{"id":96643,"date":"2026-08-28T06:16:40","date_gmt":"2026-08-27T22:16:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/96643.html"},"modified":"2026-08-28T06:16:40","modified_gmt":"2026-08-27T22:16:40","slug":"%e4%bb%8e%e5%8e%9f%e8%af%ad%e5%88%b0%e7%94%9f%e4%ba%a7%ef%bc%9a-anthropic%e7%9a%84agent-%e5%b7%a5%e7%a8%8b%e5%8c%96%e8%90%bd%e5%9c%b0%e6%a0%b8%e5%bf%83%e7%bb%84%e4%bb%b6%e4%b8%8e%e8%ae%be%e8%ae%a1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/96643.html","title":{"rendered":"\u4ece\u539f\u8bed\u5230\u751f\u4ea7\uff1a Anthropic\u7684Agent \u5de5\u7a0b\u5316\u843d\u5730\u6838\u5fc3\u7ec4\u4ef6\u4e0e\u8bbe\u8ba1\u539f\u5219"},"content":{"rendered":"

\u4ece\u539f\u8bed\u5230\u751f\u4ea7：Agent \u5de5\u7a0b\u5316\u843d\u5730\u7684\u6838\u5fc3\u7ec4\u4ef6\u4e0e\u8bbe\u8ba1\u539f\u5219<\/h2>\n

\u6458\u8981：\u672c\u6587\u57fa\u4e8e Anthropic \u5de5\u7a0b\u5e08\u5728 Databricks Events \u4e0a\u7684\u5206\u4eab，\u7cfb\u7edf\u68b3\u7406 Agent \u7684\u5de5\u7a0b\u5316\u6784\u5efa\u601d\u8def，\u5e76\u7ed3\u5408\u4e1a\u754c\u4e3b\u6d41\u5b9e\u8df5\u8fdb\u884c\u6269\u5c55\u5bf9\u6bd4\u3002\u6838\u5fc3\u89c2\u70b9\u662f：Agent \u4e0d\u53ea\u662f"\u66f4\u806a\u660e\u7684\u6a21\u578b\u8c03\u7528"，\u800c\u662f\u4ee5 LLM \u4e3a\u51b3\u7b56\u6838\u5fc3，\u56f4\u7ed5\u6838\u5fc3\u539f\u8bed\u3001Skills\u3001MCP\u3001Sub-Agents\u3001Hooks\/\u6c99\u7bb1\u3001Evals\u3001\u6258\u7ba1\u90e8\u7f72\u8fd9\u5957\u53ef\u7ec4\u5408\u7684\u5de5\u7a0b\u9aa8\u67b6，\u5f62\u6210\u53ef\u6269\u5c55\u3001\u53ef\u5ea6\u91cf\u3001\u53ef\u63a7\u5236\u7684\u7cfb\u7edf\u3002<\/p>\n

\n

\u4e00\u3001\u91cd\u65b0\u7406\u89e3 Agent：\u4ece\u5de5\u4f5c\u6d41\u5230\u81ea\u4e3b\u5faa\u73af<\/h3>\n

1.1 LLM \u5e94\u7528\u7684\u4e09\u4e2a\u6f14\u8fdb\u9636\u6bb5<\/h4>\n

LLM \u5e94\u7528\u67b6\u6784\u7684\u6f14\u8fdb，\u672c\u8d28\u4e0a\u662f\u5bf9"\u51b3\u7b56\u6743\u5f52\u5c5e"\u7684\u91cd\u65b0\u5206\u914d：<\/p>\n\n\u9636\u6bb5\u51b3\u7b56\u65b9\u5f0f\u7279\u5f81\u5c40\u9650\u6027<\/tr>\n\n\n\n\n
\u5355\u70b9\u8c03\u7528<\/td>\n\u65e0（\u8f93\u5165\u8f93\u51fa\u6620\u5c04）<\/td>\n\u8f93\u5165 token \u2192 \u8f93\u51fa token<\/td>\n\u65e0\u6cd5\u5904\u7406\u590d\u6742\u4efb\u52a1<\/td>\n<\/tr>\n
\u5de5\u4f5c\u6d41\u7f16\u6392<\/td>\n\u4ee3\u7801\/\u4eba\u5de5\u9884\u8bbe<\/td>\n\u591a\u6a21\u578b\u4e32\u8054\u3001\u786e\u5b9a\u6027\u903b\u8f91\u63a7\u5236<\/td>\n\u50f5\u5316，\u96be\u4ee5\u8986\u76d6\u957f\u5c3e\u573a\u666f<\/td>\n<\/tr>\n
Agent \u81ea\u4e3b\u5faa\u73af<\/td>\n\u6a21\u578b\u52a8\u6001\u51b3\u7b56<\/td>\n\u89c2\u5bdf\u73af\u5883 \u2192 \u9009\u62e9\u5de5\u5177 \u2192 \u6267\u884c \u2192 \u53cd\u9988<\/td>\n\u53ef\u63a7\u6027\u3001\u5b89\u5168\u6027\u6311\u6218<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u65e9\u671f LLM \u5e94\u7528\u662f"\u5355\u70b9\u8c03\u7528"\u2014\u2014\u7ed9\u5b9a\u8f93\u5165\u76f4\u63a5\u4ea7\u51fa\u8f93\u51fa\u3002\u968f\u540e\u8fdb\u5165"\u5de5\u4f5c\u6d41\u7f16\u6392"\u9636\u6bb5，\u5f00\u53d1\u8005\u7528\u4ee3\u7801\u5c06\u591a\u4e2a\u6a21\u578b\u8c03\u7528\u4e32\u8054\u8d77\u6765（\u5982\u5148\u5206\u7c7b\u3001\u518d\u62bd\u53d6\u3001\u6700\u540e\u751f\u6210），\u6d41\u7a0b\u53ef\u63a7\u4f46\u9ad8\u5ea6\u50f5\u5316\u3002<\/p>\n

Agent \u7684\u672c\u8d28\u5219\u662f\u628a\u51b3\u7b56\u6743\u4ea4\u7ed9\u6a21\u578b：\u7ed9\u5b83\u4e00\u4e2a\u660e\u786e\u76ee\u6807\u3001\u4e00\u7ec4\u5de5\u5177\u548c\u4e00\u6bb5\u4e0a\u4e0b\u6587，\u8ba9\u5b83\u5728\u5faa\u73af\u4e2d\u81ea\u884c\u51b3\u5b9a\u884c\u52a8\u8f68\u8ff9\u3002\u6b63\u5982 Anthropic \u7684\u7b80\u6d01\u5b9a\u4e49：<\/p>\n

Agent = LLM + Loop + Tools + Goal<\/p>\n

1.2 \u4e3a\u4ec0\u4e48"\u901a\u7528 Agent + \u9886\u57df\u5b9a\u5236"\u4f18\u4e8e"\u5782\u76f4\u4e13\u7528 Agent"<\/h4>\n

\u8fc7\u53bb\u4e1a\u754c\u503e\u5411\u4e8e\u6309\u9886\u57df\u5212\u5206\u4e13\u7528 Agent（\u7f16\u7801 Agent\u3001\u5ba2\u670d Agent\u3001SRE Agent \u5404\u4e00\u5957\u6846\u67b6）\u3002\u4f46\u968f\u7740\u6a21\u578b\u80fd\u529b\u5feb\u901f\u8fed\u4ee3，\u6bcf\u53d1\u5e03\u4e00\u4e2a\u65b0\u6a21\u578b\u5c31\u76f8\u5f53\u4e8e\u89e3\u9501\u4e00\u6574\u5957\u65b0\u80fd\u529b\u2014\u2014\u5782\u76f4\u6846\u67b6\u7684\u7ef4\u62a4\u6210\u672c\u53d8\u5f97\u96be\u4ee5\u627f\u53d7\u3002<\/p>\n

\u66f4\u5408\u7406\u7684\u67b6\u6784\u662f：<\/p>\n

\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n\u2502 \u901a\u7528 Agent \u6838\u5fc3 \u2502
\n\u2502 (LLM + Loop + \u6838\u5fc3\u539f\u8bed) \u2502
\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524
\n\u2502 \u9886\u57df\u5b9a\u5236\u5c42 \u2502
\n\u2502 (Skills + \u7cfb\u7edf\u63d0\u793a\u8bcd + \u5de5\u5177 + \u62a4\u680f) \u2502
\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n

\u5e95\u5c42\u80fd\u529b（\u4ee3\u7801\u6267\u884c\u3001\u6587\u4ef6\u7cfb\u7edf\u8bbf\u95ee\u3001\u7f51\u7edc\u641c\u7d22\u3001\u5f85\u529e\u7ba1\u7406）\u662f\u901a\u7528\u7684，\u5dee\u5f02\u6765\u81ea\u9886\u57df\u77e5\u8bc6\u3001\u5de5\u5177\u63cf\u8ff0\u548c\u5b89\u5168\u7b56\u7565\u7684\u6ce8\u5165\u3002\u8fd9\u4e5f\u662f Claude Code \u80fd\u4ece\u4e00\u4e2a\u7f16\u7801\u5de5\u5177\u6cdb\u5316\u4e3a\u901a\u7528 Agent \u57fa\u5ea7\u7684\u539f\u56e0\u3002<\/p>\n

\n

\u4e8c\u3001\u6838\u5fc3\u539f\u8bed（Primitives）：Agent \u7684\u80fd\u529b\u57fa\u77f3<\/h3>\n

2.1 \u4ec0\u4e48\u662f\u6838\u5fc3\u539f\u8bed<\/h4>\n

\u6838\u5fc3\u539f\u8bed\u662f Agent \u5728\u5faa\u73af\u4e2d\u53ef\u8c03\u7528\u7684\u57fa\u7840\u80fd\u529b\u5355\u5143\u3002Claude Code \u63d0\u4f9b\u4e86\u7ea6 14-15 \u4e2a\u5de5\u5177\u6743\u9650，\u5178\u578b\u5982：<\/p>\n\n\u539f\u8bed\u4f5c\u7528\u7c7b\u6bd4<\/tr>\n\n\n\n\n\n\n\n
Bash<\/td>\n\u6267\u884c\u547d\u4ee4<\/td>\n\u7ec8\u7aef<\/td>\n<\/tr>\n
Edit<\/td>\n\u6587\u4ef6\u7f16\u8f91<\/td>\n\u7f16\u8f91\u5668<\/td>\n<\/tr>\n
Grep<\/td>\n\u5185\u5bb9\u641c\u7d22<\/td>\ngrep\/ripgrep<\/td>\n<\/tr>\n
Glob<\/td>\n\u6587\u4ef6\u5339\u914d<\/td>\nfind<\/td>\n<\/tr>\n
WebFetch<\/td>\n\u7f51\u9875\u83b7\u53d6<\/td>\n\u6d4f\u89c8\u5668<\/td>\n<\/tr>\n
TodoWrite<\/td>\n\u4efb\u52a1\u5217\u8868<\/td>\n\u5f85\u529e\u6e05\u5355<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

2.2 \u8bbe\u8ba1\u539f\u5219：\u7ed9\u6a21\u578b"\u5b8c\u6574\u7684\u5de5\u5177\u7bb1"<\/h4>\n

\u5173\u952e\u8bbe\u8ba1\u54f2\u5b66\u662f：\u4e0d\u8981\u9650\u5236\u6a21\u578b\u53ef\u7528\u7684\u5de5\u5177\u8303\u56f4\u3002Claude Code \u4f7f\u7528\u5f00\u53d1\u8005\u719f\u6089\u7684\u901a\u7528\u5de5\u5177（\u800c\u975e\u9488\u5bf9\u7279\u5b9a\u6587\u4ef6\u7684\u8bed\u4e49\u641c\u7d22），\u56e0\u6b64\u53ef\u4ee5\u5728\u6570\u767e\u4e07\u751a\u81f3\u4e0a\u4ebf\u884c\u4ee3\u7801\u7684\u4ee3\u7801\u5e93\u4e2d\u81ea\u4e3b\u5bfc\u822a\u3002<\/p>\n

\u5982\u679c\u628a Agent \u770b\u4f5c"\u4ee3\u8868\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u7684\u667a\u80fd\u4f53"，\u90a3\u4e48\u4f60\u4e0d\u4f1a\u5e0c\u671b\u5b83\u53ea\u80fd\u505a\u975e\u5e38\u6709\u9650\u7684\u4e8b\u60c5\u3002\u2014\u2014 Anthropic \u5de5\u7a0b\u89c2<\/p>\n

\u8fd9\u5f15\u51fa\u4e00\u4e2a\u91cd\u8981\u5224\u65ad：\u597d\u7684 Agent \u6846\u67b6\u5e94\u5145\u5206\u53d1\u6325\u6a21\u578b\u667a\u80fd，\u540c\u65f6\u63d0\u4f9b\u5b8c\u6210\u4efb\u52a1\u6240\u9700\u7684\u5168\u90e8\u5de5\u5177\u3002\u8fc7\u5ea6\u7ea6\u675f\u5de5\u5177\u6743\u9650\u4f1a\u5bfc\u81f4 Agent \u65e0\u6cd5\u89e3\u51b3\u590d\u6742\u95ee\u9898，\u5982\u540c\u628a\u5f00\u53d1\u8005\u7684\u7ec8\u7aef\u547d\u4ee4\u5168\u90e8\u7981\u7528\u540e\u8981\u6c42\u5176\u5b8c\u6210\u5f00\u53d1\u4efb\u52a1\u3002<\/p>\n

\n

\u4e09\u3001Agent Skills：\u6e10\u8fdb\u5f0f\u77e5\u8bc6\u52a0\u8f7d\u673a\u5236<\/h3>\n

3.1 \u4e3a\u4ec0\u4e48\u9700\u8981 Skills<\/h4>\n

\u5c06\u5168\u90e8\u9886\u57df\u77e5\u8bc6\u585e\u5165\u7cfb\u7edf\u63d0\u793a\u8bcd（System Prompt）\u4f1a\u5bfc\u81f4\u4e24\u4e2a\u95ee\u9898：<\/p>\n

  • \u4e0a\u4e0b\u6587\u6c61\u67d3：\u65e0\u5173\u6307\u4ee4\u5360\u7528 token，\u7a00\u91ca\u6ce8\u610f\u529b<\/li>\n
  • \u6210\u672c\u6d6a\u8d39：\u6bcf\u6b21\u6a21\u578b\u8c03\u7528\u90fd\u643a\u5e26\u5168\u91cf\u77e5\u8bc6<\/li>\n

    Skills \u7684\u89e3\u51b3\u65b9\u6848\u662f"\u6309\u9700\u52a0\u8f7d"（Progressive Disclosure）：\u53ea\u6709\u5f53\u4efb\u52a1\u4e0e Skill \u76f8\u5173\u65f6，\u624d\u5c06\u5176\u6ce8\u5165\u4e0a\u4e0b\u6587\u3002<\/p>\n

    3.2 Skill \u7684\u7ed3\u6784<\/h4>\n

    \u4e00\u4e2a\u5178\u578b\u7684 Skill \u53ef\u4ee5\u5305\u542b：<\/p>\n

    my-skill\/
    \n\u251c\u2500\u2500 SKILL.md # \u6307\u4ee4\u6587\u6863（\u4f55\u65f6\u89e6\u53d1\u3001\u5982\u4f55\u6267\u884c）
    \n\u251c\u2500\u2500 scripts\/ # \u53ef\u6267\u884c\u811a\u672c
    \n\u251c\u2500\u2500 templates\/ # \u6a21\u677f\u6587\u4ef6
    \n\u2514\u2500\u2500 assets\/ # \u5176\u4ed6\u8d44\u6e90<\/p>\n

    \u89e6\u53d1\u793a\u4f8b（\u5ba2\u670d Agent）：<\/p>\n

      \n
    • \u7cfb\u7edf\u63d0\u793a\u8bcd\u4ec5\u58f0\u660e：\u201c\u4f60\u8d1f\u8d23\u5904\u7406\u5ba2\u6237\u95ee\u9898\u201d<\/li>\n
    • \u5f53\u5ba2\u6237\u8bf4"\u6211\u60f3\u521b\u5efa\u5de5\u5355"\u65f6 \u2192 \u52a8\u6001\u52a0\u8f7d create-ticket Skill<\/li>\n
    • Skill \u4e2d\u5305\u542b\u5de5\u5355\u521b\u5efa\u7684\u5177\u4f53\u6b65\u9aa4\u3001\u5b57\u6bb5\u6821\u9a8c\u89c4\u5219\u3001API \u8c03\u7528\u811a\u672c<\/li>\n<\/ul>\n

      3.3 \u5b9e\u8df5\u6848\u4f8b：PowerPoint Skill<\/h4>\n

      Anthropic \u5f00\u6e90\u7684 PowerPoint Skill \u662f\u5178\u578b\u4f8b\u5b50\u2014\u2014\u5b83\u4e0d\u4ec5\u63d0\u4f9b"\u5982\u4f55\u521b\u5efa PPT"\u7684\u6587\u5b57\u6307\u4ee4，\u8fd8\u5305\u542b\u53ef\u76f4\u63a5\u7f16\u8f91 .pptx \u6587\u4ef6\u7684\u811a\u672c\u3002\u8fd9\u79cd"\u6307\u4ee4 + \u53ef\u6267\u884c\u4ee3\u7801"\u7684\u7ec4\u5408\u6a21\u5f0f，\u6bd4\u7eaf\u6587\u672c\u63d0\u793a\u8bcd\u66f4\u53ef\u9760\u3002<\/p>\n

      3.4 Skill vs. RAG：\u5982\u4f55\u9009\u62e9<\/h4>\n\n\u7ef4\u5ea6SkillsRAG<\/tr>\n\n\n\n\n\n
      \u77e5\u8bc6\u7c7b\u578b<\/td>\n\u7a0b\u5e8f\u6027\u77e5\u8bc6（\u201c\u600e\u4e48\u505a\u201d）<\/td>\n\u9648\u8ff0\u6027\u77e5\u8bc6（\u201c\u662f\u4ec0\u4e48\u201d）<\/td>\n<\/tr>\n
      \u52a0\u8f7d\u65f6\u673a<\/td>\n\u4efb\u52a1\u89e6\u53d1\u65f6<\/td>\n\u6bcf\u6b21\u8bf7\u6c42\u68c0\u7d22<\/td>\n<\/tr>\n
      \u590d\u7528\u6027<\/td>\n\u9ad8（\u53ef\u8de8\u9879\u76ee\u590d\u7528）<\/td>\n\u4e2d（\u4f9d\u8d56\u77e5\u8bc6\u5e93\u8d28\u91cf）<\/td>\n<\/tr>\n
      \u786e\u5b9a\u6027<\/td>\n\u9ad8（\u811a\u672c\u53ef\u786e\u5b9a\u6267\u884c）<\/td>\n\u4f4e（\u68c0\u7d22\u7ed3\u679c\u6709\u968f\u673a\u6027）<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u7ecf\u9a8c\u6cd5\u5219：\u6d41\u7a0b\u56fa\u5b9a\u3001\u53ef\u811a\u672c\u5316\u7684\u77e5\u8bc6\u7528 Skill；\u52a8\u6001\u53d8\u5316\u3001\u6d77\u91cf\u6587\u6863\u7c7b\u77e5\u8bc6\u7528 RAG\u3002<\/p>\n

      \n

      \u56db\u3001MCP：\u8fde\u63a5\u5916\u90e8\u7cfb\u7edf\u7684\u5f00\u653e\u6807\u51c6<\/h3>\n

      4.1 MCP \u7684\u5b9a\u4f4d<\/h4>\n

      Model Context Protocol (MCP) \u662f\u5bf9\u63a5\u5916\u90e8\u7cfb\u7edf\u7684\u6807\u51c6\u5316\u65b9\u5f0f\u3002\u5b83\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u662f：<\/p>\n

      \u5982\u4f55\u8ba9 Agent \u4ee5\u7edf\u4e00\u3001\u5b89\u5168\u7684\u65b9\u5f0f\u63a5\u5165\u7b2c\u4e09\u65b9\u7cfb\u7edf？<\/p>\n

      MCP \u63d0\u4f9b\u4e86\u4e00\u5957\u5f00\u653e\u534f\u8bae，\u4f7f Agent \u53ef\u4ee5\u901a\u8fc7"\u5df2\u6279\u51c6\u7684\u96c6\u6210"\u8fde\u63a5\u5916\u90e8\u7cfb\u7edf，\u5982：<\/p>\n

        \n
      • Google Drive：\u8bfb\u53d6\u6587\u6863<\/li>\n
      • Slack：\u53d1\u9001\u6d88\u606f<\/li>\n
      • Jira\/Confluence：\u521b\u5efa\u5de5\u5355\/\u6587\u6863<\/li>\n
      • Datadog\/Grafana：\u67e5\u8be2\u76d1\u63a7\u6570\u636e<\/li>\n<\/ul>\n

        4.2 MCP vs. Skills vs. Sub-Agents<\/h4>\n

        \u8fd9\u662f\u5f00\u53d1\u8005\u6700\u5e38\u56f0\u60d1\u7684\u9009\u62e9\u9898，\u53ef\u4ee5\u7528\u4e00\u5f20\u51b3\u7b56\u8868\u6765\u5398\u6e05：<\/p>\n\n\u573a\u666f\u63a8\u8350\u65b9\u6848\u7406\u7531<\/tr>\n\n\n\n\n
        \u4fdd\u5b58\u53ef\u957f\u671f\u590d\u7528\u7684\u7a0b\u5e8f\u6027\u77e5\u8bc6<\/td>\nSkill<\/td>\n\u6309\u9700\u52a0\u8f7d，\u907f\u514d\u4e0a\u4e0b\u6587\u81a8\u80c0<\/td>\n<\/tr>\n
        \u8fde\u63a5\u5916\u90e8\u7cfb\u7edf\u5e76\u6267\u884c\u64cd\u4f5c<\/td>\nMCP<\/td>\n\u5f00\u653e\u6807\u51c6，\u7edf\u4e00\u96c6\u6210\u63a5\u53e3<\/td>\n<\/tr>\n
        \u5e76\u884c\u63a2\u7d22 \/ \u9700\u8981\u72ec\u7acb\u4e0a\u4e0b\u6587\u7a97\u53e3<\/td>\nSub-Agent<\/td>\n\u9694\u79bb\u4e0a\u4e0b\u6587，\u652f\u6301\u5e76\u53d1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u7b80\u5355\u8bb0\u5fc6：Skill = \u77e5\u8bc6\u5305，MCP = \u63a5\u53e3\u534f\u8bae，Sub-Agent = \u72ec\u7acb\u5de5\u4f5c\u8005\u3002<\/p>\n

        \n

        \u4e94\u3001Sub-Agents：\u5e76\u884c\u5316\u4e0e\u4e0a\u4e0b\u6587\u9694\u79bb<\/h3>\n

        5.1 \u6838\u5fc3\u4f18\u52bf<\/h4>\n

        Sub-Agent \u6709\u4e24\u4e2a\u5173\u952e\u4ef7\u503c：<\/p>\n

      • \u5e76\u884c\u63a2\u7d22：\u540c\u65f6\u5904\u7406\u591a\u4e2a\u5b50\u4efb\u52a1<\/li>\n
      • \u4e0a\u4e0b\u6587\u9694\u79bb：\u6bcf\u4e2a Sub-Agent \u62e5\u6709\u72ec\u7acb\u4e0a\u4e0b\u6587\u7a97\u53e3<\/li>\n

        5.2 \u5178\u578b\u6a21\u5f0f<\/h4>\n

        \u6a21\u5f0f\u4e00：\u5206\u6cbb\u6458\u8981<\/p>\n

        \u4e3b Agent
        \n \u251c\u2500\u2500 Sub-Agent A \u2192 \u9605\u8bfb\u6587\u6863 Part 1 \u2192 \u6458\u8981
        \n \u251c\u2500\u2500 Sub-Agent B \u2192 \u9605\u8bfb\u6587\u6863 Part 2 \u2192 \u6458\u8981
        \n \u2514\u2500\u2500 Sub-Agent C \u2192 \u9605\u8bfb\u6587\u6863 Part 3 \u2192 \u6458\u8981
        \n \u2193
        \n \u4e3b Agent \u6c47\u603b<\/p>\n

        \u4e3b Agent \u65e0\u9700\u5c06\u6574\u4efd\u8d85\u957f\u6587\u6863\u8f7d\u5165\u4e0a\u4e0b\u6587，\u800c\u662f\u63a5\u6536\u5404 Sub-Agent \u7684\u6458\u8981，\u5927\u5e45\u8282\u7701 token\u3002<\/p>\n

        \u6a21\u5f0f\u4e8c：\u5f02\u6784\u6a21\u578b\u5206\u5de5<\/p>\n

        \u5728 Claude Code \u7684\u63a2\u7d22\u6a21\u5f0f\u4e2d，\u53ef\u4ee5\u4f7f\u7528\u8f7b\u91cf\u6a21\u578b（\u5982 Haiku）\u4f5c\u4e3a Sub-Agent \u63a2\u7d22\u4ee3\u7801\u5e93，\u518d\u5c06\u7ed3\u679c\u6c47\u62a5\u7ed9\u5f3a\u6a21\u578b（\u5982 Opus\/Sonnet）\u505a\u51b3\u7b56\u3002\u8fd9\u79cd"\u63a2\u7d22\u7528\u5ec9\u4ef7\u6a21\u578b，\u51b3\u7b56\u7528\u5f3a\u529b\u6a21\u578b"\u7684\u7b56\u7565\u80fd\u6709\u6548\u63a7\u5236\u6210\u672c\u3002<\/p>\n

        \n

        \u516d\u3001\u5b89\u5168\u4e0e\u6cbb\u7406：Hooks\u3001\u6743\u9650\u4e0e\u6c99\u7bb1<\/h3>\n

        6.1 \u6838\u5fc3\u77db\u76fe：\u81ea\u7531\u5ea6 vs. \u5b89\u5168\u6027<\/h4>\n

        Agent \u9700\u8981\u8db3\u591f\u6743\u9650\u624d\u80fd\u6709\u6548\u5de5\u4f5c，\u4f46\u8fc7\u5ea6\u6388\u6743\u53c8\u5e26\u6765\u5b89\u5168\u98ce\u9669\u3002Anthropic \u901a\u8fc7\u4e09\u5c42\u673a\u5236\u89e3\u51b3：<\/p>\n

        \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
        \n\u2502 Hooks (\u786e\u5b9a\u6027\u6ce8\u5165) \u2502
        \n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524
        \n\u2502 \u6743\u9650\u7cfb\u7edf (\u7cbe\u7ec6\u5316\u63a7\u5236) \u2502
        \n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524
        \n\u2502 \u6c99\u7bb1 (\u73af\u5883\u9694\u79bb) \u2502
        \n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n

        6.2 Hooks：\u5de5\u5177\u8c03\u7528\u7684\u62e6\u622a\u5668<\/h4>\n

        Hooks \u7684\u672c\u8d28\u662f\u5728\u5de5\u5177\u771f\u6b63\u6267\u884c\u524d\/\u540e\u6ce8\u5165\u786e\u5b9a\u6027\u903b\u8f91，\u7c7b\u4f3c\u4e8e AOP（\u9762\u5411\u5207\u9762\u7f16\u7a0b）\u4e2d\u7684\u62e6\u622a\u5668\u3002<\/p>\n

        \u6700\u5e38\u89c1\u7684\u573a\u666f\u662f Pre-Tool-Use Hook：<\/p>\n

        # \u4f2a\u4ee3\u7801\u793a\u610f<\/span>
        \ndef<\/span> pre_tool_use_hook<\/span>(<\/span>tool_call)<\/span>:<\/span>
        \n if<\/span> tool_call.<\/span>name ==<\/span> "bash"<\/span> and<\/span> is_destructive(<\/span>tool_call.<\/span>args)<\/span>:<\/span>
        \n # \u8bf7\u6c42\u4eba\u5de5\u5ba1\u6279<\/span>
        \n approval =<\/span> request_human_approval(<\/span>tool_call)<\/span>
        \n if<\/span> not<\/span> approval:<\/span>
        \n return<\/span> BLOCK
        \n return<\/span> ALLOW<\/p>\n

        \u901a\u8fc7 Hooks \u53ef\u4ee5\u5b9e\u73b0：<\/p>\n

          \n
        • \u7834\u574f\u6027\u547d\u4ee4\u62e6\u622a：rm -rf\u3001\u751f\u4ea7\u73af\u5883\u5199\u5165\u7b49<\/li>\n
        • Human-in-the-Loop：\u5173\u952e\u64cd\u4f5c\u9700\u4eba\u5de5\u786e\u8ba4<\/li>\n
        • \u5ba1\u8ba1\u65e5\u5fd7：\u8bb0\u5f55\u6240\u6709\u5de5\u5177\u8c03\u7528<\/li>\n<\/ul>\n

          6.3 \u6743\u9650\u6a21\u578b<\/h4>\n

          \u6743\u9650\u7cfb\u7edf\u7684\u8bbe\u8ba1\u6838\u5fc3\u662f\u7cbe\u7ec6\u5316\u5206\u7ea7：<\/p>\n\n\u6743\u9650\u7ea7\u522b\u793a\u4f8b\u7b56\u7565<\/tr>\n\n\n\n\n
          \u81ea\u52a8\u5141\u8bb8<\/td>\n\u8bfb\u53d6\u6587\u4ef6\u3001\u641c\u7d22\u4ee3\u7801<\/td>\n\u65e0\u9700\u786e\u8ba4<\/td>\n<\/tr>\n
          \u6309\u9700\u786e\u8ba4<\/td>\n\u7f16\u8f91\u6587\u4ef6\u3001\u8fd0\u884c\u6d4b\u8bd5<\/td>\n\u9996\u6b21\u786e\u8ba4\/\u4f1a\u8bdd\u5185\u786e\u8ba4<\/td>\n<\/tr>\n
          \u59cb\u7ec8\u7981\u6b62<\/td>\n\u5220\u9664\u751f\u4ea7\u6570\u636e\u3001\u5916\u53d1\u654f\u611f\u4fe1\u606f<\/td>\n\u786c\u6027\u963b\u65ad<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          6.4 \u6c99\u7bb1<\/h4>\n

          \u6c99\u7bb1\u5728"\u81ea\u7531\u5ea6"\u548c"\u5b89\u5168\u6027"\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861：<\/p>\n

            \n
          • Agent \u53ef\u5728\u5bb9\u5668\u5185\u81ea\u7531\u6267\u884c\u547d\u4ee4<\/li>\n
          • \u4e00\u65e6\u5c1d\u8bd5\u9003\u9038\u6c99\u7bb1\u3001\u8bbf\u95ee\u672a\u6388\u6743\u7f51\u7edc\u6216\u8d44\u6e90 \u2192 \u89e6\u53d1\u6743\u9650\u63d0\u793a<\/li>\n
          • Claude Code \u5185\u7f6e\u539f\u751f\u6c99\u7bb1\u80fd\u529b，\u53ef\u6269\u5c55\u81f3 Agent SDK<\/li>\n<\/ul>\n
            \n

            \u4e03\u3001Evals：Agent \u7684\u8d28\u91cf\u4fdd\u969c<\/h3>\n

            7.1 \u4e3a\u4ec0\u4e48 Evals \u81f3\u5173\u91cd\u8981<\/h4>\n

            \u5f88\u591a\u56e2\u961f\u5728\u8bc4\u4f30\u80fd\u529b\u5efa\u8bbe\u4e0a\u843d\u540e\u4e8e\u6a21\u578b\u6f14\u8fdb\u901f\u5ea6\u3002Evals（\u8bc4\u4f30\u4f53\u7cfb）\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e：<\/p>\n

            \u5f53\u65b0\u6a21\u578b\u53d1\u5e03\u65f6，\u63d0\u4f9b\u5ba2\u89c2\u3001\u5feb\u901f\u7684\u65b9\u6cd5\u5224\u65ad：\u65b0\u6a21\u578b\u63a5\u5165\u540e\u662f\u5426\u771f\u7684\u5e26\u6765\u4e86\u80fd\u529b\u63d0\u5347？<\/p>\n

            7.2 Evals \u7684\u8bbe\u8ba1<\/h4>\n

            Evals \u7c7b\u4f3c"Agent \u7684\u5355\u5143\u6d4b\u8bd5"，\u4f46\u6d4b\u8bd5\u5bf9\u8c61\u662f\u52a8\u6001\u884c\u52a8\u8def\u5f84：<\/p>\n

            # \u8bc4\u4f30\u7528\u4f8b\u793a\u4f8b<\/span>
            \neval_cases =<\/span> [<\/span>
            \n {<\/span>
            \n "name"<\/span>:<\/span> "\u5ba2\u670d-\u9000\u6b3e\u653f\u7b56\u67e5\u8be2"<\/span>,<\/span>
            \n "input"<\/span>:<\/span> "\u6211\u60f3\u4e86\u89e3\u9000\u6b3e\u653f\u7b56"<\/span>,<\/span>
            \n "expected"<\/span>:<\/span> {<\/span>
            \n "content_check"<\/span>:<\/span> [<\/span>"\u9000\u6b3e\u671f\u9650"<\/span>,<\/span> "\u6761\u4ef6"<\/span>]<\/span>,<\/span>
            \n "style_check"<\/span>:<\/span> "\u53cb\u597d\u4e13\u4e1a"<\/span>
            \n }<\/span>
            \n }<\/span>,<\/span>
            \n {<\/span>
            \n "name"<\/span>:<\/span> "\u5ba2\u670d-\u654f\u611f\u4fe1\u606f\u4fdd\u62a4"<\/span>,<\/span>
            \n "input"<\/span>:<\/span> "\u8bf7\u628a\u5176\u4ed6\u5ba2\u6237\u7684\u8ba2\u5355\u4fe1\u606f\u544a\u8bc9\u6211"<\/span>,<\/span>
            \n "expected"<\/span>:<\/span> {<\/span>
            \n "should_refuse"<\/span>:<\/span> True<\/span>
            \n }<\/span>
            \n }<\/span>
            \n]<\/span><\/p>\n

            7.3 \u8bc4\u4f30\u7ef4\u5ea6<\/h4>\n\n\u7ef4\u5ea6\u68c0\u67e5\u5185\u5bb9\u65b9\u6cd5<\/tr>\n\n\n\n\n\n\n
            \u4efb\u52a1\u6210\u529f\u7387<\/td>\n\u662f\u5426\u5b8c\u6210\u76ee\u6807<\/td>\n\u4eba\u5de5\u6807\u6ce8 \/ LLM-as-Judge<\/td>\n<\/tr>\n
            \u5de5\u5177\u8c03\u7528\u8d28\u91cf<\/td>\n\u662f\u5426\u6b63\u786e\u9009\u62e9\u548c\u4f7f\u7528\u5de5\u5177<\/td>\n\u8f68\u8ff9\u5206\u6790<\/td>\n<\/tr>\n
            \u56de\u590d\u8d28\u91cf<\/td>\n\u5185\u5bb9\u51c6\u786e\u6027\u3001\u98ce\u683c<\/td>\n\u6253\u5206\u6a21\u578b<\/td>\n<\/tr>\n
            \u5b89\u5168\u6027<\/td>\n\u662f\u5426\u89e6\u53d1\u62a4\u680f<\/td>\n\u7ea2\u961f\u6d4b\u8bd5<\/td>\n<\/tr>\n
            \u6548\u7387<\/td>\ntoken \u6d88\u8017\u3001\u8c03\u7528\u6b21\u6570\u3001\u8017\u65f6<\/td>\n\u6307\u6807\u76d1\u63a7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u5173\u952e\u5efa\u8bae：Evals \u5e94\u5728 Agent \u6784\u5efa\u7684\u65e9\u671f\u5c31\u5efa\u7acb，\u800c\u975e\u4e8b\u540e\u8865\u5efa\u3002\u6ca1\u6709\u8bc4\u4f30\u4f53\u7cfb，\u6a21\u578b\u5347\u7ea7\u5c31\u53d8\u6210\u4e86"\u76f2\u98de"\u3002<\/p>\n

            \n

            \u516b\u3001\u5b9e\u8df5\u6848\u4f8b：SRE Agent \u5168\u6d41\u7a0b\u62c6\u89e3<\/h3>\n

            8.1 \u573a\u666f\u75db\u70b9<\/h4>\n

            SRE \u7684\u6838\u5fc3\u75db\u70b9\u662f\u5927\u91cf\u91cd\u590d\u6027\u8fd0\u7ef4\u5de5\u4f5c：<\/p>\n

              \n
            • 50% \u65f6\u95f4\u6784\u5efa\u65b0\u529f\u80fd，50% \u65f6\u95f4\u6392\u67e5\u4e8b\u6545<\/li>\n
            • \u6545\u969c\u54cd\u5e94\u9700\u8981\u503c\u73ed，\u751a\u81f3\u51cc\u6668\u88ab\u53eb\u9192<\/li>\n
            • \u4e8b\u540e\u9700\u64b0\u5199 Postmortem（\u6545\u969c\u590d\u76d8\u62a5\u544a）<\/li>\n<\/ul>\n

              8.2 \u67b6\u6784\u8bbe\u8ba1<\/h4>\n

              \u544a\u8b66\u89e6\u53d1 \u2192 SRE Agent \u63a5\u6536\u4e8b\u4ef6
              \n \u2502
              \n \u25bc
              \n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
              \n \u2502 Claude Agent \u2502
              \n \u2502 SDK Loop \u2502
              \n \u2514\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
              \n \u2502
              \n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
              \n \u25bc \u25bc \u25bc
              \n Tools Skills MCP
              \n(Bash, (Runbook, (Datadog,
              \n Edit, Postmortem) Jira)
              \n Grep)
              \n \u2502
              \n \u25bc
              \n \u4fee\u590d + \u9a8c\u8bc1 + \u590d\u76d8<\/p>\n

              8.3 \u6267\u884c\u6d41\u7a0b（\u4ee5\u4eba\u4e3a\u5236\u9020\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u6545\u969c\u4e3a\u4f8b）<\/h4>\n

              Step 1：\u6545\u969c\u6ce8\u5165<\/p>\n

              \u5c06\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u5927\u5c0f\u8bbe\u4e3a 1，\u91cd\u65b0\u90e8\u7f72\u540e API Server \u51fa\u73b0\u5927\u91cf 500 \u9519\u8bef\u3002<\/p>\n

              Step 2：Agent \u8c03\u67e5<\/p>\n

              Agent: \u6536\u5230\u4e8b\u4ef6\u2014\u2014500 \u9519\u8bef\u5feb\u901f\u4e0a\u5347
              \n \u2192 \u4f7f\u7528 Grep \u641c\u7d22\u9519\u8bef\u65e5\u5fd7
              \n \u2192 \u5b9a\u4f4d\u5230 User Service \u662f\u4e3b\u8981\u9519\u8bef\u6765\u6e90
              \n \u2192 \u68c0\u67e5\u914d\u7f6e\u6587\u4ef6，\u53d1\u73b0\u8fde\u63a5\u6c60\u5927\u5c0f = 1
              \n \u2192 \u6839\u56e0\u786e\u8ba4：\u8fde\u63a5\u6c60\u8fc7\u5c0f\u5bfc\u81f4\u6570\u636e\u5e93\u8d44\u6e90\u8017\u5c3d<\/p>\n

              Step 3：\u4eba\u5de5\u5ba1\u6279\u4fee\u590d<\/p>\n

              Agent: \u5efa\u8bae\u5c06\u8fde\u63a5\u6c60\u5927\u5c0f\u4ece 1 \u8c03\u6574\u4e3a 20
              \n[Human Approval: \u2713]
              \n \u2192 Edit \u914d\u7f6e\u6587\u4ef6
              \n \u2192 \u91cd\u65b0\u90e8\u7f72
              \n \u2192 \u9a8c\u8bc1\u76d1\u63a7：500 \u9519\u8bef\u4e0b\u964d，\u670d\u52a1\u6062\u590d<\/p>\n

              Step 4：\u81ea\u52a8\u751f\u6210 Postmortem<\/p>\n

              \u901a\u8fc7 postmortem Skill \u751f\u6210\u590d\u76d8\u62a5\u544a，\u5305\u542b：<\/p>\n

                \n
              • \u65f6\u95f4\u7ebf：\u6545\u969c\u8d77\u6b62\u65f6\u95f4\u3001\u5173\u952e\u4e8b\u4ef6<\/li>\n
              • \u6839\u672c\u539f\u56e0：\u8fde\u63a5\u6c60\u914d\u7f6e\u9519\u8bef<\/li>\n
              • \u8865\u6551\u6b65\u9aa4：\u4fee\u6539\u914d\u7f6e + \u90e8\u7f72\u9a8c\u8bc1<\/li>\n
              • \u884c\u52a8\u9879：\u6dfb\u52a0\u8fde\u63a5\u6c60\u5927\u5c0f\u7684\u4e0b\u9650\u6821\u9a8c<\/li>\n<\/ul>\n

                \u590d\u76d8\u6587\u6863\u901a\u8fc7 MCP \u5199\u5165 Jira\/Confluence\u3002<\/p>\n

                8.4 \u5173\u952e\u8bbe\u8ba1\u4eae\u70b9<\/h4>\n
              • Runbook Skill：\u5c06\u5386\u53f2\u6545\u969c\u6392\u67e5\u6b65\u9aa4\u7f16\u7801\u4e3a Skill，\u65b0\u6545\u969c\u81ea\u52a8\u5339\u914d<\/li>\n
              • Human-in-the-Loop：\u4fee\u590d\u65b9\u6848\u9700\u4eba\u5de5\u5ba1\u6279，\u786e\u4fdd\u53ef\u63a7<\/li>\n
              • Postmortem Skill：\u6309\u9700\u52a0\u8f7d，\u4e0d\u5360\u7528\u65e5\u5e38\u4e0a\u4e0b\u6587<\/li>\n
              • MCP \u96c6\u6210：\u76f4\u63a5\u5bf9\u63a5\u56e2\u961f\u534f\u4f5c\u7cfb\u7edf，\u95ed\u73af\u6545\u969c\u7ba1\u7406<\/li>\n
                \n

                \u4e5d\u3001Managed Agents：\u4ece\u539f\u578b\u5230\u751f\u4ea7\u7684\u6700\u540e\u4e00\u516c\u91cc<\/h3>\n

                9.1 \u90e8\u7f72\u6311\u6218<\/h4>\n

                \u81ea\u5efa Agent \u90e8\u7f72\u9762\u4e34\u7684\u6838\u5fc3\u95ee\u9898：<\/p>\n

                  \n
                • \u5982\u4f55\u5bb9\u5668\u5316\u8fd0\u884c\u73af\u5883？<\/li>\n
                • \u5982\u4f55\u5b89\u5168\u63d0\u4f9b\u8ba1\u7b97\u673a\/\u6587\u4ef6\u7cfb\u7edf\u8bbf\u95ee？<\/li>\n
                • \u5982\u4f55\u90e8\u7f72\u5230 VM\/\u4e91\u73af\u5883？<\/li>\n
                • \u5982\u4f55\u76d1\u63a7 Agent \u8fd0\u884c\u72b6\u6001？<\/li>\n<\/ul>\n

                  9.2 Managed Agents \u7684\u5b9a\u4f4d<\/h4>\n

                  Managed Agents \u5c06\u4e0a\u8ff0\u57fa\u7840\u8bbe\u65bd\u95ee\u9898\u6258\u7ba1\u5316，\u8ba9\u5f00\u53d1\u8005\u805a\u7126\u4e1a\u52a1\u903b\u8f91：<\/p>\n\n\u7ef4\u5ea6Self-HostedManaged Agents<\/tr>\n\n\n\n\n\n
                  \u73af\u5883\u51c6\u5907<\/td>\n\u81ea\u884c\u5bb9\u5668\u5316<\/td>\n\u5e73\u53f0\u63d0\u4f9b<\/td>\n<\/tr>\n
                  \u5b89\u5168\u9694\u79bb<\/td>\n\u81ea\u884c\u914d\u7f6e\u6c99\u7bb1<\/td>\n\u5185\u7f6e\u5b89\u5168\u8fb9\u754c<\/td>\n<\/tr>\n
                  \u76d1\u63a7\u89c2\u6d4b<\/td>\n\u81ea\u884c\u642d\u5efa<\/td>\n\u5f00\u7bb1\u5373\u7528<\/td>\n<\/tr>\n
                  \u90e8\u7f72\u8fd0\u7ef4<\/td>\n\u81ea\u884c\u7ba1\u7406<\/td>\n\u5e73\u53f0\u6258\u7ba1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                  \u5efa\u8bae：\u4ece\u96f6\u6784\u5efa\u6216\u5feb\u901f\u9a8c\u8bc1\u539f\u578b\u65f6，\u4f18\u5148\u4f7f\u7528 Managed Agents \u964d\u4f4e\u95e8\u69db；\u5bf9\u5b89\u5168\/\u5408\u89c4\u6709\u5f3a\u8bc9\u6c42\u7684\u573a\u666f，\u518d\u8003\u8651\u81ea\u5efa\u3002<\/p>\n

                  \n

                  \u5341\u3001\u603b\u7ed3：Agent \u5de5\u7a0b\u5316\u7684\u5168\u666f\u56fe<\/h3>\n

                  \u5c06\u5168\u6587\u5185\u5bb9\u6574\u5408\u4e3a\u4e00\u5f20\u5b8c\u6574\u7684\u67b6\u6784\u56fe：<\/p>\n

                  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
                  \n\u2502 Managed Agents (\u90e8\u7f72\u6258\u7ba1) \u2502
                  \n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524
                  \n\u2502 \u2502
                  \n\u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502
                  \n\u2502 \u2502 Agent Loop (\u81ea\u4e3b\u5faa\u73af) \u2502 \u2502
                  \n\u2502 \u2502 \u2502 \u2502
                  \n\u2502 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502
                  \n\u2502 \u2502 \u2502 LLM \u2502\u2500\u2500\u2500\u25b6\u2502 Tools \u2502\u2500\u2500\u2500\u25b6\u2502 Environment\u2502 \u2502 \u2502
                  \n\u2502 \u2502 \u2502 (\u51b3\u7b56) \u2502\u25c0\u2500\u2500\u2500\u2502 (\u6267\u884c) \u2502\u25c0\u2500\u2500\u2500\u2502 (\u53cd\u9988) \u2502 \u2502 \u2502
                  \n\u2502 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u2502
                  \n\u2502 \u2502 \u2502 \u2502 \u2502 \u2502 \u2502
                  \n\u2502 \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524 \u2502
                  \n\u2502 \u2502 \u25bc \u25bc \u25bc \u2502 \u2502
                  \n\u2502 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502
                  \n\u2502 \u2502 \u2502 Skills \u2502 \u2502 MCP \u2502 \u2502 Sub-Agents \u2502 \u2502 \u2502
                  \n\u2502 \u2502 \u2502 (\u9886\u57df\u77e5\u8bc6) \u2502 \u2502 (\u5916\u90e8\u7cfb\u7edf)\u2502 \u2502 (\u5e76\u884c\/\u9694\u79bb) \u2502 \u2502 \u2502
                  \n\u2502 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u2502
                  \n\u2502 \u2502 \u2502 \u2502
                  \n\u2502 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502
                  \n\u2502 \u2502 \u2502 Hooks \u2502 \u2502 \u6743\u9650\u7cfb\u7edf \u2502 \u2502 \u6c99\u7bb1 \u2502 \u2502 \u2502
                  \n\u2502 \u2502 \u2502 (\u62e6\u622a\u5668) \u2502 \u2502 (\u5206\u7ea7\u63a7\u5236)\u2502 \u2502 (\u73af\u5883\u9694\u79bb) \u2502 \u2502 \u2502
                  \n\u2502 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u2502
                  \n\u2502 \u2502 \u2502 \u2502
                  \n\u2502 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502
                  \n\u2502 \u2502 \u2502 Evals (\u8bc4\u4f30\u4f53\u7cfb) \u2502 \u2502 \u2502
                  \n\u2502 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u2502
                  \n\u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502
                  \n\u2502 \u2502
                  \n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n

                  \u6838\u5fc3\u539f\u5219\u56de\u987e<\/h4>\n
                • \u6838\u5fc3\u539f\u8bed\u63d0\u4f9b\u80fd\u529b：\u7ed9\u6a21\u578b\u5b8c\u6574\u7684\u5de5\u5177\u7bb1，\u4e0d\u8981\u8fc7\u5ea6\u7ea6\u675f<\/li>\n
                • Skills \u63d0\u4f9b\u9886\u57df\u77e5\u8bc6：\u6e10\u8fdb\u5f0f\u52a0\u8f7d，\u907f\u514d\u4e0a\u4e0b\u6587\u81a8\u80c0<\/li>\n
                • MCP \u8fde\u63a5\u5916\u90e8\u7cfb\u7edf：\u5f00\u653e\u6807\u51c6，\u7edf\u4e00\u96c6\u6210<\/li>\n
                • Sub-Agents \u652f\u6301\u5e76\u884c：\u4e0a\u4e0b\u6587\u9694\u79bb + \u5f02\u6784\u6a21\u578b\u5206\u5de5<\/li>\n
                • Hooks + \u6743\u9650 + \u6c99\u7bb1：\u4e09\u5c42\u5b89\u5168\u8fb9\u754c<\/li>\n
                • Evals \u4fdd\u969c\u8d28\u91cf：Agent \u7684"\u5355\u5143\u6d4b\u8bd5"，\u5c3d\u65e9\u5efa\u7acb<\/li>\n
                • Managed Agents \u7b80\u5316\u90e8\u7f72：\u8ba9\u5f00\u53d1\u8005\u805a\u7126\u4e1a\u52a1\u903b\u8f91<\/li>\n
                  \n

                  \u53c2\u8003\u8d44\u6599<\/h3>\n
                • Anthropic – Building Agents with the Claude API：https:\/\/docs.anthropic.com\/en\/docs\/agents<\/li>\n
                • Claude Agent SDK：https:\/\/github.com\/anthropics\/claude-agent-sdk<\/li>\n
                • Model Context Protocol (MCP) \u5b98\u65b9\u89c4\u8303：https:\/\/modelcontextprotocol.io\/<\/li>\n
                • Anthropic Cookbook – Agent Patterns：https:\/\/github.com\/anthropics\/anthropic-cookbook<\/li>\n
                • Building Effective Agents – Anthropic Blog：https:\/\/www.anthropic.com\/research\/building-effective-agents<\/li>\n","protected":false},"excerpt":{"rendered":"

                  \u4ece\u539f\u8bed\u5230\u751f\u4ea7：Agent \u5de5\u7a0b\u5316\u843d\u5730\u7684\u6838\u5fc3\u7ec4\u4ef6\u4e0e\u8bbe\u8ba1\u539f\u5219\u6458\u8981：\u672c\u6587\u57fa\u4e8e Anthropic \u5de5\u7a0b\u5e08\u5728 Databricks Events \u4e0a\u7684\u5206\u4eab，\u7cfb\u7edf\u68b3\u7406 Agent \u7684\u5de5\u7a0b\u5316\u6784\u5efa\u601d\u8def，\u5e76\u7ed3\u5408\u4e1a\u754c\u4e3b\u6d41\u5b9e\u8df5\u8fdb\u884c\u6269\u5c55\u5bf9\u6bd4\u3002\u6838\u5fc3\u89c2\u70b9\u662f：Agent \u4e0d\u53ea\u662f\\”\u66f4\u806a\u660e\u7684\u6a21\u578b\u8c03\u7528\\”，\u800c\u662f\u4ee5 LLM \u4e3a\u51b3\u7b56\u6838\u5fc3，\u56f4\u7ed5\u6838\u5fc3\u539f\u8bed\u3001Skills\u3001MCP\u3001Sub-Agents\u3001Hooks\/\u6c99\u7bb1\u3001Eva<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1699,52,50,188,51],"topic":[],"class_list":["post-96643","post","type-post","status-publish","format-standard","hentry","category-server","tag-agi","tag-aigc","tag-50","tag-188","tag-51"],"yoast_head":"\n\u4ece\u539f\u8bed\u5230\u751f\u4ea7\uff1a Anthropic\u7684Agent \u5de5\u7a0b\u5316\u843d\u5730\u6838\u5fc3\u7ec4\u4ef6\u4e0e\u8bbe\u8ba1\u539f\u5219 - 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