"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1975mag.com\/ro\/wp-json\/wp\/v2\/categories?post=2260"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1975mag.com\/ro\/wp-json\/wp\/v2\/tags?post=2260"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}