{"id":118224,"date":"2026-10-26T17:48:56","date_gmt":"2026-10-26T09:48:56","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/118224.html"},"modified":"2026-10-26T17:48:56","modified_gmt":"2026-10-26T09:48:56","slug":"deepseek-harness-%e6%9e%b6%e6%9e%84%e8%a7%a3%e5%89%96%e3%80%8c%e4%b8%80%e5%88%87%e7%9a%86%e6%8f%92%e4%bb%b6%e3%80%8d%e6%98%af%e6%80%8e%e4%b9%88%e5%ae%9e%e7%8e%b0%e7%9a%84cordis-%e5%be%ae%e5%86%85","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/118224.html","title":{"rendered":"DeepSeek Harness \u67b6\u6784\u89e3\u5256:\u300c\u4e00\u5207\u7686\u63d2\u4ef6\u300d\u662f\u600e\u4e48\u5b9e\u73b0\u7684?Cordis \u5fae\u5185\u6838\u4e0e\u53cc\u7aef\u6c99\u7bb1\u5168\u666f"},"content":{"rendered":"\n\n\n\n
CFzjy<\/b><\/font> AI Engineer <\/td>\n\n

\u00a0\u00a0\u258d\u6df1\u8015\u9886\u57df<\/b><\/font> \u00a0AI Agent \u67b6\u6784\u8bbe\u8ba1 Harness \u63d2\u4ef6\u5f00\u53d1 Context Engineering \u591a\u667a\u80fd\u4f53\u534f\u540c & RAG \u00a0\u00a0\u258d\u6280\u672f\u5e95\u5ea7<\/b><\/font> \u00a0Python TypeScript \u00b7<\/font> Cordis \u63d2\u4ef6 MCP & Skills \u00b7<\/font> FastAPI Docker \u00a0\u00a0\u258d\u5de5\u7a0b\u80fd\u529b<\/b><\/font> \u00a0\u4e13\u6ce8 Agent \u8fd0\u884c\u65f6\u4e0e Harness \u63d2\u4ef6\u5f00\u53d1\u3001\u957f\u4e0a\u4e0b\u6587\u4e0e\u6d41\u5f0f\u4ea4\u4e92\u4f18\u5316\u3001LLM \u5168\u94fe\u8def\u5de5\u7a0b\u5316\u843d\u5730<\/font> <\/p>\n

\u00a0\u00a0\u00a0 <\/p>\n<\/td>\n<\/tr>\n

\u300c \u8ba9 AI \u4ea4\u4e92\u66f4\u667a\u80fd，\u8ba9\u6280\u672f\u843d\u5730\u66f4\u9ad8\u6548 \u300d<\/b><\/font> \u00a0\u00a0｜<\/font>\u00a0\u00a0 \u6b22\u8fce\u6280\u672f\u63a2\u8ba8 \/ \u9879\u76ee\u5408\u4f5c，\u5173\u6ce8\u89e3\u9501\u5927\u6a21\u578b\u4e0e\u667a\u80fd\u4ea4\u4e92\u7684\u65e0\u9650\u53ef\u80fd！<\/b><\/font> <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

DeepSeek Harness \u67b6\u6784\u89e3\u5256：\u300c\u4e00\u5207\u7686\u63d2\u4ef6\u300d\u662f\u600e\u4e48\u5b9e\u73b0\u7684？Cordis \u5fae\u5185\u6838\u4e0e\u53cc\u7aef\u6c99\u7bb1\u5168\u666f<\/h3>\n

\"DeepSeek<\/p>\n

📚 \u300aDeepSeek Harness \u63d2\u4ef6\u67b6\u6784\u300b\u8fde\u8f7d\u4e13\u680f \u00b7 \u7b2c 01 \u7bc7<\/p>\n

2026 \u5e74\u5982\u679c\u4f60\u53bb\u7ffb\u4f01\u4e1a Agent \u9879\u76ee\u7684\u6280\u672f\u9009\u578b\u6587\u6863，\u4f1a\u53d1\u73b0\u4e00\u4e2a\u8d8a\u6765\u8d8a\u5e38\u89c1\u7684\u540d\u5b57：DeepSeek Harness（DSH）\u3002\u5b83\u662f DeepSeek \u5b98\u65b9\u5f00\u6e90\u7684 Agent \u8fd0\u884c\u6846\u67b6，\u800c\u5b83\u8eab\u4e0a\u6700\u54cd\u4eae\u7684\u6807\u7b7e\u53ea\u6709\u4e94\u4e2a\u5b57：\u300c\u4e00\u5207\u7686\u63d2\u4ef6\u300d\u3002\u5de5\u5177\u662f\u63d2\u4ef6\u3001\u6a21\u578b\u63a5\u5165\u662f\u63d2\u4ef6\u3001\u7cfb\u7edf\u63d0\u793a\u8bcd\u662f\u63d2\u4ef6\u3001\u8fde\u4f1a\u8bdd\u7ba1\u7406\u548c UI \u9762\u677f\u90fd\u662f\u63d2\u4ef6\u2014\u2014\u6846\u67b6\u672c\u4f53\u8584\u5230\u53ea\u5269\u4e00\u4e2a\u5185\u6838，\u5176\u4f59\u5168\u662f\u53ef\u63d2\u62d4\u7684\u79ef\u6728\u3002<\/p>\n

\u8fd9\u53e5\u8bdd\u542c\u8d77\u6765\u50cf\u53e3\u53f7，\u4f46\u5b83\u662f DSH \u5168\u90e8\u8bbe\u8ba1\u7684\u51fa\u53d1\u70b9\u3002\u672c\u6587\u662f\u8fd9\u4e2a\u4e13\u680f\u7684\u7b2c\u4e00\u7bc7，\u4efb\u52a1\u662f\u628a\u8fd9\u4e2a\u53e3\u53f7\u62c6\u56de\u5de5\u7a0b\u4e8b\u5b9e：DSH \u5e95\u5c42\u7528\u4e86\u4e00\u4e2a\u53eb Cordis \u7684\u63d2\u4ef6\u6846\u67b6（\u4ee5 vendor \u65b9\u5f0f\u5f15\u5165），\u5b83\u7528\u4e94\u4e2a\u6838\u5fc3\u6982\u5ff5\u6491\u8d77\u4e86\u300c\u4e00\u5207\u7686\u63d2\u4ef6\u300d；\u4e0a\u5c42\u662f Host\/Client \u53cc\u7aef\u6c99\u7bb1\u548c\u516d\u5927\u4e8e\u7cfb\u7edf\u3002\u8bfb\u5b8c\u4f60\u4f1a\u62ff\u5230：\u6700\u5c0f\u63d2\u4ef6\u7684\u9010\u884c\u89e3\u5256\u3001\u4e94\u6838\u5fc3\u6982\u5ff5\u7684\u5b8c\u6574\u62c6\u89e3\u3001\u5b50\u7cfb\u7edf\u5730\u56fe\u3001\u4e94\u79cd\u4e8b\u4ef6\u5206\u53d1\u6a21\u5f0f\u7684\u53ef\u8fd0\u884c\u6a21\u62df\u5668，\u548c\u4e00\u5f20\u907f\u5751\u901f\u67e5\u8868\u3002<\/p>\n

\u75db\u70b9\u4e00：Agent \u6846\u67b6\u8d8a\u7528\u8d8a\u50cf\u300c\u4fee\u6539\u5730\u72f1\u300d\u3002 \u7528\u5c01\u88c5\u5f0f\u6846\u67b6\u6269\u5c55\u80fd\u529b，\u8981\u4e48\u7ee7\u627f\u522b\u4eba\u7684\u7c7b，\u8981\u4e48 fork \u6e90\u7801\u6253\u8865\u4e01\u2014\u2014\u6846\u67b6\u4e00\u5347\u7ea7，\u4f60\u7684\u5b9a\u5236\u5168\u5d29\u3002<\/p>\n

\u75db\u70b9\u4e8c：\u63d2\u4ef6\u5316\u6846\u67b6\u7684\u6587\u6863\u5168\u662f"\u662f\u4ec0\u4e48"，\u6ca1\u4eba\u8bb2"\u4e3a\u4ec0\u4e48"\u3002 \u4f60\u7167\u7740\u6559\u7a0b\u80fd\u5199\u51fa\u7b2c\u4e00\u4e2a\u63d2\u4ef6，\u4f46\u4e0d\u77e5\u9053\u4e3a\u4ec0\u4e48 apply(ctx) \u957f\u8fd9\u6837\u3001\u4e3a\u4ec0\u4e48\u5378\u8f7d\u4e0d\u4f1a\u6cc4\u6f0f\u3001\u4e3a\u4ec0\u4e48\u63d2\u4ef6\u4e4b\u95f4\u80fd\u4e92\u76f8\u8c03\u670d\u52a1\u2014\u2014\u79bb\u5f00\u6559\u7a0b\u8fd8\u662f\u4e0d\u4f1a\u8bbe\u8ba1\u3002<\/p>\n

\u75db\u70b9\u4e09：DSH \u7684\u751f\u6001\u5728\u7206\u53d1，\u5b66\u4e60\u7a97\u53e3\u5728\u5173\u95ed\u3002 \u5b98\u65b9\u6587\u6863\u4f53\u7cfb\u521a\u6210\u578b\u3001\u63d2\u4ef6\u5e02\u573a\u521a\u5f00\u59cb\u6536 PR，\u73b0\u5728\u662f\u5165\u573a\u5199\u7b2c\u4e00\u6279\u6df1\u5ea6\u5185\u5bb9\u7684\u65f6\u5019；\u534a\u5e74\u540e\u6ee1\u8857\u90fd\u662f"\u4fdd\u59c6\u7ea7\u6559\u7a0b"，\u5148\u53d1\u8005\u901a\u5403\u3002<\/p>\n

\u7f51\u4e0a\u5df2\u6709\u7684 DSH \u6587\u7ae0\u5927\u591a\u662f"\u90e8\u7f72 + \u7b2c\u4e00\u4e2a\u63d2\u4ef6"\u7684\u5165\u95e8\u6d41\u6c34\u8d26\u3002\u672c\u6587\u7684\u5dee\u5f02\u5316\u5f88\u660e\u786e：\u4ece\u5b98\u65b9\u6587\u6863\u4e0e\u6e90\u7801\u89c6\u89d2\u8bb2\u67b6\u6784\u5e95\u5ea7\u2014\u2014\u4e94\u4e2a\u6838\u5fc3\u6982\u5ff5\u9010\u4e2a\u62c6\u3001\u4e94\u79cd\u4e8b\u4ef6\u5206\u53d1\u6a21\u5f0f\u7ed9\u53ef\u8fd0\u884c\u6a21\u62df\u5668\u3001\u53cc\u7aef\u6c99\u7bb1\u548c\u5b50\u7cfb\u7edf\u5730\u56fe\u4e00\u6b21\u753b\u5168\u3002\u672c\u6587\u4e8b\u5b9e\u5168\u90e8\u6765\u81ea DeepSeek Harness \u5b98\u65b9\u6587\u6863（Cordis \u5165\u95e8\u3001\u670d\u52a1\u4e0e\u4f9d\u8d56\u3001\u7b2c\u4e00\u4e2a\u63d2\u4ef6\u6559\u7a0b），\u4ee3\u7801\u5747\u4e3a\u5b98\u65b9\u793a\u4f8b\u6216\u53ef\u8fd0\u884c\u7684\u7b49\u4ef7\u6f14\u793a\u3002\u60f3\u8ffd\u8fd9\u4e2a 14 \u7bc7\u7684\u5b8c\u6574\u7cfb\u5217（\u4e0b\u4e00\u7bc7：\u63d2\u4ef6\u751f\u547d\u5468\u671f\u4e0e ctx.effect \u6e05\u7406\u673a\u5236），\u53ef\u4ee5\u5148\u5173\u6ce8\u6211\u7684 CSDN \u4e3b\u9875\u3002<\/p>\n<\/p>\n

\u6587\u7ae0\u76ee\u5f55<\/h4>\n
    \n
  • \n
      \n
    • DeepSeek Harness \u67b6\u6784\u89e3\u5256：\u300c\u4e00\u5207\u7686\u63d2\u4ef6\u300d\u662f\u600e\u4e48\u5b9e\u73b0\u7684？Cordis \u5fae\u5185\u6838\u4e0e\u53cc\u7aef\u6c99\u7bb1\u5168\u666f<\/li>\n
    • \n
        \n
      • \u4e00\u3001\u4e3a\u4ec0\u4e48 Agent \u6846\u67b6\u9700\u8981\u300c\u63d2\u4ef6\u5316\u300d？（\u539f\u7406\u62c6\u89e3\u7bc7）<\/li>\n
      • \n
          \n
        • 1.1 \u4ece\u4e00\u4e2a\u76f4\u89c9\u8bef\u533a\u8bf4\u8d77：\u6846\u67b6\u662f"\u5de5\u5177\u7bb1"\u8fd8\u662f"\u8fd0\u884c\u65f6"？<\/li>\n
        • 1.2 \u4e3b\u6d41 Agent \u6846\u67b6\u7684\u6269\u5c55\u673a\u5236\u5168\u666f\u5bf9\u6bd4<\/li>\n<\/ul>\n<\/li>\n
        • \u4e8c\u3001\u57fa\u7840\u7bc7：Cordis \u7684\u4e94\u4e2a\u6838\u5fc3\u6982\u5ff5\u2014\u2014\u300c\u4e00\u5207\u7686\u63d2\u4ef6\u300d\u7684\u5730\u57fa<\/li>\n
        • \n
            \n
          • 2.1 \u6982\u5ff5\u4e00：\u63d2\u4ef6\u2014\u2014\u5b9e\u73b0\u670d\u52a1\u7684\u6700\u5c0f\u5355\u4f4d<\/li>\n
          • 2.2 \u6982\u5ff5\u4e8c：\u4e0a\u4e0b\u6587\u2014\u2014\u670d\u52a1\u7684\u5bb9\u5668<\/li>\n
          • 2.3 \u6982\u5ff5\u4e09：\u4f9d\u8d56\u6ce8\u5165\u2014\u2014\u52a0\u8f7d\u987a\u5e8f\u9760\u58f0\u660e，\u4e0d\u9760\u7f16\u6392<\/li>\n
          • 2.4 \u6982\u5ff5\u56db：\u7c7b\u578b\u5316\u4e8b\u4ef6\u2014\u2014\u63d2\u4ef6\u901a\u4fe1\u7684\u516c\u5171\u8bed\u8a00<\/li>\n
          • 2.5 \u6982\u5ff5\u4e94：\u53ef\u9006\u526f\u4f5c\u7528\u2014\u2014\u6ce8\u518c\u7684\u4e00\u5207\u90fd\u80fd\u64a4\u9500<\/li>\n
          • 2.6 \u4e94\u6982\u5ff5\u4e32\u8d77\u6765：\u4e00\u5f20\u6700\u5c0f\u7cfb\u7edf\u7684\u5b8c\u6574\u753b\u50cf<\/li>\n<\/ul>\n<\/li>\n
          • \u4e09\u3001\u8fdb\u9636\u7bc7：\u53cc\u7aef\u6c99\u7bb1\u4e0e\u516d\u5927\u4e8e\u7cfb\u7edf\u2014\u2014\u5730\u57fa\u4e4b\u4e0a\u76d6\u4e86\u4ec0\u4e48<\/li>\n
          • \n
              \n
            • 3.1 Host\/Client \u53cc\u7aef\u67b6\u6784：\u4e00\u4e2a\u5185\u6838，\u4e24\u4e2a\u4e16\u754c<\/li>\n
            • 3.2 \u516d\u5927\u4e8e\u7cfb\u7edf\u5730\u56fe：\u80fd\u529b\u8fb9\u754c\u4e00\u76ee\u4e86\u7136<\/li>\n
            • 3.3 \u56db\u7c7b\u6269\u5c55\u70b9：\u5bbf\u4e3b\u600e\u4e48\u88ab\u63d2\u4ef6"\u6539\u9020"<\/li>\n<\/ul>\n<\/li>\n
            • \u56db\u3001\u9ad8\u9636：\u4e94\u79cd\u4e8b\u4ef6\u5206\u53d1\u6a21\u5f0f\u2014\u2014\u63d2\u4ef6\u901a\u4fe1\u7684\u5b8c\u6574\u8bed\u6cd5<\/li>\n
            • \n
                \n
              • 4.1 \u4e00\u5f20\u8868\u770b\u61c2\u4e94\u79cd\u6a21\u5f0f<\/li>\n
              • 4.2 \u4e00\u6bb5\u53ef\u8fd0\u884c\u7684\u6a21\u62df\u5668：\u628a\u4e94\u79cd\u6a21\u5f0f\u8dd1\u7ed9\u4f60\u770b<\/li>\n
              • 4.3 Waterfall \u7684\u77ed\u8def\u8bed\u4e49：\u4e3a\u4ec0\u4e48"\u62e6\u622a"\u5929\u7136\u5b89\u5168<\/li>\n
              • 4.4 \u670d\u52a1\u9694\u79bb：\u540c\u4e00\u4efd\u670d\u52a1，\u4e24\u4e2a\u4e92\u4e0d\u5e72\u6270\u7684\u5b9e\u4f8b<\/li>\n<\/ul>\n<\/li>\n
              • \u4e94\u3001\u5b9e\u6218\u907f\u5751\u6307\u5357：\u9ad8\u9891\u95ee\u9898\u4e0e\u4e00\u952e\u89e3\u51b3\u901f\u67e5\u8868<\/li>\n
              • \u7ed3\u8bed<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

                \u4e00\u3001\u4e3a\u4ec0\u4e48 Agent \u6846\u67b6\u9700\u8981\u300c\u63d2\u4ef6\u5316\u300d？（\u539f\u7406\u62c6\u89e3\u7bc7）<\/h4>\n

                1.1 \u4ece\u4e00\u4e2a\u76f4\u89c9\u8bef\u533a\u8bf4\u8d77：\u6846\u67b6\u662f"\u5de5\u5177\u7bb1"\u8fd8\u662f"\u8fd0\u884c\u65f6"？<\/h5>\n

                \u5927\u591a\u6570\u4eba\u9009 Agent \u6846\u67b6\u65f6\u7684\u5fc3\u667a\u6a21\u578b\u662f\u5de5\u5177\u7bb1：\u6846\u67b6 = \u4e00\u5806\u73b0\u6210\u7ec4\u4ef6（\u8bb0\u5fc6\u3001\u68c0\u7d22\u3001\u5de5\u5177\u8c03\u7528）\u88c5\u5728\u4e00\u4e2a\u7bb1\u5b50\u91cc，\u6211\u6253\u5f00\u7bb1\u5b50\u62ff\u7ec4\u4ef6\u7528，\u4e0d\u591f\u5c31\u81ea\u5df1\u5f80\u7bb1\u5b50\u91cc\u585e\u4e00\u4e2a\u3002LangChain \u5c31\u662f\u8fd9\u4e2a\u6a21\u578b\u7684\u6781\u81f4\u2014\u2014\u51e0\u767e\u4e2a integration \u5305，\u7bb1\u5b50\u5927\u5f97\u60ca\u4eba\u3002<\/p>\n

                \u4f46\u8fd9\u4e2a\u6a21\u578b\u6709\u4e00\u4e2a\u88ab\u63a9\u76d6\u7684\u95ee\u9898：\u7bb1\u5b50\u672c\u8eab\u6ca1\u6709\u7ed3\u6784\u3002\u7ec4\u4ef6\u4e4b\u95f4\u600e\u4e48\u901a\u4fe1\u3001\u72b6\u6001\u653e\u54ea\u3001\u751f\u547d\u5468\u671f\u8c01\u7ba1\u3001\u4e24\u4e2a\u7b2c\u4e09\u65b9\u7ec4\u4ef6\u600e\u4e48\u534f\u4f5c\u2014\u2014\u8fd9\u4e9b"\u8fd0\u884c\u65f6\u95ee\u9898"\u5168\u9760\u4f7f\u7528\u65b9\u81ea\u5df1\u7ec4\u7ec7\u3002\u4e8e\u662f\u4f60\u770b\u5230\u7684\u73b0\u8c61\u662f：Agent \u9879\u76ee\u505a\u7740\u505a\u7740，\u4e1a\u52a1\u4ee3\u7801\u548c\u6846\u67b6\u4ee3\u7801\u957f\u5728\u4e86\u4e00\u8d77；\u60f3\u5347\u7ea7\u6846\u67b6\u7248\u672c，\u5148\u51c6\u5907\u597d\u6539\u4e00\u5468\u4ee3\u7801；\u60f3\u628a\u540c\u4e8b\u5199\u7684"\u8bb0\u5fc6\u6a21\u5757"\u590d\u7528\u5230\u81ea\u5df1\u7684\u9879\u76ee，\u5f97\u5148\u8bfb\u61c2\u4ed6\u7684 import \u94fe\u3002<\/p>\n

                \u8bf4\u4e00\u4e2a\u5177\u4f53\u5230\u80fd\u95fb\u5230\u5473\u9053\u7684\u573a\u666f\u2014\u2014"\u4fee\u6539\u5730\u72f1"\u4e09\u90e8\u66f2：\u7b2c\u4e00\u6b65，\u4f60\u8981\u7ed9 Agent \u52a0\u4e00\u4e2a"\u5de5\u5177\u8c03\u7528\u524d\u5ba1\u8ba1"，\u53d1\u73b0\u6846\u67b6\u7684 AgentExecutor \u6ca1\u7559\u94a9\u5b50，\u53ea\u80fd\u7ee7\u627f\u5b83\u91cd\u5199 _call \u65b9\u6cd5；\u7b2c\u4e8c\u6b65，\u6846\u67b6\u5347\u4e86\u4e2a\u5c0f\u7248\u672c，AgentExecutor \u5185\u90e8\u6539\u4e86\u4e09\u884c，\u4f60\u7684\u5b50\u7c7b\u9759\u9ed8\u5931\u6548，\u751f\u4ea7\u73af\u5883\u7684\u5ba1\u8ba1\u65e5\u5fd7\u65ad\u4e86\u4e00\u5468\u6ca1\u4eba\u53d1\u73b0；\u7b2c\u4e09\u6b65，\u5ba1\u8ba1\u903b\u8f91\u4fee\u597d\u540e\u4f60\u60f3\u628a\u8fd9\u5957\u4e1c\u897f\u7ed9\u53e6\u4e00\u4e2a\u9879\u76ee\u7528，\u53d1\u73b0\u5b83\u5df2\u7ecf\u548c\u516c\u53f8\u5185\u90e8\u7684\u4f1a\u8bdd\u7ba1\u7406\u3001\u6a21\u578b\u7f51\u5173\u8026\u5408\u5728\u4e00\u8d77，\u62bd\u51fa\u6765\u8981\u6539\u4e8c\u5341\u4e2a\u6587\u4ef6\u3002\u4e09\u4e2a\u6b65\u9aa4\u8d70\u5b8c，\u4f60\u4ece\u4e00\u4e2a"\u6846\u67b6\u4f7f\u7528\u8005"\u53d8\u6210\u4e86"\u6846\u67b6\u7ef4\u62a4\u8005"\u2014\u2014\u800c\u4e14\u7ef4\u62a4\u7684\u662f\u4e00\u4efd\u6ca1\u6709\u4e0a\u6e38\u652f\u6301\u7684\u79c1\u6539\u7248\u3002\u8fd9\u5c31\u662f\u6ca1\u6709\u8fd0\u884c\u65f6\u7ed3\u6784\u7684\u6846\u67b6\u7ed9\u4f01\u4e1a\u9879\u76ee\u7684\u771f\u5b9e\u8d26\u5355\u3002<\/p>\n

                DSH \u6362\u4e86\u4e00\u4e2a\u5fc3\u667a\u6a21\u578b：\u6846\u67b6\u662f\u8fd0\u884c\u65f6（runtime），\u4e0d\u662f\u5de5\u5177\u7bb1\u3002\u7528\u4e00\u4e2a\u7c7b\u6bd4\u8bf4\u900f：\u4f20\u7edf\u6846\u67b6\u50cf\u83dc\u5e02\u573a\u2014\u2014\u98df\u6750（\u7ec4\u4ef6）\u5f88\u4e30\u5bcc，\u4f46\u6d17\u83dc\u3001\u5207\u914d\u3001\u706b\u5019\u3001\u6446\u76d8（\u8fd0\u884c\u65f6\u903b\u8f91）\u5168\u662f\u4f60\u7684\u6d3b；DSH \u50cf\u8fde\u9501\u9910\u5385\u7684\u4e2d\u592e\u53a8\u623f\u2014\u2014\u6bcf\u4e2a\u53a8\u5e08（\u63d2\u4ef6）\u7b7e\u4e00\u4efd\u6807\u51c6\u5951\u7ea6（apply(ctx)），\u8fdb\u573a（\u52a0\u8f7d）\u6392\u961f（\u4f9d\u8d56\u5c31\u7eea）\u6709\u8c03\u5ea6，\u79bb\u573a（\u5378\u8f7d）\u6e05\u7406\u7076\u53f0（ctx.effect）\u6709\u4fdd\u969c，\u65b0\u83dc\u5f0f（\u65b0\u63d2\u4ef6）\u4e0a\u83dc\u5355\u4e0d\u7528\u6539\u540e\u53a8\u7ed3\u6784\u3002\u83dc\u5e02\u573a\u80fd\u505a\u51fa\u66f4\u91ce\u7684\u83dc，\u4f46\u4e2d\u592e\u53a8\u623f\u624d\u80fd\u89c4\u6a21\u5316\u2014\u2014\u4f01\u4e1a Agent \u9879\u76ee\u8981\u7684\u662f\u540e\u8005\u3002<\/p>\n

                \u90a3\u4f60\u7684\u9879\u76ee\u5230\u5e95\u9700\u4e0d\u9700\u8981\u4e00\u4e2a\u63d2\u4ef6\u5316\u8fd0\u884c\u65f6？\u7ed9\u4e09\u4e2a\u81ea\u67e5\u4fe1\u53f7：\u4fe1\u53f7\u4e00，\u4f60\u7684 Agent \u80fd\u529b\u662f\u5426\u7531\u591a\u4e2a\u56e2\u961f\u8d21\u732e\u2014\u2014\u5982\u679c\u53ea\u6709\u4e00\u4e2a\u4eba\u5199\u4ee3\u7801，\u63d2\u4ef6\u5316\u7684\u6536\u76ca\u662f\u8d1f\u7684，\u76f4\u63a5\u5199\u6b7b\u66f4\u5feb；\u4fe1\u53f7\u4e8c，\u4f60\u662f\u5426\u5df2\u7ecf\u5728 fork \u6846\u67b6\u6216\u7ee7\u627f\u5185\u90e8\u7c7b\u6253\u8865\u4e01\u2014\u2014\u51fa\u73b0\u8fd9\u4e2a\u52a8\u4f5c，\u8bf4\u660e"\u6269\u5c55"\u5df2\u7ecf\u5f00\u59cb\u53d8\u6210"\u4fee\u6539"，\u63d2\u4ef6\u5316\u80fd\u6b62\u8840；\u4fe1\u53f7\u4e09，\u4f60\u7684\u80fd\u529b\u662f\u5426\u9700\u8981\u6309\u5ba2\u6237\/\u73af\u5883\u5f00\u5173\u2014\u2014A \u5ba2\u6237\u8981\u98de\u4e66\u96c6\u6210\u3001B \u5ba2\u6237\u8981\u9489\u9489，\u63d2\u4ef6\u5316\u8ba9\u4f60\u6309 profile \u88c5\u914d\u800c\u4e0d\u662f\u6539\u4ee3\u7801\u53d1\u5e03\u3002\u4e09\u4e2a\u4fe1\u53f7\u4e2d\u4e24\u4e2a\u4ee5\u4e0a，\u5c31\u503c\u5f97\u8ba4\u771f\u770b DSH\u3002\u8fd9\u4e2a\u5224\u636e\u4e0d\u662f\u7eb8\u4e0a\u8c08\u5175：\u672c\u6587\u5f00\u5934\u63d0\u5230\u7684\u4f01\u4e1a\u9009\u578b\u8d8b\u52bf\u80cc\u540e，\u51e0\u4e4e\u90fd\u80fd\u5bf9\u53f7\u5165\u5ea7\u5230\u4fe1\u53f7\u4e8c\u548c\u4fe1\u53f7\u4e09\u2014\u2014\u5b83\u4eec\u5728\u7528\u771f\u91d1\u767d\u94f6\u7684\u8fc1\u79fb\u6210\u672c，\u4e3a"\u4fee\u6539\u5730\u72f1"\u6295\u7968\u3002<\/p>\n

                \u300c\u4e00\u5207\u7686\u63d2\u4ef6\u300d\u7ffb\u8bd1\u6210\u5de5\u7a0b\u8bed\u8a00\u5c31\u662f\u4e09\u53e5\u8bdd：\u6846\u67b6\u672c\u4f53\u53ea\u6709\u5185\u6838；\u80fd\u529b\u5168\u90e8\u7531\u63d2\u4ef6\u8d21\u732e；\u63d2\u4ef6\u4e4b\u95f4\u7684\u534f\u4f5c\u89c4\u5219\u7531\u5185\u6838\u7edf\u4e00\u4fdd\u8bc1\u3002\u5148\u770b\u8fd9\u5f20\u5bf9\u6bd4\u56fe：<\/p>\n

                #mermaid-svg-PBStgwsHRZyEMWM1{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-PBStgwsHRZyEMWM1 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-PBStgwsHRZyEMWM1 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-PBStgwsHRZyEMWM1 .error-icon{fill:#552222;}#mermaid-svg-PBStgwsHRZyEMWM1 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-PBStgwsHRZyEMWM1 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-PBStgwsHRZyEMWM1 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-PBStgwsHRZyEMWM1 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-PBStgwsHRZyEMWM1 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-PBStgwsHRZyEMWM1 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-PBStgwsHRZyEMWM1 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-PBStgwsHRZyEMWM1 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-PBStgwsHRZyEMWM1 .marker.cross{stroke:#333333;}#mermaid-svg-PBStgwsHRZyEMWM1 svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-PBStgwsHRZyEMWM1 p{margin:0;}#mermaid-svg-PBStgwsHRZyEMWM1 .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-PBStgwsHRZyEMWM1 .cluster-label text{fill:#333;}#mermaid-svg-PBStgwsHRZyEMWM1 .cluster-label span{color:#333;}#mermaid-svg-PBStgwsHRZyEMWM1 .cluster-label span p{background-color:transparent;}#mermaid-svg-PBStgwsHRZyEMWM1 .label text,#mermaid-svg-PBStgwsHRZyEMWM1 span{fill:#333;color:#333;}#mermaid-svg-PBStgwsHRZyEMWM1 .node rect,#mermaid-svg-PBStgwsHRZyEMWM1 .node circle,#mermaid-svg-PBStgwsHRZyEMWM1 .node ellipse,#mermaid-svg-PBStgwsHRZyEMWM1 .node polygon,#mermaid-svg-PBStgwsHRZyEMWM1 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-PBStgwsHRZyEMWM1 .rough-node .label text,#mermaid-svg-PBStgwsHRZyEMWM1 .node .label text,#mermaid-svg-PBStgwsHRZyEMWM1 .image-shape .label,#mermaid-svg-PBStgwsHRZyEMWM1 .icon-shape .label{text-anchor:middle;}#mermaid-svg-PBStgwsHRZyEMWM1 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-PBStgwsHRZyEMWM1 .rough-node .label,#mermaid-svg-PBStgwsHRZyEMWM1 .node .label,#mermaid-svg-PBStgwsHRZyEMWM1 .image-shape .label,#mermaid-svg-PBStgwsHRZyEMWM1 .icon-shape .label{text-align:center;}#mermaid-svg-PBStgwsHRZyEMWM1 .node.clickable{cursor:pointer;}#mermaid-svg-PBStgwsHRZyEMWM1 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-PBStgwsHRZyEMWM1 .arrowheadPath{fill:#333333;}#mermaid-svg-PBStgwsHRZyEMWM1 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-PBStgwsHRZyEMWM1 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-PBStgwsHRZyEMWM1 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-PBStgwsHRZyEMWM1 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-PBStgwsHRZyEMWM1 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-PBStgwsHRZyEMWM1 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-PBStgwsHRZyEMWM1 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-PBStgwsHRZyEMWM1 .cluster text{fill:#333;}#mermaid-svg-PBStgwsHRZyEMWM1 .cluster span{color:#333;}#mermaid-svg-PBStgwsHRZyEMWM1 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-PBStgwsHRZyEMWM1 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-PBStgwsHRZyEMWM1 rect.text{fill:none;stroke-width:0;}#mermaid-svg-PBStgwsHRZyEMWM1 .icon-shape,#mermaid-svg-PBStgwsHRZyEMWM1 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-PBStgwsHRZyEMWM1 .icon-shape p,#mermaid-svg-PBStgwsHRZyEMWM1 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-PBStgwsHRZyEMWM1 .icon-shape .label rect,#mermaid-svg-PBStgwsHRZyEMWM1 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-PBStgwsHRZyEMWM1 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-PBStgwsHRZyEMWM1 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-PBStgwsHRZyEMWM1 :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

                <\/p>\n

                \u8fd0\u884c\u65f6\u6a21\u578b（DSH \u63d2\u4ef6\u5f0f）<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u5de5\u5177\u7bb1\u6a21\u578b（\u5c01\u88c5\u5f0f\u6846\u67b6）<\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u274c \u6269\u5c55\u5373\u4fee\u6539<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u2705 \u6269\u5c55\u5373\u6dfb\u52a0<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u6846\u67b6 = \u4e00\u5806\u7ec4\u4ef6\u5305<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u7ec4\u4ef6\u95f4\u534f\u4f5c\u9760\u4f7f\u7528\u65b9\u81ea\u5df1\u7ec4\u7ec7<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u4e1a\u52a1\u4ee3\u7801\u4e0e\u6846\u67b6\u4ee3\u7801\u7ea0\u7f20\u5347\u7ea7 = \u6539\u4e00\u5468\u4ee3\u7801<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u6846\u67b6 = \u8584\u5185\u6838 + \u63d2\u4ef6\u5951\u7ea6<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u534f\u4f5c\u89c4\u5219\u7531\u5185\u6838\u4fdd\u8bc1\u4f9d\u8d56\/\u4e8b\u4ef6\/\u751f\u547d\u5468\u671f<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u65b0\u80fd\u529b = \u65b0\u63d2\u4ef6\u5378\u8f7d\u4e0d\u6b8b\u7559\u3001\u5347\u7ea7\u4e0d\u584c\u65b9<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u4fee\u6539\u5730\u72f1<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u53ef\u63d2\u62d4\u6f14\u8fdb<\/p>\n

                <\/span><\/p>\n

                1.2 \u4e3b\u6d41 Agent \u6846\u67b6\u7684\u6269\u5c55\u673a\u5236\u5168\u666f\u5bf9\u6bd4<\/h5>\n

                \u628a\u56db\u7c7b\u4e3b\u6d41\u6846\u67b6\u7684"\u6269\u5c55\u65b9\u5f0f"\u653e\u5728\u4e00\u5f20\u8868\u91cc，\u4f60\u5c31\u660e\u767d DSH \u7684\u4f4d\u7f6e\u5728\u54ea：<\/p>\n\n\u6846\u67b6\/\u751f\u6001\u6269\u5c55\u673a\u5236\u6269\u5c55\u65f6\u7684\u4ee3\u4ef7\u9002\u7528\u573a\u666f<\/tr>\n\n\n\n\n\n
                LangChain \/ LlamaIndex<\/td>\n\u5c01\u88c5 integration \u5305 + \u7ee7\u627f\u7c7b<\/td>\n\u7ec4\u4ef6\u95f4\u534f\u4f5c\u81ea\u5df1\u7ec4\u7ec7，\u5347\u7ea7\u6210\u672c\u9ad8<\/td>\n\u5feb\u901f\u539f\u578b\u3001\u4e00\u6b21\u6027\u811a\u672c<\/td>\n<\/tr>\n
                CrewAI<\/td>\n\u89d2\u8272\/\u4efb\u52a1\u58f0\u660e\u5f0f\u914d\u7f6e<\/td>\n\u63a7\u5236\u6d41\u9ed1\u76d2，\u6df1\u5b9a\u5236\u8981 fork<\/td>\n\u6f14\u793a\u7ea7\u591a\u89d2\u8272\u534f\u4f5c<\/td>\n<\/tr>\n
                Claude Code \/ MCP \u751f\u6001<\/td>\n\u5de5\u5177\u534f\u8bae（MCP server）+ Skills<\/td>\n\u5de5\u5177\u5c42\u53ef\u63d2\u62d4，\u5bbf\u4e3b\u672c\u8eab\u96be\u5b9a\u5236<\/td>\n\u7f16\u7801\u52a9\u624b\u3001\u5de5\u5177\u63a5\u5165<\/td>\n<\/tr>\n
                DeepSeek Harness<\/td>\nCordis \u63d2\u4ef6\u5316：\u4e00\u5207\u7686\u63d2\u4ef6<\/td>\n\u63d2\u4ef6\u5951\u7ea6\u7edf\u4e00，\u5bbf\u4e3b\u672c\u8eab\u53ef\u88ab\u63d2\u4ef6\u6539\u9020<\/td>\n\u4f01\u4e1a\u7ea7 Agent \u8fd0\u884c\u65f6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                \u6ce8\u610f\u6700\u540e\u4e00\u884c\u548c\u524d\u4e24\u884c\u7684\u672c\u8d28\u533a\u522b：LangChain\/CrewAI \u91cc，\u6846\u67b6\u662f\u6210\u54c1，\u4f60\u53ea\u80fd\u6309\u5b83\u7684\u8def\u8d70；DSH \u91cc，\u6846\u67b6\u662f\u534a\u6210\u54c1，\u5bbf\u4e3b\u7684\u884c\u4e3a\u672c\u8eab\u4e5f\u662f\u63d2\u4ef6\u8d21\u732e\u7684\u2014\u2014\u7cfb\u7edf\u63d0\u793a\u8bcd\u600e\u4e48\u62fc\u3001LLM \u600e\u4e48\u8c03\u3001\u5de5\u5177\u600e\u4e48\u6267\u884c\u3001\u8fde UI \u9762\u677f\u957f\u4ec0\u4e48\u6837，\u90fd\u662f\u63d2\u4ef6\u8bf4\u4e86\u7b97\u3002\u8fd9\u5c31\u662f"\u4e00\u5207\u7686\u63d2\u4ef6"\u7684\u5b57\u9762\u542b\u4e49，\u4e5f\u662f\u4f01\u4e1a\u9009\u62e9\u5b83\u7684\u7406\u7531：\u628a\u6846\u67b6\u5f53\u5e95\u5ea7，\u628a\u4e1a\u52a1\u80fd\u529b\u5168\u90e8\u63d2\u4ef6\u5316\u6c89\u6dc0\u3002<\/p>\n

                \u5f53\u7136\u8981\u8bf4\u6e05\u695a DSH \u4e0d\u662f\u4e07\u80fd\u836f，\u5b83\u6709\u660e\u786e\u7684"\u4e0d\u9002\u5408"\u573a\u666f：\u4e00\u6b21\u6027\u811a\u672c\u3001\u4e24\u5929\u751f\u547d\u7684\u539f\u578b\u2014\u2014\u63d2\u4ef6\u5316\u7684\u5951\u7ea6\u6210\u672c（name\/inject\/effect \u8fd9\u4e9b\u6837\u677f）\u5bf9\u5b83\u4eec\u7eaf\u5c5e\u8d1f\u62c5，LangChain \u4e00\u628a\u68ad\u66f4\u5408\u9002；\u5f3a\u7ed1\u5b9a\u5176\u4ed6\u751f\u6001\u7684\u5b58\u91cf\u9879\u76ee\u2014\u2014\u5982\u679c\u56e2\u961f\u5df2\u7ecf\u5728 LangGraph \u4e0a\u5efa\u4e86\u5927\u91cf\u56fe\u72b6\u6001\u548c\u8bc4\u6d4b\u8d44\u4ea7，\u8fc1\u79fb\u8981\u7b97\u603b\u8d26（\u672c\u4e13\u680f\u7b2c 12 \u7bc7\u4f1a\u4e13\u95e8\u7ed9\u8fc1\u79fb\u5224\u636e）\u3002\u9009\u578b\u7684\u8bda\u5b9e\u7b54\u6848\u662f：DSH \u7684\u4e3b\u573a\u662f"\u8981\u957f\u671f\u6f14\u8fdb\u3001\u8981\u591a\u56e2\u961f\u534f\u4f5c\u3001\u8981\u6309\u73af\u5883\u88c5\u914d"\u7684\u4f01\u4e1a Agent \u5e95\u5ea7，\u5176\u4ed6\u573a\u666f\u7528\u5de5\u5177\u7bb1\u6a21\u578b\u5c31\u597d\u3002<\/p>\n

                \u4e8c\u3001\u57fa\u7840\u7bc7：Cordis \u7684\u4e94\u4e2a\u6838\u5fc3\u6982\u5ff5\u2014\u2014\u300c\u4e00\u5207\u7686\u63d2\u4ef6\u300d\u7684\u5730\u57fa<\/h4>\n

                DSH \u5e95\u5c42\u7684 Cordis \u6846\u67b6，\u5b98\u65b9\u6587\u6863\u5f00\u7bc7\u5c31\u7ed9\u4e86\u4e94\u4e2a\u6838\u5fc3\u6982\u5ff5\u3002\u8fd9\u4e94\u6761\u5c31\u662f\u5168\u90e8\u5730\u57fa，\u6bcf\u4e00\u6761\u90fd\u5bf9\u5e94\u4e00\u4e2a\u4f60\u5199\u63d2\u4ef6\u65f6\u5929\u5929\u8981\u9762\u5bf9\u7684\u95ee\u9898\u3002\u5148\u770b\u5168\u666f\u56fe，\u518d\u9010\u6761\u62c6\u3002<\/p>\n

                \u5728\u9010\u6761\u62c6\u4e4b\u524d，\u5148\u7528\u4e00\u53e5\u8bdd\u628a\u4e94\u6761\u4e32\u6210\u4e00\u53e5"\u4eba\u8bdd\u7248\u5730\u56fe"：\u63d2\u4ef6（\u6211\u662f\u8c01）\u5e26\u7740\u4f9d\u8d56\u6ce8\u5165（\u6211\u9700\u8981\u8c01）\u8fdb\u5165\u4e0a\u4e0b\u6587（\u6211\u5728\u54ea\u3001\u80fd\u78b0\u5230\u8c01），\u7528\u7c7b\u578b\u5316\u4e8b\u4ef6（\u6211\u600e\u4e48\u8ddf\u522b\u4eba\u8bf4\u8bdd）\u534f\u4f5c，\u6240\u6709\u884c\u4e3a\u90fd\u662f\u53ef\u9006\u526f\u4f5c\u7528（\u6211\u8d70\u4e86\u8981\u6536\u62fe\u5e72\u51c0）\u3002\u540e\u9762\u6bcf\u4e00\u8282\u90fd\u4f1a\u56de\u5230\u8fd9\u53e5\u8bdd\u4e0a\u3002<\/p>\n

                #mermaid-svg-2ckUJ0xEY5bVBNW8{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .error-icon{fill:#552222;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .marker.cross{stroke:#333333;}#mermaid-svg-2ckUJ0xEY5bVBNW8 svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-2ckUJ0xEY5bVBNW8 p{margin:0;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .cluster-label text{fill:#333;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .cluster-label span{color:#333;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .cluster-label span p{background-color:transparent;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .label text,#mermaid-svg-2ckUJ0xEY5bVBNW8 span{fill:#333;color:#333;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .node rect,#mermaid-svg-2ckUJ0xEY5bVBNW8 .node circle,#mermaid-svg-2ckUJ0xEY5bVBNW8 .node ellipse,#mermaid-svg-2ckUJ0xEY5bVBNW8 .node polygon,#mermaid-svg-2ckUJ0xEY5bVBNW8 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .rough-node .label text,#mermaid-svg-2ckUJ0xEY5bVBNW8 .node .label text,#mermaid-svg-2ckUJ0xEY5bVBNW8 .image-shape .label,#mermaid-svg-2ckUJ0xEY5bVBNW8 .icon-shape .label{text-anchor:middle;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .rough-node .label,#mermaid-svg-2ckUJ0xEY5bVBNW8 .node .label,#mermaid-svg-2ckUJ0xEY5bVBNW8 .image-shape .label,#mermaid-svg-2ckUJ0xEY5bVBNW8 .icon-shape .label{text-align:center;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .node.clickable{cursor:pointer;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .arrowheadPath{fill:#333333;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-2ckUJ0xEY5bVBNW8 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-2ckUJ0xEY5bVBNW8 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-2ckUJ0xEY5bVBNW8 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .cluster text{fill:#333;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .cluster span{color:#333;}#mermaid-svg-2ckUJ0xEY5bVBNW8 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-2ckUJ0xEY5bVBNW8 rect.text{fill:none;stroke-width:0;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .icon-shape,#mermaid-svg-2ckUJ0xEY5bVBNW8 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .icon-shape p,#mermaid-svg-2ckUJ0xEY5bVBNW8 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .icon-shape .label rect,#mermaid-svg-2ckUJ0xEY5bVBNW8 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-2ckUJ0xEY5bVBNW8 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-2ckUJ0xEY5bVBNW8 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-2ckUJ0xEY5bVBNW8 :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u63d2\u4ef6 Plugin\u51fd\u6570\/\u5bf9\u8c61\/\u7c7b \u4e09\u5f62\u6001<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u4e0a\u4e0b\u6587 Context\u670d\u52a1\u7684\u5bb9\u5668 ctx.<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u4f9d\u8d56\u6ce8\u5165 inject\u58f0\u660e\u4f9d\u8d56,\u5c31\u7eea\u624d\u542f\u52a8<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u7c7b\u578b\u5316\u4e8b\u4ef6 Eventsemit\/waterfall\/parallel\/serial\/bail<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u53ef\u9006\u526f\u4f5c\u7528 ctx.effect\u5378\u8f7d\u81ea\u52a8\u6e05\u7406<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u56db\u4ef6\u5957 + \u63d2\u4ef6 = \u300c\u4e00\u5207\u7686\u63d2\u4ef6\u300d\u7684\u5730\u57fa<\/p>\n

                <\/span><\/p>\n

                2.1 \u6982\u5ff5\u4e00：\u63d2\u4ef6\u2014\u2014\u5b9e\u73b0\u670d\u52a1\u7684\u6700\u5c0f\u5355\u4f4d<\/h5>\n

                \u5728 Harness \u4e2d，\u63d2\u4ef6\u662f\u4e00\u4e2a\u5bfc\u51fa apply \u51fd\u6570\u7684 TypeScript \u6a21\u5757\u3002\u6846\u67b6\u5728\u52a0\u8f7d\u65f6\u8c03\u7528 apply，\u628a\u4e00\u4e2a ctx（\u4e0a\u4e0b\u6587\u5bf9\u8c61）\u4ea4\u7ed9\u4f60，\u4f60\u901a\u8fc7 ctx \u6ce8\u518c\u80fd\u529b\u3002\u8fd9\u662f\u5b98\u65b9\u6559\u7a0b\u91cc\u6700\u5c0f\u63d2\u4ef6\u7684\u5b8c\u6574\u5f62\u6001：<\/p>\n

                import<\/span> type<\/span> {<\/span> Context }<\/span> from<\/span> '@deepseek-ai\/cordis'<\/span><\/p>\n

                export<\/span> const<\/span> name =<\/span> 'hello-plugin'<\/span><\/p>\n

                export<\/span> function<\/span> apply<\/span>(<\/span>ctx:<\/span> Context)<\/span> {<\/span>
                \n \/\/ Required dependencies are ready before apply runs.<\/span>
                \n console<\/span>.<\/span>log<\/span>(<\/span>'[hello-plugin] plugin loaded!'<\/span>)<\/span>
                \n}<\/span><\/p>\n

                \u9010\u884c\u62c6\u89e3\u8fd9\u4e09\u884c\u5173\u952e\u4ee3\u7801：name \u662f\u63d2\u4ef6\u5728\u6ce8\u518c\u8868\u91cc\u7684\u552f\u4e00\u6807\u8bc6\u2014\u2014\u8c03\u8bd5\u65e5\u5fd7\u9760\u5b83\u5b9a\u4f4d\u3001\u4f9d\u8d56\u58f0\u660e\u9760\u5b83\u5f15\u7528\u3001\u670d\u52a1\u9694\u79bb\u9760\u5b83\u5206\u7ec4，\u8d77\u540d\u8981\u8ba4\u771f，\u5b83\u662f\u63d2\u4ef6\u5728\u6846\u67b6\u91cc\u7684"\u8eab\u4efd\u8bc1"；apply(ctx) \u662f\u63d2\u4ef6\u552f\u4e00\u5fc5\u987b\u5b9e\u73b0\u7684\u751f\u547d\u5468\u671f\u5165\u53e3\u2014\u2014\u6ca1\u6709 main \u51fd\u6570\u3001\u6ca1\u6709\u542f\u52a8\u811a\u672c，apply \u5c31\u662f\u5168\u90e8；ctx \u662f\u4f60\u548c\u6574\u4e2a\u6846\u67b6\u5bf9\u8bdd\u7684\u552f\u4e00\u7a97\u53e3，\u6ce8\u518c\u5de5\u5177\u3001\u76d1\u542c\u4e8b\u4ef6\u3001\u58f0\u660e\u6e05\u7406，\u5168\u8d70\u5b83\u3002\u5b98\u65b9\u539f\u6587\u5f3a\u8c03：\u201c\u8fd9\u5c31\u662f\u5b8c\u6574\u914d\u7f6e\u201d\u2014\u2014\u6ca1\u6709\u9690\u85cf\u7684\u6837\u677f\u4ee3\u7801，\u8fd9\u662f\u63d2\u4ef6\u5316\u6846\u67b6"\u8584\u5185\u6838"\u7684\u7b2c\u4e00\u89c2\u611f\u3002<\/p>\n

                ctx \u8fd9\u4e2a\u7a97\u53e3\u4e0a\u6700\u5e38\u7528\u7684\u56db\u4e2a"\u628a\u624b"，\u63d0\u524d\u8ba4\u8bc6\u4e00\u4e0b，\u540e\u9762\u5404\u7ae0\u90fd\u4f1a\u53cd\u590d\u7528\u5230：ctx.get(key) \u67e5\u53ef\u9009\u670d\u52a1\u3001ctx.on(event, fn) \u6ce8\u518c\u4e8b\u4ef6\u76d1\u542c\u3001ctx.effect(fn) \u58f0\u660e\u5e26\u6e05\u7406\u7684\u526f\u4f5c\u7528\u3001ctx.<service> \u8bbf\u95ee\u5df2\u6ce8\u5165\u7684\u670d\u52a1\u5b9e\u4f8b\u3002\u56db\u4e2a\u628a\u624b\u5bf9\u5e94"\u67e5\u3001\u542c\u3001\u505a\u3001\u7528"\u56db\u7c7b\u52a8\u4f5c\u2014\u2014\u6574\u4e2a DSH \u63d2\u4ef6\u5f00\u53d1，\u4e0d\u5916\u4e4e\u8fd9\u56db\u4e2a\u52a8\u4f5c\u7684\u7ec4\u5408\u3002<\/p>\n

                \u63d2\u4ef6\u652f\u6301\u4e09\u79cd\u5f62\u6001，\u80fd\u529b\u5b8c\u5168\u76f8\u540c，\u9009\u54ea\u4e2a\u770b\u4f7f\u7528\u573a\u666f\u3002\u5b98\u65b9\u6587\u6863\u7ed9\u4e86\u5b8c\u6574\u5bf9\u7167，\u6211\u628a\u4e09\u79cd\u5f62\u6001\u5e76\u6392\u653e：<\/p>\n

                \u51fd\u6570\u5f62\u5f0f（\u6700\u5e38\u7528）：\u5bfc\u51fa name + apply，\u9002\u5408\u7edd\u5927\u591a\u6570"\u6211\u8981\u52a0\u70b9\u80fd\u529b"\u7684\u573a\u666f\u2014\u2014\u5de5\u5177\u63d2\u4ef6\u3001\u63d0\u793a\u8bcd\u63d2\u4ef6\u3001\u76d1\u542c\u5668\u63d2\u4ef6\u57fa\u672c\u90fd\u662f\u51fd\u6570\u5f62\u5f0f\u3002<\/p>\n

                \u5bf9\u8c61\u5f62\u5f0f：\u628a\u4f9d\u8d56\u58f0\u660e\u548c\u5165\u53e3\u6536\u8fdb\u4e00\u4e2a\u5bf9\u8c61，\u9002\u5408\u5e26\u914d\u7f6e\u3001\u5e0c\u671b\u7ed3\u6784\u66f4\u7d27\u51d1\u7684\u63d2\u4ef6：<\/p>\n

                import<\/span> type<\/span> {<\/span> Context }<\/span> from<\/span> '@deepseek-ai\/cordis'<\/span><\/p>\n

                export<\/span> default<\/span> {<\/span>
                \n name:<\/span> 'my-plugin'<\/span>,<\/span>
                \n inject:<\/span> [<\/span>'tools'<\/span>]<\/span>,<\/span>
                \n apply<\/span>(<\/span>ctx:<\/span> Context)<\/span> {<\/span>
                \n \/\/ …<\/span>
                \n }<\/span>,<\/span>
                \n}<\/span><\/p>\n

                \u7c7b\u5f62\u5f0f：\u7ee7\u627f Service，\u5728 constructor(ctx) \u91cc super(ctx, 'myService')\u2014\u2014\u5f53\u4f60\u7684\u63d2\u4ef6\u8981\u5411\u5176\u4ed6\u63d2\u4ef6\u63d0\u4f9b\u670d\u52a1\u65f6\u7528\u5b83（\u4e0b\u4e00\u8282\u7ec6\u8bb2）：<\/p>\n

                import<\/span> {<\/span> Service,<\/span> type<\/span> Context<\/span> }<\/span> from<\/span> '@deepseek-ai\/cordis'<\/span><\/p>\n

                export<\/span> default<\/span> class<\/span> MyService<\/span> extends<\/span> Service<\/span> {<\/span>
                \n static<\/span> inject =<\/span> [<\/span>'tools'<\/span>]<\/span><\/p>\n

                constructor<\/span>(<\/span>ctx:<\/span> Context)<\/span> {<\/span>
                \n super<\/span>(<\/span>ctx,<\/span> 'myService'<\/span>)<\/span>
                \n \/\/ Perform synchronous initialization in the constructor.<\/span>
                \n }<\/span>
                \n}<\/span><\/p>\n

                \u5b98\u65b9\u539f\u8bdd\u503c\u5f97\u5212\u91cd\u70b9：\u201c\u5927\u591a\u6570\u60c5\u51b5\u4e0b，\u51fd\u6570\u5f62\u5f0f\u8db3\u591f\u4e86\u3002\u5f53\u63d2\u4ef6\u9700\u8981\u5411\u5176\u4ed6\u63d2\u4ef6\u63d0\u4f9b\u670d\u52a1\u65f6，\u53ef\u4f7f\u7528\u7c7b\u5f62\u5f0f\u3002\u201d \u4e09\u79cd\u5f62\u6001\u53ef\u4ee5\u6df7\u7528\u3001\u53ef\u4ee5\u4e92\u76f8\u4f9d\u8d56\u2014\u2014\u5f62\u6001\u53ea\u662f\u5165\u53e3\u8bed\u6cd5\u7cd6，\u5185\u6838\u5bf9\u5f85\u5b83\u4eec\u4e00\u89c6\u540c\u4ec1\u3002\u8fd9\u53c8\u5370\u8bc1\u4e86"\u8584\u5185\u6838"：\u6846\u67b6\u4e0d\u5173\u5fc3\u4f60\u7684\u63d2\u4ef6\u957f\u4ec0\u4e48\u6837，\u53ea\u5173\u5fc3\u4f60\u5b9e\u73b0\u6ca1\u5b9e\u73b0\u5951\u7ea6\u3002<\/p>\n

                2.2 \u6982\u5ff5\u4e8c：\u4e0a\u4e0b\u6587\u2014\u2014\u670d\u52a1\u7684\u5bb9\u5668<\/h5>\n

                \u5b98\u65b9\u539f\u6587\u5bf9 Context \u7684\u5b9a\u4e49\u4e00\u53e5\u8bdd：\u201c\u4e0a\u4e0b\u6587\u662f\u670d\u52a1\u7684\u5bb9\u5668\u3002\u4e00\u4e2a\u670d\u52a1\u5360\u636e\u4e00\u4e2a\u7a33\u5b9a\u7684 ctx.<key>（\u5982 ctx.tools\u3001ctx.llm\u3001ctx.sessions）；\u5176\u4ed6\u63d2\u4ef6\u901a\u8fc7 key \u67e5\u627e\u670d\u52a1，\u800c\u975e\u5bfc\u5165\u5177\u4f53\u5b9e\u73b0\u3002\u201d<\/p>\n

                \u8fd9\u53e5\u8bdd\u91cc\u6709\u4e09\u4e2a\u5b57\u503c\u5343\u91d1：\u201c\u800c\u975e\u5bfc\u5165\u201d\u3002\u4f20\u7edf JS \u9879\u76ee\u91cc\u8981\u7528\u4e00\u4e2a\u6a21\u5757\u5c31\u662f import\u2014\u2014\u7f16\u8bd1\u671f\u5c31\u628a\u4e24\u4e2a\u6a21\u5757\u710a\u6b7b\u4e86\u3002Cordis \u91cc\u4f60\u6c38\u8fdc\u4e0d import \u522b\u7684\u63d2\u4ef6\u7684\u5b9e\u73b0，\u53ea\u58f0\u660e"\u6211\u9700\u8981 key \u4e3a tools \u7684\u670d\u52a1"，\u8fd0\u884c\u65f6\u5185\u6838\u628a\u5c31\u7eea\u7684\u5b9e\u4f8b\u653e\u5230 ctx.tools \u4e0a\u7ed9\u4f60\u3002\u67e5\u627e\u670d\u52a1\u9760 key，\u4e0d\u9760 import\u2014\u2014\u8fd9\u662f\u63d2\u4ef6\u4e4b\u95f4\u4e92\u4e0d\u611f\u77e5\u3001\u53ef\u72ec\u7acb\u88c5\u5378\u7684\u524d\u63d0\u3002<\/p>\n

                \u5185\u7f6e\u670d\u52a1\u4e00\u89c8（\u5168\u90e8\u6302\u5728 ctx \u4e0a）：<\/p>\n\nctx key\u670d\u52a1\u7ba1\u4ec0\u4e48<\/tr>\n\n\n\n\n\n
                ctx.tools<\/td>\nToolRuntime<\/td>\n\u5de5\u5177\u6ce8\u518c\u4e0e\u6267\u884c\u6d41\u6c34\u7ebf<\/td>\n<\/tr>\n
                ctx.llm<\/td>\nLLM \u670d\u52a1<\/td>\n\u6a21\u578b\u6d41\u5f0f\u8f93\u51fa\u3001token \u8ba1\u91cf<\/td>\n<\/tr>\n
                ctx.agents<\/td>\nAgent \u670d\u52a1<\/td>\n\u5b9e\u65f6\u667a\u80fd\u4f53\u534f\u8c03<\/td>\n<\/tr>\n
                ctx.sessions<\/td>\n\u4f1a\u8bdd\u670d\u52a1<\/td>\n\u4f1a\u8bdd\u4e0e\u6301\u4e45\u5316<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                \u7528\u7c7b\u6bd4\u6536\u4f4f\u8fd9\u4e00\u6761：ctx \u50cf\u5199\u5b57\u697c\u7684\u524d\u53f0\u2014\u2014\u6bcf\u4e2a\u670d\u52a1\u662f\u4e00\u95f4\u56fa\u5b9a\u95e8\u724c\u53f7\u7684\u529e\u516c\u5ba4，\u4f60\u627e\u4eba（\u670d\u52a1）\u62a5\u95e8\u724c\u53f7（key），\u4e0d\u7528\u8ba4\u8bc6\u529e\u516c\u5ba4\u91cc\u7684\u4eba（\u5b9e\u73b0）\u3002\u529e\u516c\u5ba4\u6362\u4eba（\u670d\u52a1\u5b9e\u73b0\u88ab\u66ff\u6362），\u95e8\u724c\u53f7\u4e0d\u53d8，\u4f60\u7684\u4ee3\u7801\u4e00\u884c\u4e0d\u7528\u6539\u3002<\/p>\n

                "\u7a33\u5b9a key + \u53ef\u66ff\u6362\u5b9e\u73b0"\u8fd8\u6709\u4e00\u4e2a\u88ab\u4f4e\u4f30\u7684\u4ef7\u503c：\u53ef\u6d4b\u8bd5\u6027\u3002\u5355\u5143\u6d4b\u8bd5\u91cc\u60f3 mock \u6389 LLM \u670d\u52a1？\u4e0d\u7528 mock \u6a21\u5757\u7cfb\u7edf，\u6ce8\u518c\u4e00\u4e2a key \u76f8\u540c\u3001\u5b9e\u73b0\u4e0d\u540c（\u56fa\u5b9a\u8fd4\u56de）\u7684\u5047\u670d\u52a1\u5c31\u884c\u2014\u2014\u88ab\u6d4b\u63d2\u4ef6\u7684\u4ee3\u7801\u4e00\u884c\u4e0d\u52a8\u3002\u5728\u4f01\u4e1a Agent \u9879\u76ee\u91cc，\u8fd9\u4e2a\u7279\u6027\u76f4\u63a5\u51b3\u5b9a\u4f60\u7684\u63d2\u4ef6\u80fd\u4e0d\u80fd\u8fdb CI \u6d41\u6c34\u7ebf\u3002<\/p>\n

                \u987a\u5e26\u7acb\u4e24\u6761\u547d\u540d\u7eaa\u5f8b：key \u8981\u8bed\u4e49\u5316（tools\u3001llm\u3001sessions \u90fd\u662f\u80fd\u529b\u540d\u800c\u975e\u5b9e\u73b0\u540d），\u56e0\u4e3a key \u662f\u8de8\u63d2\u4ef6\u3001\u8de8\u56e2\u961f\u7684\u516c\u5171\u5951\u7ea6，\u6539 key \u7b49\u4e8e\u6539\u534f\u8bae；\u81ea\u5df1\u7684\u670d\u52a1\u8d77\u540d\u524d\u5148\u67e5\u5b98\u65b9\u5b50\u7cfb\u7edf\u9875\u9762，\u5b98\u65b9\u6587\u6863\u660e\u786e\u8bf4\u4e86\u2014\u2014\u670d\u52a1\u540d\u3001\u516c\u5f00\u65b9\u6cd5\u3001\u6e90\u7801\u4f4d\u7f6e\u90fd\u4f1a\u751f\u6210\u5230\u6bcf\u4e2a\u5b50\u7cfb\u7edf\u7684\u9875\u9762\u91cc，\u201c\u4e0d\u8981\u7ef4\u62a4\u7b2c\u4e8c\u4efd\u9759\u6001\u5217\u8868\u201d\u3002\u6309\u5b98\u65b9\u751f\u6210\u533a\u5f00\u53d1，\u662f\u907f\u514d key \u51b2\u7a81\u548c\u8fc7\u65f6\u4fe1\u606f\u7684\u7b2c\u4e00\u7eaa\u5f8b\u3002<\/p>\n

                2.3 \u6982\u5ff5\u4e09：\u4f9d\u8d56\u6ce8\u5165\u2014\u2014\u52a0\u8f7d\u987a\u5e8f\u9760\u58f0\u660e，\u4e0d\u9760\u7f16\u6392<\/h5>\n

                \u63d2\u4ef6\u58f0\u660e\u4f9d\u8d56\u7684\u65b9\u5f0f\u662f\u5bfc\u51fa inject \u6570\u7ec4：<\/p>\n

                import<\/span> type<\/span> {<\/span> Context }<\/span> from<\/span> '@deepseek-ai\/cordis'<\/span><\/p>\n

                export<\/span> const<\/span> name =<\/span> 'my-tool-plugin'<\/span>
                \nexport<\/span> const<\/span> inject =<\/span> [<\/span>'tools'<\/span>]<\/span><\/p>\n

                export<\/span> function<\/span> apply<\/span>(<\/span>ctx:<\/span> Context)<\/span> {<\/span>
                \n \/\/ ctx.tools is ready here.<\/span>
                \n ctx.<\/span>tools.<\/span>register<\/span>(<\/span>\/* … *\/<\/span>)<\/span>
                \n}<\/span><\/p>\n

                inject = ['tools'] \u544a\u8bc9\u5185\u6838\u4e09\u4ef6\u4e8b：\u6211\u7684 apply \u5fc5\u987b\u7b49 tools \u670d\u52a1\u5c31\u7eea\u540e\u624d\u6267\u884c；\u6267\u884c\u65f6 ctx.tools \u4e00\u5b9a\u53ef\u7528；\u5982\u679c tools \u670d\u52a1\u5728\u8fd0\u884c\u4e2d\u6d88\u5931（\u6bd4\u5982\u63d0\u4f9b\u5b83\u7684\u63d2\u4ef6\u88ab\u5378\u8f7d），\u6211\u81ea\u52a8\u88ab\u9500\u6bc1，\u7b49\u670d\u52a1\u56de\u6765\u518d\u81ea\u52a8\u91cd\u542f\u3002\u5b98\u65b9\u539f\u6587\u628a\u6700\u540e\u4e00\u70b9\u8bb2\u5f97\u5f88\u91cd：\u201cThis prevents a plugin from calling a service that no longer exists.\u201d\u2014\u2014\u4f9d\u8d56\u58f0\u660e\u540c\u65f6\u662f\u751f\u547d\u5468\u671f\u4fdd\u9669，\u675c\u7edd\u4e86\u4f20\u7edf\u6846\u67b6\u91cc\u6700\u7ecf\u5178\u7684"\u7a7a\u6307\u9488\u5f0f"\u8fd0\u884c\u65f6\u5d29\u6e83\u3002<\/p>\n

                \u4f9d\u8d56\u8fd8\u5206\u5fc5\u9009\u548c\u53ef\u9009\u4e24\u79cd：inject \u91cc\u7684\u5fc5\u9009，\u670d\u52a1\u4e0d\u5728\u63d2\u4ef6\u5c31\u4e0d\u52a0\u8f7d；\u53ef\u9009\u4f9d\u8d56\u4e0d\u5199 inject，\u7528\u7684\u65f6\u5019 ctx.get('metrics') \u67e5\u4e00\u4e0b，\u67e5\u4e0d\u5230\u62ff undefined \u81ea\u5df1\u515c\u5e95\u3002\u4ec0\u4e48\u65f6\u5019\u7528\u54ea\u4e2a？\u7ed9\u4e00\u5f20\u51b3\u7b56\u8868：<\/p>\n\n\u5224\u65ad\u9009\u5fc5\u9009 inject\u9009\u53ef\u9009 ctx.get<\/tr>\n\n\n\n\n\n
                \u670d\u52a1\u4e0d\u5728\u65f6\u63d2\u4ef6\u8fd8\u6709\u610f\u4e49\u5417<\/td>\n\u6ca1\u6709 \u2192 \u5fc5\u9009<\/td>\n\u6709（\u964d\u7ea7\u8fd0\u884c）\u2192 \u53ef\u9009<\/td>\n<\/tr>\n
                \u670d\u52a1\u51fa\u73b0\u65f6\u673a<\/td>\n\u542f\u52a8\u65f6\u4e00\u5b9a\u5728<\/td>\n\u53ef\u80fd\u665a\u5230\u3001\u53ef\u80fd\u6d88\u5931<\/td>\n<\/tr>\n
                \u5178\u578b\u4f8b\u5b50<\/td>\n\u5de5\u5177\u63d2\u4ef6\u9700\u8981 tools<\/td>\n\u6307\u6807\u63d2\u4ef6\u9700\u8981 metrics<\/td>\n<\/tr>\n
                \u5931\u8d25\u8868\u73b0<\/td>\n\u63d2\u4ef6\u4e0d\u52a0\u8f7d（\u5e72\u51c0）<\/td>\n\u62ff undefined \u81ea\u5df1\u515c\u5e95<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                \u4e00\u53e5\u8bdd\u51b3\u7b56："\u6ca1\u6709\u5b83\u63d2\u4ef6\u6ca1\u610f\u4e49"\u7528\u5fc5\u9009，"\u6709\u5b83\u66f4\u597d\u6ca1\u6709\u4e5f\u884c"\u7528\u53ef\u9009\u2014\u2014\u6bd4\u5982\u4e00\u4e2a"\u7ed9\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u8bb0\u5f55\u6307\u6807"\u7684\u63d2\u4ef6，metrics \u670d\u52a1\u5c31\u662f\u53ef\u9009\u7684，\u6ca1\u6709\u5b83\u5de5\u5177\u7167\u5e38\u7528\u3001\u6307\u6807\u53ea\u662f\u4e0d\u8bb0\u4e86\u3002<\/p>\n

                \u8fd9\u5957\u673a\u5236\u89e3\u51b3\u4e86\u63d2\u4ef6\u5316\u6846\u67b6\u6700\u5927\u7684\u5de5\u7a0b\u96be\u9898：\u542f\u52a8\u987a\u5e8f\u3002\u4f20\u7edf\u63d2\u4ef6\u7cfb\u7edf（\u6bd4\u5982 WordPress）\u9760"\u4f18\u5148\u7ea7\u6570\u5b57"\u6392\u5e8f，\u4e24\u4e2a\u63d2\u4ef6\u8c01\u5148\u8c01\u540e\u9760\u62cd\u8111\u888b，\u6570\u5b57\u51b2\u7a81\u5c31\u7ffb\u8f66\u3002Cordis \u7684\u7b54\u6848\u662f：\u987a\u5e8f\u7531\u4f9d\u8d56\u56fe\u81ea\u7136\u5bfc\u51fa\u2014\u2014\u4f60\u4e0d\u9700\u8981\u7f16\u6392，\u58f0\u660e"\u6211\u9700\u8981\u4ec0\u4e48"，\u62d3\u6251\u6392\u5e8f\u7531\u5185\u6838\u5b8c\u6210\u3002\u7528\u7c7b\u6bd4：\u6392\u8bfe\u8868\u3002\u4f20\u7edf\u65b9\u5f0f\u662f\u6559\u52a1\u4e3b\u4efb\u7ed9\u6bcf\u95e8\u8bfe\u624b\u586b\u4f18\u5148\u7ea7；Cordis \u662f\u6bcf\u4e2a\u5b66\u751f（\u63d2\u4ef6）\u53ea\u586b"\u6211\u8981\u5148\u4fee\u4ec0\u4e48\u8bfe"（inject），\u8bfe\u8868（\u52a0\u8f7d\u987a\u5e8f）\u81ea\u52a8\u751f\u6210\u3002<\/p>\n

                \u770b\u4e00\u4e2a\u5177\u4f53\u4f9d\u8d56\u56fe\u7684\u4f8b\u5b50：<\/p>\n

                #mermaid-svg-CmoEGTXGMZkgfWdu{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-CmoEGTXGMZkgfWdu .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-CmoEGTXGMZkgfWdu .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-CmoEGTXGMZkgfWdu .error-icon{fill:#552222;}#mermaid-svg-CmoEGTXGMZkgfWdu .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-CmoEGTXGMZkgfWdu .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-CmoEGTXGMZkgfWdu .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-CmoEGTXGMZkgfWdu .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-CmoEGTXGMZkgfWdu .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-CmoEGTXGMZkgfWdu .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-CmoEGTXGMZkgfWdu .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-CmoEGTXGMZkgfWdu .marker{fill:#333333;stroke:#333333;}#mermaid-svg-CmoEGTXGMZkgfWdu .marker.cross{stroke:#333333;}#mermaid-svg-CmoEGTXGMZkgfWdu svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-CmoEGTXGMZkgfWdu p{margin:0;}#mermaid-svg-CmoEGTXGMZkgfWdu .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-CmoEGTXGMZkgfWdu .cluster-label text{fill:#333;}#mermaid-svg-CmoEGTXGMZkgfWdu .cluster-label span{color:#333;}#mermaid-svg-CmoEGTXGMZkgfWdu .cluster-label span p{background-color:transparent;}#mermaid-svg-CmoEGTXGMZkgfWdu .label text,#mermaid-svg-CmoEGTXGMZkgfWdu span{fill:#333;color:#333;}#mermaid-svg-CmoEGTXGMZkgfWdu .node rect,#mermaid-svg-CmoEGTXGMZkgfWdu .node circle,#mermaid-svg-CmoEGTXGMZkgfWdu .node ellipse,#mermaid-svg-CmoEGTXGMZkgfWdu .node polygon,#mermaid-svg-CmoEGTXGMZkgfWdu .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-CmoEGTXGMZkgfWdu .rough-node .label text,#mermaid-svg-CmoEGTXGMZkgfWdu .node .label text,#mermaid-svg-CmoEGTXGMZkgfWdu .image-shape .label,#mermaid-svg-CmoEGTXGMZkgfWdu .icon-shape .label{text-anchor:middle;}#mermaid-svg-CmoEGTXGMZkgfWdu .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-CmoEGTXGMZkgfWdu .rough-node .label,#mermaid-svg-CmoEGTXGMZkgfWdu .node .label,#mermaid-svg-CmoEGTXGMZkgfWdu .image-shape .label,#mermaid-svg-CmoEGTXGMZkgfWdu .icon-shape .label{text-align:center;}#mermaid-svg-CmoEGTXGMZkgfWdu .node.clickable{cursor:pointer;}#mermaid-svg-CmoEGTXGMZkgfWdu .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-CmoEGTXGMZkgfWdu .arrowheadPath{fill:#333333;}#mermaid-svg-CmoEGTXGMZkgfWdu .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-CmoEGTXGMZkgfWdu .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-CmoEGTXGMZkgfWdu .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-CmoEGTXGMZkgfWdu .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-CmoEGTXGMZkgfWdu .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-CmoEGTXGMZkgfWdu .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-CmoEGTXGMZkgfWdu .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-CmoEGTXGMZkgfWdu .cluster text{fill:#333;}#mermaid-svg-CmoEGTXGMZkgfWdu .cluster span{color:#333;}#mermaid-svg-CmoEGTXGMZkgfWdu div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-CmoEGTXGMZkgfWdu .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-CmoEGTXGMZkgfWdu rect.text{fill:none;stroke-width:0;}#mermaid-svg-CmoEGTXGMZkgfWdu .icon-shape,#mermaid-svg-CmoEGTXGMZkgfWdu .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-CmoEGTXGMZkgfWdu .icon-shape p,#mermaid-svg-CmoEGTXGMZkgfWdu .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-CmoEGTXGMZkgfWdu .icon-shape .label rect,#mermaid-svg-CmoEGTXGMZkgfWdu .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-CmoEGTXGMZkgfWdu .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-CmoEGTXGMZkgfWdu .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-CmoEGTXGMZkgfWdu :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                llm \u670d\u52a1(\u6a21\u578b\u63a5\u5165\u63d2\u4ef6)<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u5ba1\u8ba1\u63d2\u4ef6inject: [llm, tools]<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                tools \u670d\u52a1(\u5de5\u5177\u8fd0\u884c\u65f6)<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u4e1a\u52a1\u63d2\u4ef6inject: [audit]<\/p>\n

                <\/span><\/p>\n

                \u8fd9\u5f20\u56fe\u91cc\u6ca1\u6709\u4efb\u4f55\u4e00\u4e2a\u63d2\u4ef6\u5199\u4e86"\u6211\u5148\u542f\u52a8"\u2014\u2014\u56db\u4e2a\u63d2\u4ef6\u53ea\u5404\u81ea\u58f0\u660e"\u6211\u4f9d\u8d56\u8c01"，\u52a0\u8f7d\u987a\u5e8f（llm\/tools \u5148 \u2192 audit \u540e \u2192 business \u6700\u540e）\u662f\u5185\u6838\u63a8\u51fa\u6765\u7684\u3002\u66f4\u5999\u7684\u662f\u8fd0\u884c\u65f6\u52a8\u6001\u6027：\u5982\u679c llm \u63d2\u4ef6\u88ab\u5378\u8f7d，\u4f9d\u8d56\u5b83\u7684 audit \u548c business \u81ea\u52a8\u9500\u6bc1；llm \u91cd\u65b0\u88c5\u4e0a，\u94fe\u6761\u81ea\u52a8\u6062\u590d\u3002\u4f20\u7edf\u6846\u67b6\u91cc\u8fd9\u53eb"\u60ca\u7fa4\u6062\u590d"，\u8981\u81ea\u5df1\u5199\u4e00\u5957\u5fc3\u8df3\u548c\u91cd\u8fde；Cordis \u91cc\u8fd9\u662f\u4f9d\u8d56\u58f0\u660e\u7684\u9ed8\u8ba4\u8bed\u4e49\u3002<\/p>\n

                2.4 \u6982\u5ff5\u56db：\u7c7b\u578b\u5316\u4e8b\u4ef6\u2014\u2014\u63d2\u4ef6\u901a\u4fe1\u7684\u516c\u5171\u8bed\u8a00<\/h5>\n

                \u63d2\u4ef6\u4e4b\u95f4\u9664\u4e86\u8c03\u7528\u670d\u52a1，\u8fd8\u6709\u7b2c\u4e8c\u79cd\u901a\u4fe1\u65b9\u5f0f：\u4e8b\u4ef6\u3002\u5b98\u65b9\u539f\u6587："\u670d\u52a1\u901a\u8fc7 TypeScript \u58f0\u660e\u5408\u5e76\u6ce8\u518c\u4e8b\u4ef6\u540d，\u7136\u540e\u4ee5 emit\u3001waterfall\u3001parallel\u3001serial \u6216 bail \u65b9\u5f0f\u5206\u53d1\u3002"\u7ffb\u8bd1\u6210\u4eba\u8bdd：\u4e8b\u4ef6\u540d\u662f\u7c7b\u578b\u5b89\u5168\u7684\u516c\u5171\u5951\u7ea6，\u4e94\u79cd\u5206\u53d1\u65b9\u5f0f\u8986\u76d6\u4e94\u79cd\u534f\u4f5c\u5f62\u6001\u2014\u2014\u89c2\u5bdf\u3001\u5305\u88c5\u3001\u5e76\u884c\u6247\u51fa\u3001\u6309\u5e8f\u6267\u884c\u3001\u6295\u7968\u8868\u51b3\u3002\u8fd9\u4e00\u6761\u4fe1\u606f\u91cf\u592a\u5927，\u7b2c\u56db\u7ae0\u4f1a\u7528\u6574\u6574\u4e00\u7ae0\u52a0\u53ef\u8fd0\u884c\u6a21\u62df\u5668\u62c6\u900f，\u8fd9\u91cc\u5148\u8bb0\u4f4f\u5b83\u7684\u5b58\u5728\u548c\u5b9a\u4f4d：<\/p>\n

                \u5b9e\u8df5\u89c4\u5219（\u5b98\u65b9\u539f\u6587）：\u201c\u62e6\u622a\u548c\u7b56\u7565\u4f18\u5148\u4f7f\u7528\u4e8b\u4ef6；\u76f4\u63a5\u80fd\u529b\u8c03\u7528\u4f18\u5148\u4f7f\u7528\u670d\u52a1\u65b9\u6cd5\u3002\u201d \u60f3\u6539\u522b\u4eba\u7684\u884c\u4e3a（\u6bd4\u5982\u7ed9\u6bcf\u4e2a\u5de5\u5177\u8c03\u7528\u524d\u52a0\u4e2a\u5ba1\u8ba1\u65e5\u5fd7）\u2192 \u76d1\u542c\u4e8b\u4ef6；\u60f3\u76f4\u63a5\u7528\u522b\u4eba\u7684\u80fd\u529b（\u6bd4\u5982\u6ce8\u518c\u4e00\u4e2a\u5de5\u5177）\u2192 \u8c03\u670d\u52a1\u65b9\u6cd5\u3002\u8fd9\u6761\u5206\u5de5\u89c4\u5219\u662f\u6574\u4e2a\u6846\u67b6\u7684\u8bbe\u8ba1\u54c1\u5473\u6240\u5728\u3002<\/p>\n

                \u4e8b\u4ef6\u540d\u4ece\u54ea\u6765？\u5b98\u65b9\u6587\u6863\u7684\u7b54\u6848\u662fTypeScript \u58f0\u660e\u5408\u5e76：\u63d0\u4f9b\u670d\u52a1\u7684\u63d2\u4ef6\u5728\u81ea\u5df1\u7684\u7c7b\u578b\u58f0\u660e\u91cc"\u5408\u5e76"\u51fa\u4e8b\u4ef6\u540d，\u6240\u6709\u76d1\u542c\u65b9\u5171\u4eab\u540c\u4e00\u4efd\u7c7b\u578b\u5b9a\u4e49\u2014\u2014\u4e8b\u4ef6\u540d\u62fc\u9519\u3001\u53c2\u6570\u7c7b\u578b\u4e0d\u7b26，\u7f16\u8bd1\u671f\u76f4\u63a5\u62a5\u9519，\u800c\u4e0d\u662f\u4e0a\u7ebf\u540e\u5728\u65e5\u5fd7\u91cc\u5927\u6d77\u635e\u9488\u3002\u5bf9\u4e60\u60ef\u4e86"\u5b57\u7b26\u4e32\u4e8b\u4ef6\u540d + \u624b\u5199\u6587\u6863"\u7684\u5f00\u53d1\u8005\u6765\u8bf4，\u8fd9\u662f\u4f53\u9a8c\u4e0a\u7684\u4ee3\u5dee：\u5728 DSH \u91cc，\u901a\u4fe1\u5951\u7ea6\u7684\u6587\u6863\u5c31\u662f\u4ee3\u7801\u672c\u8eab\u3002<\/p>\n

                \u4e94\u79cd\u5206\u53d1\u6a21\u5f0f\u5404\u81ea\u6700\u5178\u578b\u7684\u771f\u5b9e\u573a\u666f，\u63d0\u524d\u5728\u8fd9\u91cc\u7ed9\u4e00\u5f20"\u4ec0\u4e48\u65f6\u5019\u7528\u54ea\u4e2a"\u7684\u901f\u67e5，\u7b2c\u56db\u7ae0\u518d\u9010\u4e2a\u8dd1\u6a21\u62df\u5668：<\/p>\n\n\u6a21\u5f0fDSH \u91cc\u7684\u5178\u578b\u573a\u666f\u9009\u5b83\u7684\u7406\u7531<\/tr>\n\n\n\n\n\n\n
                emit<\/td>\n\u4f1a\u8bdd\u521b\u5efa\u901a\u77e5\u3001\u6307\u6807\u6253\u70b9<\/td>\n\u7eaf\u89c2\u5bdf，\u4e0d\u9700\u8981\u56de\u5e94<\/td>\n<\/tr>\n
                waterfall<\/td>\n\u7cfb\u7edf\u63d0\u793a\u8bcd\u7ec4\u88c5\u3001\u5de5\u5177\u6267\u884c\u524d\u540e\u62e6\u622a<\/td>\n\u9700\u8981"\u5305\u88c5\/\u66ff\u6362"\u4e0b\u6e38\u7ed3\u679c<\/td>\n<\/tr>\n
                parallel<\/td>\n\u591a\u4e2a\u6570\u636e\u6e90\u5e76\u884c\u67e5\u8be2<\/td>\n\u4e92\u4e0d\u4f9d\u8d56，\u5e76\u884c\u7701\u65f6<\/td>\n<\/tr>\n
                serial<\/td>\n\u591a\u6b65\u52a0\u5de5\u6d41\u6c34\u7ebf（\u540e\u4e00\u6b65\u4f9d\u8d56\u524d\u4e00\u6b65）<\/td>\n\u987a\u5e8f\u5f3a\u4f9d\u8d56<\/td>\n<\/tr>\n
                bail<\/td>\n\u5ba1\u6279\u88c1\u51b3\u3001\u6a21\u578b\u9009\u62e9\u6295\u7968<\/td>\n\u7b2c\u4e00\u4e2a\u51b3\u7b56\u8005\u8bf4\u4e86\u7b97<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                2.5 \u6982\u5ff5\u4e94：\u53ef\u9006\u526f\u4f5c\u7528\u2014\u2014\u6ce8\u518c\u7684\u4e00\u5207\u90fd\u80fd\u64a4\u9500<\/h5>\n

                \u63d2\u4ef6\u5316\u6846\u67b6\u7684\u5669\u68a6\u662f\u5378\u8f7d\u6b8b\u7559：\u63d2\u4ef6\u6ce8\u518c\u4e86\u4e00\u4e2a\u5b9a\u65f6\u5668\u3001\u52a0\u4e86\u51e0\u4e2a\u4e8b\u4ef6\u76d1\u542c，\u5378\u8f7d\u65f6\u5fd8\u4e86\u6e05，\u5185\u5b58\u6cc4\u6f0f\u3001\u5e7d\u7075\u56de\u8c03\u3001\u53cc\u4efd\u6267\u884c\u5168\u6765\u4e86\u3002Cordis \u7684\u89e3\u6cd5\u662f\u628a\u5b83\u53d8\u6210\u9ed8\u8ba4\u884c\u4e3a\u2014\u2014\u5b98\u65b9\u539f\u6587：\u201c\u4efb\u4f55\u901a\u8fc7 ctx \u6ce8\u518c\u7684\u4e1c\u897f\u2014\u2014\u4e8b\u4ef6\u76d1\u542c\u3001\u5de5\u5177\u3001\u5b9a\u65f6\u5668\u2014\u2014\u5728\u63d2\u4ef6\u5378\u8f7d\u65f6\u90fd\u4f1a\u88ab\u81ea\u52a8\u6e05\u7406\u3002\u4f60\u4e0d\u9700\u8981\u624b\u52a8 removeListener \u6216 clearInterval\u3002\u201d<\/p>\n

                \u5bf9\u4e8e\u6846\u67b6\u4e0d\u8ba4\u8bc6\u7684\u81ea\u6709\u8d44\u6e90（\u7f51\u7edc\u8fde\u63a5\u3001\u5b50\u8fdb\u7a0b\u3001\u6587\u4ef6\u53e5\u67c4），\u7528 ctx.effect() \u58f0\u660e\u6e05\u7406\u51fd\u6570：<\/p>\n

                import<\/span> type<\/span> {<\/span> Context }<\/span> from<\/span> '@deepseek-ai\/cordis'<\/span><\/p>\n

                export<\/span> function<\/span> apply<\/span>(<\/span>ctx:<\/span> Context)<\/span> {<\/span>
                \n ctx.<\/span>effect<\/span>(<\/span>(<\/span>)<\/span> =><\/span> {<\/span>
                \n const<\/span> timer =<\/span> setInterval<\/span>(<\/span>(<\/span>)<\/span> =><\/span> {<\/span>
                \n console<\/span>.<\/span>log<\/span>(<\/span>'heartbeat'<\/span>)<\/span>
                \n }<\/span>,<\/span> 5000<\/span>)<\/span><\/p>\n

                \/\/ The returned function runs when the plugin unloads.<\/span>
                \n return<\/span> (<\/span>)<\/span> =><\/span> clearInterval<\/span>(<\/span>timer)<\/span>
                \n }<\/span>)<\/span>
                \n}<\/span><\/p>\n

                \u8fd9\u6bb5\u5b98\u65b9\u793a\u4f8b\u503c\u5f97\u8bb0\u4f4f\u4e00\u8f88\u5b50：ctx.effect \u7684\u56de\u8c03\u8fd4\u56de\u4e00\u4e2a\u6e05\u7406\u51fd\u6570，\u63d2\u4ef6\u5378\u8f7d\u65f6\u6846\u67b6\u66ff\u4f60\u8c03\u7528\u5b83\u3002\u6ce8\u518c\u662f\u53ef\u9006\u7684\u526f\u4f5c\u7528\u2014\u2014\u8fd9\u6761\u539f\u5219\u8ba9"\u70ed\u91cd\u8f7d"\u6210\u4e3a\u53ef\u80fd：\u6539\u4ee3\u7801 \u2192 \u5378\u8f7d\u63d2\u4ef6（\u6240\u6709\u526f\u4f5c\u7528\u81ea\u52a8\u64a4\u9500）\u2192 \u91cd\u65b0\u52a0\u8f7d，\u5e72\u51c0\u5229\u843d，\u8fd9\u5c31\u662f DSH \u5f00\u53d1\u4f53\u9a8c\u4e1d\u6ed1\u7684\u79d8\u5bc6\u3002<\/p>\n

                \u518d\u5f80\u6df1\u4e00\u5c42，\u5b98\u65b9\u8fd8\u89c4\u5b9a\u4e86\u4e00\u6761\u6e05\u7406\u7eaa\u5f8b：\u201c\u5982\u679c teardown \u987a\u5e8f\u6709\u8981\u6c42，\u8bf7\u5c06\u76f8\u5173\u5de5\u4f5c\u653e\u5728\u540c\u4e00\u4e2a effect \u4e2d，\u4ee5\u786e\u4fdd\u8d44\u6e90\u6309\u9884\u671f\u987a\u5e8f\u91ca\u653e\u3002\u201d \u7ffb\u8bd1\u6210\u573a\u666f\u5c31\u662f：\u4f60\u5f00\u4e86\u4e00\u4e2a\u6570\u636e\u5e93\u8fde\u63a5\u6c60，\u53c8\u6ce8\u518c\u4e86\u4e00\u4e2a\u4f9d\u8d56\u8fd9\u4e2a\u8fde\u63a5\u6c60\u7684\u5b9a\u65f6\u5237\u65b0\u4efb\u52a1\u2014\u2014\u8fd9\u4fe9\u5fc5\u987b\u653e\u8fdb\u540c\u4e00\u4e2a effect，\u8ba9\u6846\u67b6"\u5148\u505c\u4efb\u52a1\u3001\u518d\u5173\u8fde\u63a5"\u7684\u987a\u5e8f\u7531\u5d4c\u5957\u5173\u7cfb\u81ea\u7136\u4fdd\u8bc1\u3002\u5982\u679c\u62c6\u6210\u4e24\u4e2a effect，\u6846\u67b6\u6309\u6ce8\u518c\u9006\u5e8f\u6e05\u7406，\u987a\u5e8f\u78b0\u5de7\u5bf9\u4e86\u662f\u8fd0\u6c14，\u4e0d\u5bf9\u5c31\u662f"\u5378\u8f7d\u540e\u8fd8\u5728\u7528\u5df2\u5173\u95ed\u7684\u8fde\u63a5"\u8fd9\u7c7b\u5e7d\u7075 bug\u3002\u6e05\u7406\u903b\u8f91\u7684\u5d4c\u5957\u7ed3\u6784，\u5e94\u8be5\u955c\u50cf\u8d44\u6e90\u7684\u4f9d\u8d56\u7ed3\u6784\u2014\u2014\u8fd9\u6761\u7eaa\u5f8b\u5728\u540e\u7eed\u300c\u751f\u547d\u5468\u671f\u300d\u4e00\u7bc7\u4f1a\u5c55\u5f00\u6210\u5b8c\u6574\u65b9\u6cd5\u8bba\u3002<\/p>\n

                2.6 \u4e94\u6982\u5ff5\u4e32\u8d77\u6765：\u4e00\u5f20\u6700\u5c0f\u7cfb\u7edf\u7684\u5b8c\u6574\u753b\u50cf<\/h5>\n

                \u628a\u4e94\u6761\u653e\u5728\u4e00\u8d77，\u4e00\u4e2a\u6700\u5c0f\u63d2\u4ef6\u7cfb\u7edf\u7684\u8fd0\u884c\u753b\u50cf\u5c31\u51fa\u6765\u4e86：\u63d2\u4ef6（\u6982\u5ff5\u4e00）\u58f0\u660e\u4f9d\u8d56（\u6982\u5ff5\u4e09）\u540e\u88ab\u5185\u6838\u653e\u8fdb\u4e0a\u4e0b\u6587（\u6982\u5ff5\u4e8c）\u91cc\u8fd0\u884c，\u901a\u8fc7\u4e8b\u4ef6（\u6982\u5ff5\u56db）\u4e0e\u5176\u4ed6\u63d2\u4ef6\u534f\u4f5c，\u6240\u6709\u6ce8\u518c\u90fd\u662f\u53ef\u9006\u7684（\u6982\u5ff5\u4e94）\u3002\u4e94\u6761\u89c4\u5219，\u6ca1\u6709\u7b2c\u516d\u6761\u2014\u2014"\u4e00\u5207\u7686\u63d2\u4ef6"\u7684\u5168\u90e8\u5730\u57fa\u5c31\u8fd9\u4e48\u591a\u3002\u4e0b\u4e00\u7ae0\u5f80\u4e0a\u8d70，\u770b\u8fd9\u5957\u5730\u57fa\u4e4b\u4e0a DSH \u76d6\u51fa\u4e86\u4ec0\u4e48\u3002<\/p>\n

                \u65b0\u624b\u5bf9\u4e94\u6982\u5ff5\u6700\u5e38\u89c1\u7684\u4e09\u4e2a\u8bef\u89e3，\u987a\u624b\u7ea0\u504f\u3002\u8bef\u89e3\u4e00：\u201cctx \u662f\u5168\u5c40\u53d8\u91cf\u3002\u201d \u9519\u2014\u2014\u6bcf\u4e2a\u63d2\u4ef6\u6709\u81ea\u5df1\u72ec\u7acb\u7684 ctx，\u670d\u52a1\u6302\u5728 ctx \u4e0a\u4f46\u5b9e\u4f8b\u7531\u5185\u6838\u7edf\u4e00\u7ba1\u7406；\u5f80 ctx \u4e0a\u4e71\u6302\u79c1\u6709\u6570\u636e\u662f\u53cd\u6a21\u5f0f，ctx \u662f"\u670d\u52a1\u5bb9\u5668"\u4e0d\u662f"\u5171\u4eab\u50a8\u7269\u67dc"\u3002\u8bef\u89e3\u4e8c：\u201c\u4e8b\u4ef6\u5c31\u662f\u53d1\u5e03\u8ba2\u9605\u3002\u201d \u53ea\u5bf9\u4e86\u4e00\u534a\u2014\u2014emit \u786e\u5b9e\u662f\u53d1\u5e03\u8ba2\u9605，\u4f46 waterfall\/serial\/bail \u662f"\u5e26\u51b3\u7b56\u6743\u7684\u534f\u4f5c\u534f\u8bae"，\u628a\u5b83\u4eec\u5f53\u666e\u901a pub\/sub \u7528\u4f1a\u4e22\u6389\u6846\u67b6\u6700\u503c\u94b1\u7684\u80fd\u529b\u3002\u8bef\u89e3\u4e09：\u201cinject \u53ea\u662f\u81ea\u52a8 import\u3002\u201d \u9519\u2014\u2014import \u662f\u7f16\u8bd1\u671f\u9759\u6001\u7ed1\u5b9a，inject \u662f\u8fd0\u884c\u65f6\u52a8\u6001\u88c5\u914d，\u540e\u8005\u5e26\u6765\u7684\u662f"\u670d\u52a1\u6d88\u5931\u81ea\u52a8\u5378\u8f7d\u3001\u670d\u52a1\u56de\u6765\u81ea\u52a8\u91cd\u542f"\u7684\u751f\u547d\u5468\u671f\u8bed\u4e49，\u9759\u6001 import \u6c38\u8fdc\u505a\u4e0d\u5230\u3002\u4e09\u4e2a\u8bef\u89e3\u6e05\u6389，\u4e94\u6982\u5ff5\u624d\u7b97\u771f\u6b63\u5165\u4e86\u95e8\u3002<\/p>\n

                \u4e09\u3001\u8fdb\u9636\u7bc7：\u53cc\u7aef\u6c99\u7bb1\u4e0e\u516d\u5927\u4e8e\u7cfb\u7edf\u2014\u2014\u5730\u57fa\u4e4b\u4e0a\u76d6\u4e86\u4ec0\u4e48<\/h4>\n

                3.1 Host\/Client \u53cc\u7aef\u67b6\u6784：\u4e00\u4e2a\u5185\u6838，\u4e24\u4e2a\u4e16\u754c<\/h5>\n

                Cordis \u662f\u5730\u57fa，DSH \u5728\u8fd9\u4e0a\u9762\u76d6\u7684\u7b2c\u4e00\u5c42\u662f\u53cc\u7aef\u67b6\u6784：Host \u7aef（\u5bbf\u4e3b）\u8dd1\u5728 Node \u73af\u5883，\u8d1f\u8d23\u6a21\u578b\u8c03\u7528\u3001\u5de5\u5177\u6267\u884c\u3001\u6587\u4ef6\u7cfb\u7edf\u3001\u4f1a\u8bdd\u6301\u4e45\u5316\u8fd9\u4e9b"\u91cd\u6d3b"；Client \u7aef（\u5ba2\u6237\u7aef）\u8dd1\u5728\u6d4f\u89c8\u5668\/WebView \u91cc，\u8d1f\u8d23 UI \u6e32\u67d3\u3001\u9762\u677f\u4ea4\u4e92\u8fd9\u4e9b"\u8f7b\u6d3b"\u3002\u4e24\u7aef\u5404\u81ea\u662f\u4e00\u4e2a\u72ec\u7acb\u7684 Cordis \u4e0a\u4e0b\u6587，\u63d2\u4ef6\u53ef\u4ee5\u9009\u62e9\u53ea\u6302\u4e00\u7aef，\u4e5f\u53ef\u4ee5\u4e24\u7aef\u5404\u6302\u4e00\u4efd\u2014\u2014UI \u63d2\u4ef6\u548c\u903b\u8f91\u63d2\u4ef6\u5929\u7136\u5206\u79bb\u3002\u8fd9\u5f20\u56fe\u753b\u51fa\u5168\u8c8c：<\/p>\n

                #mermaid-svg-0AKjZgeGbaDo0Mtm{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-0AKjZgeGbaDo0Mtm .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-0AKjZgeGbaDo0Mtm .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-0AKjZgeGbaDo0Mtm .error-icon{fill:#552222;}#mermaid-svg-0AKjZgeGbaDo0Mtm .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-0AKjZgeGbaDo0Mtm .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-0AKjZgeGbaDo0Mtm .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-0AKjZgeGbaDo0Mtm .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-0AKjZgeGbaDo0Mtm .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-0AKjZgeGbaDo0Mtm .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-0AKjZgeGbaDo0Mtm .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-0AKjZgeGbaDo0Mtm .marker{fill:#333333;stroke:#333333;}#mermaid-svg-0AKjZgeGbaDo0Mtm .marker.cross{stroke:#333333;}#mermaid-svg-0AKjZgeGbaDo0Mtm svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-0AKjZgeGbaDo0Mtm p{margin:0;}#mermaid-svg-0AKjZgeGbaDo0Mtm .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-0AKjZgeGbaDo0Mtm .cluster-label text{fill:#333;}#mermaid-svg-0AKjZgeGbaDo0Mtm .cluster-label span{color:#333;}#mermaid-svg-0AKjZgeGbaDo0Mtm .cluster-label span p{background-color:transparent;}#mermaid-svg-0AKjZgeGbaDo0Mtm .label text,#mermaid-svg-0AKjZgeGbaDo0Mtm span{fill:#333;color:#333;}#mermaid-svg-0AKjZgeGbaDo0Mtm .node rect,#mermaid-svg-0AKjZgeGbaDo0Mtm .node circle,#mermaid-svg-0AKjZgeGbaDo0Mtm .node ellipse,#mermaid-svg-0AKjZgeGbaDo0Mtm .node polygon,#mermaid-svg-0AKjZgeGbaDo0Mtm .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-0AKjZgeGbaDo0Mtm .rough-node .label text,#mermaid-svg-0AKjZgeGbaDo0Mtm .node .label text,#mermaid-svg-0AKjZgeGbaDo0Mtm .image-shape .label,#mermaid-svg-0AKjZgeGbaDo0Mtm .icon-shape .label{text-anchor:middle;}#mermaid-svg-0AKjZgeGbaDo0Mtm .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-0AKjZgeGbaDo0Mtm .rough-node .label,#mermaid-svg-0AKjZgeGbaDo0Mtm .node .label,#mermaid-svg-0AKjZgeGbaDo0Mtm .image-shape .label,#mermaid-svg-0AKjZgeGbaDo0Mtm .icon-shape .label{text-align:center;}#mermaid-svg-0AKjZgeGbaDo0Mtm .node.clickable{cursor:pointer;}#mermaid-svg-0AKjZgeGbaDo0Mtm .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-0AKjZgeGbaDo0Mtm .arrowheadPath{fill:#333333;}#mermaid-svg-0AKjZgeGbaDo0Mtm .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-0AKjZgeGbaDo0Mtm .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-0AKjZgeGbaDo0Mtm .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-0AKjZgeGbaDo0Mtm .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-0AKjZgeGbaDo0Mtm .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-0AKjZgeGbaDo0Mtm .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-0AKjZgeGbaDo0Mtm .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-0AKjZgeGbaDo0Mtm .cluster text{fill:#333;}#mermaid-svg-0AKjZgeGbaDo0Mtm .cluster span{color:#333;}#mermaid-svg-0AKjZgeGbaDo0Mtm div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-0AKjZgeGbaDo0Mtm .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-0AKjZgeGbaDo0Mtm rect.text{fill:none;stroke-width:0;}#mermaid-svg-0AKjZgeGbaDo0Mtm .icon-shape,#mermaid-svg-0AKjZgeGbaDo0Mtm .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-0AKjZgeGbaDo0Mtm .icon-shape p,#mermaid-svg-0AKjZgeGbaDo0Mtm .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-0AKjZgeGbaDo0Mtm .icon-shape .label rect,#mermaid-svg-0AKjZgeGbaDo0Mtm .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-0AKjZgeGbaDo0Mtm .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-0AKjZgeGbaDo0Mtm .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-0AKjZgeGbaDo0Mtm :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

                <\/p>\n

                RPC \/ \u6d41\u5f0f\u901a\u9053<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                Client \u7aef（\u6d4f\u89c8\u5668\/WebView）<\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                Cordis \u5185\u6838<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                Web Client \u67b6\u6784\u5ba2\u6237\u7aef\u6a21\u5757\/Slots\/\u8d44\u6e90<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                UI \u9762\u677f\u4e0e\u8bbe\u7f6e\u9875<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                Host \u7aef（Node \u8fd0\u884c\u65f6）<\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                Cordis \u5185\u6838<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u6a21\u578b\u4e0e\u4e0a\u4e0b\u6587LLM \u6d41\u5f0f\/\u7cfb\u7edf\u63d0\u793a\u8bcd\/\u538b\u7f29<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u6267\u884c\u4e0e\u5de5\u5177Bash\/\u6587\u4ef6\/LSP\/\u6280\u80fd<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u4f1a\u8bdd\u4e0e\u6301\u4e45\u5316\u4f1a\u8bdd\u6295\u5f71\/Spill \u5b58\u50a8<\/p>\n

                <\/span><\/p>\n

                \u53cc\u7aef\u8bbe\u8ba1\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5206？\u4e09\u4e2a\u5de5\u7a0b\u7406\u7531：\u7b2c\u4e00，\u6743\u9650\u8fb9\u754c\u2014\u2014\u6587\u4ef6\u7cfb\u7edf\u3001\u7f51\u7edc\u3001\u8fdb\u7a0b\u8fd9\u4e9b\u5371\u9669\u64cd\u4f5c\u88ab\u7269\u7406\u9694\u79bb\u5728 Host \u7aef，Client \u7aef\u7684 UI \u63d2\u4ef6\u518d\u81ea\u7531\u4e5f\u78b0\u4e0d\u5230\u78c1\u76d8，\u6c99\u7bb1\u4e0d\u662f\u4e8b\u540e\u8865\u7684\u8865\u4e01，\u662f\u67b6\u6784\u957f\u51fa\u6765\u7684；\u7b2c\u4e8c，\u66f4\u65b0\u8282\u594f\u89e3\u8026\u2014\u2014UI \u9762\u677f\u7684\u8fed\u4ee3\u9891\u7387\u8fdc\u9ad8\u4e8e\u6a21\u578b\/\u5de5\u5177\u5185\u6838，\u4e24\u7aef\u5404\u81ea\u72ec\u7acb\u88c5\u5378，\u6539 UI \u4e0d\u7528\u91cd\u542f\u6a21\u578b\u4f1a\u8bdd；\u7b2c\u4e09，\u7b97\u529b\u5206\u5de5\u2014\u2014\u6d4f\u89c8\u5668\u8d1f\u8d23\u6e32\u67d3\u3001Node \u8d1f\u8d23\u63a8\u7406，\u957f\u4e0a\u4e0b\u6587\u6d41\u5f0f\u8f93\u51fa\u4e0d\u4f1a\u628a UI \u7ebf\u7a0b\u5361\u6b7b\u3002\u8fd9\u662f\u4f01\u4e1a\u6562\u628a DSH \u88c5\u8fdb\u751f\u4ea7\u73af\u5883\u7684\u5e95\u6c14\u4e4b\u4e00\u3002<\/p>\n

                3.2 \u516d\u5927\u4e8e\u7cfb\u7edf\u5730\u56fe：\u80fd\u529b\u8fb9\u754c\u4e00\u76ee\u4e86\u7136<\/h5>\n

                \u5b98\u65b9\u6587\u6863\u628a Harness \u7684\u5168\u90e8\u80fd\u529b\u7ec4\u7ec7\u6210\u516d\u4e2a\u5b50\u7cfb\u7edf，\u6bcf\u4e2a\u5b50\u7cfb\u7edf\u5185\u90e8\u53c8\u662f\u4e00\u6279"\u670d\u52a1 + \u4e8b\u4ef6"\u3002\u8fd9\u5f20\u5730\u56fe\u662f\u63d2\u4ef6\u4f5c\u8005\u7684\u9009\u70b9\u6307\u5357\u2014\u2014\u4f60\u60f3\u52a0\u7684\u80fd\u529b，\u4e00\u5b9a\u843d\u5728\u67d0\u4e2a\u5b50\u7cfb\u7edf\u91cc：<\/p>\n\n\u5b50\u7cfb\u7edf\u5305\u542b\u4ec0\u4e48（\u5b98\u65b9\u6587\u6863\u76ee\u5f55）\u5178\u578b\u63d2\u4ef6\u843d\u70b9<\/tr>\n\n\n\n\n\n\n\n
                \u5185\u6838\u4e0e\u4f5c\u7528\u57df<\/td>\n\u6838\u5fc3\u4f5c\u7528\u57df\u3001\u63d2\u4ef6\u6ce8\u518c\u8868\u3001Context\/Events\/Fiber<\/td>\n\u6240\u6709\u63d2\u4ef6\u7684\u5730\u57fa<\/td>\n<\/tr>\n
                \u4f1a\u8bdd\u4e0e\u6301\u4e45\u5316<\/td>\n\u4f1a\u8bdd\u67e5\u8be2\/\u5f15\u7528\/\u6807\u9898\/\u6295\u5f71\/\u6301\u4e45\u5316\u3001Spill \u5b58\u50a8<\/td>\n\u4f1a\u8bdd\u7ba1\u7406\u63d2\u4ef6\u3001\u8bb0\u5fc6\u63d2\u4ef6<\/td>\n<\/tr>\n
                \u6a21\u578b\u4e0e\u4e0a\u4e0b\u6587<\/td>\nLLM \u6d41\u5f0f\u54cd\u5e94\u3001Token \u8ba1\u91cf\u3001\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u4e0a\u4e0b\u6587\u538b\u7f29<\/td>\n\u6a21\u578b\u63a5\u5165\u9002\u914d\u5668\u3001\u63d0\u793a\u8bcd\u7b56\u7565\u63d2\u4ef6<\/td>\n<\/tr>\n
                \u6267\u884c\u4e0e\u5de5\u5177<\/td>\nBash \u6267\u884c\u3001\u5b50\u8fdb\u7a0b\u3001PTY \u4f1a\u8bdd\u3001\u540e\u53f0\u4efb\u52a1\u3001\u6587\u4ef6\u7cfb\u7edf\u3001LSP \u5bfc\u822a\u3001Web \u8bbf\u95ee\u3001\u6280\u80fd\u5de5\u4f5c\u6d41<\/td>\n\u5de5\u5177\u63d2\u4ef6\u7684\u4e3b\u6218\u573a<\/td>\n<\/tr>\n
                \u7b56\u7565\u4e0e\u4ea4\u4e92<\/td>\n\u5ba1\u6279\u6743\u9650\u3001\u9884\u8bbe\u6c99\u7bb1\u3001\u8ba1\u5212\u6a21\u5f0f\u3001\u7528\u6237\u4ea4\u4e92\u3001\u5b9a\u65f6\u63d0\u9192<\/td>\n\u5b89\u5168\u7b56\u7565\u3001\u5ba1\u6279\u6d41\u63d2\u4ef6<\/td>\n<\/tr>\n
                \u5e73\u53f0\u4e0e\u63a5\u5165<\/td>\nHTTP \u670d\u52a1\u5668\u3001Web Client \u67b6\u6784\u3001\u5ba2\u6237\u7aef\u6a21\u5757\/Slots\/\u8d44\u6e90\u3001\u5de5\u4f5c\u533a\u3001\u7528\u6237\u8bbe\u7f6e\/\u51ed\u636e<\/td>\n\u96c6\u6210\u63d2\u4ef6\u3001UI \u63d2\u4ef6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                \u8bfb\u8fd9\u5f20\u8868\u6709\u4e2a\u5fc3\u6cd5：\u4e0d\u8981\u80cc\u670d\u52a1\u540d，\u8981\u80cc"\u80fd\u529b\u4f4f\u54ea\u5c42"\u3002\u5199\u63d2\u4ef6\u524d\u5148\u95ee\u81ea\u5df1：\u6211\u8981\u52a0\u7684\u4e1c\u897f\u662f"\u80fd\u529b"（\u6267\u884c\u4e0e\u5de5\u5177）\u8fd8\u662f"\u7b56\u7565"（\u5ba1\u6279）\u8fd8\u662f"\u8868\u73b0"（\u5e73\u53f0\u4e0e\u63a5\u5165）？\u843d\u70b9\u5bf9\u4e86，\u5269\u4e0b\u5c31\u662f\u627e\u90a3\u4e2a\u5b50\u7cfb\u7edf\u91cc\u73b0\u6210\u7684\u670d\u52a1\u548c\u65b9\u6cd5\u3002<\/p>\n

                \u7ed9\u6bcf\u4e2a\u5b50\u7cfb\u7edf\u914d\u4e00\u4e2a"\u63d2\u4ef6\u4f5c\u8005\u89c6\u89d2"\u7684\u843d\u70b9\u793a\u4f8b，\u5e2e\u4f60\u5efa\u7acb\u76f4\u89c9：\u60f3\u5728\u4f1a\u8bdd\u4e0e\u6301\u4e45\u5316\u91cc\u505a\u6587\u7ae0？\u505a\u4e00\u4e2a"\u4f1a\u8bdd\u81ea\u52a8\u5f52\u6863\u5230\u77e5\u8bc6\u5e93"\u7684\u63d2\u4ef6，\u76d1\u542c\u4f1a\u8bdd\u7ed3\u675f\u4e8b\u4ef6\u3001\u8c03 Spill \u5b58\u50a8；\u60f3\u5728\u6a21\u578b\u4e0e\u4e0a\u4e0b\u6587\u91cc\u52a8\u624b？\u505a\u4e00\u4e2a"\u6309\u9879\u76ee\u52a8\u6001\u6ce8\u5165\u63d0\u793a\u8bcd"\u7684\u63d2\u4ef6，\u6302\u8fdb\u7cfb\u7edf\u63d0\u793a\u8bcd\u7ec4\u88c5\u94fe；\u60f3\u5728\u6267\u884c\u4e0e\u5de5\u5177\u91cc\u53d1\u529b？\u505a\u4e00\u4e2a\u5185\u90e8 API \u5de5\u5177\u5305\u63d2\u4ef6（\u8fd9\u662f\u6700\u4e3b\u6d41\u7684\u63d2\u4ef6\u7c7b\u578b，\u672c\u4e13\u680f\u7b2c 08 \u7bc7\u6574\u7bc7\u62c6\u5b83）；\u60f3\u5728\u7b56\u7565\u4e0e\u4ea4\u4e92\u91cc\u7acb\u89c4\u77e9？\u505a\u4e00\u4e2a"\u5371\u9669\u547d\u4ee4\u5ba1\u6279"\u63d2\u4ef6，\u5728\u5de5\u5177\u6267\u884c\u524d\u62e6\u622a（waterfall \u77ed\u8def，\u7b2c\u56db\u7ae0\u8bb2\u8fc7\u7684\u8bed\u4e49\u5728\u8fd9\u91cc\u53d8\u6210\u5b89\u5168\u80fd\u529b）；\u60f3\u5728\u5e73\u53f0\u4e0e\u63a5\u5165\u91cc\u505a\u96c6\u6210？\u505a\u4e00\u4e2a\u8bbe\u7f6e\u9875\u63d2\u4ef6，\u8ba9\u7528\u6237\u5728 UI \u4e0a\u914d\u7f6e\u4f60\u7684\u5de5\u5177\u3002\u516d\u4e2a\u5b50\u7cfb\u7edf = \u516d\u6761\u4ea7\u54c1\u7ebf，\u4f60\u672a\u6765\u7684\u63d2\u4ef6\u51e0\u4e4e\u90fd\u843d\u5728\u5176\u4e2d\u4e00\u6761\u4e0a\u3002<\/p>\n

                3.3 \u56db\u7c7b\u6269\u5c55\u70b9：\u5bbf\u4e3b\u600e\u4e48\u88ab\u63d2\u4ef6"\u6539\u9020"<\/h5>\n

                \u7b2c\u4e8c\u7ae0\u8bf4\u8fc7"\u5bbf\u4e3b\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u6a21\u578b\u3001\u5de5\u5177\u6267\u884c\u90fd\u662f\u63d2\u4ef6\u8d21\u732e\u7684"\u3002\u843d\u5230 API \u4e0a，\u662f\u56db\u7c7b\u6700\u5e38\u7528\u7684\u6269\u5c55\u70b9（\u5b98\u65b9\u5b9e\u8df5\u89c4\u5219\u539f\u6587）：\u5de5\u5177\u6d41\u6c34\u7ebf\u4e8b\u4ef6\u5c5e\u4e8e ctx.tools，\u6a21\u578b\u6d41\u5f0f\u8f93\u51fa\u5c5e\u4e8e ctx.llm，\u5b9e\u65f6 agent \u534f\u8c03\u5c5e\u4e8e ctx.agents，\u7cfb\u7edf\u63d0\u793a\u8bcd\u7ec4\u88c5\u8d70\u63d0\u793a\u8bcd\u76f8\u5173\u4e8b\u4ef6\u3002\u56db\u7c7b\u6269\u5c55\u70b9 = \u56db\u4e2a"\u5bbf\u4e3b\u8ba9\u6e21\u7ed9\u63d2\u4ef6\u7684\u51b3\u7b56\u70b9"：<\/p>\n\n\u6269\u5c55\u70b9\u63d2\u4ef6\u80fd\u505a\u4ec0\u4e48\u5178\u578b\u573a\u666f<\/tr>\n\n\n\n\n\n
                tools \u5de5\u5177\u6d41\u6c34\u7ebf<\/td>\n\u6ce8\u518c\u5de5\u5177 schema\u3001\u62e6\u622a\u5de5\u5177\u8c03\u7528\u524d\u540e\u3001\u6539\u5199\u6267\u884c\u7ed3\u679c<\/td>\n\u52a0\u4e00\u4e2a\u98de\u4e66\u5de5\u5177\u3001\u7ed9\u5de5\u5177\u52a0\u5ba1\u8ba1\u65e5\u5fd7<\/td>\n<\/tr>\n
                systemPrompt \u7cfb\u7edf\u63d0\u793a\u8bcd<\/td>\n\u8d21\u732e\u63d0\u793a\u8bcd\u7247\u6bb5\u3001\u6309\u4f1a\u8bdd\u7ec4\u88c5\u3001\u62e6\u622a\u4fee\u6539<\/td>\n\u6ce8\u5165\u516c\u53f8\u89c4\u8303\u3001\u6309\u9879\u76ee\u52a8\u6001\u62fc\u63d0\u793a\u8bcd<\/td>\n<\/tr>\n
                llm \u6a21\u578b\u6d41\u5f0f<\/td>\n\u63a5\u5165\u65b0\u6a21\u578b\u9002\u914d\u5668\u3001\u6539\u5199\u6d41\u5f0f\u8f93\u51fa\u3001token \u8ba1\u91cf<\/td>\n\u63a5 Ollama \u672c\u5730\u6a21\u578b\u3001\u8f93\u51fa\u8131\u654f<\/td>\n<\/tr>\n
                agent \u667a\u80fd\u4f53\u534f\u8c03<\/td>\n\u76d1\u542c agent \u51b3\u7b56\u3001\u6ce8\u5165\u7b56\u7565\u3001\u6539\u5199\u52a8\u4f5c<\/td>\n\u5ba1\u6279\u62e6\u622a\u3001\u8ba1\u5212\u6a21\u5f0f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                \u5173\u952e\u7406\u89e3：\u6269\u5c55\u70b9\u4e0d\u662f"\u6846\u67b6\u7559\u7ed9\u4f60\u7684\u53e3\u5b50"，\u800c\u662f"\u5bbf\u4e3b\u628a\u81ea\u5df1\u4e5f\u505a\u6210\u4e86\u63d2\u4ef6"\u3002DSH \u5185\u7f6e\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u7ec4\u88c5\u903b\u8f91，\u548c\u4f60\u7684\u7b2c\u4e09\u65b9\u63d0\u793a\u8bcd\u63d2\u4ef6\u8d70\u7684\u662f\u540c\u4e00\u4e2a\u4e8b\u4ef6\u2014\u2014\u5b98\u65b9\u80fd\u529b\u4e0e\u4f60\u7684\u6269\u5c55\u5728\u67b6\u6784\u4e0a\u5b8c\u5168\u5e73\u7b49\u3002\u8fd9\u662f"\u4e00\u5207\u7686\u63d2\u4ef6"\u6700\u6df1\u7684\u4e00\u5c42\u542b\u4e49，\u4e5f\u662f\u4e13\u680f\u540e\u7eed\u300c\u4e8b\u4ef6\u4e0e\u6269\u5c55\u70b9\u300d\u4e00\u7bc7\u8981\u5c55\u5f00\u7684\u4e3b\u7ebf\u3002<\/p>\n

                \u7ed9\u4e24\u4e2a\u6269\u5c55\u70b9\u7684\u5b98\u65b9\u98ce\u683c\u793a\u4f8b（\u7b49\u4ef7\u6f14\u793a，\u6b63\u5f0f API \u89c1\u540e\u7eed\u7bc7\u76ee）\u3002\u8d21\u732e\u7cfb\u7edf\u63d0\u793a\u8bcd\u7247\u6bb5：<\/p>\n

                import<\/span> type<\/span> {<\/span> Context }<\/span> from<\/span> '@deepseek-ai\/cordis'<\/span><\/p>\n

                export<\/span> const<\/span> name =<\/span> 'company-policy-prompt'<\/span>
                \nexport<\/span> const<\/span> inject =<\/span> [<\/span>'systemPrompt'<\/span>]<\/span><\/p>\n

                export<\/span> function<\/span> apply<\/span>(<\/span>ctx:<\/span> Context)<\/span> {<\/span>
                \n \/\/ \u5411\u63d0\u793a\u8bcd\u7ec4\u88c5\u6d41\u6c34\u7ebf\u8d21\u732e\u4e00\u4e2a\u7247\u6bb5（\u7b49\u4ef7\u6f14\u793a）<\/span>
                \n ctx.<\/span>systemPrompt.<\/span>add<\/span>(<\/span>'\u56de\u7b54\u5fc5\u987b\u9075\u5b88\u516c\u53f8\u5b89\u5168\u7f16\u7801\u89c4\u8303,\u7981\u6b62\u8f93\u51fa\u5bc6\u94a5\u4e0e\u5185\u90e8\u8def\u5f84'<\/span>)<\/span>
                \n}<\/span><\/p>\n

                \u6ce8\u518c\u4e00\u4e2a\u5de5\u5177（\u6700\u5e38\u7528\u7684\u6269\u5c55\u70b9，\u4e0b\u4e0b\u7bc7\u300c\u5de5\u5177\u63d2\u4ef6\u5f00\u53d1\u300d\u4f1a\u628a\u5b83\u62c6\u5230\u6bcf\u4e00\u884c）：<\/p>\n

                import<\/span> type<\/span> {<\/span> Context }<\/span> from<\/span> '@deepseek-ai\/cordis'<\/span><\/p>\n

                export<\/span> const<\/span> name =<\/span> 'time-tool'<\/span>
                \nexport<\/span> const<\/span> inject =<\/span> [<\/span>'tools'<\/span>]<\/span><\/p>\n

                export<\/span> function<\/span> apply<\/span>(<\/span>ctx:<\/span> Context)<\/span> {<\/span>
                \n ctx.<\/span>tools.<\/span>register<\/span>(<\/span>{<\/span>
                \n name:<\/span> 'get_current_time'<\/span>,<\/span>
                \n description:<\/span> '\u83b7\u53d6\u5f53\u524d\u670d\u52a1\u5668\u65f6\u95f4'<\/span>,<\/span>
                \n parameters:<\/span> {<\/span> type:<\/span> 'object'<\/span>,<\/span> properties:<\/span> {<\/span>}<\/span>,<\/span> required:<\/span> [<\/span>]<\/span> }<\/span>,<\/span>
                \n execute<\/span>:<\/span> async<\/span> (<\/span>)<\/span> =><\/span> (<\/span>{<\/span> now:<\/span> new<\/span> Date<\/span>(<\/span>)<\/span>.<\/span>toISOString<\/span>(<\/span>)<\/span> }<\/span>)<\/span>,<\/span>
                \n }<\/span>)<\/span>
                \n}<\/span><\/p>\n

                \u6ce8\u610f\u4e24\u4e2a\u793a\u4f8b\u7684\u5171\u6027：\u90fd\u662f"\u6ce8\u518c"\u800c\u4e0d\u662f"\u8986\u76d6"\u2014\u2014\u4f60\u6ca1\u6709\u6539\u5bbf\u4e3b\u7684\u4efb\u4f55\u4e00\u884c\u4ee3\u7801，\u5bbf\u4e3b\u7684\u884c\u4e3a\u5374\u591a\u4e86\u4f60\u7684\u8d21\u732e\u3002\u8fd9\u5c31\u662f\u63d2\u4ef6\u5316\u6269\u5c55\u548c"\u4fee\u6539\u5730\u72f1"\u7684\u5206\u6c34\u5cad\u3002<\/p>\n

                \u9009\u6269\u5c55\u70b9\u7684\u51b3\u7b56\u6d41\u7a0b\u4e00\u53e5\u8bdd\u7248\u672c：\u52a0\u80fd\u529b \u2192 tools；\u6539\u63d0\u793a \u2192 systemPrompt；\u6362\u6a21\u578b \u2192 llm；\u7ba1\u51b3\u7b56 \u2192 agent\u3002\u5982\u679c\u62ff\u4e0d\u51c6，\u5c31\u56de\u5230 3.2 \u7684\u5b50\u7cfb\u7edf\u5730\u56fe\u95ee"\u6211\u8981\u5f71\u54cd\u7684\u73af\u8282\u4f4f\u5728\u54ea\u4e2a\u5b50\u7cfb\u7edf"，\u6269\u5c55\u70b9\u51e0\u4e4e\u603b\u662f\u5b50\u7cfb\u7edf\u91cc\u90a3\u6761\u6700\u5bbd\u7684\u6d41\u6c34\u7ebf\u4e8b\u4ef6\u3002<\/p>\n

                \u56db\u3001\u9ad8\u9636：\u4e94\u79cd\u4e8b\u4ef6\u5206\u53d1\u6a21\u5f0f\u2014\u2014\u63d2\u4ef6\u901a\u4fe1\u7684\u5b8c\u6574\u8bed\u6cd5<\/h4>\n

                4.1 \u4e00\u5f20\u8868\u770b\u61c2\u4e94\u79cd\u6a21\u5f0f<\/h5>\n

                \u5b98\u65b9\u6587\u6863\u5bf9\u4e8b\u4ef6\u901a\u4fe1\u7ed9\u4e86\u4e00\u5f20\u5b9a\u4e49\u8868（\u672c\u6587\u7ffb\u8bd1\u5e76\u52a0\u6ce8\u91ca），\u8fd9\u5f20\u8868\u503c\u5f97\u6253\u5370\u8d34\u5728\u5de5\u4f4d\u4e0a：<\/p>\n\n\u6a21\u5f0f\u662f\u5426 await\u5206\u53d1\u987a\u5e8f\u662f\u5426\u6709\u8fd4\u56de\u503c\u7528\u4e00\u53e5\u8bdd\u7406\u89e3<\/tr>\n\n\n\n\n\n\n
                emit<\/td>\n\u5426<\/td>\n\u6309\u6ce8\u518c\u987a\u5e8f\u89c2\u5bdf<\/td>\n\u5426<\/td>\n\u5e7f\u64ad\u901a\u77e5，\u8bf4\u5b8c\u5c31\u8d70<\/td>\n<\/tr>\n
                waterfall<\/td>\n\u5426<\/td>\n\u6309\u6ce8\u518c\u987a\u5e8f\u89c2\u5bdf<\/td>\n\u662f<\/td>\n\u6d0b\u8471\u5708：\u6bcf\u4e2a\u76d1\u542c\u5668\u53ef\u5305\u88c5\/\u66ff\u6362\u4e0b\u6e38\u7ed3\u679c<\/td>\n<\/tr>\n
                parallel<\/td>\n\u662f<\/td>\n\u6240\u6709\u76d1\u542c\u5668\u5e76\u884c<\/td>\n\u5426<\/td>\n\u5e76\u884c\u6247\u51fa，\u5404\u5e72\u5404\u7684<\/td>\n<\/tr>\n
                serial<\/td>\n\u662f<\/td>\n\u6309\u6ce8\u518c\u987a\u5e8f\u6267\u884c<\/td>\n\u662f<\/td>\n\u6d41\u6c34\u7ebf：\u6309\u5e8f\u52a0\u5de5<\/td>\n<\/tr>\n
                bail<\/td>\n\u5426<\/td>\n\u6309\u6ce8\u518c\u987a\u5e8f，\u5230\u9996\u4e2a bail \u503c\u505c<\/td>\n\u662f<\/td>\n\u6295\u7968\u8868\u51b3：\u7b2c\u4e00\u4e2a\u62cd\u677f\u7684\u8bf4\u4e86\u7b97<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                \u4e94\u4e2a\u6a21\u5f0f\u8986\u76d6\u4e94\u79cd\u534f\u4f5c\u5f62\u6001，\u5b98\u65b9\u6587\u6863\u5f3a\u8c03：\u201c\u5206\u53d1\u6a21\u5f0f\u662f\u4e8b\u4ef6\u516c\u5f00\u7ea6\u5b9a\u7684\u4e00\u90e8\u5206\u201d\u2014\u2014\u4e8b\u4ef6\u58f0\u660e\u65f6\u5c31\u8981\u5b9a\u6a21\u5f0f，\u5206\u53d1\u65f6\u53ea\u80fd\u6309\u7ea6\u5b9a\u6a21\u5f0f\u5206\u53d1，\u58f0\u660e\u4e0e\u8c03\u7528\u70b9\u8fd8\u80fd\u4ea4\u53c9\u6821\u9a8c\u3002\u8fd9\u5c31\u662f"\u7c7b\u578b\u5316\u4e8b\u4ef6"\u7684\u542b\u4e49：\u4e0d\u53ea\u662f\u4e8b\u4ef6\u540d\u6709\u7c7b\u578b，\u8fde\u534f\u4f5c\u8bed\u4e49\u90fd\u662f\u5951\u7ea6\u3002<\/p>\n

                \u9009\u6a21\u5f0f\u65f6\u9664\u4e86\u8bed\u4e49，\u8fd8\u8981\u8003\u8651\u4e00\u4e2a\u5de5\u7a0b\u56e0\u7d20：await \u7684\u4ee3\u4ef7\u3002\u8868\u91cc\u80fd\u770b\u5230，\u53ea\u6709 parallel \u548c serial \u4f1a await \u76d1\u542c\u5668\u2014\u2014\u610f\u5473\u7740\u8fd9\u4e24\u79cd\u6a21\u5f0f\u4f1a\u963b\u585e\u8c03\u7528\u65b9\u76f4\u5230\u5168\u90e8\u5b8c\u6210，\u5ef6\u8fdf\u654f\u611f\u7684\u8def\u5f84（\u6bd4\u5982\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u90fd\u8981\u7ecf\u8fc7\u7684\u4e8b\u4ef6）\u8981\u614e\u7528\u91cd\u578b\u76d1\u542c\u5668；\u800c emit\/waterfall\/bail \u4e0d await，\u76d1\u542c\u5668\u91cc\u5f00\u5f02\u6b65\u4efb\u52a1\u8981\u81ea\u5df1\u7ba1\u751f\u547d\u5468\u671f\u3002\u8bed\u4e49\u51b3\u5b9a\u7528\u54ea\u4e2a\u6a21\u5f0f，\u6027\u80fd\u51b3\u5b9a\u76d1\u542c\u5668\u5199\u591a\u8f7b\u2014\u2014\u4e24\u6761\u540c\u65f6\u60f3，\u4e8b\u4ef6\u7cfb\u7edf\u7684\u7528\u6cd5\u624d\u5b8c\u6574\u3002<\/p>\n

                "\u58f0\u660e\u4e0e\u8c03\u7528\u70b9\u4ea4\u53c9\u6821\u9a8c"\u503c\u5f97\u591a\u89e3\u91ca\u4e00\u53e5，\u5b83\u662f\u63d2\u4ef6\u5316\u6846\u67b6\u8d28\u91cf\u4fdd\u969c\u7684\u9690\u6027\u8bbe\u8ba1：\u4e8b\u4ef6\u58f0\u660e\u5904（\u670d\u52a1\u63a5\u53e3\u4e0a）\u6807\u6ce8\u4e86 @mode \u6807\u7b7e，\u751f\u6210\u7684\u4e8b\u4ef6\u76ee\u5f55\u4f1a\u81ea\u52a8\u6bd4\u5bf9"\u58f0\u660e\u8bf4\u7684\u6a21\u5f0f"\u548c"\u5b9e\u9645\u5206\u53d1\u7528\u7684\u65b9\u6cd5"\u662f\u5426\u4e00\u81f4\u2014\u2014\u58f0\u660e\u662f waterfall \u5374\u7528 emit \u5206\u53d1，\u4f1a\u76f4\u63a5\u66b4\u9732\u5728\u6821\u9a8c\u91cc\u3002\u5728\u591a\u4eba\u534f\u4f5c\u7684\u4f01\u4e1a\u63d2\u4ef6\u751f\u6001\u91cc，\u8fd9\u4e2a\u673a\u5236\u7684\u4ef7\u503c\u4e0d\u4e9a\u4e8e\u5355\u5143\u6d4b\u8bd5：\u5b83\u628a"\u534f\u4f5c\u5951\u7ea6"\u4ece\u6587\u6863\u7ea6\u5b9a\u53d8\u6210\u4e86\u673a\u5668\u53ef\u67e5\u7684\u4e8b\u5b9e\u3002\u4f20\u7edf\u6846\u67b6\u91cc\u4e24\u4e2a\u56e2\u961f\u5404\u5199\u5404\u7684\u4e8b\u4ef6\u3001\u53e3\u5f84\u5bf9\u4e0d\u4e0a\u7ebf\u4e0a\u624d\u70b8；DSH \u91cc\u5951\u7ea6\u504f\u5dee\u5728\u751f\u6210\u76ee\u5f55\u90a3\u4e00\u6b65\u5c31\u73b0\u5f62\u3002<\/p>\n

                4.2 \u4e00\u6bb5\u53ef\u8fd0\u884c\u7684\u6a21\u62df\u5668：\u628a\u4e94\u79cd\u6a21\u5f0f\u8dd1\u7ed9\u4f60\u770b<\/h5>\n

                \u4e94\u79cd\u6a21\u5f0f\u7684\u8bed\u4e49\u5149\u770b\u8868\u8fd8\u662f\u62bd\u8c61，\u4e0b\u9762\u8fd9\u6bb5 Python \u7528\u6700\u6734\u7d20\u7684\u7ed3\u6784\u5b8c\u6574\u6a21\u62df\u4e86 Cordis \u7684\u4e94\u79cd\u5206\u53d1\u65b9\u5f0f\u2014\u2014\u8dd1\u4e00\u904d，\u4e94\u79cd\u6a21\u5f0f\u7684\u5dee\u522b\u5c31\u523b\u5728\u8111\u5b50\u91cc\u4e86（\u771f\u5b9e Cordis \u662f TypeScript \u4e8b\u4ef6\u7cfb\u7edf，\u8fd9\u91cc\u7528\u7b49\u4ef7\u8bed\u4e49\u505a\u6559\u5b66\u6f14\u793a）：<\/p>\n

                """Cordis \u4e94\u79cd\u4e8b\u4ef6\u5206\u53d1\u6a21\u5f0f\u6a21\u62df\u5668（\u6559\u5b66\u7b49\u4ef7\u5b9e\u73b0）\u3002
                \n\u5bf9\u7167\u5b98\u65b9\u6587\u6863:emit=\u5e7f\u64ad \/ waterfall=\u6d0b\u8471\u5305\u88c5 \/ parallel=\u5e76\u884c\u6247\u51fa \/
                \nserial=\u6309\u5e8f\u6d41\u6c34\u7ebf \/ bail=\u9996\u4e2a\u88c1\u51b3\u3002\u771f\u5b9e\u5b9e\u73b0\u89c1 @deepseek-ai\/cordis \u4e8b\u4ef6\u7cfb\u7edf\u3002"""<\/span>
                \nfrom<\/span> __future__ import<\/span> annotations
                \nfrom<\/span> dataclasses import<\/span> dataclass,<\/span> field
                \nfrom<\/span> typing import<\/span> Callable<\/p>\n

                @dataclass<\/span>
                \nclass<\/span> EventBus<\/span>:<\/span>
                \n """\u6781\u7b80\u4e8b\u4ef6\u603b\u7ebf:\u6bcf\u79cd\u5206\u53d1\u6a21\u5f0f\u4e00\u4e2a\u65b9\u6cd5,\u76d1\u542c\u5668\u6309\u6ce8\u518c\u987a\u5e8f\u5b58\u653e\u3002"""<\/span>
                \n listeners:<\/span> dict<\/span>[<\/span>str<\/span>,<\/span> list<\/span>[<\/span>Callable]<\/span>]<\/span> =<\/span> field(<\/span>default_factory=<\/span>dict<\/span>)<\/span><\/p>\n

                def<\/span> on<\/span>(<\/span>self,<\/span> event:<\/span> str<\/span>,<\/span> fn:<\/span> Callable)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
                \n """\u6ce8\u518c\u76d1\u542c\u5668(\u7b49\u4ef7 ctx.on \/ ctx.effect \u6ce8\u518c)\u3002"""<\/span>
                \n self.<\/span>listeners.<\/span>setdefault(<\/span>event,<\/span> [<\/span>]<\/span>)<\/span>.<\/span>append(<\/span>fn)<\/span><\/p>\n

                def<\/span> emit<\/span>(<\/span>self,<\/span> event:<\/span> str<\/span>,<\/span> *<\/span>args)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
                \n """\u5e7f\u64ad:\u6240\u6709\u76d1\u542c\u5668\u6309\u5e8f\u89c2\u5bdf,\u65e0\u8fd4\u56de\u503c\u3002"""<\/span>
                \n for<\/span> fn in<\/span> self.<\/span>listeners.<\/span>get(<\/span>event,<\/span> [<\/span>]<\/span>)<\/span>:<\/span>
                \n fn(<\/span>*<\/span>args)<\/span><\/p>\n

                def<\/span> waterfall<\/span>(<\/span>self,<\/span> event:<\/span> str<\/span>,<\/span> *<\/span>args)<\/span>:<\/span>
                \n """\u6d0b\u8471\u5708:\u76d1\u542c\u5668\u6536 (…args, next),\u53ef\u5305\u88c5\u6216\u66ff\u6362\u4e0b\u6e38\u7ed3\u679c\u3002"""<\/span>
                \n fns =<\/span> self.<\/span>listeners.<\/span>get(<\/span>event,<\/span> [<\/span>]<\/span>)<\/span>
                \n def<\/span> dispatch<\/span>(<\/span>i:<\/span> int<\/span>,<\/span> *<\/span>a)<\/span>:<\/span>
                \n if<\/span> i >=<\/span> len<\/span>(<\/span>fns)<\/span>:<\/span>
                \n return<\/span> a[<\/span>0<\/span>]<\/span> if<\/span> len<\/span>(<\/span>a)<\/span> ==<\/span> 1<\/span> else<\/span> a
                \n return<\/span> fns[<\/span>i]<\/span>(<\/span>*<\/span>a,<\/span> next<\/span>=<\/span>lambda<\/span> *<\/span>na:<\/span> dispatch(<\/span>i +<\/span> 1<\/span>,<\/span> *<\/span>na)<\/span>)<\/span>
                \n return<\/span> dispatch(<\/span>0<\/span>,<\/span> *<\/span>args)<\/span><\/p>\n

                def<\/span> parallel<\/span>(<\/span>self,<\/span> event:<\/span> str<\/span>,<\/span> *<\/span>args)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
                \n """\u5e76\u884c\u6247\u51fa:\u771f\u5b9e\u5b9e\u73b0\u662f\u5f02\u6b65\u5e76\u53d1,\u8fd9\u91cc\u6f14\u793a"\u5404\u81ea\u72ec\u7acb\u6267\u884c"\u3002"""<\/span>
                \n for<\/span> fn in<\/span> self.<\/span>listeners.<\/span>get(<\/span>event,<\/span> [<\/span>]<\/span>)<\/span>:<\/span>
                \n fn(<\/span>*<\/span>args)<\/span><\/p>\n

                def<\/span> serial<\/span>(<\/span>self,<\/span> event:<\/span> str<\/span>,<\/span> *<\/span>args)<\/span>:<\/span>
                \n """\u6d41\u6c34\u7ebf:\u8fd4\u56de\u503c\u4f5c\u4e3a\u4e0b\u4e00\u4e2a\u76d1\u542c\u5668\u7684\u8f93\u5165(\u7b49\u4ef7 async serial)\u3002"""<\/span>
                \n result =<\/span> args
                \n for<\/span> fn in<\/span> self.<\/span>listeners.<\/span>get(<\/span>event,<\/span> [<\/span>]<\/span>)<\/span>:<\/span>
                \n result =<\/span> fn(<\/span>*<\/span>result)<\/span>
                \n return<\/span> result<\/p>\n

                def<\/span> bail<\/span>(<\/span>self,<\/span> event:<\/span> str<\/span>,<\/span> *<\/span>args)<\/span>:<\/span>
                \n """\u8868\u51b3:\u76d1\u542c\u5668\u8fd4\u56de\u771f\u503c\u5373\u4e2d\u65ad,\u8fd4\u56de\u503c\u88c1\u51b3\u5168\u5c40\u3002"""<\/span>
                \n for<\/span> fn in<\/span> self.<\/span>listeners.<\/span>get(<\/span>event,<\/span> [<\/span>]<\/span>)<\/span>:<\/span>
                \n verdict =<\/span> fn(<\/span>*<\/span>args)<\/span>
                \n if<\/span> verdict:<\/span>
                \n return<\/span> verdict
                \n return<\/span> None<\/span><\/p>\n

                if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
                \n bus =<\/span> EventBus(<\/span>)<\/span><\/p>\n

                # emit:\u4e24\u4e2a\u89c2\u5bdf\u8005\u90fd\u6536\u5230,\u4e92\u4e0d\u5f71\u54cd<\/span>
                \n bus.<\/span>on(<\/span>"tick"<\/span>,<\/span> lambda<\/span> t:<\/span> print<\/span>(<\/span>f" [observer-1] tick <\/span>{<\/span>t}<\/span><\/span>"<\/span><\/span>)<\/span>)<\/span>
                \n bus.<\/span>on(<\/span>"tick"<\/span>,<\/span> lambda<\/span> t:<\/span> print<\/span>(<\/span>f" [observer-2] tick <\/span>{<\/span>t}<\/span><\/span>"<\/span><\/span>)<\/span>)<\/span>
                \n print<\/span>(<\/span>"emit:"<\/span>)<\/span>
                \n bus.<\/span>emit(<\/span>"tick"<\/span>,<\/span> 1<\/span>)<\/span><\/p>\n

                # waterfall:\u7b2c\u4e8c\u4e2a\u76d1\u542c\u5668\u5305\u88c5\u7b2c\u4e00\u4e2a\u7684\u7ed3\u679c(\u6d0b\u8471\u5708)<\/span>
                \n bus.<\/span>on(<\/span>"prompt"<\/span>,<\/span> lambda<\/span> p,<\/span> next<\/span>:<\/span> f"<policy><\/span>{<\/span>next<\/span>(<\/span>p)<\/span>}<\/span><\/span><\/policy>"<\/span><\/span>)<\/span>
                \n bus.<\/span>on(<\/span>"prompt"<\/span>,<\/span> lambda<\/span> p,<\/span> next<\/span>:<\/span> next<\/span>(<\/span>p)<\/span> +<\/span> " \u8bb0\u5f97\u5b89\u5168\u7f16\u7801"<\/span>)<\/span>
                \n print<\/span>(<\/span>"waterfall:"<\/span>,<\/span> bus.<\/span>waterfall(<\/span>"prompt"<\/span>,<\/span> "\u5199\u4e00\u4e2a\u767b\u5f55\u63a5\u53e3"<\/span>)<\/span>)<\/span><\/p>\n

                # serial:\u6309\u5e8f\u52a0\u5de5,\u6bcf\u6b65\u8fd4\u56de\u503c\u5582\u7ed9\u4e0b\u4e00\u6b65<\/span>
                \n bus.<\/span>on(<\/span>"transform"<\/span>,<\/span> lambda<\/span> s:<\/span> s.<\/span>strip(<\/span>)<\/span>)<\/span>
                \n bus.<\/span>on(<\/span>"transform"<\/span>,<\/span> lambda<\/span> s:<\/span> s.<\/span>upper(<\/span>)<\/span>)<\/span>
                \n print<\/span>(<\/span>"serial:"<\/span>,<\/span> bus.<\/span>serial(<\/span>"transform"<\/span>,<\/span> " hello dsh "<\/span>)<\/span>)<\/span><\/p>\n

                # bail:\u7b2c\u4e00\u4e2a\u8fd4\u56de\u771f\u503c\u7684\u76d1\u542c\u5668\u88c1\u51b3,\u540e\u7eed\u4e0d\u518d\u6267\u884c<\/span>
                \n bus.<\/span>on(<\/span>"approve"<\/span>,<\/span> lambda<\/span> tool:<\/span> "\u5141\u8bb8"<\/span> if<\/span> tool ==<\/span> "ls"<\/span> else<\/span> None<\/span>)<\/span>
                \n bus.<\/span>on(<\/span>"approve"<\/span>,<\/span> lambda<\/span> tool:<\/span> "\u62d2\u7edd"<\/span> if<\/span> tool !=<\/span> "ls"<\/span> else<\/span> None<\/span>)<\/span>
                \n print<\/span>(<\/span>"bail:"<\/span>,<\/span> bus.<\/span>bail(<\/span>"approve"<\/span>,<\/span> "ls"<\/span>)<\/span>)<\/span>
                \n print<\/span>(<\/span>"bail(\u672a\u88c1\u51b3):"<\/span>,<\/span> bus.<\/span>bail(<\/span>"approve"<\/span>,<\/span> "rm"<\/span>)<\/span>)<\/span><\/p>\n

                \u8dd1\u8d77\u6765\u4f60\u4f1a\u770b\u5230\u56db\u7ec4\u8f93\u51fa，\u9010\u4e2a\u89e3\u8bfb：<\/p>\n

                emit \u7ec4：\u4e24\u4e2a\u89c2\u5bdf\u8005\u5404\u81ea\u6253\u4e86\u4e00\u884c tick 1\u2014\u2014\u5e7f\u64ad\u5f0f\u901a\u77e5，\u4e92\u4e0d\u5f71\u54cd，\u8c01\u4e5f\u4e0d\u963b\u585e\u8c01\u3002<\/p>\n

                waterfall \u7ec4：\u8f93\u51fa <policy>\u5199\u4e00\u4e2a\u767b\u5f55\u63a5\u53e3 \u8bb0\u5f97\u5b89\u5168\u7f16\u7801<\/policy>\u2014\u2014\u6ce8\u610f\u6267\u884c\u8f68\u8ff9\u662f"\u5916\u2192\u5185\u2192\u5916"：\u5148\u8fdb\u5165 policy \u76d1\u542c\u5668，\u5b83\u8c03 next() \u89e6\u53d1\u5185\u5c42（\u62fc\u63a5"\u8bb0\u5f97\u5b89\u5168\u7f16\u7801"），\u5185\u5c42\u7ed3\u679c\u8fd4\u56de\u540e\u518d\u88ab policy \u5305\u4e0a\u6807\u7b7e\u3002\u5148\u6ce8\u518c\u7684\u76d1\u542c\u5668\u5728\u5916\u5c42，\u540e\u6ce8\u518c\u7684\u5728\u5185\u5c42\u2014\u2014\u6d0b\u8471\u7ed3\u6784\u3002<\/p>\n

                serial \u7ec4： hello dsh \u5148\u88ab strip \u6210 hello dsh，\u518d\u88ab upper \u6210 HELLO DSH\u2014\u2014\u6bcf\u4e00\u6b65\u7684\u8fd4\u56de\u503c\u662f\u4e0b\u4e00\u6b65\u7684\u8f93\u5165，\u50cf\u6d41\u6c34\u7ebf\u3002<\/p>\n

                bail \u7ec4：ls \u88ab\u7b2c\u4e00\u4e2a\u76d1\u542c\u5668\u88c1\u51b3"\u5141\u8bb8"，\u7b2c\u4e8c\u4e2a\u76d1\u542c\u5668\u6839\u672c\u6ca1\u6267\u884c；rm \u4e24\u4e2a\u76d1\u542c\u5668\u90fd\u6ca1\u88c1\u51b3，\u8fd4\u56de None\u2014\u2014\u7b2c\u4e00\u4e2a\u62cd\u677f\u7684\u8bf4\u4e86\u7b97，\u6ca1\u62cd\u677f\u5c31\u843d\u7a7a\u3002<\/p>\n

                \u4e94\u79cd\u6a21\u5f0f = \u4e94\u79cd\u534f\u4f5c\u62d3\u6251\u3002\u9009\u9519\u6a21\u5f0f\u662f\u63d2\u4ef6\u901a\u4fe1 bug \u7684\u7b2c\u4e00\u6765\u6e90（\u907f\u5751\u8868\u7b2c 3 \u6761）：\u60f3\u901a\u77e5\u6240\u6709\u4eba\u5374\u7528\u4e86 bail，\u540e\u9762\u63d2\u4ef6\u5168\u88ab\u77ed\u8def；\u60f3\u62e6\u622a\u5374\u6ce8\u518c\u8fdb\u4e86 emit，\u62e6\u622a\u5668\u5f62\u540c\u865a\u8bbe\u3002<\/p>\n

                4.3 Waterfall \u7684\u77ed\u8def\u8bed\u4e49：\u4e3a\u4ec0\u4e48"\u62e6\u622a"\u5929\u7136\u5b89\u5168<\/h5>\n

                \u4e94\u79cd\u6a21\u5f0f\u91cc\u6700\u503c\u5f97\u5355\u72ec\u8bb2\u7684\u662f waterfall，\u56e0\u4e3a\u5b83\u6709\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u89c4\u5219\u2014\u2014\u5b98\u65b9\u539f\u6587：\u201c\u4e0d\u8c03\u7528 next() \u76f4\u63a5\u8fd4\u56de\u5219\u77ed\u8def\u3002\u201d \u76d1\u542c\u5668\u6536\u5230 (…args, next)，\u8c03 next() \u4f1a\u7ee7\u7eed\u6267\u884c\u4e0b\u6e38\u76d1\u542c\u5668；\u76f4\u63a5 return \u5219\u4e0b\u6e38\u5168\u90e8\u4e0d\u6267\u884c\u3002<\/p>\n

                \u8fd9\u4e2a\u89c4\u5219\u8ba9"\u7b56\u7565\u62e6\u622a"\u53d8\u5f97\u5929\u7136\u5b89\u5168：\u4e00\u4e2a\u5ba1\u6279\u63d2\u4ef6\u60f3\u62e6\u622a\u5371\u9669\u5de5\u5177\u8c03\u7528，\u53ea\u9700\u8981\u5728 waterfall \u76d1\u542c\u5668\u91cc\u5224\u65ad"\u8be5\u4e0d\u8be5\u653e\u884c"\u2014\u2014\u653e\u884c\u5c31 return next(…)，\u62e6\u622a\u5c31 return \u62d2\u7edd\u7ed3\u679c\u3002\u6ca1\u6709\u4efb\u4f55\u673a\u5236\u80fd\u7ed5\u8fc7\u62e6\u622a\u5668，\u56e0\u4e3a\u4e0d\u8c03 next \u5c31\u77ed\u8def\u662f\u6846\u67b6\u8bed\u4e49，\u4e0d\u662f\u63d2\u4ef6\u81ea\u89c9\u3002\u5b98\u65b9\u8fd8\u5212\u4e86\u4e00\u6761\u7eaa\u5f8b\u7ebf：\u201c\u4ec5\u505a\u6807\u6ce8\u6216\u89c2\u5bdf\u7684\u76d1\u542c\u5668\u5fc5\u987b\u59d4\u6258\u201d（\u5fc5\u987b\u8c03 next）\u2014\u2014\u89c2\u5bdf\u8005\u4e0d\u8bb8\u6321\u8def，\u51b3\u7b56\u8005\u624d\u6709\u6743\u77ed\u8def，\u4e24\u79cd\u89d2\u8272\u7528 next \u7684\u8c03\u4e0d\u8c03\u533a\u5206\u5f97\u4e00\u6e05\u4e8c\u695a\u3002<\/p>\n

                \u7528\u4e00\u5f20\u6d0b\u8471\u56fe\u628a\u6267\u884c\u8f68\u8ff9\u753b\u51fa\u6765（\u4e09\u4e2a\u76d1\u542c\u5668 L1\/L2\/L3 \u6309\u6ce8\u518c\u987a\u5e8f）：<\/p>\n

                #mermaid-svg-pkAqWqiN9d5OtSKw{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-pkAqWqiN9d5OtSKw .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-pkAqWqiN9d5OtSKw .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-pkAqWqiN9d5OtSKw .error-icon{fill:#552222;}#mermaid-svg-pkAqWqiN9d5OtSKw .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-pkAqWqiN9d5OtSKw .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-pkAqWqiN9d5OtSKw .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-pkAqWqiN9d5OtSKw .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-pkAqWqiN9d5OtSKw .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-pkAqWqiN9d5OtSKw .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-pkAqWqiN9d5OtSKw .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-pkAqWqiN9d5OtSKw .marker{fill:#333333;stroke:#333333;}#mermaid-svg-pkAqWqiN9d5OtSKw .marker.cross{stroke:#333333;}#mermaid-svg-pkAqWqiN9d5OtSKw svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-pkAqWqiN9d5OtSKw p{margin:0;}#mermaid-svg-pkAqWqiN9d5OtSKw .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-pkAqWqiN9d5OtSKw .cluster-label text{fill:#333;}#mermaid-svg-pkAqWqiN9d5OtSKw .cluster-label span{color:#333;}#mermaid-svg-pkAqWqiN9d5OtSKw .cluster-label span p{background-color:transparent;}#mermaid-svg-pkAqWqiN9d5OtSKw .label text,#mermaid-svg-pkAqWqiN9d5OtSKw span{fill:#333;color:#333;}#mermaid-svg-pkAqWqiN9d5OtSKw .node rect,#mermaid-svg-pkAqWqiN9d5OtSKw .node circle,#mermaid-svg-pkAqWqiN9d5OtSKw .node ellipse,#mermaid-svg-pkAqWqiN9d5OtSKw .node polygon,#mermaid-svg-pkAqWqiN9d5OtSKw .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-pkAqWqiN9d5OtSKw .rough-node .label text,#mermaid-svg-pkAqWqiN9d5OtSKw .node .label text,#mermaid-svg-pkAqWqiN9d5OtSKw .image-shape .label,#mermaid-svg-pkAqWqiN9d5OtSKw .icon-shape .label{text-anchor:middle;}#mermaid-svg-pkAqWqiN9d5OtSKw .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-pkAqWqiN9d5OtSKw .rough-node .label,#mermaid-svg-pkAqWqiN9d5OtSKw .node .label,#mermaid-svg-pkAqWqiN9d5OtSKw .image-shape .label,#mermaid-svg-pkAqWqiN9d5OtSKw .icon-shape .label{text-align:center;}#mermaid-svg-pkAqWqiN9d5OtSKw .node.clickable{cursor:pointer;}#mermaid-svg-pkAqWqiN9d5OtSKw .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-pkAqWqiN9d5OtSKw .arrowheadPath{fill:#333333;}#mermaid-svg-pkAqWqiN9d5OtSKw .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-pkAqWqiN9d5OtSKw .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-pkAqWqiN9d5OtSKw .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-pkAqWqiN9d5OtSKw .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-pkAqWqiN9d5OtSKw .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-pkAqWqiN9d5OtSKw .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-pkAqWqiN9d5OtSKw .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-pkAqWqiN9d5OtSKw .cluster text{fill:#333;}#mermaid-svg-pkAqWqiN9d5OtSKw .cluster span{color:#333;}#mermaid-svg-pkAqWqiN9d5OtSKw div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-pkAqWqiN9d5OtSKw .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-pkAqWqiN9d5OtSKw rect.text{fill:none;stroke-width:0;}#mermaid-svg-pkAqWqiN9d5OtSKw .icon-shape,#mermaid-svg-pkAqWqiN9d5OtSKw .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-pkAqWqiN9d5OtSKw .icon-shape p,#mermaid-svg-pkAqWqiN9d5OtSKw .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-pkAqWqiN9d5OtSKw .icon-shape .label rect,#mermaid-svg-pkAqWqiN9d5OtSKw .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-pkAqWqiN9d5OtSKw .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-pkAqWqiN9d5OtSKw .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-pkAqWqiN9d5OtSKw :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                return next()<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                return next()<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u7ed3\u679c\u8fd4\u56de<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u5305\u88c5\u540e\u8fd4\u56de<\/p>\n

                <\/span><\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u4e0d\u8c03 next \u76f4\u63a5 return<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u4e8b\u4ef6\u8fdb\u5165<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                L1 \u5916\u5c42\u62e6\u622a\u5668(\u51b3\u7b56\u6743)<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                L2 \u4e2d\u95f4\u5c42\u6539\u5199\u53c2\u6570<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                L3 \u5185\u5c42\u5b9e\u9645\u6267\u884c<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u6700\u7ec8\u7ed3\u679c<\/p>\n

                <\/span><\/p>\n

                <\/p>\n

                \u77ed\u8def:\u4e0b\u6e38\u5168\u90e8\u8df3\u8fc7<\/p>\n

                <\/span><\/p>\n

                \u56fe\u4e2d L1 \u6709\u4e24\u6761\u8def：\u8c03 next \u8d70\u5b8c\u6574\u94fe\u8def\u5e76\u62ff\u5230\u53ef\u5305\u88c5\u7684\u7ed3\u679c；\u4e0d\u8c03 next \u76f4\u63a5\u77ed\u8def，L2\/L3 \u5b8c\u5168\u4e0d\u77e5\u9053\u4e8b\u4ef6\u53d1\u751f\u8fc7\u3002"\u80fd\u62e6\u622a"\u548c"\u80fd\u7ed5\u8fc7"\u662f\u4e00\u679a\u786c\u5e01\u7684\u4e24\u9762\u2014\u2014\u5f53\u4f60\u65e2\u662f\u62e6\u622a\u5668\u4f5c\u8005\u53c8\u662f\u88ab\u62e6\u622a\u8005\u65f6，\u522b\u5fd8\u4e86\u786c\u5e01\u7684\u53e6\u4e00\u9762\u6c38\u8fdc\u5b58\u5728\u3002<\/p>\n

                4.4 \u670d\u52a1\u9694\u79bb：\u540c\u4e00\u4efd\u670d\u52a1，\u4e24\u4e2a\u4e92\u4e0d\u5e72\u6270\u7684\u5b9e\u4f8b<\/h5>\n

                \u63d2\u4ef6\u5316\u6846\u67b6\u8fd8\u6709\u4e00\u4e2a\u8fdb\u9636\u95ee\u9898：\u540c\u4e00\u4e2a\u670d\u52a1（\u6bd4\u5982 Bash \u6267\u884c）\u8981\u7ed9\u4e24\u7ec4\u63d2\u4ef6\u4e0d\u540c\u7684\u914d\u7f6e\u600e\u4e48\u529e？\u5b98\u65b9\u7ed9\u7684\u80fd\u529b\u53eb\u670d\u52a1\u9694\u79bb（Service isolation）\u2014\u2014\u5728 cordis.yml \u91cc\u7528 isolate \u58f0\u660e：<\/p>\n

                –<\/span> id<\/span>:<\/span> group–<\/span>a
                \n name<\/span>:<\/span> '@deepseek-ai\/cordis-plugin-group'<\/span>
                \n group<\/span>:<\/span> true<\/span>
                \n isolate<\/span>:<\/span>
                \n shell<\/span>:<\/span> true<\/span>
                \n config<\/span>:<\/span>
                \n –<\/span> name<\/span>:<\/span> '@deepseek-ai\/dsh-bash-local'<\/span>
                \n config<\/span>:<\/span>
                \n timeoutMs<\/span>:<\/span> 5000<\/span><\/p>\n

                –<\/span> id<\/span>:<\/span> group–<\/span>b
                \n name<\/span>:<\/span> '@deepseek-ai\/cordis-plugin-group'<\/span>
                \n group<\/span>:<\/span> true<\/span>
                \n isolate<\/span>:<\/span>
                \n shell<\/span>:<\/span> true<\/span>
                \n config<\/span>:<\/span>
                \n –<\/span> name<\/span>:<\/span> '@deepseek-ai\/dsh-bash-local'<\/span>
                \n config<\/span>:<\/span>
                \n timeoutMs<\/span>:<\/span> 60000<\/span><\/p>\n

                \u5b98\u65b9\u793a\u4f8b\u4e00\u76ee\u4e86\u7136：group-a \u548c group-b \u5404\u81ea\u62ff\u5230\u4e00\u4e2a\u72ec\u7acb\u7684 Bash \u670d\u52a1\u5b9e\u4f8b，\u8d85\u65f6\u5206\u522b 5 \u79d2\u548c 60 \u79d2，\u8de8\u7ec4\u96f6\u5f71\u54cd\u3002\u8fd9\u662f\u591a\u79df\u6237\u3001\u591a\u73af\u5883（\u6bd4\u5982"\u6d4b\u8bd5\u73af\u5883\u5de5\u5177\u7ec4"\u548c"\u751f\u4ea7\u73af\u5883\u5de5\u5177\u7ec4"）\u573a\u666f\u7684\u5b98\u65b9\u89e3\u6cd5\u3002\u7b2c\u4e00\u7ae0\u8bf4 DSH \u662f"\u4e2d\u592e\u53a8\u623f"，\u8fd9\u4e00\u8282\u5c31\u662f\u4e2d\u592e\u53a8\u623f\u7684\u5206\u533a\u7076\u53f0\u2014\u2014\u540c\u6837\u7684\u83dc\u8c31，\u4e24\u4e2a\u7076\u53f0\u5404\u8c03\u5404\u7684\u706b\u5019\u3002<\/p>\n

                \u4e00\u4e2a\u9009\u578b\u63d0\u9192：\u9694\u79bb\u4e0d\u662f\u514d\u8d39\u7684\u3002\u6bcf\u4e2a\u9694\u79bb\u5b9e\u4f8b\u90fd\u6709\u81ea\u5df1\u7684\u8d44\u6e90\u5f00\u9500（\u72ec\u7acb\u7684\u5b50\u8fdb\u7a0b\u3001\u8fde\u63a5\u3001\u5185\u5b58），\u9694\u79bb\u7684\u7ec4\u8d8a\u591a，\u8fd0\u884c\u65f6\u8d8a\u91cd\u3002\u6240\u4ee5\u5224\u65ad\u6807\u51c6\u662f"\u914d\u7f6e\u5206\u6b67\u5ea6"：\u4e24\u7ec4\u63d2\u4ef6\u7684\u670d\u52a1\u914d\u7f6e\u771f\u7684\u4e0d\u540c（\u8d85\u65f6\u3001\u6743\u9650\u3001\u6c99\u7bb1\u7ea7\u522b）\u624d\u9694\u79bb；\u5982\u679c\u53ea\u662f\u903b\u8f91\u4e0a\u5206\u7ec4\u3001\u914d\u7f6e\u76f8\u540c，\u8ba9\u5b83\u4eec\u5171\u4eab\u540c\u4e00\u4e2a\u670d\u52a1\u5b9e\u4f8b\u5373\u53ef\u3002\u591a\u79df\u6237 SaaS \u573a\u666f\u51e0\u4e4e\u5fc5\u7528\u9694\u79bb；\u5355\u9879\u76ee\u5185\u90e8\u5206\u6a21\u5757\u5206\u7ec4，\u5148\u95ee\u4e00\u53e5"\u914d\u7f6e\u771f\u7684\u4e0d\u540c\u5417"\u3002<\/p>\n

                \u4e94\u3001\u5b9e\u6218\u907f\u5751\u6307\u5357：\u9ad8\u9891\u95ee\u9898\u4e0e\u4e00\u952e\u89e3\u51b3\u901f\u67e5\u8868<\/h4>\n

                \u521d\u5b66 DSH \u67b6\u6784\u6700\u5e38\u649e\u7684\u516b\u4e2a\u5751，\u6309\u300c\u73b0\u8c61 – \u539f\u56e0 – \u89e3\u51b3\u529e\u6cd5\u300d\u6574\u7406\u6210\u8868，\u5efa\u8bae\u6536\u85cf：<\/p>\n\n\u5e8f\u53f7\u9047\u5230\u7684\u62a5\u9519\u6216\u73b0\u8c61\u80cc\u540e\u7684\u771f\u6b63\u539f\u56e0\u4e00\u53e5\u8bdd\u89e3\u51b3\u529e\u6cd5<\/tr>\n\n\n\n\n\n\n\n\n\n
                1<\/td>\napply \u91cc\u8c03 ctx.tools \u62a5 undefined<\/td>\n\u6ca1\u5728 inject \u91cc\u58f0\u660e\u4f9d\u8d56，\u670d\u52a1\u8fd8\u6ca1\u5c31\u7eea<\/td>\n\u5bfc\u51fa inject = ['tools']，\u6846\u67b6\u4f1a\u7b49\u5c31\u7eea\u518d\u8c03 apply<\/td>\n<\/tr>\n
                2<\/td>\n\u63d2\u4ef6\u5378\u8f7d\u540e\u5b9a\u65f6\u5668\u8fd8\u5728\u6253\u65e5\u5fd7<\/td>\n\u81ea\u6709\u8d44\u6e90\u6ca1\u8d70 ctx.effect \u58f0\u660e\u6e05\u7406<\/td>\n\u7528 ctx.effect(() => { …; return \u6e05\u7406\u51fd\u6570 }) \u5305\u88f9<\/td>\n<\/tr>\n
                3<\/td>\n\u4e8b\u4ef6\u76d1\u542c"\u65f6\u7075\u65f6\u4e0d\u7075"，\u6709\u7684\u63d2\u4ef6\u6536\u4e0d\u5230<\/td>\n\u5206\u53d1\u6a21\u5f0f\u9009\u9519（\u6bd4\u5982\u628a bail \u5f53 emit \u7528），\u6216\u89c2\u5bdf\u8005\u5fd8\u8c03 next<\/td>\n\u5148\u67e5\u4e8b\u4ef6\u7684\u58f0\u660e\u6a21\u5f0f；waterfall \u89c2\u5bdf\u8005\u5fc5\u987b return next(…)<\/td>\n<\/tr>\n
                4<\/td>\n\u4e24\u4e2a\u63d2\u4ef6\u90fd\u60f3\u62e6\u622a\u540c\u4e00\u4e2a\u884c\u4e3a，\u987a\u5e8f\u9519\u4e71<\/td>\n\u4f9d\u8d56\u4e86\u6ce8\u518c\u987a\u5e8f，\u6ca1\u6709\u7528 prepend: true \u663e\u5f0f\u58f0\u660e\u4f18\u5148\u7ea7<\/td>\n\u5fc5\u987b\u5728\u666e\u901a\u6ce8\u518c\u524d\u8fd0\u884c\u65f6\u624d\u7528 prepend: true<\/td>\n<\/tr>\n
                5<\/td>\n\u670d\u52a1\u63d0\u4f9b\u8005\u88ab\u5378\u8f7d\u540e，\u6d88\u8d39\u8005\u62a5\u9519\u5d29\u6e83<\/td>\n\u6d88\u8d39\u8005\u628a\u670d\u52a1\u5f53"\u6c38\u8fdc\u5b58\u5728"\u7528，\u6ca1\u505a\u53ef\u9009\u4f9d\u8d56\u515c\u5e95<\/td>\n\u53ef\u9009\u4f9d\u8d56\u7528 ctx.get('xxx') \u67e5，\u62ff\u4e0d\u5230\u8d70\u964d\u7ea7\u903b\u8f91<\/td>\n<\/tr>\n
                6<\/td>\n\u4e24\u4e2a\u63d2\u4ef6\u7ec4\u5171\u7528 Bash \u670d\u52a1，\u914d\u7f6e\u4e92\u76f8\u8986\u76d6<\/td>\n\u6ca1\u5f00\u670d\u52a1\u9694\u79bb，\u540c\u4e00\u4e2a\u670d\u52a1\u5b9e\u4f8b\u88ab\u5171\u4eab<\/td>\ncordis.yml \u91cc\u7528 isolate \u7ed9\u6bcf\u7ec4\u72ec\u7acb\u5b9e\u4f8b<\/td>\n<\/tr>\n
                7<\/td>\n\u7c7b\u578b\u68c0\u67e5\u62a5\u9519：ctx \u4e0a\u6ca1\u6709\u6211\u65b0\u52a0\u7684\u670d\u52a1<\/td>\n\u63d0\u4f9b\u670d\u52a1\u7684\u63d2\u4ef6\u6ca1\u505a TypeScript \u58f0\u660e\u5408\u5e76<\/td>\ndeclare module '@deepseek-ai\/cordis' { interface Context {…} }<\/td>\n<\/tr>\n
                8<\/td>\n\u672c\u5730\u63d2\u4ef6\u70ed\u91cd\u8f7d\u540e\u884c\u4e3a\u4e0d\u5bf9<\/td>\npatch \u6587\u4ef6\u91cc\u7528\u4e86\u76f8\u5bf9\u8def\u5f84，loader \u89e3\u6790\u4e0d\u5230<\/td>\ncordis.yml \u91cc\u63d2\u4ef6\u8def\u5f84\u5fc5\u987b\u5199\u7edd\u5bf9\u8def\u5f84<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                \u8fd9\u5f20\u8868\u7684\u7528\u6cd5\u7167\u65e7\u662f"\u5bf9\u53f7\u5165\u5ea7"：\u73b0\u8c61\u5217\u627e\u5230\u4f60\u7684\u60c5\u51b5，\u76f4\u63a5\u8df3\u6700\u540e\u4e00\u5217\u6267\u884c\u3002\u516b\u6761\u91cc\u524d\u4e09\u6761\u662f\u4e94\u6838\u5fc3\u6982\u5ff5\u7684\u76f4\u63a5\u5e94\u7528，\u540e\u4e94\u6761\u662f\u53cc\u7aef\/\u4e8b\u4ef6\/\u9694\u79bb\u7684\u5de5\u7a0b\u7ec6\u8282\u2014\u2014\u5168\u90e8\u80fd\u5728\u672c\u7cfb\u5217\u540e\u7eed\u7bc7\u76ee\u627e\u5230\u5c55\u5f00\u8bb2\u89e3\u3002<\/p>\n

                \u6311\u4e24\u6761\u8bb2\u8bb2\u80cc\u540e\u7684"\u4e8b\u6545\u73b0\u573a"，\u52a0\u6df1\u5370\u8c61\u3002**\u7b2c 1 \u6761（apply \u91cc ctx.tools \u4e3a undefined）**\u662f\u521d\u5b66\u8005\u7684\u5934\u53f7\u5751：\u51fd\u6570\u63d2\u4ef6\u91cc\u76f4\u63a5\u5199 ctx.tools.register(…)，\u8dd1\u8d77\u6765\u5c31\u662f undefined\u2014\u2014\u56e0\u4e3a\u6ca1\u58f0\u660e inject，\u6846\u67b6\u4e0d\u77e5\u9053\u4f60\u8981\u7b49 tools\u3002\u5b83\u80cc\u540e\u7684\u6559\u8bad\u662f：\u5728 Cordis \u91cc，"\u6211\u9700\u8981"\u4e09\u4e2a\u5b57\u5fc5\u987b\u663e\u5f0f\u8bf4\u51fa\u53e3，\u6846\u67b6\u7684\u4f53\u8d34（\u81ea\u52a8\u7b49\u5f85）\u4ee5\u4f60\u7684\u5766\u8bda（\u58f0\u660e\u4f9d\u8d56）\u4e3a\u524d\u63d0\u3002**\u7b2c 4 \u6761（\u62e6\u622a\u987a\u5e8f\u9519\u4e71）**\u662f\u8fdb\u9636\u8005\u7684\u5751：\u4e24\u4e2a\u63d2\u4ef6\u90fd\u76d1\u542c\u540c\u4e00\u4e2a waterfall \u4e8b\u4ef6\u505a\u62e6\u622a，\u4f60\u4ee5\u4e3a\u540e\u5b89\u88c5\u7684\u4f1a\u5148\u62e6\u622a，\u7ed3\u679c\u987a\u5e8f\u8ddf\u4f60\u60f3\u7684\u76f8\u53cd\u2014\u2014\u56e0\u4e3a\u9ed8\u8ba4\u6309\u6ce8\u518c\u987a\u5e8f，\u9664\u975e\u7528 prepend: true \u663e\u5f0f\u8981\u6c42\u524d\u7f6e\u3002\u5b83\u80cc\u540e\u7684\u6559\u8bad\u662f：\u6d89\u53ca\u987a\u5e8f\u7684\u884c\u4e3a，\u6c38\u8fdc\u4e0d\u8981\u4f9d\u8d56"\u6211\u4ee5\u4e3a"，\u8981\u4f9d\u8d56"\u6211\u58f0\u660e"\u3002\u8fd9\u4e24\u6761\u52a0\u8d77\u6765，\u5c31\u662f\u8fd9\u7bc7\u6587\u7ae0\u60f3\u4ea4\u7ed9\u4f60\u7684\u5168\u90e8\u5fc3\u6cd5\u3002<\/p>\n

                \u7ed3\u8bed<\/h4>\n

                \u672c\u6587\u628a\u300c\u4e00\u5207\u7686\u63d2\u4ef6\u300d\u8fd9\u53e5\u53e3\u53f7\u62c6\u56de\u4e86\u5de5\u7a0b\u4e8b\u5b9e：Cordis \u4e94\u4e2a\u6838\u5fc3\u6982\u5ff5\u662f\u5730\u57fa\u2014\u2014\u63d2\u4ef6\u4e09\u5f62\u6001（\u51fd\u6570\/\u5bf9\u8c61\/\u7c7b）\u3001\u4e0a\u4e0b\u6587\u5373\u670d\u52a1\u5bb9\u5668（\u6309 key \u627e\u670d\u52a1\u4e0d\u6309 import）\u3001inject \u58f0\u660e\u5f0f\u4f9d\u8d56（\u987a\u5e8f\u9760\u4f9d\u8d56\u56fe\u3001\u751f\u547d\u5468\u671f\u6709\u4fdd\u9669）\u3001\u7c7b\u578b\u5316\u4e8b\u4ef6（\u4e94\u79cd\u5206\u53d1\u6a21\u5f0f\u662f\u534f\u4f5c\u5951\u7ea6）\u3001\u53ef\u9006\u526f\u4f5c\u7528（ctx.effect \u8ba9\u70ed\u91cd\u8f7d\u65e0\u6b8b\u7559）；\u53cc\u7aef\u6c99\u7bb1\u4e0e\u516d\u5927\u4e8e\u7cfb\u7edf\u662f\u697c\u5c42\u2014\u2014Host \u7ba1\u91cd\u6d3b\u3001Client \u7ba1 UI，\u80fd\u529b\u843d\u70b9\u6309\u5b50\u7cfb\u7edf\u9009；\u56db\u79cd\u6269\u5c55\u70b9\u8ba9\u5bbf\u4e3b\u672c\u8eab\u4e5f\u88ab\u63d2\u4ef6\u5316\u2014\u2014\u5b98\u65b9\u80fd\u529b\u548c\u4f60\u7684\u63d2\u4ef6\u5728\u67b6\u6784\u4e0a\u5b8c\u5168\u5e73\u7b49\u3002\u8fd9\u5c31\u662f DSH \u6562\u8bf4"\u4e00\u5207\u7686\u63d2\u4ef6"\u7684\u5168\u90e8\u5e95\u6c14\u3002<\/p>\n

                \u4e00\u5f20\u56fe\u603b\u7ed3\u5168\u6587：<\/p>\n

                \"DeepSeek<\/p>\n

                \u77e5\u8bc6\u8981\u70b9\u6587\u5b57\u56de\u987e：\u2460 \u6846\u67b6\u662f\u8fd0\u884c\u65f6\u4e0d\u662f\u5de5\u5177\u7bb1：\u63d2\u4ef6\u5951\u7ea6\u7edf\u4e00，\u6269\u5c55\u5373\u6dfb\u52a0\u3001\u5378\u8f7d\u4e0d\u6b8b\u7559；\u2461 \u4e94\u6838\u5fc3\u6982\u5ff5：\u63d2\u4ef6\/\u4e0a\u4e0b\u6587\/\u4f9d\u8d56\u6ce8\u5165\/\u7c7b\u578b\u5316\u4e8b\u4ef6\/\u53ef\u9006\u526f\u4f5c\u7528，\u662f\u5168\u90e8\u5730\u57fa；\u2462 ctx \u6309 key \u67e5\u670d\u52a1，\u7edd\u4e0d import \u5b9e\u73b0\u2014\u2014\u63d2\u4ef6\u4e92\u4e0d\u611f\u77e5\u7684\u524d\u63d0；\u2463 \u4e94\u79cd\u4e8b\u4ef6\u5206\u53d1 = \u4e94\u79cd\u534f\u4f5c\u62d3\u6251，waterfall \u7684"\u4e0d\u8c03 next \u5373\u77ed\u8def"\u8ba9\u62e6\u622a\u5929\u7136\u5b89\u5168；\u2464 \u53cc\u7aef\u6c99\u7bb1\u628a\u6743\u9650\u8fb9\u754c\u957f\u8fdb\u67b6\u6784，\u516d\u5927\u4e8e\u7cfb\u7edf\u662f\u63d2\u4ef6\u9009\u70b9\u5730\u56fe\u3002<\/p>\n

                \u6700\u540e\u7ed9\u51c6\u5907\u5165\u573a\u7684\u67b6\u6784\u5b66\u4e60\u8005\u4e00\u53e5\u5b9e\u8bdd：DSH \u7684\u5b66\u4e60\u66f2\u7ebf\u524d\u9661\u540e\u5e73\u3002\u4e94\u4e2a\u6838\u5fc3\u6982\u5ff5 + \u4e94\u79cd\u5206\u53d1\u6a21\u5f0f\u770b\u8d77\u6765\u964c\u751f，\u4f46\u5b83\u4eec\u5c31\u662f\u5168\u90e8\u2014\u2014\u5b66\u5b8c\u8fd9\u4e00\u7bc7\u7684\u5730\u57fa，\u540e\u9762 13 \u7bc7\u7684\u6bcf\u4e2a\u4e3b\u9898（\u751f\u547d\u5468\u671f\u3001\u4f9d\u8d56\u6ce8\u5165\u3001\u4e8b\u4ef6\u7cfb\u7edf\u3001\u5de5\u5177\u5f00\u53d1\u3001\u53d1\u5e03\u94fe\u8def）\u90fd\u53ea\u662f\u8fd9\u4e9b\u6982\u5ff5\u5728\u5177\u4f53\u573a\u666f\u91cc\u7684\u5c55\u5f00\u3002\u5730\u57fa\u4e00\u6b21\u6253\u7262，\u540e\u9762\u7684\u8def\u4f1a\u8d8a\u8d70\u8d8a\u5feb\u3002<\/p>\n

                \u9644\u4e0a\u672c\u4e13\u680f 14 \u7bc7\u7684\u5b8c\u6574\u5730\u56fe，\u65b9\u4fbf\u4f60\u89c4\u5212\u5b66\u4e60\u8def\u5f84：\u539f\u7406\u7bc7（02 \u63d2\u4ef6\u751f\u547d\u5468\u671f\u4e0e ctx.effect \u6e05\u7406 \/ 03 \u4f9d\u8d56\u6ce8\u5165\u4e0e\u670d\u52a1\u53d1\u73b0 \/ 04 \u4e8b\u4ef6\u603b\u7ebf\u4e0e\u6269\u5c55\u70b9 \/ 05 bundle \u4e0e patch \u5e95\u5c42\u5b9e\u73b0）；\u5b66\u4e60\u7bc7（06 \u5b66\u4e60\u8def\u7ebf\u56fe\u4e0e\u6982\u5ff5\u767e\u79d1）；\u5f00\u53d1\u7bc7（07 \u63d2\u4ef6\u5de5\u7a0b\u9aa8\u67b6 \/ 08 \u5de5\u5177\u63d2\u4ef6 defineTool \u5951\u7ea6 \/ 09 \u5ba2\u6237\u7aef\u63d2\u4ef6\u4e0e\u8c03\u8bd5）；\u5b9e\u6218\u7bc7（10 \u5b98\u65b9\u63d2\u4ef6\u89e3\u5256 \/ 11 \u6539\u9020\u5b98\u65b9\u63d2\u4ef6）；\u8fc1\u79fb\u53d1\u5e03\u7bc7（12 \u4ece LangChain \u8fc1\u79fb \/ 13 \u53d1\u5e03\u5168\u94fe\u8def npm \u4e0e\u5e02\u573a PR）；\u5ef6\u4f38\u7bc7（14 \u63d2\u4ef6\u5316\u662f\u4e0d\u662f Agent \u5e94\u7528\u5c42\u7684\u672a\u6765）\u3002\u6bcf\u7bc7\u72ec\u7acb\u6210\u6587\u3001\u987a\u5e8f\u63a8\u8fdb\u3001\u6587\u672b\u4e92\u76f8\u9884\u544a，\u5173\u6ce8 CSDN \u4e3b\u9875 \u4e00\u6b21\u6536\u9f50\u3002<\/p>\n

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