{"id":1406,"date":"2026-03-20T10:00:04","date_gmt":"2026-03-20T10:00:04","guid":{"rendered":"https:\/\/www.viz-read.com\/vi\/when-ai-builds-the-prototype-who-still-needs-the-architecture-diagram\/"},"modified":"2026-03-20T10:00:04","modified_gmt":"2026-03-20T10:00:04","slug":"when-ai-builds-the-prototype-who-still-needs-the-architecture-diagram","status":"publish","type":"post","link":"https:\/\/www.viz-read.com\/vi\/when-ai-builds-the-prototype-who-still-needs-the-architecture-diagram\/","title":{"rendered":"Khi AI X\u00e2y D\u1ef1ng B\u1ea3n M\u1eabu, Ai V\u1eabn C\u1ea7n S\u01a1 \u0110\u1ed3 Ki\u1ebfn Tr\u00fac?"},"content":{"rendered":"

T\u1ed1c \u0111\u1ed9 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m \u0111\u00e3 thay \u0111\u1ed5i m\u00e3i m\u00e3i.<\/strong>V\u1edbi AI sinh th\u00e0nh, m\u1ed9t nh\u00e0 qu\u1ea3n l\u00fd s\u1ea3n ph\u1ea9m c\u00f3 th\u1ec3 m\u00f4 t\u1ea3 m\u1ed9t t\u00ednh n\u0103ng v\u00e0 nh\u1eadn \u0111\u01b0\u1ee3c m\u1ed9t th\u00e0nh ph\u1ea7n React ho\u1ea1t \u0111\u1ed9ng trong v\u00e0i gi\u00e2y. M\u1ed9t nh\u00e0 s\u00e1ng l\u1eadp kh\u1edfi nghi\u1ec7p c\u00f3 th\u1ec3 d\u1ef1ng l\u00ean to\u00e0n b\u1ed9 MVP trong m\u1ed9t cu\u1ed1i tu\u1ea7n m\u00e0 kh\u00f4ng c\u1ea7n vi\u1ebft m\u1ed9t d\u00f2ng code m\u1eabu n\u00e0o.<\/p>\n

Trong th\u1ebf gi\u1edbi m\u1edbi \u0111\u1ea7y can \u0111\u1ea3m n\u00e0y, nh\u1eefng s\u1ea3n ph\u1ea9m truy\u1ec1n th\u1ed1ng c\u1ee7a k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m \u0111ang b\u1ecb xem x\u00e9t k\u1ef9 l\u01b0\u1ee1ng. N\u1ebfu AI c\u00f3 th\u1ec3 t\u1ea1o m\u00e3, tri\u1ec3n khai container v\u00e0 vi\u1ebft c\u00e1c b\u00e0i ki\u1ec3m th\u1eed,\u00a0th\u00ec ch\u00fang ta v\u1eabn c\u1ea7n s\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac hay kh\u00f4ng?<\/strong><\/p>\n

C\u00e2u tr\u1ea3 l\u1eddi ng\u1eafn g\u1ecdn l\u00e0\u00a0c\u00f3<\/strong>. C\u00e2u tr\u1ea3 l\u1eddi d\u00e0i h\u01a1n l\u00e0 m\u1ee5c \u0111\u00edch c\u1ee7a s\u01a1 \u0111\u1ed3 \u0111\u00e3 thay \u0111\u1ed5i c\u0103n b\u1ea3n. N\u00f3 kh\u00f4ng c\u00f2n ch\u1ec9 l\u00e0 b\u1ea3n v\u1ebd thi\u1ebft k\u1ebf cho vi\u1ec7c x\u00e2y d\u1ef1ng; m\u00e0 l\u00e0 b\u1ea3n \u0111\u1ed3 cho vi\u1ec7c qu\u1ea3n tr\u1ecb, h\u1ee3p \u0111\u1ed3ng giao ti\u1ebfp v\u00e0 ng\u00e0y c\u00e0ng tr\u1edf th\u00e0nh l\u1eddi nh\u1eafc cho ch\u00ednh AI.<\/p>\n

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1. \u1ea2o \u1ea3nh v\u1ec1 H\u1ec7 th\u1ed1ng ‘T\u1ef1 T\u00e0i Li\u1ec7u H\u00f3a’<\/h2>\n

C\u00f3 m\u1ed9t quan ni\u1ec7m ph\u1ed5 bi\u1ebfn trong ph\u00e1t tri\u1ec3n hi\u1ec7n \u0111\u1ea1i r\u1eb1ng ‘m\u00e3 ngu\u1ed3n ch\u00ednh l\u00e0 t\u00e0i li\u1ec7u’. Trong th\u1eddi \u0111\u1ea1i l\u1eadp tr\u00ecnh h\u1ed7 tr\u1ee3 b\u1edfi AI, quan ni\u1ec7m n\u00e0y l\u00e0 nguy hi\u1ec3m.<\/p>\n

C\u00e1c m\u00f4 h\u00ecnh AI xu\u1ea5t s\u1eafc \u1edf\u00a0t\u1ed1i \u01b0u h\u00f3a c\u1ee5c b\u1ed9<\/strong>. Ch\u00fang xu\u1ea5t s\u1eafc trong vi\u1ec7c gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 ngay l\u1eadp t\u1ee9c \u0111\u01b0\u1ee3c n\u00eau trong l\u1eddi nh\u1eafc (v\u00ed d\u1ee5: \u201cT\u1ea1o API \u0111\u0103ng nh\u1eadp\u201d). Tuy nhi\u00ean, ch\u00fang thi\u1ebfu\u00a0b\u1ed1i c\u1ea3nh to\u00e0n c\u1ee5c<\/strong>. Ch\u00fang kh\u00f4ng t\u1ef1 nhi\u00ean hi\u1ec3u ch\u00ednh s\u00e1ch l\u01b0u tr\u1eef d\u1eef li\u1ec7u c\u1ee7a c\u00f4ng ty b\u1ea1n, gi\u1edbi h\u1ea1n chi ph\u00ed \u0111\u00e1m m\u00e2y, c\u00e1c \u0111i\u1ec3m t\u00edch h\u1ee3p c\u0169, hay m\u1ee5c ti\u00eau m\u1edf r\u1ed9ng quy m\u00f4 trong n\u0103m n\u0103m t\u1edbi.<\/p>\n

Khi AI x\u00e2y d\u1ef1ng b\u1ea3n m\u1eabu, n\u00f3 t\u1ea1o ra\u00a0chi\u1ebfn thu\u1eadt<\/strong>. S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac \u0111\u1ea1i di\u1ec7n cho\u00a0chi\u1ebfn l\u01b0\u1ee3c<\/strong>. Kh\u00f4ng c\u00f3 s\u01a1 \u0111\u1ed3, b\u1ea1n ch\u1ec9 c\u00f3 m\u1ed9t \u0111\u1ed9ng c\u01a1 ho\u1ea1t \u0111\u1ed9ng nh\u01b0ng kh\u00f4ng c\u00f3 khung g\u1ea7m, v\u00f4 l\u0103ng, v\u00e0 c\u0169ng kh\u00f4ng c\u00f3 b\u1ea3n \u0111\u1ed3 cho bi\u1ebft b\u1ea1n \u0111ang l\u00e1i \u0111i \u0111\u00e2u.<\/p>\n

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2. Ai V\u1eabn C\u1ea7n S\u01a1 \u0110\u1ed3?<\/h2>\n

N\u1ebfu m\u00e3 ngu\u1ed3n \u0111\u01b0\u1ee3c sinh ra, th\u00ec ai c\u00f2n l\u1ea1i \u0111ang nh\u00ecn v\u00e0o c\u00e1c h\u00ecnh h\u1ed9p v\u00e0 m\u0169i t\u00ean? Th\u1eadt b\u1ea5t ng\u1edd, danh s\u00e1ch c\u00e1c b\u00ean li\u00ean quan l\u1ea1i d\u00e0i h\u01a1n, ch\u1ee9 kh\u00f4ng ng\u1eafn l\u1ea1i, trong quy tr\u00ecnh l\u00e0m vi\u1ec7c \u0111\u01b0\u1ee3c d\u1eabn d\u1eaft b\u1edfi AI.<\/p>\n

A. Gi\u00e1m \u0111\u1ed1c C\u00f4ng ngh\u1ec7 v\u00e0 L\u00e3nh \u0111\u1ea1o K\u1ef9 thu\u1eadt (R\u1ee7i ro & Chi ph\u00ed)<\/h3>\n

AI t\u1ea1o m\u00e3 ngu\u1ed3n, nh\u01b0ng n\u00f3 kh\u00f4ng qu\u1ea3n l\u00fd ng\u00e2n s\u00e1ch hay n\u1ee3 k\u1ef9 thu\u1eadt.<\/p>\n

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    Qu\u1ea3n tr\u1ecb chi ph\u00ed:<\/strong>\u00a0AI c\u00f3 th\u1ec3 \u0111\u1ec1 xu\u1ea5t ki\u1ebfn tr\u00fac kh\u00f4ng m\u00e1y ch\u1ee7 r\u1ebb \u1edf 100 ng\u01b0\u1eddi d\u00f9ng nh\u01b0ng ph\u00e1 s\u1ea3n \u1edf 100.000. S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac x\u00e1c minh m\u00f4 h\u00ecnh chi ph\u00ed so v\u1edbi quy m\u00f4 d\u1ef1 ki\u1ebfn.<\/p>\n<\/li>\n

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    X\u00e2y d\u1ef1ng hay Mua s\u1eafm:<\/strong>\u00a0L\u00e3nh \u0111\u1ea1o c\u1ea7n th\u1ea5y m\u00e3 ngu\u1ed3n do AI t\u1ea1o ri\u00eang l\u1ebb ph\u00f9 h\u1ee3p \u1edf \u0111\u00e2u trong h\u1ec7 sinh th\u00e1i r\u1ed9ng l\u1edbn c\u00e1c c\u00f4ng c\u1ee5 SaaS v\u00e0 ph\u1ea7n m\u1ec1m c\u00f3 gi\u1ea5y ph\u00e9p.<\/p>\n<\/li>\n

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    Chi\u1ebfn l\u01b0\u1ee3c r\u00fat lui:<\/strong>\u00a0N\u1ebfu nh\u00e0 cung c\u1ea5p AI thay \u0111\u1ed5i gi\u00e1 ho\u1eb7c \u0111\u00f3ng c\u1eeda, s\u01a1 \u0111\u1ed3 s\u1ebd cho th\u1ea5y n\u01a1i n\u00e0o c\u00f3 s\u1ef1 li\u00ean k\u1ebft v\u00e0 vi\u1ec7c lo\u1ea1i b\u1ecf s\u1ebd kh\u00f3 kh\u0103n \u0111\u1ebfn m\u1ee9c n\u00e0o.<\/p>\n<\/li>\n<\/ul>\n

    B. C\u00e1c \u0111\u1ed9i DevOps v\u00e0 SRE (t\u00ednh \u1ed5n \u0111\u1ecbnh v\u00e0 lu\u1ed3ng ho\u1ea1t \u0111\u1ed9ng)<\/h3>\n

    AI vi\u1ebft logic \u1ee9ng d\u1ee5ng, nh\u01b0ng con ng\u01b0\u1eddi (hi\u1ec7n t\u1ea1i) l\u00e0 ng\u01b0\u1eddi ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1ec1 th\u1eddi gian ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c.<\/p>\n

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      Lu\u1ed3ng d\u1eef li\u1ec7u:<\/strong>\u00a0Khi h\u1ec7 th\u1ed1ng b\u1ecb l\u1ed7i v\u00e0o l\u00fac 3 gi\u1edd s\u00e1ng, m\u1ed9t SRE kh\u00f4ng \u0111\u1ecdc m\u00e3 ngu\u1ed3n; h\u1ecd theo d\u00f5i lu\u1ed3ng d\u1eef li\u1ec7u. M\u1ed9t s\u01a1 \u0111\u1ed3 cho th\u1ea5y \u0111i\u1ec3m ngh\u1ebdn n\u1eb1m \u1edf \u0111\u00e2u, b\u1ed9 ng\u1eaft m\u1ea1ch \u0111\u01b0\u1ee3c \u0111\u1eb7t \u1edf \u0111\u00e2u, v\u00e0 c\u00e1ch l\u1ed7i lan truy\u1ec1n nh\u01b0 th\u1ebf n\u00e0o.<\/p>\n<\/li>\n

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      Qu\u1ea3n l\u00fd ph\u1ee5 thu\u1ed9c:<\/strong>\u00a0AI c\u00f3 th\u1ec3 t\u1ea1o ra m\u1ed9t ph\u1ee5 thu\u1ed9c v\u00f2ng l\u1eb7p ho\u1eb7c m\u1ed9t \u0111i\u1ec3m l\u1ed7i duy nh\u1ea5t m\u00e0 kh\u00f4ng r\u00f5 r\u00e0ng trong m\u1ed9t t\u1ec7p duy nh\u1ea5t nh\u01b0ng l\u1ea1i r\u1ea5t r\u00f5 r\u00e0ng khi nh\u00ecn t\u1eeb g\u00f3c \u0111\u1ed9 to\u00e0n h\u1ec7 th\u1ed1ng.<\/p>\n<\/li>\n<\/ul>\n

      C. C\u00e1c c\u00e1n b\u1ed9 an ninh v\u00e0 tu\u00e2n th\u1ee7 (ni\u1ec1m tin)<\/h3>\n

      \u0110\u00e2y l\u00e0 nh\u00f3m ng\u01b0\u1eddi c\u00f3 l\u1ee3i \u00edch quan tr\u1ecdng nh\u1ea5t. AI l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd v\u1eeba cho k\u1ebb t\u1ea5n c\u00f4ng, v\u1eeba cho ng\u01b0\u1eddi ph\u00f2ng th\u1ee7.<\/p>\n

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        Ch\u1ee7 quy\u1ec1n d\u1eef li\u1ec7u:<\/strong>\u00a0M\u1ed9t s\u01a1 \u0111\u1ed3 r\u00f5 r\u00e0ng x\u00e1c \u0111\u1ecbnh n\u01a1i d\u1eef li\u1ec7u PII (th\u00f4ng tin nh\u1eadn d\u1ea1ng c\u00e1 nh\u00e2n) \u0111\u01b0\u1ee3c truy\u1ec1n \u0111i. AI c\u00f3 th\u1ec3 v\u00f4 t\u00ecnh ghi l\u1ea1i d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m v\u00e0o d\u1ecbch v\u1ee5 ph\u00e2n t\u00edch b\u00ean th\u1ee9 ba; s\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac x\u00e1c \u0111\u1ecbnh ranh gi\u1edbi c\u1ee7a ni\u1ec1m tin.<\/p>\n<\/li>\n

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        D\u1ea5u v\u1ebft ki\u1ec3m to\u00e1n:<\/strong>\u00a0\u0110\u1ec3 tu\u00e2n th\u1ee7 SOC2, HIPAA ho\u1eb7c GDPR, b\u1ea1n kh\u00f4ng th\u1ec3 n\u1ed9p m\u1ed9t kho GitHub. B\u1ea1n ph\u1ea3i n\u1ed9p c\u00e1c s\u01a1 \u0111\u1ed3 ranh gi\u1edbi h\u1ec7 th\u1ed1ng th\u1ec3 hi\u1ec7n c\u00e1c \u0111i\u1ec3m m\u00e3 h\u00f3a v\u00e0 ki\u1ec3m so\u00e1t truy c\u1eadp.<\/p>\n<\/li>\n<\/ul>\n

        D. Nh\u00e2n vi\u00ean m\u1edbi (\u0111i\u1ec1u ch\u1ec9nh v\u00e0o l\u00e0m vi\u1ec7c)<\/h3>\n

        Trong m\u1ed9t m\u00f4i tr\u01b0\u1eddng s\u1eed d\u1ee5ng nhi\u1ec1u AI, t\u1ed1c \u0111\u1ed9 thay \u0111\u1ed5i m\u00e3 ngu\u1ed3n cao h\u01a1n. C\u00e1c t\u00ednh n\u0103ng \u0111\u01b0\u1ee3c t\u1ea1o ra v\u00e0 c\u1ea3i ti\u1ebfn nhanh ch\u00f3ng.<\/p>\n

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          T\u1ea3i ng\u1eef c\u1ea3nh:<\/strong>\u00a0M\u1ed9t k\u1ef9 s\u01b0 m\u1edbi c\u00f3 th\u1ec3 h\u1ecfi AI gi\u1ea3i th\u00edch m\u1ed9t h\u00e0m, nh\u01b0ng h\u1ecd kh\u00f4ng th\u1ec3 h\u1ecfi AI gi\u1ea3i th\u00edch\u00a0t\u1ea1i sao<\/em>\u00a0h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf theo c\u00e1ch n\u00e0y. S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac ghi l\u1ea1i c\u00e1c\u00a0quy\u1ebft \u0111\u1ecbnh<\/strong>, ch\u1ee9 kh\u00f4ng ch\u1ec9 l\u00e0 c\u00e1ch tri\u1ec3n khai.<\/p>\n<\/li>\n

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          M\u00f4 h\u00ecnh t\u01b0 duy:<\/strong>\u00a0N\u00f3 cung c\u1ea5p t\u1eeb v\u1ef1ng chung c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u1ed9i nh\u00f3m h\u1ee3p t\u00e1c hi\u1ec7u qu\u1ea3.<\/p>\n<\/li>\n<\/ul>\n

          E. Ch\u00ednh AI (ng\u1eef c\u1ea3nh)<\/h3>\n

          \u0110\u00e2y l\u00e0 ng\u01b0\u1eddi c\u00f3 l\u1ee3i \u00edch m\u1edbi nh\u1ea5t.AI c\u1ea7n c\u00e1c s\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t h\u01a1n.<\/strong><\/p>\n

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            RAG (T\u0103ng c\u01b0\u1eddng sinh th\u00e0nh b\u1eb1ng truy xu\u1ea5t):<\/strong>\u00a0\u0110\u1ec3 nh\u1eadn \u0111\u01b0\u1ee3c m\u00e3 ngu\u1ed3n ch\u1ea5t l\u01b0\u1ee3ng cao t\u1eeb m\u1ed9t m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn, b\u1ea1n ph\u1ea3i cung c\u1ea5p ng\u1eef c\u1ea3nh cho n\u00f3. Vi\u1ec7c t\u1ea3i l\u00ean s\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac c\u1ee7a b\u1ea1n (ho\u1eb7c b\u1ea3n m\u00f4 t\u1ea3 b\u1eb1ng v\u0103n b\u1ea3n c\u1ee7a n\u00f3) v\u00e0o c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh c\u1ee7a AI s\u1ebd ng\u0103n n\u00f3 \u0111\u1ec1 xu\u1ea5t c\u00e1c gi\u1ea3i ph\u00e1p vi ph\u1ea1m c\u00e1c gi\u1edbi h\u1ea1n c\u1ee7a h\u1ec7 th\u1ed1ng b\u1ea1n.<\/p>\n<\/li>\n

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            K\u1ef9 thu\u1eadt t\u1ea1o l\u1eddi nh\u1eafc:<\/strong>\u00a0\u201cVi\u1ebft m\u1ed9t microservice\u201d l\u00e0 m\u1ed9t l\u1eddi nh\u1eafc t\u1ed3i. \u201cVi\u1ebft m\u1ed9t d\u1ecbch v\u1ee5 kh\u00f4ng tr\u1ea1ng th\u00e1i ph\u00f9 h\u1ee3p v\u1edbi n\u00fat ‘X\u00e1c th\u1ef1c’ trong s\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac \u0111\u00ednh k\u00e8m c\u1ee7a ch\u00fang ta, s\u1eed d\u1ee5ng Redis \u0111\u1ec3 l\u01b0u tr\u1eef phi\u00ean\u201d l\u00e0 m\u1ed9t l\u1eddi nh\u1eafc tuy\u1ec7t v\u1eddi.<\/p>\n<\/li>\n<\/ul>\n

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            3. S\u1ef1 ph\u00e1t tri\u1ec3n: T\u1eeb c\u00e1c t\u1ec7p PNG t\u0129nh \u0111\u1ebfn b\u1ea3n \u0111\u1ed3 s\u1ed1ng \u0111\u1ed9ng<\/h2>\n

            L\u00fd do cho s\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac kh\u00f4ng ph\u1ea3i l\u00e0 l\u00fd do cho vi\u1ec7c\u00a0l\u1ed7i th\u1eddi<\/strong>s\u01a1 \u0111\u1ed3. M\u1ed9t t\u1ec7p Visio t\u0129nh t\u1eeb n\u0103m 2021 th\u1ef1c s\u1ef1 v\u00f4 d\u1ee5ng. Trong th\u1eddi \u0111\u1ea1i AI, s\u01a1 \u0111\u1ed3 ph\u1ea3i ti\u1ebfn h\u00f3a.<\/p>\n\n\n\n\n\n\n\n\n
            S\u01a1 \u0111\u1ed3 truy\u1ec1n th\u1ed1ng<\/th>\nS\u01a1 \u0111\u1ed3 th\u1eddi \u0111\u1ea1i AI<\/th>\n<\/tr>\n<\/thead>\n
            T\u0129nh:<\/strong>\u00a0V\u1ebd m\u1ed9t l\u1ea7n, kh\u00f4ng bao gi\u1edd c\u1eadp nh\u1eadt.<\/td>\n\u0110\u1ed9ng:<\/strong>\u00a0T\u1ef1 \u0111\u1ed9ng t\u1ea1o ho\u1eb7c \u0111\u1ed3ng b\u1ed9 v\u1edbi m\u00e3 ngu\u1ed3n.<\/td>\n<\/tr>\n
            \u0110\u1ed1i t\u01b0\u1ee3ng:<\/strong>\u00a0Ch\u1ec9 con ng\u01b0\u1eddi.<\/td>\n\u0110\u1ed1i t\u01b0\u1ee3ng:<\/strong>\u00a0Con ng\u01b0\u1eddi v\u00e0 M\u00e1y m\u00f3c (LLMs).<\/td>\n<\/tr>\n
            Tr\u1ecdng t\u00e2m:<\/strong>\u00a0Chi ti\u1ebft tri\u1ec3n khai.<\/td>\nTr\u1ecdng t\u00e2m:<\/strong>\u00a0Lu\u1ed3ng d\u1eef li\u1ec7u, ranh gi\u1edbi v\u00e0 gi\u1edbi h\u1ea1n.<\/td>\n<\/tr>\n
            T\u1ea1o d\u1ef1ng:<\/strong>\u00a0C\u00f4ng s\u1ee9c th\u1ee7 c\u00f4ng.<\/td>\nT\u1ea1o d\u1ef1ng:<\/strong>\u00a0So\u1ea1n th\u1ea3o h\u1ed7 tr\u1ee3 b\u1edfi AI.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            S\u01a1 \u0111\u1ed3 d\u01b0\u1edbi d\u1ea1ng m\u00e3<\/h3>\n

            C\u00e1c c\u00f4ng c\u1ee5 nh\u01b0\u00a0Mermaid.js<\/strong>,\u00a0Graphviz<\/strong>, ho\u1eb7c\u00a0Structurizr<\/strong>\u00a0cho ph\u00e9p \u0111\u1ecbnh ngh\u0129a ki\u1ebfn tr\u00fac b\u1eb1ng m\u00e3. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0:<\/p>\n

              \n
            1. \n

              Ki\u1ec3m so\u00e1t phi\u00ean b\u1ea3n theo d\u00f5i c\u00e1c thay \u0111\u1ed5i \u0111\u1ed1i v\u1edbi ki\u1ebfn tr\u00fac.<\/p>\n<\/li>\n

            2. \n

              AI c\u00f3 th\u1ec3 \u0111\u1ecdc \u0111\u1ecbnh ngh\u0129a v\u0103n b\u1ea3n \u0111\u1ec3 hi\u1ec3u h\u1ec7 th\u1ed1ng.<\/p>\n<\/li>\n

            3. \n

              C\u00e1c lu\u1ed3ng CI\/CD c\u00f3 th\u1ec3 th\u1ea5t b\u1ea1i khi x\u00e2y d\u1ef1ng n\u1ebfu m\u00e3 ngu\u1ed3n l\u1ec7ch kh\u1ecfi \u0111\u1ecbnh ngh\u0129a ki\u1ebfn tr\u00fac.<\/p>\n<\/li>\n<\/ol>\n

              T\u00e0i li\u1ec7u “S\u1ed1ng”<\/h3>\n

              Trong t\u01b0\u01a1ng lai, s\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac s\u1ebd kh\u00f4ng c\u00f2n l\u00e0 th\u1ee9 b\u1ea1n v\u1ebd ratr\u01b0\u1edbc<\/em>khi b\u1ea1n vi\u1ebft m\u00e3. N\u00f3 s\u1ebd l\u00e0 m\u1ed9t b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n ph\u1ea3n \u00e1nh tr\u1ea1ng th\u00e1i hi\u1ec7n t\u1ea1i c\u1ee7a h\u1ec7 th\u1ed1ng, \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt t\u1ef1 \u0111\u1ed9ng khi c\u00e1c t\u00e1c nh\u00e2n AI t\u00e1i c\u1ea5u tr\u00fac c\u01a1 s\u1edf m\u00e3 ngu\u1ed3n. Vai tr\u00f2 c\u1ee7a con ng\u01b0\u1eddi chuy\u1ec3n t\u1eebng\u01b0\u1eddi v\u1ebd<\/em>sangng\u01b0\u1eddi ki\u1ec3m tra<\/em>.<\/p>\n

              \n

              4. V\u00f9ng nguy hi\u1ec3m: N\u1ee3 k\u1ef9 thu\u1eadt \u1edf t\u1ed1c \u0111\u1ed9 cao<\/h2>\n

              R\u1ee7i ro l\u1edbn nh\u1ea5t c\u1ee7a ph\u00e1t tri\u1ec3n \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi AI l\u00e0s\u1ef1 gia t\u0103ng n\u1ee3 k\u1ef9 thu\u1eadt<\/strong>.<\/p>\n

              N\u1ebfu b\u1ea1n cho ph\u00e9p AI x\u00e2y d\u1ef1ng c\u00e1c b\u1ea3n m\u1eabu m\u00e0 kh\u00f4ng c\u00f3 c\u00e1c r\u00e0o ch\u1eafn ki\u1ebfn tr\u00fac, b\u1ea1n s\u1ebd t\u1ea1o ra c\u00e1c h\u1ec7 th\u1ed1ng ‘Frankenstein’. M\u1ed7i th\u00e0nh ph\u1ea7n ho\u1ea1t \u0111\u1ed9ng ri\u00eang l\u1ebb, nh\u01b0ng ch\u00fang kh\u00f4ng t\u00edch h\u1ee3p m\u1ed9t c\u00e1ch tr\u01a1n tru.<\/p>\n

                \n
              • \n

                S\u1ef1 kh\u00f4ng t\u01b0\u01a1ng th\u00edch giao th\u1ee9c:<\/strong>D\u1ecbch v\u1ee5 A s\u1eed d\u1ee5ng gRPC; D\u1ecbch v\u1ee5 B mong \u0111\u1ee3i REST.<\/p>\n<\/li>\n

              • \n

                S\u1ef1 b\u1ea5t nh\u1ea5t d\u1eef li\u1ec7u:<\/strong>D\u1ecbch v\u1ee5 A ghi d\u1eef li\u1ec7u JSON; D\u1ecbch v\u1ee5 B mong \u0111\u1ee3i Protobuf.<\/p>\n<\/li>\n

              • \n

                Kho\u1ea3ng tr\u1ed1ng b\u1ea3o m\u1eadt:<\/strong>X\u00e1c th\u1ef1c \u0111\u01b0\u1ee3c tri\u1ec3n khai kh\u00e1c nhau tr\u00ean n\u0103m d\u1ecbch v\u1ee5 vi m\u00f4 do AI t\u1ea1o ra.<\/p>\n<\/li>\n<\/ul>\n

                S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac \u0111\u00f3ng vai tr\u00f2 nh\u01b0b\u1ea3n \u0111\u1ed3 d\u1eef li\u1ec7u cho h\u1ec7 th\u1ed1ng<\/strong>. N\u00f3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng d\u00f9 t\u1ed1c \u0111\u1ed9 x\u00e2y d\u1ef1ng c\u00f3 t\u0103ng l\u00ean,t\u1ed1c \u0111\u1ed9<\/em>c\u1ee7a vi\u1ec7c x\u00e2y d\u1ef1ng t\u0103ng l\u00ean, th\u00ecs\u1ef1 g\u1eafn k\u1ebft<\/em>c\u1ee7a h\u1ec7 th\u1ed1ng v\u1eabn \u0111\u01b0\u1ee3c duy tr\u00ec nguy\u00ean v\u1eb9n.<\/p>\n

                \n

                5. C\u00e1c th\u1ef1c h\u00e0nh t\u1ed1t nh\u1ea5t cho s\u1ef1 h\u1ee3p t\u00e1c gi\u1eefa AI v\u00e0 ki\u1ebfn tr\u00fac s\u01b0<\/h2>\n

                L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 c\u00e1c \u0111\u1ed9i c\u00e2n b\u1eb1ng t\u1ed1c \u0111\u1ed9 c\u1ee7a AI v\u1edbi t\u00ednh to\u00e0n v\u1eb9n ki\u1ebfn tr\u00fac?<\/p>\n

                  \n
                1. \n

                  X\u00e1c \u0111\u1ecbnh c\u00e1c gi\u1edbi h\u1ea1n tr\u01b0\u1edbc:<\/strong>\u00a0Tr\u01b0\u1edbc khi y\u00eau c\u1ea7u AI vi\u1ebft m\u00e3, h\u00e3y x\u00e1c \u0111\u1ecbnh c\u00e1c ranh gi\u1edbi ki\u1ebfn tr\u00fac. (v\u00ed d\u1ee5: \u201cKh\u00f4ng truy c\u1eadp c\u01a1 s\u1edf d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp t\u1eeb ph\u00eda frontend,\u201d \u201cT\u1ea5t c\u1ea3 nh\u1eadt k\u00fd ph\u1ea3i g\u1eedi \u0111\u1ebfn CloudWatch\u201d).<\/p>\n<\/li>\n

                2. \n

                  S\u1eed d\u1ee5ng AI \u0111\u1ec3 t\u1ea1o s\u01a1 \u0111\u1ed3:<\/strong>\u00a0\u0110\u1eebng v\u1ebd ch\u00fang b\u1eb1ng tay. S\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 qu\u00e9t kho m\u00e3 c\u1ee7a b\u1ea1n v\u00e0 t\u1ea1o b\u1ea3n \u0111\u1ed3 tr\u1ef1c quan. S\u1eed d\u1ee5ng AI \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 b\u1ea3n \u0111\u1ed3 nh\u1eb1m ph\u00e1t hi\u1ec7n c\u00e1c \u0111i\u1ec3m ngh\u1ebdn ti\u1ec1m \u1ea9n.<\/p>\n<\/li>\n

                3. \n

                  T\u00e0i li\u1ec7u quy\u1ebft \u0111\u1ecbnh ki\u1ebfn tr\u00fac (ADRs):<\/strong>\u00a0Gi\u1eef m\u1ed9t nh\u1eadt k\u00fd v\u0103n b\u1ea3n v\u1ec1\u00a0t\u1ea1i sao<\/em>\u00a0c\u00e1c quy\u1ebft \u0111\u1ecbnh \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u01b0a ra. AI c\u00f3 th\u1ec3 t\u00f3m t\u1eaft nh\u1eefng \u0111i\u1ec1u n\u00e0y, nh\u01b0ng con ng\u01b0\u1eddi ph\u1ea3i vi\u1ebft ra m\u1ee5c \u0111\u00edch.<\/p>\n<\/li>\n

                4. \n

                  Ph\u1ea3n h\u1ed3i \u201cCon ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p\u201d:<\/strong>\u00a0AI c\u00f3 th\u1ec3 \u0111\u1ec1 xu\u1ea5t m\u1ed9t th\u00e0nh ph\u1ea7n, nh\u01b0ng k\u1ef9 s\u01b0 c\u1ea5p cao ph\u1ea3i x\u00e1c minh th\u00e0nh ph\u1ea7n \u0111\u00f3 ph\u00f9 h\u1ee3p v\u1edbi s\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac tr\u01b0\u1edbc khi h\u1ee3p nh\u1ea5t.<\/p>\n<\/li>\n<\/ol>\n

                  \n

                  K\u1ebft lu\u1eadn: C\u00e1i la b\u00e0n, ch\u1ee9 kh\u00f4ng ph\u1ea3i vi\u00ean g\u1ea1ch<\/h2>\n

                  Khi AI x\u00e2y d\u1ef1ng b\u1ea3n m\u1eabu, n\u00f3 \u0111\u00f3ng vai tr\u00f2 nh\u01b0 ng\u01b0\u1eddi\u00a0th\u1ee3 x\u00e2y g\u1ea1ch<\/strong>. N\u00f3 nhanh ch\u00f3ng, kh\u00f4ng m\u1ec7t m\u1ecfi v\u00e0 hi\u1ec7u qu\u1ea3.<\/p>\n

                  S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac l\u00e0\u00a0b\u1ea3n \u0111\u1ed3 th\u00e0nh ph\u1ed1<\/strong>. N\u00f3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng nh\u1eefng vi\u00ean g\u1ea1ch t\u1ea1o th\u00e0nh m\u1ed9t b\u1ec7nh vi\u1ec7n ch\u1ee9 kh\u00f4ng ph\u1ea3i m\u1ed9t nh\u00e0 t\u00f9, c\u00e1c con \u0111\u01b0\u1eddng \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i, v\u00e0 n\u1ec1n m\u00f3ng c\u00f3 th\u1ec3 ch\u1ecbu \u0111\u01b0\u1ee3c tr\u1ecdng l\u01b0\u1ee3ng c\u1ee7a t\u01b0\u01a1ng lai.<\/p>\n

                  Ch\u00fang ta v\u1eabn c\u1ea7n s\u01a1 \u0111\u1ed3 v\u00ec\u00a0m\u00e3 ngu\u1ed3n cho b\u1ea1n bi\u1ebft h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o, nh\u01b0ng ki\u1ebfn tr\u00fac gi\u1ea3i th\u00edch l\u00fd do h\u1ec7 th\u1ed1ng t\u1ed3n t\u1ea1i.<\/strong><\/p>\n

                  Trong th\u1eddi \u0111\u1ea1i m\u00e0 vi\u1ec7c t\u1ea1o m\u00e3 l\u00e0 r\u1ebb,\u00a0b\u1ed1i c\u1ea3nh l\u00e0 \u0111\u1ed3ng ti\u1ec1n qu\u00fd gi\u00e1 nh\u1ea5t.<\/strong>\u00a0S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac l\u00e0 chi\u1ebfc b\u00ecnh ch\u1ee9a b\u1ed1i c\u1ea3nh \u0111\u00f3. Kh\u00f4ng c\u00f3 n\u00f3, b\u1ea1n kh\u00f4ng \u0111ang x\u00e2y d\u1ef1ng m\u1ed9t s\u1ea3n ph\u1ea9m; b\u1ea1n ch\u1ec9 \u0111ang t\u1ea1o ra ti\u1ebfng \u1ed3n.<\/p>\n

                  \n

                  B\u00e0i h\u1ecdc ch\u00ednh:<\/strong>\u00a0AI l\u00e0m gi\u1ea3m chi ph\u00ed c\u1ee7a\u00a0th\u1ef1c thi<\/em>, nh\u01b0ng l\u1ea1i l\u00e0m t\u0103ng gi\u00e1 tr\u1ecb c\u1ee7a\u00a0m\u1ee5c \u0111\u00edch<\/em>. S\u01a1 \u0111\u1ed3 ki\u1ebfn tr\u00fac l\u00e0 t\u00e0i s\u1ea3n ch\u00ednh y\u1ebfu th\u1ec3 hi\u1ec7n m\u1ee5c \u0111\u00edch. \u0110\u1eebng v\u1ee9t b\u1ecf n\u00f3; h\u00e3y n\u00e2ng c\u1ea5p n\u00f3.<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

                  T\u1ed1c \u0111\u1ed9 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m \u0111\u00e3 thay \u0111\u1ed5i m\u00e3i m\u00e3i.V\u1edbi AI sinh th\u00e0nh, m\u1ed9t nh\u00e0 qu\u1ea3n l\u00fd s\u1ea3n ph\u1ea9m c\u00f3 th\u1ec3 m\u00f4 t\u1ea3 m\u1ed9t t\u00ednh n\u0103ng v\u00e0 nh\u1eadn \u0111\u01b0\u1ee3c…<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[61],"tags":[],"class_list":["post-1406","post","type-post","status-publish","format-standard","hentry","category-ai"],"yoast_head":"\nKhi AI X\u00e2y D\u1ef1ng B\u1ea3n M\u1eabu, Ai V\u1eabn C\u1ea7n S\u01a1 \u0110\u1ed3 Ki\u1ebfn Tr\u00fac? - Viz Read Vietnamese - AI, Software & Digital Insights<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.viz-read.com\/vi\/when-ai-builds-the-prototype-who-still-needs-the-architecture-diagram\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Khi AI X\u00e2y D\u1ef1ng B\u1ea3n M\u1eabu, Ai V\u1eabn C\u1ea7n S\u01a1 \u0110\u1ed3 Ki\u1ebfn Tr\u00fac? 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