{"id":90239,"date":"2026-08-04T22:00:36","date_gmt":"2026-08-04T14:00:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/90239.html"},"modified":"2026-08-04T22:00:36","modified_gmt":"2026-08-04T14:00:36","slug":"%e9%9d%a2%e8%af%95%e8%af%9d%e6%9c%af%e4%b8%8e%e7%ae%80%e5%8e%86%ef%bc%9a%e6%8a%8a%e6%88%91%e5%81%9a%e4%ba%86%e4%b8%aa-agent%e8%ae%b2%e6%88%90%e6%88%91%e8%83%bd%e8%ae%be","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/90239.html","title":{"rendered":"\u9762\u8bd5\u8bdd\u672f\u4e0e\u7b80\u5386\uff1a\u628a\u201c\u6211\u505a\u4e86\u4e2a Agent\u201d\u8bb2\u6210\u201c\u6211\u80fd\u8bbe\u8ba1\u53ef\u9760\u7684 Agent \u7cfb\u7edf\u201d"},"content":{"rendered":"

\u9762\u8bd5\u8bdd\u672f\u4e0e\u7b80\u5386：\u628a\u201c\u6211\u505a\u4e86\u4e2a Agent\u201d\u8bb2\u6210\u201c\u6211\u80fd\u8bbe\u8ba1\u53ef\u9760\u7684 Agent \u7cfb\u7edf\u201d<\/h2>\n

\u914d\u5957\u8bfe\u7a0b\u52a0\u9910（\u7b80\u5386\u7bc7 + \u9762\u8bd5\u9898\u7bc7）+ \u5f00\u7bc7\u8bcd\u3002\u8fd9\u4e00\u7bc7\u662f\u524d\u9762\u4e94\u7bc7\u7684\u6536\u53e3\u3002<\/p>\n

1. \u5148\u6cbb\u7b80\u5386\u7684\u75c5<\/h3>\n

\u8bfe\u7a0b\u52a0\u9910-\u7b80\u5386\u7bc7\u7b2c\u4e00\u53e5\u8bdd\u5c31\u624e\u5fc3：\u5f88\u591a\u4eba\u7b80\u5386\u5199\u201c\u7528\u4e86 RAG \u548c\u5927\u6a21\u578b\u201d\u3002\u8fd9\u516d\u4e2a\u5b57，\u9762\u8bd5\u5b98\u4e00\u5929\u770b 20 \u4efd\u3002<\/p>\n

\u6b63\u786e\u5199\u6cd5：\u5199\u6e05\u4f60\u89e3\u51b3\u4e86\u4ec0\u4e48\u5de5\u7a0b\u95ee\u9898\u3002\u5bf9\u7167\u672c\u7cfb\u7edf\u7684\u7b80\u5386\u7d20\u6750：<\/p>\n\n\u274c \u53cd\u9762（\u516b\u80a1）\u2705 \u6b63\u9762（\u5de5\u7a0b + \u6307\u6807）<\/tr>\n\n\n\n\n\n
\u4f7f\u7528 RAG \u5b9e\u73b0\u77e5\u8bc6\u95ee\u7b54<\/td>\n\u5b9e\u73b0\u96f6\u4f9d\u8d56 TF-IDF \u68c0\u7d22，\u6309 chunk \u7c92\u5ea6\u6743\u8861\u53ec\u56de\/\u7cbe\u5ea6，\u68c0\u7d22\u76f8\u5173\u6027\u6307\u6807 1.0<\/td>\n<\/tr>\n
\u4f7f\u7528\u5927\u6a21\u578b\u505a\u610f\u56fe\u8bc6\u522b<\/td>\n\u8bbe\u8ba1\u4e09\u5c42\u610f\u56fe\u673a\u5236（\u5f52\u4e00\/\u5206\u7c7b\/\u6f84\u6e05），\u201c\u90a3\u4e2a\u6700\u5212\u7b97\u7684\u5e2e\u6211\u8ba2\u4e86\u201d\u7ecf\u6307\u4ee3\u6d88\u89e3\u8bc6\u522b\u4e3a book，\u7f6e\u4fe1\u5ea6 0.92<\/td>\n<\/tr>\n
Agent \u81ea\u52a8\u89c4\u5212\u4efb\u52a1<\/td>\nG4C \u7ed3\u6784\u5316\u8ba1\u5212，\u5931\u8d25\u7ecf\u6839\u56e0\u56de\u6eaf\u81ea\u6108，Replan \u6b21\u6570 1\u3001\u81ea\u6108\u6210\u529f\u7387 1.0<\/td>\n<\/tr>\n
\u7ba1\u7406\u5bf9\u8bdd\u4e0a\u4e0b\u6587<\/td>\nf(Context) \u9884\u7b97\u538b\u7f29 + \u7ec6\u8282\u627e\u56de + \u76f8\u5173\u5ea6\u8fc7\u6ee4，\u4e0a\u4e0b\u6587\u6548\u7387\u53ef\u91cf\u5316<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u7b80\u5386\u4e0d\u662f\u529f\u80fd\u6e05\u5355，\u662f\u201c\u95ee\u9898 \u2192 \u673a\u5236 \u2192 \u6307\u6807\u201d\u7684\u4e09\u6bb5\u5f0f\u3002<\/p>\n

2. \u4e00\u5f20\u56fe\u8bb0\u7262\u4e94\u5927\u4e3b\u7ebf（\u9762\u8bd5\u9898\u7bc7）<\/h3>\n

\u8bfe\u7a0b\u7684\u201c\u4e00\u5f20\u56fe\u603b\u7ed3\u201d\u53ef\u4ee5\u538b\u7f29\u6210\u4e00\u5f20\u8868，\u9762\u8bd5\u524d 5 \u5206\u949f\u8fc7\u4e00\u904d：<\/p>\n\n\u4e3b\u7ebf\u9762\u8bd5\u5b98\u60f3\u542c\u4f60\u8be5\u8bb2<\/tr>\n\n\n\n\n\n\n
\u610f\u56fe\u8bc6\u522b<\/td>\n\u6a21\u7cca\u8f93\u5165\u600e\u4e48\u61c2<\/td>\n\u4e09\u5c42\u673a\u5236：L1 \u5f52\u4e00（\u6307\u4ee3\u6d88\u89e3）\/ L2 \u5206\u7c7b（\u6253\u5206+\u7f6e\u4fe1）\/ L3 \u6f84\u6e05<\/td>\n<\/tr>\n
\u89c4\u5212\u6267\u884c<\/td>\n\u590d\u6742\u4efb\u52a1\u600e\u4e48\u62c6\u3001\u5931\u8d25\u600e\u4e48\u529e<\/td>\nG4C \u8ba1\u5212 + \u5931\u8d25\u70b9\u2260\u6839\u56e0\u70b9 + Replan \u6839\u56e0\u56de\u6eaf<\/td>\n<\/tr>\n
\u4e0a\u4e0b\u6587\u7ba1\u7406<\/td>\n\u4e0a\u4e0b\u6587\u7206\u70b8\u600e\u4e48\u529e<\/td>\nf(Context)：\u9884\u7b97\u538b\u7f29\u3001\u7ec6\u8282\u627e\u56de\u3001\u76f8\u5173\u5ea6\u8fc7\u6ee4<\/td>\n<\/tr>\n
\u667a\u80fd\u68c0\u7d22<\/td>\n\u53ea\u8bf4 RAG \u4e0d\u591f<\/td>\n\u8be5\u67e5\u4ec0\u4e48\/\u53bb\u54ea\u67e5\u3001chunk \u7c92\u5ea6\u3001\u67e5\u8be2\u6539\u5199\u4e0e\u91cd\u6392<\/td>\n<\/tr>\n
\u8bc4\u4f30\u53cd\u9988<\/td>\n\u600e\u4e48\u77e5\u9053\u597d\u4e0d\u597d<\/td>\n\u516d\u7ef4\u6307\u6807 + \u5931\u8d25\u6c89\u6dc0\u6210\u53cd\u9988\u95ed\u73af<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

3. \u4e3b\u7ebf\u5267\u60c5\u6cd5（\u5f00\u573a\u5c31\u8d62）<\/h3>\n

\u9762\u8bd5\u5b98\u4e00\u4e0a\u6765\u5927\u6982\u7387\u95ee：\u201c\u8bbe\u8ba1\u4e00\u4e2a\u53ef\u9760\u7684 AI Agent \u7cfb\u7edf，\u4f60\u600e\u4e48\u641e？\u201d<\/p>\n

\u522b\u5217\u540d\u8bcd\u3002\u7528\u672c\u8bfe\u7a0b\u9879\u76ee\u5f53\u4e3b\u7ebf\u5267\u60c5，\u4e00\u955c\u5230\u5e95：<\/p>\n

\u201c\u6211\u4f1a\u6309\u4e94\u6761\u4e3b\u7ebf\u8bbe\u8ba1\u3002\u5148\u7528\u610f\u56fe\u8bc6\u522b\u628a\u7528\u6237\u6a21\u7cca\u8f93\u5165\u7406\u6e05\u2014\u2014\u6bd4\u5982\u2018\u90a3\u4e2a\u6700\u5212\u7b97\u7684\u5e2e\u6211\u8ba2\u4e86\u2019，\u6211\u5148\u5f52\u4e00\u5316\u505a\u6307\u4ee3\u6d88\u89e3，\u628a\u2018\u90a3\u4e2a\u2019\u66ff\u6362\u6210\u4e0a\u4e0b\u6587\u91cc\u6700\u8fd1\u7684\u5b9e\u4f53，\u518d\u7528\u6253\u5206\u5206\u7c7b\u786e\u8ba4\u662f book \u610f\u56fe；\u7136\u540e\u89c4\u5212\u7528 G4C \u51fa\u7ed3\u6784\u5316\u8ba1\u5212；\u6267\u884c\u5c42\u7528 TAO \u505a\u53ef\u89e3\u91ca\u7684\u5de5\u5177\u9009\u62e9；\u8fc7\u7a0b\u4e2d\u4e0a\u4e0b\u6587\u6309 f(Context) \u7ba1\u7406，\u77e5\u8bc6\u7528\u68c0\u7d22\u8865\u9f50；\u5982\u679c\u6267\u884c\u5931\u8d25，\u6bd4\u5982\u4e0b\u5355\u7f3a\u76ee\u7684\u5730，\u6211\u4f1a\u56de\u6eaf\u6839\u56e0\u5230\u8f93\u5165\u5c42\u3001\u8865\u53c2\u6570\u3001\u53ea\u91cd\u8dd1\u5931\u8d25\u6b65\u5b9e\u73b0\u81ea\u6108；\u6700\u540e\u7528\u8bc4\u4f30\u53cd\u9988\u628a\u8fd9\u6b21\u8fd0\u884c\u91cf\u5316\u6210\u6307\u6807\u5e76\u6c89\u6dc0\u5931\u8d25\u7ecf\u9a8c\u3002\u6211\u8fd9\u4e2a\u7cfb\u7edf\u5b9e\u6d4b\u603b\u5206 0.945\u3001\u81ea\u6108\u6210\u529f\u7387 1.0\u3002\u201d<\/p>\n

\u8fd9\u4e00\u901a\u4e0b\u6765，\u4f60\u4e0d\u662f\u5728\u201c\u56de\u7b54\u540d\u8bcd\u201d，\u662f\u5728\u4ece\u95ee\u9898\u51fa\u53d1\u4e3b\u52a8\u642d\u89e3\u6cd5\u2014\u2014\u6b63\u662f\u8bfe\u7a0b\u76ee\u6807\u3002<\/p>\n

4. \u9ad8\u9891\u8ffd\u95ee\u7684\u5e94\u7b54\u9aa8\u67b6<\/h3>\n

Q：\u4e3a\u4ec0\u4e48\u4e0d\u7528\u7eaf LLM \u505a\u610f\u56fe\u5206\u7c7b？ A：\u9ed1\u76d2\u3001\u4e0d\u53ef\u89e3\u91ca\u3001\u4e0d\u53ef\u56de\u5f52\u3002\u6211\u7528\u89c4\u5219+\u6253\u5206\u8f93\u51fa\u5206\u5e03\u548c\u7f6e\u4fe1\u5ea6，\u4f4e\u7f6e\u4fe1\u624d\u6f84\u6e05；LLM \u53ea\u7528\u4e8e\u751f\u6210\u6f84\u6e05\u8bdd\u672f\u8fd9\u79cd\u975e\u5173\u952e\u8def\u5f84\u3002<\/p>\n

Q：Plan \u4e3a\u4ec0\u4e48\u7ed3\u6784\u5316\u800c\u4e0d\u662f\u8ba9 LLM \u5199 steps？ A：\u7ed3\u6784\u5316\u624d\u80fd\u6821\u9a8c（G4C）\u3001\u624d\u80fd\u505a\u4f9d\u8d56\u56fe\u548c\u56de\u9000\u3001\u5931\u8d25\u624d\u80fd\u7cbe\u51c6\u91cd\u8dd1\u67d0\u6b65\u800c\u4e0d\u662f\u5168\u91cd\u6765\u3002<\/p>\n

Q：\u4e0a\u4e0b\u6587\u585e\u6ee1\u4e0d\u884c\u5417？ A：\u566a\u58f0\u6df9\u6ca1\u5173\u952e\u4fe1\u53f7\u3001token \u6210\u672c\u7206\u70b8\u3002\u6211\u7528\u9884\u7b97\u538b\u7f29+\u7ec6\u8282\u627e\u56de+\u76f8\u5173\u5ea6\u8fc7\u6ee4，\u4e0a\u4e0b\u6587\u662f\u201c\u5f53\u524d\u4efb\u52a1\u201d\u7684\u51fd\u6570\u3002<\/p>\n

Q：\u68c0\u7d22\u4e3a\u4ec0\u4e48\u4e0d\u7528\u73b0\u6210\u5411\u91cf\u5e93？ A：\u4e3a\u4e86\u8bb2\u6e05\u539f\u7406\u2014\u2014chunk \u7c92\u5ea6\u3001\u67e5\u8be2\u6539\u5199\u3001\u91cd\u6392\u5bf9\u53ec\u56de\/\u7cbe\u5ea6\u7684\u5f71\u54cd\u3002\u751f\u4ea7\u91cc\u53ef\u76f4\u63a5\u6362\u5411\u91cf\u5e93，\u63a5\u53e3\u4e0d\u53d8\u3002<\/p>\n

Q：\u600e\u4e48\u77e5\u9053 Agent \u9519\u4e86？ A：\u6bcf\u6b21\u8fd0\u884c\u91cf\u5316\u6210\u516d\u7ef4\u6307\u6807；\u5931\u8d25\u6309\u7c7b\u578b+\u6839\u56e0+\u4fee\u590d\u6c89\u6dc0，\u5f62\u6210\u53cd\u9988\u95ed\u73af，\u9010\u6b65\u964d\u4f4e\u540c\u7c7b\u5931\u8d25\u3002<\/p>\n

5. \u4ece\u201c\u4f1a\u8c03\u7528\u5927\u6a21\u578b\u201d\u5230\u201c\u4f1a\u8bbe\u8ba1 Agent \u7cfb\u7edf\u201d<\/h3>\n

\u8bfe\u7a0b\u7684\u5b9a\u4f4d\u5f88\u51c6：\u6709\u8bf4\u670d\u529b\u65b9\u6848\u4e0d\u9760\u5806\u6280\u672f\u540d\u8bcd，\u9760\u6e05\u6670\u7684\u95ee\u9898\u62c6\u89e3\u548c\u5de5\u7a0b\u5224\u65ad\u3002\u672c\u7cfb\u5217\u7528\u4e00\u5957\u771f\u80fd\u8dd1\u3001\u8de8 4 \u53f0\u673a\u5668\u5206\u5e03\u534f\u4f5c\u7684\u7cfb\u7edf，\u628a\u4e94\u5927\u4e3b\u7ebf\u843d\u6210\u4ee3\u7801\u548c\u6307\u6807\u2014\u2014\u4f60\u7167\u7740\u5b83\u8bb2，\u5c31\u662f\u4ece\u201c\u6211\u505a\u8fc7 Agent \u9879\u76ee\u201d\u5347\u7ea7\u5230\u201c\u6211\u80fd\u8bbe\u8ba1\u4e00\u4e2a\u53ef\u9760\u7684 Agent \u7cfb\u7edf\u201d\u3002<\/p>\n

6. \u9644：\u672c\u9879\u76ee\u7684\u53ef\u8fc1\u79fb\u6846\u67b6<\/h3>\n

\u65e0\u8bba\u4f60\u505a\u7684\u662f\u5ba2\u670d Agent\u3001\u7814\u62a5 Agent \u8fd8\u662f\u8fd0\u7ef4 Agent，\u90fd\u53ef\u4ee5\u5957\u8fd9\u4e2a\u9aa8\u67b6：<\/p>\n

  • \u7f51\u5173\u7f16\u6392：\u628a\u5206\u6563\u7684 Agent \u4e32\u6210\u94fe\u8def，\u8d1f\u8d23\u5931\u8d25\u91cd\u8bd5\u4e0e\u6839\u56e0\u8c03\u5ea6\u3002<\/li>\n
  • \u610f\u56fe\u5c42：\u4e09\u5c42\u673a\u5236，\u6c38\u8fdc\u53ef\u89e3\u91ca\u3002<\/li>\n
  • \u89c4\u5212\u5c42：G4C + Replan，\u5931\u8d25\u56de\u6eaf\u6839\u56e0\u3002<\/li>\n
  • \u6267\u884c\u5c42：TAO \u5de5\u5177\u9009\u62e9，\u7ed3\u6784\u5316\u6210\u529f\/\u5931\u8d25\u3002<\/li>\n
  • \u8bb0\u5fc6\u5c42：f(Context) + \u68c0\u7d22\u3002<\/li>\n
  • \u8bc4\u4f30\u5c42：\u6307\u6807 + \u53cd\u9988\u95ed\u73af + \u770b\u677f\u3002<\/li>\n

    \u628a\u8fd9\u516d\u5c42\u8bb2\u6e05\u695a，\u4f60\u7684 Agent \u9762\u8bd5\u4f5c\u6218\u5730\u56fe\u5c31\u9f50\u4e86\u3002<\/p>\n

    \n

    \u7cfb\u5217\u5b8c\u3002 \u4ee3\u7801\u4e0e\u5b8c\u6574 Demo \u94fe\u8def\u89c1\u4ed3\u5e93 agentkit\/\u3001demo_output.json，\u4ee5\u53ca\u524d 5 \u7bc7： \u603b\u89c8 \u00b7 \u610f\u56fe\u8bc6\u522b \u00b7 \u89c4\u5212\u6267\u884c \u00b7 \u4e0a\u4e0b\u6587\u4e0e\u68c0\u7d22 \u00b7 \u6267\u884c\u4e0e\u8bc4\u4f30<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u9762\u8bd5\u8bdd\u672f\u4e0e\u7b80\u5386：\u628a\u201c\u6211\u505a\u4e86\u4e2a Agent\u201d\u8bb2\u6210\u201c\u6211\u80fd\u8bbe\u8ba1\u53ef\u9760\u7684 Agent \u7cfb\u7edf\u201d \u914d\u5957\u8bfe\u7a0b\u52a0\u9910（\u7b80\u5386\u7bc7 \u9762\u8bd5\u9898\u7bc7） \u5f00\u7bc7\u8bcd\u3002\u8fd9\u4e00\u7bc7\u662f\u524d\u9762\u4e94\u7bc7\u7684\u6536\u53e3\u3002 1. \u5148\u6cbb\u7b80\u5386\u7684\u75c5
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