{"id":798,"date":"2026-05-27T11:04:42","date_gmt":"2026-05-27T03:04:42","guid":{"rendered":"https:\/\/blog.zwdblog.online\/?p=798"},"modified":"2026-05-27T11:04:42","modified_gmt":"2026-05-27T03:04:42","slug":"ai-%e5%b7%a5%e7%a8%8b%e4%bb%8e%e9%9b%b6%e5%bc%80%e5%a7%8b%ef%bc%9a2026-%e5%b9%b4%e6%9c%80%e5%80%bc%e5%be%97%e5%ad%a6%e7%9a%84-ai-%e5%b7%a5%e7%a8%8b%e5%8c%96%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/blog.zwdblog.online\/index.php\/2026\/05\/27\/ai-%e5%b7%a5%e7%a8%8b%e4%bb%8e%e9%9b%b6%e5%bc%80%e5%a7%8b%ef%bc%9a2026-%e5%b9%b4%e6%9c%80%e5%80%bc%e5%be%97%e5%ad%a6%e7%9a%84-ai-%e5%b7%a5%e7%a8%8b%e5%8c%96%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97\/","title":{"rendered":"AI \u5de5\u7a0b\u4ece\u96f6\u5f00\u59cb\uff1a2026 \u5e74\u6700\u503c\u5f97\u5b66\u7684 AI \u5de5\u7a0b\u5316\u5b9e\u6218\u6307\u5357"},"content":{"rendered":"

GitHub \u4e0a\u6709\u4e2a\u9879\u76ee\u53eb ai-engineering-from-scratch<\/strong>\uff0c20000+ Star\uff0c\u6807\u9898\u5f88\u76f4\u767d\uff1a”\u4ece\u96f6\u5b66 AI \u5de5\u7a0b”\u3002\u70b9\u8fdb\u53bb\u770b\u4e86\u4e00\u773c\uff0c\u8d28\u91cf\u786e\u5b9e\u9ad8\u2014\u2014\u4e0d\u662f\u90a3\u79cd”5 \u5206\u949f\u5b66\u4f1a ChatGPT”\u7684\u6c34\u8d27\uff0c\u800c\u662f\u771f\u6b63\u4ece\u5e95\u5c42\u8bb2 AI \u5de5\u7a0b\u5316\u3002<\/p>\n

\u4eca\u5929\u628a\u6838\u5fc3\u5185\u5bb9\u6574\u7406\u4e00\u4e0b\uff0c\u7ed9\u60f3\u5165\u884c AI \u5de5\u7a0b\u7684\u670b\u53cb\u4e00\u4e2a\u8def\u7ebf\u56fe\u3002<\/p>\n

AI \u5de5\u7a0b \u2260 \u6df1\u5ea6\u5b66\u4e60<\/h2>\n

\u5f88\u591a\u4eba\u4e00\u542c\u5230”AI \u5de5\u7a0b”\u5c31\u60f3\u5230\u8bad\u7ec3\u6a21\u578b\u3001\u8c03\u53c2\u6570\u3001\u70bc\u4e39\u3002\u90a3\u662f AI \u7814\u7a76<\/strong> \u7684\u6d3b\u3002<\/p>\n

AI \u5de5\u7a0b\u7684\u6838\u5fc3\u662f\uff1a\u600e\u4e48\u628a LLM \u7528\u8d77\u6765<\/strong>\u3002\u4f60\u4e0d\u9700\u8981\u4f1a\u5199 Transformer\uff0c\u4f46\u4f60\u9700\u8981\u77e5\u9053\u600e\u4e48\u8c03 API\u3001\u600e\u4e48\u8bbe\u8ba1 Prompt\u3001\u600e\u4e48\u642d\u5efa RAG\u3001\u600e\u4e48\u90e8\u7f72\u4e0a\u7ebf\u3002<\/p>\n

\u6253\u4e2a\u6bd4\u65b9\uff1aAI \u7814\u7a76\u8005\u9020\u53d1\u52a8\u673a\uff0cAI \u5de5\u7a0b\u5e08\u9020\u8f66\u3002\u8f66\u4e0d\u9700\u8981\u6bd4\u53d1\u52a8\u673a\u66f4\u96be\uff0c\u4f46\u9700\u8981\u61c2\u600e\u4e48\u5339\u914d\u3001\u600e\u4e48\u7ec4\u88c5\u3001\u600e\u4e48\u8ba9\u8f66\u8dd1\u8d77\u6765\u3002<\/p>\n

\u5fc5\u5b66\u7684\u4e94\u4e2a\u6a21\u5757<\/h2>\n

1. API \u8c03\u7528\u57fa\u7840<\/h3>\n

\u7b2c\u4e00\u6b65\u662f\u5b66\u4f1a\u8ddf LLM API \u6253\u4ea4\u9053\u3002OpenAI\u3001Claude\u3001\u8c46\u5305\u2014\u2014\u63a5\u53e3\u5927\u540c\u5c0f\u5f02\uff0c\u6838\u5fc3\u5c31\u4e09\u4e2a\u53c2\u6570\uff1a<\/p>\n

    \n
  • model<\/strong>\uff1a\u9009\u54ea\u4e2a\u6a21\u578b<\/li>\n
  • messages<\/strong>\uff1a\u5bf9\u8bdd\u5386\u53f2\uff08System + User + Assistant\uff09<\/li>\n
  • temperature<\/strong>\uff1a\u521b\u9020\u6027\uff080=\u4e25\u8c28\uff0c1=\u53d1\u6563\uff09<\/li>\n<\/ul>\n

    \u5148\u7528 Python \u7684 requests \u5e93\u624b\u5199\u4e00\u6b21 API \u8c03\u7528\uff0c\u7406\u89e3\u5e95\u5c42\u539f\u7406\u3002\u7136\u540e\u518d\u7528\u5b98\u65b9 SDK\uff0c\u4e8b\u534a\u529f\u500d\u3002<\/p>\n

    2. Prompt Engineering<\/h3>\n

    \u8fd9\u4e0d\u662f”\u5199\u51e0\u53e5\u597d\u8bdd”\u90a3\u4e48\u7b80\u5355\u3002Prompt Engineering \u662f\u4e00\u95e8\u7cfb\u7edf\u5de5\u7a0b\uff1a<\/p>\n

      \n
    • Zero-shot<\/strong>\uff1a\u76f4\u63a5\u7ed9\u4efb\u52a1\uff0c\u4e0d\u7ed9\u793a\u4f8b<\/li>\n
    • Few-shot<\/strong>\uff1a\u7ed9\u51e0\u4e2a\u793a\u4f8b\uff0c\u8ba9\u6a21\u578b\u7167\u846b\u82a6\u753b\u74e2<\/li>\n
    • Chain-of-Thought<\/strong>\uff1a\u8ba9\u6a21\u578b\u4e00\u6b65\u6b65\u63a8\u7406<\/li>\n
    • System Prompt \u8bbe\u8ba1<\/strong>\uff1a\u5b9a\u4e49\u6a21\u578b\u7684\u89d2\u8272\u3001\u7ea6\u675f\u3001\u8f93\u51fa\u683c\u5f0f<\/li>\n<\/ul>\n

      \u5173\u952e\u539f\u5219\uff1aPrompt \u662f\u4ee3\u7801\uff0c\u4e0d\u662f\u6587\u6848<\/strong>\u3002\u8981\u7248\u672c\u7ba1\u7406\u3001\u8981\u6d4b\u8bd5\u3001\u8981\u8fed\u4ee3\u3002<\/p>\n

      3. RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09<\/h3>\n

      LLM \u7684\u77e5\u8bc6\u622a\u6b62\u5230\u8bad\u7ec3\u65f6\u95f4\uff0c\u800c\u4e14\u4f1a\u4ea7\u751f\u5e7b\u89c9\u3002RAG \u7684\u601d\u8def\u662f\uff1a\u5148\u68c0\u7d22\u76f8\u5173\u6587\u6863\uff0c\u518d\u8ba9 LLM \u57fa\u4e8e\u6587\u6863\u56de\u7b54<\/strong>\u3002<\/p>\n

      \u6838\u5fc3\u6d41\u7a0b\uff1a<\/p>\n

        \n
      1. \u628a\u6587\u6863\u5207\u7247\uff08Chunk\uff09\uff0c\u6bcf\u6bb5\u51e0\u767e\u5b57<\/li>\n
      2. \u7528 Embedding \u6a21\u578b\u628a\u6bcf\u6bb5\u6587\u5b57\u8f6c\u6210\u5411\u91cf<\/li>\n
      3. \u7528\u6237\u63d0\u95ee\u65f6\uff0c\u7528\u5411\u91cf\u76f8\u4f3c\u5ea6\u627e\u5230\u6700\u76f8\u5173\u7684\u51e0\u6bb5<\/li>\n
      4. \u628a\u8fd9\u51e0\u6bb5\u6587\u6863\u585e\u8fdb Prompt\uff0c\u8ba9 LLM \u57fa\u4e8e\u5b83\u4eec\u56de\u7b54<\/li>\n<\/ol>\n

        RAG \u662f\u76ee\u524d\u4f01\u4e1a\u7528 LLM \u6700\u4e3b\u6d41\u7684\u65b9\u6848\u3002\u638c\u63e1\u5b83\uff0c\u80fd\u89e3\u51b3 80% \u7684\u5b9e\u9645\u573a\u666f\u3002<\/p>\n

        4. Agent \u4e0e\u5de5\u5177\u8c03\u7528<\/h3>\n

        LLM \u53ea\u4f1a”\u8bf4”\uff0c\u4e0d\u4f1a”\u505a”\u3002Agent \u5c31\u662f\u8ba9 LLM \u5b66\u4f1a”\u505a”\u2014\u2014\u5b83\u53ef\u4ee5\u8c03\u7528 API\u3001\u6267\u884c\u4ee3\u7801\u3001\u64cd\u4f5c\u6570\u636e\u5e93\u3002<\/p>\n

        \u6838\u5fc3\u673a\u5236\u662f Function Calling<\/strong>\uff1a\u4f60\u544a\u8bc9 LLM \u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u4ee5\u7528\uff0c\u6bcf\u4e2a\u5de5\u5177\u9700\u8981\u4ec0\u4e48\u53c2\u6570\u3002LLM \u5224\u65ad\u4ec0\u4e48\u65f6\u5019\u8be5\u7528\u54ea\u4e2a\u5de5\u5177\uff0c\u8f93\u51fa\u5de5\u5177\u8c03\u7528\u8bf7\u6c42\uff0c\u4f60\u53bb\u6267\u884c\uff0c\u628a\u7ed3\u679c\u5582\u56de\u6765\u3002<\/p>\n

        \u8fd9\u662f 2026 \u5e74 AI \u5de5\u7a0b\u6700\u706b\u7684\u65b9\u5411\u3002\u6240\u6709 AI \u4ea7\u54c1\u90fd\u5728\u5f80 Agent \u65b9\u5411\u9760\u3002<\/p>\n

        5. \u90e8\u7f72\u4e0e\u76d1\u63a7<\/h3>\n

        \u6a21\u578b\u8dd1\u8d77\u6765\u4e0d\u96be\uff0c\u96be\u7684\u662f\u7a33\u5b9a\u5730\u8dd1\u3002\u9700\u8981\u8003\u8651\uff1a<\/p>\n

          \n
        • \u6d41\u5f0f\u8f93\u51fa<\/strong>\uff1a\u7528\u6237\u4e0d\u60f3\u7b49 10 \u79d2\u624d\u770b\u5230\u56de\u590d\uff0c\u8981\u8fb9\u751f\u6210\u8fb9\u663e\u793a<\/li>\n
        • \u9650\u6d41\u4e0e\u5bb9\u9519<\/strong>\uff1aAPI \u8c03\u7528\u6709\u9891\u7387\u9650\u5236\uff0c\u8981\u5904\u7406 429 \u9519\u8bef<\/li>\n
        • \u6210\u672c\u63a7\u5236<\/strong>\uff1aGPT-4o \u4e00\u6b21\u8c03\u7528\u51e0\u6bdb\u94b1\uff0c\u91cf\u5927\u4e86\u5f88\u8089\u75bc\uff0c\u8981\u505a\u7f13\u5b58\u548c\u6a21\u578b\u964d\u7ea7<\/li>\n
        • \u76d1\u63a7\u544a\u8b66<\/strong>\uff1a\u54cd\u5e94\u65f6\u95f4\u53d8\u957f\u3001\u9519\u8bef\u7387\u5347\u9ad8\uff0c\u8981\u80fd\u81ea\u52a8\u62a5\u8b66<\/li>\n<\/ul>\n

          \u5b66\u4e60\u8d44\u6e90\u63a8\u8350<\/h2>\n

          \u9664\u4e86 ai-engineering-from-scratch\uff0c\u8fd9\u51e0\u4e2a\u4e5f\u503c\u5f97\u770b\uff1a<\/p>\n

            \n
          • LangChain \u6587\u6863<\/strong>\uff1a\u6700\u6d41\u884c\u7684 AI \u5de5\u7a0b\u6846\u67b6\uff0c\u6587\u6863\u5199\u5f97\u50cf\u6559\u7a0b<\/li>\n
          • OpenAI Cookbook<\/strong>\uff1a\u5b98\u65b9\u793a\u4f8b\u4ee3\u7801\u5408\u96c6\uff0c\u8986\u76d6\u5404\u79cd\u573a\u666f<\/li>\n
          • Lilian Weng \u7684\u535a\u5ba2<\/strong>\uff1aOpenAI \u7814\u7a76\u5458\u5199\u7684\uff0c\u6df1\u5165\u6d45\u51fa\u8bb2 Agent\u3001RAG\u3001Prompt<\/li>\n
          • Anthropic \u7684 Prompt \u5de5\u7a0b\u6307\u5357<\/strong>\uff1aClaude \u5b98\u65b9\u51fa\u7684\uff0c\u6bd4 OpenAI \u7684\u66f4\u5b9e\u7528<\/li>\n<\/ul>\n

            \u7ed9\u521d\u5b66\u8005\u7684\u5efa\u8bae<\/h2>\n

            \u522b\u4ece\u8bba\u6587\u5f00\u59cb<\/strong>\u3002\u8bba\u6587\u662f\u7ed9\u7814\u7a76\u8005\u770b\u7684\uff0c\u5de5\u7a0b\u5e08\u4e0d\u9700\u8981\u4ece\u5934\u63a8\u5bfc Transformer\u3002<\/p>\n

            \u4ece API \u8c03\u7528\u5f00\u59cb<\/strong>\u3002\u5199\u4e00\u4e2a\u80fd\u5bf9\u8bdd\u7684 ChatBot\uff0c\u7528 RAG \u505a\u4e00\u4e2a\u80fd\u56de\u7b54\u516c\u53f8\u5185\u90e8\u95ee\u9898\u7684\u52a9\u624b\uff0c\u7528 Agent \u505a\u4e00\u4e2a\u80fd\u67e5\u5929\u6c14\u7684 Bot\u2014\u2014\u6bcf\u4e2a\u9879\u76ee\u90fd\u4f1a\u8ba9\u4f60\u5b66\u5230\u65b0\u4e1c\u897f\u3002<\/p>\n

            \u522b\u8ffd\u6c42\u5b8c\u7f8e<\/strong>\u3002\u5148\u8ba9\u5b83\u8dd1\u8d77\u6765\uff0c\u518d\u4f18\u5316\u3002AI \u5de5\u7a0b\u7684\u8fed\u4ee3\u901f\u5ea6\u6bd4\u4f20\u7edf\u5f00\u53d1\u5feb\u5f97\u591a\uff0c\u4eca\u5929\u89c9\u5f97”\u591f\u7528”\u7684\u65b9\u6848\uff0c\u4e0b\u5468\u53ef\u80fd\u5c31\u88ab\u65b0\u6a21\u578b\u6dd8\u6c70\u4e86\u3002<\/p>\n

            2026 \u5e74\u662f AI \u5de5\u7a0b\u7684\u9ec4\u91d1\u7a97\u53e3\u671f\u3002\u65e9\u5165\u573a\u7684\u4eba\uff0c\u5403\u5230\u4e86\u79fb\u52a8\u4e92\u8054\u7f51\u7684\u7ea2\u5229\u3002\u8fd9\u6b21\u7684 AI \u7ea2\u5229\uff0c\u7a97\u53e3\u4e5f\u4e0d\u4f1a\u592a\u957f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

            GitHub \u4e0a\u6709\u4e2a\u9879\u76ee\u53eb ai-engineering-f […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27],"tags":[64,63,65,67,66],"class_list":["post-798","post","type-post","status-publish","format-standard","hentry","category-tech-news","tag-ai-engineering","tag-ai","tag-llm","tag-rag","tag-66"],"_links":{"self":[{"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/posts\/798","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/comments?post=798"}],"version-history":[{"count":0,"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/posts\/798\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/media?parent=798"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/categories?post=798"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.zwdblog.online\/index.php\/wp-json\/wp\/v2\/tags?post=798"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}