{"id":935,"date":"2026-08-24T14:21:19","date_gmt":"2026-08-24T05:21:19","guid":{"rendered":"https:\/\/asutech.vn\/?p=935"},"modified":"2026-08-25T17:58:33","modified_gmt":"2026-08-25T08:58:33","slug":"xu-huong-chuyen-dich-ai-nhan-su-it-can-trang-bi-gi-de-but-pha","status":"publish","type":"post","link":"https:\/\/asutech.vn\/vi\/xu-huong-chuyen-dich-ai-nhan-su-it-can-trang-bi-gi-de-but-pha\/","title":{"rendered":"Xu H\u01b0\u1edbng Chuy\u1ec3n D\u1ecbch AI: Nh\u00e2n s\u1ef1 IT C\u1ea7n Trang B\u1ecb G\u00ec \u0110\u1ec3 B\u1ee9t Ph\u00e1?"},"content":{"rendered":"

\u203b\u65e5\u672c\u8a9e\u7248\u306f\u4e0b\u306b\u3042\u308a\u307e\u3059<\/em><\/strong><\/p>\n\n\n\n

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L\u00e0n s\u00f3ng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o (AI) \u0111ang t\u00e1i \u0111\u1ecbnh h\u00ecnh to\u00e0n b\u1ed9 ng\u00e0nh c\u00f4ng ngh\u1ec7 th\u00f4ng tin. AI kh\u00f4ng c\u00f2n d\u1eebng l\u1ea1i \u1edf vai tr\u00f2 m\u1ed9t c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 g\u00f5 code \u0111\u01a1n thu\u1ea7n (Code Completion), m\u00e0 \u0111ang ti\u1ebfn nhanh t\u1edbi k\u1ef7 nguy\u00ean c\u1ee7a AI Agents t\u1ef1 ch\u1ee7<\/strong> v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng t\u00edch h\u1ee3p AI chuy\u00ean s\u00e2u<\/strong>.<\/p>\n\n\n\n

Tr\u01b0\u1edbc s\u1ef1 chuy\u1ec3n d\u1ecbch n\u00e0y, b\u00e0i to\u00e1n \u0111\u1eb7t ra cho c\u00e1c k\u1ef9 s\u01b0 ph\u1ea7n m\u1ec1m kh\u00f4ng ph\u1ea3i l\u00e0 “AI c\u00f3 thay th\u1ebf l\u1eadp tr\u00ecnh vi\u00ean kh\u00f4ng?”<\/em>, m\u00e0 l\u00e0 “L\u1eadp tr\u00ecnh vi\u00ean c\u1ea7n ti\u1ebfn h\u00f3a th\u1ebf n\u00e0o \u0111\u1ec3 l\u00e0m ch\u1ee7 v\u00e0 d\u1eabn d\u1eaft c\u00f4ng ngh\u1ec7?”<\/em>.<\/p>\n<\/blockquote>\n\n\n\n

\"\"<\/figure>\n\n\n\n

1. B\u1ee9c Tranh Chuy\u1ec3n D\u1ecbch Trong Ng\u00e0nh IT<\/strong><\/h2>\n\n\n\n

S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a GenAI v\u00e0 m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) \u0111\u00e3 thay \u0111\u1ed5i ho\u00e0n to\u00e0n ti\u00eau chu\u1ea9n \u0111\u00e1nh gi\u00e1 gi\u00e1 tr\u1ecb c\u1ee7a m\u1ed9t k\u1ef9 s\u01b0 c\u00f4ng ngh\u1ec7.
<\/p>\n\n\n\n

Ti\u00eau ch\u00ed<\/strong><\/td>IT Truy\u1ec1n Th\u1ed1ng<\/strong><\/td>IT K\u1ef7 Nguy\u00ean AI<\/strong><\/td><\/tr>
Tr\u1ecdng t\u00e2m c\u00f4ng vi\u1ec7c<\/strong><\/td>Vi\u1ebft m\u00e3 ngu\u1ed3n (Syntax), tri\u1ec3n khai thu\u1eadt to\u00e1n th\u1ee7 c\u00f4ng.<\/td>Thi\u1ebft k\u1ebf ki\u1ebfn tr\u00fac, \u0111i\u1ec1u ph\u1ed1i AI Agent, ki\u1ec3m th\u1eed logic & t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng.<\/td><\/tr>
C\u00f4ng c\u1ee5 c\u1ed1t l\u00f5i<\/strong><\/td>IDE truy\u1ec1n th\u1ed1ng, Git, c\u00e1c Framework (React, Spring, Django).<\/td>AI-native IDE (Cursor), LLM APIs, Vector Databases, Agent Frameworks.<\/td><\/tr>
Gi\u00e1 tr\u1ecb \u0111o l\u01b0\u1eddng<\/strong><\/td>S\u1ed1 l\u01b0\u1ee3ng d\u00f2ng code, ho\u00e0n th\u00e0nh task k\u1ef9 thu\u1eadt theo ti\u1ebfn \u0111\u1ed9.<\/td>T\u1ed1c \u0111\u1ed9 gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n kinh doanh, hi\u1ec7u qu\u1ea3 t\u1ed1i \u01b0u chi ph\u00ed & v\u1eadn h\u00e0nh.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

2. B\u1ed9 K\u1ef9 N\u0103ng K\u1ef9 Thu\u1eadt (Hard Skills) Tr\u1ecdng T\u00e2m<\/strong><\/h2>\n\n\n\n

\u0110\u1ec3 l\u00e0m ch\u1ee7 c\u00f4ng ngh\u1ec7 v\u00e0 t\u1ea1o ra gi\u00e1 tr\u1ecb v\u01b0\u1ee3t tr\u1ed9i trong k\u1ef7 nguy\u00ean AI-First, k\u1ef9 s\u01b0 IT c\u1ea7n t\u1eadp trung v\u00e0o 4 m\u1ea3ng chuy\u00ean m\u00f4n c\u1ed1t l\u00f5i:
<\/p>\n\n\n\n

A. Ki\u1ebfn Tr\u00fac RAG & Qu\u1ea3n L\u00fd Vector Database<\/strong><\/p>\n\n\n\n

Doanh nghi\u1ec7p \u0111\u00f2i h\u1ecfi AI ph\u1ea3i th\u1ea5u hi\u1ec3u d\u1eef li\u1ec7u n\u1ed9i b\u1ed9 m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0 an to\u00e0n.<\/p>\n\n\n\n

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  • T\u1ed1i \u01b0u RAG (Retrieval-Augmented Generation):<\/strong> N\u1eafm v\u1eefng c\u00e1c k\u1ef9 thu\u1eadt Chunking, Hybrid Search, Reranking \u0111\u1ec3 gi\u1ea3m thi\u1ec3u t\u00ecnh tr\u1ea1ng “\u1ea3o gi\u00e1c” (hallucination) c\u1ee7a AI.<\/li>\n\n\n\n
  • Vector Database:<\/strong> Th\u00e0nh th\u1ea1o c\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef v\u00e0 truy v\u1ea5n d\u1eef li\u1ec7u kh\u00f4ng c\u1ea5u tr\u00fac nh\u01b0 Pinecone, Qdrant, Milvus ho\u1eb7c pgvector.<\/li>\n<\/ul>\n\n\n\n

    B. X\u00e2y D\u1ef1ng AI Agentic Workflows<\/strong><\/p>\n\n\n\n

    Chuy\u1ec3n t\u1eeb vi\u1ec7c x\u1eed l\u00fd c\u00e1c c\u00e2u l\u1ec7nh (prompt) \u0111\u01a1n l\u1ebb sang x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng AI Agent c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 l\u1eadp k\u1ebf ho\u1ea1ch, g\u1ecdi c\u00f4ng c\u1ee5 (Tool Calling) v\u00e0 t\u1ef1 s\u1eeda l\u1ed7i.<\/p>\n\n\n\n

      \n
    • L\u00e0m ch\u1ee7 c\u00e1c framework ph\u1ed5 bi\u1ebfn nh\u01b0 LangChain, LlamaIndex, AutoGen, CrewAI.<\/li>\n\n\n\n
    • Thi\u1ebft k\u1ebf m\u00f4 h\u00ecnh Multi-Agent \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh ph\u1ee9c t\u1ea1p nh\u01b0 review code, ph\u00e2n t\u00edch d\u1eef li\u1ec7u hay h\u1ed7 tr\u1ee3 k\u1ef9 thu\u1eadt.<\/li>\n<\/ul>\n\n\n\n

      C. Quy Tr\u00ecnh LLMOps & T\u1ed1i \u01afu H\u1ea1 T\u1ea7ng<\/strong><\/p>\n\n\n\n

      V\u1eadn h\u00e0nh hi\u1ec7u qu\u1ea3 c\u00e1c m\u00f4 h\u00ecnh AI trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf (Production):<\/p>\n\n\n\n

        \n
      • T\u1ed1i \u01b0u chi ph\u00ed & \u0111\u1ed9 tr\u1ec5:<\/strong> L\u1ef1a ch\u1ecdn linh ho\u1ea1t gi\u1eefa m\u00f4 h\u00ecnh \u0111\u00f3ng (OpenAI, Claude) v\u00e0 m\u00f4 h\u00ecnh m\u1edf (Llama, Qwen), \u00e1p d\u1ee5ng Quantization \u0111\u1ec3 t\u1ed1i \u01b0u chi ph\u00ed h\u1ea1 t\u1ea7ng.<\/li>\n\n\n\n
      • Gi\u00e1m s\u00e1t & \u0110\u00e1nh gi\u00e1:<\/strong> Theo d\u00f5i hi\u1ec7u n\u0103ng v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng ph\u1ea3n h\u1ed3i c\u1ee7a m\u00f4 h\u00ecnh b\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 chuy\u00ean d\u1ee5ng nh\u01b0 LangSmith, Phoenix.<\/li>\n<\/ul>\n\n\n\n

        D. B\u1ea3o M\u1eadt & An To\u00e0n D\u1eef Li\u1ec7u AI<\/strong><\/p>\n\n\n\n

          \n
        • Ch\u1ee7 \u0111\u1ed9ng ph\u00f2ng ch\u1ed1ng c\u00e1c l\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt m\u1edbi nh\u01b0 Prompt Injection, Data Poisoning.<\/li>\n\n\n\n
        • Thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t (Guardrails) \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o th\u00f4ng tin nh\u1ea1y c\u1ea3m c\u1ee7a doanh nghi\u1ec7p kh\u00f4ng b\u1ecb r\u00f2 r\u1ec9.<\/li>\n<\/ul>\n\n\n\n

          3. T\u01b0 Duy & K\u1ef9 N\u0103ng M\u1ec1m C\u1ed1t L\u00f5i<\/strong><\/h2>\n\n\n\n

          Khi AI gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c vi\u1ebft code, gi\u00e1 tr\u1ecb c\u1ee7a con ng\u01b0\u1eddi s\u1ebd n\u1eb1m \u1edf nh\u1eefng n\u0103ng l\u1ef1c chi\u1ebfn l\u01b0\u1ee3c:<\/p>\n\n\n\n

            \n
          • T\u01b0 duy Ki\u1ebfn tr\u00fac H\u1ec7 th\u1ed1ng (Systems Thinking):<\/strong> AI c\u00f3 th\u1ec3 sinh ra c\u00e1c \u0111o\u1ea1n m\u00e3 ng\u1eafn r\u1ea5t t\u1ed1t, nh\u01b0ng con ng\u01b0\u1eddi \u0111\u00f3ng vai tr\u00f2 k\u1ebft n\u1ed1i ch\u00fang th\u00e0nh m\u1ed9t h\u1ec7 th\u1ed1ng ho\u00e0n ch\u1ec9nh, c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng (scalability) v\u00e0 v\u1eadn h\u00e0nh \u1ed5n \u0111\u1ecbnh.<\/li>\n\n\n\n
          • Chuy\u00ean m\u00f4n Nghi\u1ec7p v\u1ee5 (Domain Knowledge):<\/strong> Th\u1ea5u hi\u1ec3u b\u00e0i to\u00e1n th\u1ef1c t\u1ebf c\u1ee7a t\u1eebng ng\u00e0nh (T\u00e0i ch\u00ednh, Y t\u1ebf, Logistics…) \u0111\u1ec3 chuy\u1ec3n h\u00f3a nhu c\u1ea7u kinh doanh th\u00e0nh gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 hi\u1ec7u qu\u1ea3.<\/li>\n\n\n\n
          • N\u0103ng l\u1ef1c Ki\u1ec3m \u0111\u1ecbnh & Qu\u1ea3n tr\u1ecb (Critical Code Review):<\/strong> Gi\u1eef vai tr\u00f2 “ng\u01b0\u1eddi g\u00e1c c\u1ed5ng” \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c r\u1ee7i ro b\u1ea3o m\u1eadt, l\u1ed7i logic ng\u1ea7m ho\u1eb7c m\u00e3 ngu\u1ed3n k\u00e9m t\u1ed1i \u01b0u do AI t\u1ea1o ra.<\/li>\n<\/ul>\n\n\n\n
            \"\"<\/figure>\n\n\n\n
            N\u0103ng l\u1ef1c c\u1ee7a ng\u01b0\u1eddi l\u00e0m c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i kh\u00f4ng \u0111o b\u1eb1ng s\u1ed1 d\u00f2ng code \u0111\u01b0\u1ee3c vi\u1ebft ra m\u1ed7i ng\u00e0y, m\u00e0 \u0111o b\u1eb1ng t\u1ed1c \u0111\u1ed9 chuy\u1ec3n h\u00f3a b\u00e0i to\u00e1n kinh doanh th\u00e0nh gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 th\u1ef1c t\u1ebf<\/strong>.<\/pre>\n\n\n\n
            AI\u30b7\u30d5\u30c8\u306e\u30c8\u30ec\u30f3\u30c9\uff1aIT\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u98db\u8e8d\u3059\u308b\u305f\u3081\u306b\u8eab\u306b\u3064\u3051\u308b\u3079\u304d\u30b9\u30ad\u30eb\u3068\u306f\uff1f<\/strong><\/h2>\n\n\n\n
            \n
            \u751f\u6210AI\u306e\u6ce2\u306f\u3001IT\u696d\u754c\u5168\u4f53\u3092\u6025\u901f\u306b\u518d\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002AI\u306f\u5358\u306a\u308b\u30b3\u30fc\u30c9\u88dc\u5b8c\u30c4\u30fc\u30eb (Code Completion\uff09\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u81ea\u5f8b\u578bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>\u3084\u3001\u4f01\u696d\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u6df1\u5c64\u7d71\u5408\u3078\u3068\u9032\u5316\u3092\u9042\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
            \u3053\u306e\u3088\u3046\u306a\u6280\u8853\u7684\u5909\u5316\u306e\u4e2d\u3067\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u6c42\u3081\u3089\u308c\u308b\u306e\u306f\u300cAI\u306b\u4ed5\u4e8b\u304c\u596a\u308f\u308c\u308b\u304b\uff1f\u300d\u3068\u3044\u3046\u8b70\u8ad6\u3067\u306f\u306a\u304f\u3001\u300c\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u3044\u304b\u306b\u4f7f\u3044\u3053\u306a\u3057\u3066\u81ea\u8eab\u306e\u4fa1\u5024\u3092\u9ad8\u3081\u308b\u304b<\/strong>\u300d\u3068\u3044\u3046\u8996\u70b9\u306e\u8ee2\u63db\u3067\u3059\u3002<\/p>\n<\/blockquote>\n\n\n\n
            1. IT\u696d\u754c\u306b\u304a\u3051\u308b\u5909\u5316\u306e\u5168\u4f53\u50cf<\/strong><\/h2>\n\n\n\n
            AI\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u666e\u53ca\u306b\u3088\u308a\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8a55\u4fa1\u8ef8\u3084\u5f79\u5272\u306f\u5927\u304d\u304f\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
            \u8a55\u4fa1\u9805\u76ee<\/strong><\/td>\u5f93\u6765\u306eIT\u958b\u767a<\/strong><\/td>AI\u6642\u4ee3\u306eIT\u958b\u767a<\/strong><\/td><\/tr>
            \u696d\u52d9\u306e\u91cd\u70b9<\/strong><\/td>\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u8a18\u8ff0\uff08Syntax\uff09\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u624b\u52d5\u5b9f\u88c5<\/td>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u7d71\u5408\u3001\u30ed\u30b8\u30c3\u30af\u306e\u691c\u8a3c<\/td><\/tr>
            \u4e3b\u8981\u30c4\u30fc\u30eb<\/strong><\/td>\u5f93\u6765\u306eIDE\u3001Git\u3001\u5404\u7a2e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff08React, Spring\u306a\u3069\uff09<\/td>AI-native IDE (Cursor)\u3001LLM API\u3001\u30d9\u30af\u30c8\u30ebDB\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u57fa\u76e4<\/td><\/tr>
            \u8a55\u4fa1\u57fa\u6e96<\/strong><\/td>\u30b3\u30fc\u30c9\u8a18\u8ff0\u91cf\u3001\u6280\u8853\u30bf\u30b9\u30af\u306e\u7d0d\u671f\u9075\u5b88<\/td>\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u306e\u89e3\u6c7a\u30b9\u30d4\u30fc\u30c9\u3001\u30b3\u30b9\u30c8\u304a\u3088\u3073\u904b\u7528\u52b9\u7387\u306e\u6700\u9069\u5316<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
            2. \u5fc5\u9808\u3068\u306a\u308b\u30cf\u30fc\u30c9\u30b9\u30ad\u30eb\uff08\u6280\u8853\u30b9\u30ad\u30eb\uff09<\/strong><\/h2>\n\n\n\n
            AI-First\u6642\u4ee3\u306b\u304a\u3044\u3066\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u5e02\u5834\u4fa1\u5024\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u7fd2\u5f97\u3059\u3079\u304d4\u3064\u306e\u30b3\u30a2\u9818\u57df\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002
            <\/p>\n\n\n\n
            A. RAG\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6d3b\u7528<\/strong><\/p>\n\n\n\n
            \u4f01\u696d\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u3092\u6b63\u78ba\u304b\u3064\u5b89\u5168\u306b\u51e6\u7406\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
              \n
            • RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306e\u6700\u9069\u5316:<\/strong> \u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\uff08Chunking\uff09\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u3001\u30ea\u30e9\u30f3\u30ad\u30f3\u30b0\uff08Reranking\uff09\u306a\u3069\u306e\u6280\u8853\u3092\u6d3b\u7528\u3057\u3001AI\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u5618\u306e\u56de\u7b54\uff09\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u307e\u3059\u3002<\/li>\n\n\n\n
            • \u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u904b\u7528:<\/strong> Pinecone\u3001Qdrant\u3001Milvus\u3001pgvector\u306a\u3069\u306e\u30d9\u30af\u30c8\u30ebDB\u306e\u69cb\u7bc9\u30fb\u904b\u7528\u30b9\u30ad\u30eb\u3092\u7fd2\u5f97\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n
              B. AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08Agentic Workflows\uff09\u306e\u69cb\u7bc9<\/strong><\/p>\n\n\n\n
              \u5358\u767a\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u51e6\u7406\u304b\u3089\u3001\u81ea\u5f8b\u7684\u306b\u8a08\u753b\u30fb\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u30fb\u30a8\u30e9\u30fc\u4fee\u6b63\u3092\u884c\u3046AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3078\u3068\u79fb\u884c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
                \n
              • LangChain\u3001LlamaIndex\u3001CrewAI\u306a\u3069\u306e\u4e3b\u8981\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30de\u30b9\u30bf\u30fc\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
              • \u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u69cb\u6210\uff08\u8907\u6570\u306eAI\u304c\u9023\u643a\u3059\u308b\u4ed5\u7d44\u307f\uff09\u3092\u6d3b\u7528\u3057\u3001\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u3084\u30c7\u30fc\u30bf\u5206\u6790\u3001\u6280\u8853\u30b5\u30dd\u30fc\u30c8\u306e\u81ea\u52d5\u5316\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n
                C. LLMOps\u3068\u30a4\u30f3\u30d5\u30e9\u306e\u6700\u9069\u5316<\/strong><\/p>\n\n\n\n
                AI\u30e2\u30c7\u30eb\u3092\u672c\u756a\u74b0\u5883\uff08Production\uff09\u3067\u5b89\u5b9a\u3057\u3066\u904b\u7528\u3059\u308b\u305f\u3081\u306e\u30b9\u30ad\u30eb\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
                  \n
                • \u30b3\u30b9\u30c8\u3068\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u6700\u9069\u5316:<\/strong> \u5546\u7528\u30e2\u30c7\u30eb\uff08OpenAI, Claude\uff09\u3068\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\uff08Llama, Qwen\uff09\u3092\u9069\u5207\u306b\u4f7f\u3044\u5206\u3051\u3001\u91cf\u5b50\u5316\uff08Quantization\uff09\u7b49\u3092\u7528\u3044\u3066\u30a4\u30f3\u30d5\u30e9\u30b3\u30b9\u30c8\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
                • \u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u8a55\u4fa1:<\/strong> LangSmith\u3084Phoenix\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u7528\u3044\u3066\u3001\u30e2\u30c7\u30eb\u306e\u5fdc\u7b54\u7cbe\u5ea6\u3084\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5e38\u6642\u76e3\u8996\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n
                  D. AI\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30ac\u30d0\u30ca\u30f3\u30b9<\/strong><\/p>\n\n\n\n
                    \n
                  • \u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3084\u30c7\u30fc\u30bf\u4e2d\u6bd2\uff08Data Poisoning\uff09\u306a\u3069\u306e\u65b0\u305f\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
                  • \u6a5f\u5bc6\u60c5\u5831\u306e\u6f0f\u6d29\u3092\u9632\u3050\u305f\u3081\u306e\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\uff08Guardrails\uff09\u3092\u8a2d\u8a08\u30fb\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n
                    3. \u30de\u30a4\u30f3\u30c9\u30bb\u30c3\u30c8\u3068\u30bd\u30d5\u30c8\u30b9\u30ad\u30eb<\/strong><\/h2>\n\n\n\n
                    AI\u306b\u3088\u3063\u3066\u30b3\u30fc\u30c9\u8a18\u8ff0\u306e\u30cf\u30fc\u30c9\u30eb\u304c\u4e0b\u304c\u3063\u305f\u304b\u3089\u3053\u305d\u3001\u4eba\u9593\u306e\u6226\u7565\u7684\u601d\u8003\u529b\u3084\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u304c\u5dee\u5225\u5316\u8981\u7d20\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
                      \n
                    • \u30b7\u30b9\u30c6\u30e0\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u601d\u8003:<\/strong> AI\u306f\u30b3\u30fc\u30c9\u30b9\u30cb\u30da\u30c3\u30c8\u306e\u751f\u6210\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u308c\u3089\u3092\u62e1\u5f35\u6027\uff08Scalability\uff09\u3068\u5b89\u5b9a\u6027\u3092\u5099\u3048\u305f\u5927\u898f\u6a21\u30b7\u30b9\u30c6\u30e0\u3078\u3068\u7d71\u5408\u3059\u308b\u306e\u306f\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3067\u3059\u3002<\/li>\n\n\n\n
                    • \u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3068\u30d3\u30b8\u30cd\u30b9\u7406\u89e3:<\/strong> \u91d1\u878d\u3001\u533b\u7642\u3001\u7269\u6d41\u306a\u3069\u306e\u696d\u754c\u7279\u6709\u306e\u8ab2\u984c\u3092\u6df1\u304f\u7406\u89e3\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u30cb\u30fc\u30ba\u3092\u5b9f\u7528\u7684\u306aAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u5909\u63db\u3059\u308b\u80fd\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/li>\n\n\n\n
                    • \u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u3068\u691c\u8a3c\u80fd\u529b\uff08Critical Code Review\uff09:<\/strong> AI\u304c\u751f\u6210\u3057\u305f\u30b3\u30fc\u30c9\u306e\u6f5c\u5728\u7684\u30d0\u30b0\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30db\u30fc\u30eb\u3001\u52b9\u7387\u306e\u60aa\u3055\u3092\u898b\u629c\u304f\u300c\u9580\u756a\u300d\u3068\u3057\u3066\u306e\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n
                      \u3053\u308c\u304b\u3089\u306e\u6642\u4ee3\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u771f\u306e\u4fa1\u5024\u306f\u300c1\u65e5\u306b\u66f8\u3044\u305f\u30b3\u30fc\u30c9\u306e\u91cf\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u3092\u3044\u304b\u306b\u8fc5\u901f\u306b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3078\u5909\u63db\u3067\u304d\u308b\u304b\u300d\u306b\u3088\u3063\u3066\u6e2c\u3089\u308c\u307e\u3059\u3002
                      <\/pre>","protected":false},"excerpt":{"rendered":"
                      \u203b\u65e5\u672c\u8a9e\u7248\u306f\u4e0b\u306b\u3042\u308a\u307e\u3059 L\u00e0n s\u00f3ng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o (AI) \u0111ang t\u00e1i \u0111\u1ecb […]<\/p>","protected":false},"author":2,"featured_media":938,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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\u0111\u1ecb…","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/asutech.vn\/vi\/wp-json\/wp\/v2\/posts\/935","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/asutech.vn\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/asutech.vn\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/asutech.vn\/vi\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/asutech.vn\/vi\/wp-json\/wp\/v2\/comments?post=935"}],"version-history":[{"count":2,"href":"https:\/\/asutech.vn\/vi\/wp-json\/wp\/v2\/posts\/935\/revisions"}],"predecessor-version":[{"id":941,"href":"https:\/\/asutech.vn\/vi\/wp-json\/wp\/v2\/posts\/935\/revisions\/941"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/asutech.vn\/vi\/wp-json\/wp\/v2\/media\/938"}],"wp:attachment":[{"href":"https:\/\/asutech.vn\/vi\/wp-json\/wp\/v2\/media?parent=935"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/asutech.vn\/vi\/wp-json\/wp\/v2\/categories?post=935"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/asutech.vn\/vi\/wp-json\/wp\/v2\/tags?post=935"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}