{"id":106422,"date":"2026-09-17T11:24:58","date_gmt":"2026-09-17T03:24:58","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/106422.html"},"modified":"2026-09-17T11:24:58","modified_gmt":"2026-09-17T03:24:58","slug":"%e5%a4%9a-agent-%e5%8d%8f%e4%bd%9c%e7%9a%84%e7%bc%96%e6%8e%92%e8%ae%be%e8%ae%a1%e4%b8%8e%e8%83%bd%e5%8a%9b%e9%aa%8c%e8%af%81%ef%bc%9a%e4%bb%8e%e5%88%86%e5%b7%a5%e5%8f%99%e4%ba%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/106422.html","title":{"rendered":"\u591a Agent \u534f\u4f5c\u7684\u7f16\u6392\u8bbe\u8ba1\u4e0e\u80fd\u529b\u9a8c\u8bc1\uff1a\u4ece\u201c\u5206\u5de5\u53d9\u4e8b\u201d\u5230\u53ef\u9a8c\u8bc1\u7684\u534f\u4f5c\u4f53\u7cfb"},"content":{"rendered":"

\u591a Agent \u534f\u4f5c\u7684\u7f16\u6392\u8bbe\u8ba1\u4e0e\u80fd\u529b\u9a8c\u8bc1：\u4ece"\u5206\u5de5\u53d9\u4e8b"\u5230\u53ef\u9a8c\u8bc1\u7684\u534f\u4f5c\u4f53\u7cfb<\/h2>\n

\u6458\u8981：\u968f\u7740 Agentic Workflow \u56db\u79cd\u8bbe\u8ba1\u6a21\u5f0f（Reflection\u3001Tool Use\u3001Planning\u3001Multi-Agent Collaboration）\u7684\u666e\u53ca，\u591a Agent \u7cfb\u7edf\u6b63\u5728\u4ece\u7814\u7a76\u8bdd\u9898\u53d8\u6210\u65e5\u5e38\u5de5\u7a0b\u9009\u9879\u3002\u4f46\u5927\u91cf\u5b9e\u8df5\u66b4\u9732\u51fa\u4e00\u4e2a\u7ed3\u6784\u6027\u95ee\u9898：\u5f88\u591a"\u591a Agent \u534f\u4f5c"\u53ea\u505c\u7559\u5728\u67b6\u6784\u56fe\u5c42\u9762\u7684\u5206\u5de5\u53d9\u4e8b\u2014\u2014\u628a\u5355 Agent \u7684\u63d0\u793a\u8bcd\u62c6\u6210\u51e0\u4efd\u3001\u7ed9\u6bcf\u4e2a\u5b50 Agent \u8d77\u4e00\u4e2a\u89d2\u8272\u540d，\u7136\u540e\u5ba3\u79f0\u7cfb\u7edf\u5177\u5907"\u56e2\u961f\u534f\u4f5c\u80fd\u529b"\u3002\u771f\u5b9e\u7684\u534f\u4f5c\u80fd\u529b\u4f53\u73b0\u5728\u4efb\u52a1\u5206\u89e3\u7684\u6b63\u786e\u6027\u3001\u4ea4\u63a5\u5951\u7ea6\u7684\u5b8c\u6574\u6027\u3001\u9519\u8bef\u5728\u534f\u4f5c\u94fe\u4e2d\u7684\u4f20\u64ad\u63a7\u5236，\u4ee5\u53ca\u6574\u4f53\u4ea7\u51fa\u76f8\u5bf9\u5355 Agent \u7684\u53ef\u5ea6\u91cf\u589e\u76ca\u3002\u672c\u6587\u7cfb\u7edf\u5206\u6790\u591a Agent \u7f16\u6392\u7684\u4e09\u79cd\u4e3b\u6d41\u62d3\u6251\u3001\u534f\u4f5c\u5931\u6548\u7684\u56db\u7c7b\u5178\u578b\u6a21\u5f0f，\u7ed9\u51fa"\u5951\u7ea6\u4f18\u5148"\u7684\u534f\u4f5c\u8bbe\u8ba1\u65b9\u6cd5\u4e0e\u4e00\u5957\u53ef\u6267\u884c\u7684\u9a8c\u8bc1\u6846\u67b6，\u914d\u5408\u4ee3\u7801\u793a\u4f8b\u5c55\u793a\u5982\u4f55\u628a"\u770b\u8d77\u6765\u5728\u534f\u4f5c"\u9a8c\u8bc1\u4e3a"\u771f\u7684\u6bd4\u5355\u5e72\u66f4\u597d"\u3002\u6587\u7ae0\u6700\u7ec8\u6536\u675f\u5230\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898：\u5982\u4f55\u9a8c\u8bc1\u591a Agent \u7cfb\u7edf\u7684\u771f\u5b9e\u534f\u4f5c\u80fd\u529b，\u800c\u4e0d\u662f\u8f7b\u4fe1\u5176\u89d2\u8272\u8bbe\u5b9a\u4e2d\u7684\u81ea\u6211\u63cf\u8ff0\u3002<\/p>\n

\u4e00\u3001\u4ece"\u4e00\u4e2a Agent \u6253\u5929\u4e0b"\u5230"\u56e2\u961f\u4f5c\u6218"：\u534f\u4f5c\u53d9\u4e8b\u7684\u5174\u8d77\u4e0e\u9690\u5fe7<\/h3>\n

\u5728 Agent \u76f8\u5173\u7684\u4e2d\u6587\u6280\u672f\u793e\u533a\u91cc，\u591a Agent \u534f\u4f5c\u7684\u8ba8\u8bba\u70ed\u5ea6\u5728\u8fc7\u53bb\u4e00\u5e74\u660e\u663e\u6500\u5347\u3002\u68b3\u7406\u5927\u91cf\u771f\u5b9e\u7528\u6237\u7684\u5206\u4eab\u8bed\u6599，\u53ef\u4ee5\u89c2\u5bdf\u5230\u4e00\u6761\u6e05\u6670\u7684\u8ba4\u77e5\u6f14\u8fdb\u8def\u5f84：\u6700\u521d\u5927\u5bb6\u8ba8\u8bba\u7684\u662f Workflow \u4e0e Agent \u7684\u533a\u522b\u2014\u2014\u201c\u5982\u679c\u6b65\u9aa4\u56fa\u5b9a\u3001\u89c4\u5219\u660e\u786e\u3001\u7ed3\u679c\u65b9\u4fbf\u68c0\u67e5，\u7528 Workflow \u5f80\u5f80\u66f4\u5408\u9002；\u5982\u679c\u4efb\u52a1\u8fc7\u7a0b\u4e2d\u9700\u8981\u81ea\u4e3b\u5224\u65ad\u3001\u8c03\u7528\u4e0d\u540c\u5de5\u5177\u3001\u6839\u636e\u53cd\u9988\u8c03\u6574\u7b56\u7565，\u624d\u9002\u5408 Agent\u201d；\u968f\u540e\u5f00\u59cb\u6709\u4eba\u7cfb\u7edf\u603b\u7ed3 Agentic Workflow \u7684\u56db\u79cd\u8bbe\u8ba1\u6a21\u5f0f，\u5176\u4e2d Multi-Agent Collaboration \u88ab\u666e\u904d\u5217\u4e3a\u6700\u9ad8\u9636\u7684\u5f62\u6001，crewAI\u3001AutoGen \u7b49\u6846\u67b6\u7684\u540d\u5b57\u53cd\u590d\u51fa\u73b0；\u518d\u5f80\u540e，"\u642d\u5efa\u591a\u667a\u80fd\u4f53\u534f\u540c\u5f00\u53d1\u65b9\u6848"\u751a\u81f3\u8fdb\u5165\u4e86 Agent \u5b66\u4e60\u8def\u7ebf\u56fe\u7684\u6807\u51c6\u7ae0\u8282\u3002<\/p>\n

\u4e0e\u6b64\u540c\u65f6，\u53e6\u4e00\u79cd\u58f0\u97f3\u4e5f\u5728\u6d6e\u73b0\u3002\u6709\u5f00\u53d1\u8005\u5728\u62c6\u5b8c LangGraph\u3001AutoGen\u3001CrewAI \u7684\u6e90\u7801\u540e\u5766\u8a00：\u8bfb\u6587\u6863\u65f6\u4ee5\u4e3a\u5728\u6bd4\u8f83"\u80fd\u4e0d\u80fd\u534f\u4f5c"，\u62c6\u5b8c\u624d\u53d1\u73b0\u771f\u6b63\u7684\u95ee\u9898\u662f"\u534f\u4f5c\u5931\u6548\u65f6\u7cfb\u7edf\u5982\u4f55\u8868\u73b0"\u3002\u8fd8\u6709\u4eba\u5206\u4eab\u8fc7\u66f4\u5177\u4f53\u7684\u632b\u8d25：\u6309\u7167\u6559\u7a0b\u628a\u4e00\u4e2a\u5185\u5bb9\u751f\u4ea7\u4efb\u52a1\u62c6\u6210\u7b56\u5212\u3001\u5199\u4f5c\u3001\u5ba1\u6838\u4e09\u4e2a Agent，\u8dd1\u901a\u4e4b\u540e\u53d1\u73b0\u4ea7\u51fa\u8d28\u91cf\u5e76\u6ca1\u6709\u6bd4\u5355\u4e2a Agent \u597d\u591a\u5c11，\u6210\u672c\u5374\u7ffb\u4e86\u4e09\u500d，\u6392\u67e5\u65f6\u53d1\u73b0"\u5ba1\u6838 Agent"\u5bf9"\u5199\u4f5c Agent"\u7684\u8f93\u51fa\u51e0\u4e4e\u603b\u662f\u5168\u76d8\u901a\u8fc7\u2014\u2014\u4e09\u4e2a Agent \u5176\u4e50\u878d\u878d\u5730\u4e92\u76f8\u786e\u8ba4，\u628a\u5e73\u5eb8\u7684\u7ed3\u679c\u5c42\u5c42\u80cc\u4e66\u6210\u4e86"\u7ecf\u8fc7\u591a\u8f6e\u5ba1\u6838\u7684\u6210\u54c1"\u3002<\/p>\n

\u8fd8\u6709\u4e00\u7c7b\u8bed\u6599\u503c\u5f97\u6ce8\u610f：Agent \u5b9a\u5236\u63a5\u5355\u7684\u7ecf\u9a8c\u5206\u4eab\u91cc，"\u7b2c\u4e00\u4e2a\u505a\u597d\u4e86，\u5ba2\u6237\u81ea\u5df1\u4f1a\u56de\u6765\u627e\u4f60\u505a\u7b2c\u4e8c\u4e2a"\u88ab\u53cd\u590d\u63d0\u53ca\u3002\u7ec6\u770b\u8fd9\u4e9b\u6848\u4f8b\u4f1a\u53d1\u73b0，\u771f\u6b63\u8ba9\u5ba2\u6237\u6ee1\u610f\u7684\u4ea4\u4ed8\u51e0\u4e4e\u90fd\u4e0d\u662f"\u5806\u4e86\u66f4\u591a Agent"\u7684\u65b9\u6848，\u800c\u662f\u628a\u5355\u4e2a\u4e1a\u52a1\u95ed\u73af\u505a\u624e\u5b9e\u7684\u65b9\u6848\u2014\u2014\u6d88\u606f\u5206\u7c7b\u3001\u81ea\u52a8\u751f\u6210\u62a5\u4ef7\u3001\u9884\u7ea6\u6392\u671f，\u6bcf\u4e2a\u73af\u8282\u7684\u804c\u8d23\u8fb9\u754c\u548c\u5f02\u5e38\u53bb\u5411\u90fd\u6e05\u6e05\u695a\u695a\u3002\u8fd9\u4ece\u5e02\u573a\u4fa7\u5370\u8bc1\u4e86\u4e00\u4e2a\u5224\u65ad：\u7528\u6237\u4e3a\u7ed3\u679c\u4ed8\u8d39，\u4e0d\u4e3a\u67b6\u6784\u56fe\u91cc\u7684 Agent \u6570\u91cf\u4ed8\u8d39\u3002<\/p>\n

\u8fd9\u4e24\u4e2a\u73b0\u8c61\u653e\u5728\u4e00\u8d77，\u6784\u6210\u4e86\u672c\u6587\u8981\u8ba8\u8bba\u7684\u6838\u5fc3\u5f20\u529b：\u591a Agent \u534f\u4f5c\u5728\u6982\u5ff5\u5c42\u9762\u5df2\u7ecf\u88ab\u5e7f\u6cdb\u63a5\u53d7，\u4f46\u5728\u5de5\u7a0b\u5c42\u9762，\u5927\u91cf\u6240\u8c13\u7684\u534f\u4f5c\u7cfb\u7edf\u53ea\u662f"\u5206\u5de5\u53d9\u4e8b"\u2014\u2014\u89d2\u8272\u540d\u5206\u5f97\u5f88\u6f02\u4eae，\u534f\u4f5c\u80fd\u529b\u5374\u6ca1\u6709\u88ab\u9a8c\u8bc1\u8fc7\u3002<\/p>\n

\u5728 Anthropic \u5173\u4e8e\u6784\u5efa\u9ad8\u6548 Agent \u7684\u5de5\u7a0b\u6307\u5357\u4e2d，\u4f5c\u8005\u5bf9\u591a Agent \u7cfb\u7edf\u7ed9\u8fc7\u4e00\u4e2a\u76f8\u5f53\u514b\u5236\u7684\u8bc4\u4ef7：\u591a Agent \u67b6\u6784\u5728\u4efb\u52a1\u53ef\u4ee5\u88ab\u6e05\u6670\u5206\u89e3\u3001\u4e14\u5b50\u4efb\u52a1\u4e4b\u95f4\u76f8\u5bf9\u72ec\u7acb\u65f6\u786e\u5b9e\u6709\u6548，\u4f46\u5b83\u5f15\u5165\u4e86\u663e\u8457\u7684\u534f\u8c03\u5f00\u9500\u4e0e\u9519\u8bef\u590d\u5408\u98ce\u9669，\u201c\u5148\u786e\u8ba4\u5355 Agent \u65e0\u6cd5\u80dc\u4efb，\u518d\u8003\u8651\u591a Agent\u201d\u3002\u8fd9\u4e2a\u5224\u65ad\u4e0e\u793e\u533a\u91cc\u7684\u72c2\u70ed\u6c14\u6c1b\u5f62\u6210\u4e86\u6709\u8da3\u7684\u5bf9\u7167\u2014\u2014\u5b83\u63d0\u9192\u6211\u4eec，\u591a Agent \u4e0d\u662f\u9ed8\u8ba4\u7b54\u6848，\u800c\u662f\u4e00\u4e2a\u9700\u8981\u88ab\u8bba\u8bc1\u548c\u9a8c\u8bc1\u7684\u67b6\u6784\u51b3\u7b56\u3002<\/p>\n

\u4e8c\u3001\u4e09\u79cd\u4e3b\u6d41\u7f16\u6392\u62d3\u6251：\u534f\u4f5c\u7cfb\u7edf\u7684\u7ed3\u6784\u6027\u5dee\u5f02<\/h3>\n

\u8ba8\u8bba\u9a8c\u8bc1\u4e4b\u524d，\u5148\u8981\u5398\u6e05\u591a Agent \u7cfb\u7edf\u5728\u7ed3\u6784\u4e0a\u6709\u54ea\u4e9b\u57fa\u672c\u5f62\u6001\u3002\u4e0d\u540c\u62d3\u6251\u7684\u5931\u6548\u6a21\u5f0f\u5b8c\u5168\u4e0d\u540c，\u9a8c\u8bc1\u91cd\u70b9\u4e5f\u968f\u4e4b\u4e0d\u540c\u3002<\/p>\n

2.1 \u6d41\u6c34\u7ebf\u62d3\u6251（Sequential Pipeline）<\/h4>\n

\u4efb\u52a1\u8f93\u5165 \u2192 [Agent A: \u7b56\u5212] \u2192 \u4e2d\u95f4\u4ea7\u7269 \u2192 [Agent B: \u6267\u884c] \u2192 \u4e2d\u95f4\u4ea7\u7269 \u2192 [Agent C: \u5ba1\u6838] \u2192 \u4ea4\u4ed8<\/p>\n

\u8fd9\u662f\u6700\u5e38\u89c1\u4e5f\u6700\u5bb9\u6613\u5b9e\u73b0\u7684\u5f62\u6001：\u6bcf\u4e2a Agent \u8d1f\u8d23\u4e00\u4e2a\u73af\u8282，\u4e0a\u6e38\u7684\u8f93\u51fa\u76f4\u63a5\u4f5c\u4e3a\u4e0b\u6e38\u7684\u8f93\u5165\u3002\u5b83\u7684\u4f18\u70b9\u662f\u94fe\u8def\u6e05\u6670\u3001\u6613\u4e8e\u8c03\u8bd5；\u7f3a\u70b9\u540c\u6837\u660e\u663e\u2014\u2014\u94fe\u8def\u4e0a\u4efb\u4f55\u4e00\u73af\u7684\u8d28\u91cf\u95ee\u9898\u90fd\u4f1a\u65e0\u635f\u8017\u5730\u4f20\u9012\u5230\u4e0b\u4e00\u73af，\u4e14\u4e0b\u6e38 Agent \u901a\u5e38\u6ca1\u6709\u80fd\u529b\u8bc6\u522b\u4e0a\u6e38\u7684\u9519\u8bef，\u53ea\u4f1a\u5728\u9519\u8bef\u7684\u57fa\u7840\u4e0a\u7ee7\u7eed\u52a0\u5de5\u3002\u524d\u9762\u63d0\u5230\u7684"\u5ba1\u6838 Agent \u5168\u76d8\u901a\u8fc7"\u95ee\u9898，\u5c31\u662f\u6d41\u6c34\u7ebf\u62d3\u6251\u7684\u5178\u578b\u5931\u6548\u3002<\/p>\n

2.2 \u7f16\u6392\u8005-\u5de5\u4f5c\u8005\u62d3\u6251（Orchestrator-Workers）<\/h4>\n

\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n \u2502 Orchestrator \u2502
\n \u2502 (\u89c4\u5212\/\u5206\u6d3e\/\u6c47\u603b) \u2502
\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
\n \u250c\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\u2510
\n \u25bc \u25bc \u25bc
\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n \u2502 Worker A \u2502 \u2502 Worker B \u2502 \u2502 Worker C \u2502
\n \u2502 (\u5b50\u4efb\u52a11) \u2502 \u2502 (\u5b50\u4efb\u52a12) \u2502 \u2502 (\u5b50\u4efb\u52a13) \u2502
\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n

\u8fd9\u662f Anthropic \u591a Agent \u7814\u7a76\u7cfb\u7edf\u91c7\u7528\u7684\u7ed3\u6784：\u4e00\u4e2a\u4e2d\u592e\u7f16\u6392\u8005\u8d1f\u8d23\u7406\u89e3\u4efb\u52a1\u3001\u62c6\u89e3\u5b50\u4efb\u52a1\u3001\u5206\u6d3e\u7ed9\u5e76\u884c\u7684\u5de5\u4f5c\u8005，\u6700\u540e\u6c47\u603b\u7ed3\u679c\u3002\u5b83\u7684\u4f18\u52bf\u662f\u5b50\u4efb\u52a1\u53ef\u4ee5\u5e76\u884c\u6267\u884c\u3001\u4e0a\u4e0b\u6587\u76f8\u4e92\u9694\u79bb（\u6bcf\u4e2a\u5de5\u4f5c\u8005\u53ea\u770b\u81ea\u5df1\u7684\u5b50\u4efb\u52a1，\u907f\u514d\u4e0a\u4e0b\u6587\u6c61\u67d3）；\u4ee3\u4ef7\u662f\u7f16\u6392\u8005\u6210\u4e3a\u5355\u70b9\u2014\u2014\u5b50\u4efb\u52a1\u62c6\u89e3\u9519\u4e86，\u540e\u9762\u6240\u6709\u5de5\u4f5c\u8005\u90fd\u5728\u9519\u8bef\u7684\u65b9\u5411\u4e0a\u9ad8\u6548\u6267\u884c\u3002\u9a8c\u8bc1\u91cd\u70b9\u56e0\u6b64\u524d\u79fb\u5230"\u7f16\u6392\u8005\u7684\u5206\u89e3\u8d28\u91cf"\u3002<\/p>\n

2.3 \u53bb\u4e2d\u5fc3\u5316\u62d3\u6251（Decentralized \/ A2A）<\/h4>\n

Agent A \u2190\u2500\u2500\u2500\u2500\u6d88\u606f\u2500\u2500\u2500\u2500\u2192 Agent B
\n \u2191 \u2191
\n \u2514\u2500\u2500\u6d88\u606f\u2500\u2500\u2192 Agent C \u2190\u2500\u2518
\n （\u65e0\u4e2d\u592e\u534f\u8c03\u8005，Agent \u95f4\u76f4\u63a5\u901a\u4fe1\u3001\u81ea\u4e3b\u534f\u5546）<\/p>\n

\u4ee5 Google \u7684 A2A（Agent-to-Agent）\u534f\u8bae\u4e3a\u4ee3\u8868\u7684\u53bb\u4e2d\u5fc3\u5316\u65b9\u5411，\u8bd5\u56fe\u8ba9\u4e0d\u540c\u5382\u5546\u3001\u4e0d\u540c\u6846\u67b6\u7684 Agent \u4ee5\u6807\u51c6\u5316\u6d88\u606f\u683c\u5f0f\u76f4\u63a5\u534f\u4f5c\u3002\u8fd9\u662f\u6700\u6709\u60f3\u8c61\u7a7a\u95f4\u7684\u5f62\u6001，\u4e5f\u662f\u5de5\u7a0b\u98ce\u9669\u6700\u9ad8\u7684\u5f62\u6001：\u6ca1\u6709\u4e2d\u592e\u4ef2\u88c1\u8005，\u534f\u4f5c\u7684\u6b63\u786e\u6027\u5b8c\u5168\u4f9d\u8d56\u6bcf\u4e2a\u53c2\u4e0e\u8005\u5bf9\u534f\u8bae\u7684\u9075\u5b88\u7a0b\u5ea6\u4e0e\u5bf9\u6d88\u606f\u7684\u89e3\u8bfb\u8d28\u91cf\u3002\u4e24\u4e2a Agent \u5b8c\u5168\u53ef\u80fd\u5728"\u5404\u81ea\u90fd\u9075\u5b88\u534f\u8bae"\u7684\u60c5\u51b5\u4e0b，\u5bf9\u540c\u4e00\u6761\u6d88\u606f\u505a\u51fa\u4e0d\u4e00\u81f4\u7684\u7406\u89e3，\u4ea7\u51fa\u51b2\u7a81\u7684\u7ed3\u679c\u800c\u65e0\u4eba\u88c1\u51b3\u3002<\/p>\n

2.4 \u62d3\u6251\u5bf9\u6bd4\u4e0e\u9009\u578b\u903b\u8f91<\/h4>\n\n\u7ef4\u5ea6\u6d41\u6c34\u7ebf\u7f16\u6392\u8005-\u5de5\u4f5c\u8005\u53bb\u4e2d\u5fc3\u5316<\/tr>\n\n\n\n\n\n\n\n
\u534f\u8c03\u5f00\u9500<\/td>\n\u4f4e<\/td>\n\u4e2d<\/td>\n\u9ad8<\/td>\n<\/tr>\n
\u9519\u8bef\u9694\u79bb\u6027<\/td>\n\u5dee（\u9010\u73af\u4f20\u9012）<\/td>\n\u4e2d（\u7f16\u6392\u8005\u53ef\u62e6\u622a）<\/td>\n\u5dee（\u65e0\u4ef2\u88c1\u8005）<\/td>\n<\/tr>\n
\u5e76\u884c\u80fd\u529b<\/td>\n\u65e0<\/td>\n\u5f3a<\/td>\n\u4e2d<\/td>\n<\/tr>\n
\u4e0a\u4e0b\u6587\u9694\u79bb<\/td>\n\u4e2d<\/td>\n\u5f3a<\/td>\n\u5f3a<\/td>\n<\/tr>\n
\u8c03\u8bd5\u96be\u5ea6<\/td>\n\u4f4e<\/td>\n\u4e2d<\/td>\n\u9ad8<\/td>\n<\/tr>\n
\u6838\u5fc3\u9a8c\u8bc1\u70b9<\/td>\n\u4ea4\u63a5\u5951\u7ea6\u5b8c\u6574\u6027<\/td>\n\u5206\u89e3\u6b63\u786e\u6027+\u6c47\u603b\u8d28\u91cf<\/td>\n\u534f\u8bae\u4e00\u81f4\u6027\u4e0e\u51b2\u7a81\u88c1\u51b3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u9009\u578b\u7684\u57fa\u672c\u539f\u5219\u662f：\u7528\u590d\u6742\u5ea6\u6362\u53d6\u660e\u786e\u7684\u80fd\u529b\u589e\u76ca，\u800c\u4e0d\u662f\u7528\u590d\u6742\u5ea6\u5236\u9020"\u9ad8\u7ea7\u611f"\u3002\u5982\u679c\u4efb\u52a1\u672c\u8eab\u5c31\u662f\u7ebf\u6027\u7684，\u6d41\u6c34\u7ebf\u8db3\u591f；\u53ea\u6709\u5f53\u5b50\u4efb\u52a1\u786e\u5b9e\u53ef\u4ee5\u5e76\u884c\u4e14\u76f8\u4e92\u72ec\u7acb\u65f6，\u7f16\u6392\u8005-\u5de5\u4f5c\u8005\u62d3\u6251\u7684\u534f\u8c03\u5f00\u9500\u624d\u7269\u6709\u6240\u503c；\u53bb\u4e2d\u5fc3\u5316\u76ee\u524d\u66f4\u9002\u5408\u8de8\u7ec4\u7ec7\u3001\u8de8\u7cfb\u7edf\u7684\u4e92\u64cd\u4f5c\u573a\u666f，\u800c\u975e\u5355\u4e00\u7cfb\u7edf\u5185\u90e8\u7684\u4efb\u52a1\u62c6\u89e3\u3002<\/p>\n

\u4e09\u3001\u534f\u4f5c\u5931\u6548\u7684\u56db\u7c7b\u5178\u578b\u6a21\u5f0f<\/h3>\n

\u591a Agent \u7cfb\u7edf\u7684\u6545\u969c\u6bd4\u5355 Agent \u66f4\u9690\u853d，\u56e0\u4e3a\u6545\u969c\u53ef\u4ee5\u53d1\u751f\u5728"Agent \u4e4b\u95f4"\u8fd9\u4e2a\u5355 Agent \u7cfb\u7edf\u91cc\u6839\u672c\u4e0d\u5b58\u5728\u7684\u7ef4\u5ea6\u4e0a\u3002\u57fa\u4e8e\u5bf9\u793e\u533a\u5b9e\u8df5\u6848\u4f8b\u7684\u68b3\u7406，\u53ef\u4ee5\u628a\u534f\u4f5c\u5931\u6548\u5f52\u7eb3\u4e3a\u56db\u7c7b\u3002<\/p>\n

3.1 \u5206\u89e3\u9519\u8bef：\u65b9\u5411\u9519\u4e86，\u6267\u884c\u8d8a\u9ad8\u6548\u8d8a\u7cdf<\/h4>\n

\u7f16\u6392\u8005-\u5de5\u4f5c\u8005\u62d3\u6251\u7684\u5934\u53f7\u98ce\u9669\u3002\u7f16\u6392\u8005\u628a"\u5206\u6790\u67d0\u4ea7\u54c1\u4e0a\u5b63\u5ea6\u9500\u91cf\u4e0b\u6ed1"\u9519\u8bef\u5206\u89e3\u4e3a"\u6c47\u603b\u5404\u6e20\u9053\u6d41\u91cf\u6570\u636e"\u548c"\u64b0\u5199\u7ade\u54c1\u52a8\u6001\u7efc\u8ff0"\u4e24\u4e2a\u5b50\u4efb\u52a1，\u4e24\u4e2a\u5de5\u4f5c\u8005\u90fd\u9ad8\u8d28\u91cf\u5b8c\u6210\u4e86\u81ea\u5df1\u7684\u5de5\u4f5c，\u4f46"\u4ef7\u683c\u8c03\u6574\u5f71\u54cd"\u8fd9\u4e2a\u771f\u6b63\u7684\u539f\u56e0\u4ece\u672a\u51fa\u73b0\u5728\u4efb\u4f55\u5b50\u4efb\u52a1\u91cc\u3002\u5355 Agent \u7cfb\u7edf\u91cc，\u6a21\u578b\u81f3\u5c11\u6709\u673a\u4f1a\u5728\u63a2\u7d22\u4e2d\u81ea\u6211\u4fee\u6b63\u65b9\u5411；\u800c\u5728\u591a Agent \u7cfb\u7edf\u91cc，\u5206\u89e3\u9519\u8bef\u4f1a\u88ab\u5e76\u884c\u7684\u6267\u884c\u6548\u7387\u653e\u5927\u2014\u2014\u4f60\u66f4\u5feb\u3001\u66f4\u8d35\u5730\u5f97\u5230\u4e86\u4e00\u4e2a\u79bb\u9898\u7684\u7b54\u6848\u3002<\/p>\n

3.2 \u4ea4\u63a5\u635f\u8017：\u4e2d\u95f4\u4ea7\u7269\u7684\u4fe1\u606f\u8870\u51cf<\/h4>\n

\u6d41\u6c34\u7ebf\u62d3\u6251\u7684\u5934\u53f7\u98ce\u9669\u3002\u4e0a\u6e38 Agent \u7684\u8f93\u51fa\u662f\u81ea\u7531\u6587\u672c，\u4e0b\u6e38 Agent \u4ece\u4e2d\u63d0\u53d6\u81ea\u5df1\u9700\u8981\u7684\u4fe1\u606f\u2014\u2014\u8fd9\u4e2a"\u975e\u7ed3\u6784\u5316\u4ea4\u63a5"\u8fc7\u7a0b\u5b58\u5728\u5929\u7136\u7684\u4fe1\u606f\u635f\u8017\u3002\u4e0a\u6e38\u5728\u5206\u6790\u4e2d\u63d0\u5230"\u6570\u636e\u8986\u76d6\u4e0d\u5b8c\u6574，\u7ed3\u8bba\u53ef\u4fe1\u5ea6\u5b58\u7591"，\u4e0b\u6e38\u53ea\u63d0\u53d6\u4e86\u7ed3\u8bba\u672c\u8eab，\u8b66\u793a\u8bed\u5728\u4ea4\u63a5\u4e2d\u84b8\u53d1\u4e86\u3002\u6bcf\u4e00\u73af\u4ea4\u63a5\u635f\u8017\u4e00\u70b9，\u4e09\u73af\u4e4b\u540e\u4ea4\u4ed8\u7269\u4e0e\u539f\u59cb\u4f9d\u636e\u4e4b\u95f4\u53ef\u80fd\u5df2\u7ecf\u9762\u76ee\u5168\u975e\u3002<\/p>\n

3.3 \u786e\u8ba4\u504f\u5dee\u5171\u632f：\u4e92\u76f8\u80cc\u4e66\u7684\u56de\u97f3\u5ba4<\/h4>\n

\u8fd9\u662f\u591a Agent \u7cfb\u7edf\u7279\u6709\u7684\u5931\u6548\u6a21\u5f0f，\u4e5f\u662f\u6700\u6709\u6b3a\u9a97\u6027\u7684\u4e00\u79cd\u3002\u5f53"\u5ba1\u6838 Agent"\u4e0e"\u5199\u4f5c Agent"\u7531\u540c\u4e00\u4e2a\u57fa\u7840\u6a21\u578b\u9a71\u52a8\u3001\u63a5\u6536\u76f8\u4f3c\u7684\u7cfb\u7edf\u63d0\u793a\u65f6，\u5b83\u4eec\u7684\u5224\u65ad\u9ad8\u5ea6\u76f8\u5173\u800c\u975e\u76f8\u4e92\u72ec\u7acb\u2014\u2014\u5199\u4f5c Agent \u72af\u7684\u7cfb\u7edf\u6027\u9519\u8bef，\u5ba1\u6838 Agent \u5927\u6982\u7387\u4e5f\u8bc6\u522b\u4e0d\u51fa\u6765\u3002\u4e8e\u662f\u591a Agent \u8bc4\u5ba1\u9000\u5316\u6210\u4e86\u56de\u97f3\u5ba4：N \u4e2a Agent \u4e92\u76f8\u786e\u8ba4，\u7ed9\u51fa N \u500d\u7684\u865a\u5047\u4fe1\u5fc3\u3002\u8fd9\u4e0e\u591a\u4eba\u8bc4\u5ba1\u4e2d"\u8bc4\u59d4\u5fc5\u987b\u72ec\u7acb"\u7684\u65b9\u6cd5\u8bba\u539f\u5219\u662f\u540c\u4e00\u4e2a\u9053\u7406\u2014\u2014\u8bc4\u5ba1\u7684\u6709\u6548\u6027\u4e0d\u53d6\u51b3\u4e8e\u8bc4\u5ba1\u8005\u7684\u6570\u91cf，\u800c\u53d6\u51b3\u4e8e\u8bc4\u5ba1\u8005\u4e4b\u95f4\u7684\u72ec\u7acb\u6027\u3002<\/p>\n

3.4 \u8d23\u4efb\u7a00\u91ca：\u65e0\u4eba\u5bf9\u6574\u4f53\u7ed3\u679c\u8d1f\u8d23<\/h4>\n

\u53bb\u4e2d\u5fc3\u5316\u62d3\u6251\u7684\u56fa\u6709\u98ce\u9669，\u5728\u7f16\u6392\u8005\u8bbe\u8ba1\u4e0d\u826f\u65f6\u540c\u6837\u51fa\u73b0\u3002\u6bcf\u4e2a Agent \u90fd"\u5b8c\u6210\u4e86\u81ea\u5df1\u7684\u90e8\u5206"，\u4f46\u6700\u7ec8\u4ea4\u4ed8\u7269\u5b58\u5728\u6574\u4f53\u6027\u95ee\u9898：\u7ae0\u8282\u4e4b\u95f4\u53e3\u5f84\u4e0d\u4e00\u3001\u6570\u5b57\u4e92\u76f8\u77db\u76fe\u3001\u7ed3\u8bba\u4e0e\u6b63\u6587\u8131\u8282\u3002\u5355 Agent \u7cfb\u7edf\u91cc\u8d23\u4efb\u8fb9\u754c\u662f\u6e05\u6670\u7684；\u591a Agent \u7cfb\u7edf\u91cc，\u5982\u679c\u6ca1\u6709\u4e00\u4e2a\u663e\u5f0f\u7684"\u6574\u4f53\u8d28\u91cf\u8d1f\u8d23\u4eba"\u89d2\u8272，\u6574\u4f53\u6027\u95ee\u9898\u5c31\u4f1a\u60ac\u5728\u6240\u6709\u89d2\u8272\u7684\u7f1d\u9699\u91cc\u3002<\/p>\n

\u503c\u5f97\u5f3a\u8c03\u7684\u662f，\u8fd9\u56db\u7c7b\u5931\u6548\u6a21\u5f0f\u6709\u4e00\u4e2a\u5171\u540c\u70b9：\u5b83\u4eec\u90fd\u4e0d\u4f1a\u4ee5\u5f02\u5e38\u7684\u5f62\u5f0f\u66b4\u9732\u3002\u5206\u89e3\u9519\u8bef\u8868\u73b0\u4e3a"\u6bcf\u4e2a\u5b50\u4efb\u52a1\u90fd\u5b8c\u6210\u5f97\u5f88\u597d"，\u4ea4\u63a5\u635f\u8017\u8868\u73b0\u4e3a"\u6bcf\u4e2a\u73af\u8282\u7684\u8f93\u51fa\u90fd\u901a\u987a"，\u56de\u97f3\u5ba4\u8868\u73b0\u4e3a"\u8bc4\u5ba1\u5168\u7968\u901a\u8fc7"，\u8d23\u4efb\u7a00\u91ca\u8868\u73b0\u4e3a"\u6240\u6709 Agent \u5747\u6b63\u5e38\u9000\u51fa"\u2014\u2014\u65e5\u5fd7\u4e00\u7247\u7965\u548c，\u4ea4\u4ed8\u7269\u5374\u6709\u95ee\u9898\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u591a Agent \u7cfb\u7edf\u6bd4\u5355 Agent \u7cfb\u7edf\u66f4\u9700\u8981\u4e3b\u52a8\u9a8c\u8bc1，\u800c\u4e0d\u662f\u88ab\u52a8\u7b49\u6545\u969c\u62a5\u8b66\u3002<\/p>\n

\u56db\u3001\u5951\u7ea6\u4f18\u5148：\u8ba9\u534f\u4f5c\u63a5\u53e3\u6210\u4e3a\u53ef\u9a8c\u8bc1\u7684\u5de5\u4ef6<\/h3>\n

\u9488\u5bf9\u4e0a\u8ff0\u56db\u7c7b\u5931\u6548\u6a21\u5f0f，\u5de5\u7a0b\u4e0a\u6700\u6709\u6548\u7684\u5bf9\u7b56\u662f\u4e00\u4e2a\u6734\u7d20\u7684\u539f\u5219：\u628a Agent \u4e4b\u95f4\u7684\u4ea4\u63a5\u4ece\u81ea\u7531\u6587\u672c\u5347\u7ea7\u4e3a\u663e\u5f0f\u5951\u7ea6\u3002\u5951\u7ea6\u4e0d\u662f\u5f62\u5f0f\u4e3b\u4e49，\u5b83\u662f\u628a"\u534f\u4f5c"\u4ece\u53d9\u4e8b\u53d8\u6210\u53ef\u9a8c\u8bc1\u5de5\u4ef6\u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n

4.1 \u4ea4\u63a5\u5951\u7ea6\u7684\u4e09\u4e2a\u5fc5\u5907\u5b57\u6bb5<\/h4>\n

\u4e00\u4efd\u6700\u5c0f\u53ef\u7528\u7684\u4ea4\u63a5\u5951\u7ea6\u5e94\u8be5\u5305\u542b：<\/p>\n

from<\/span> pydantic import<\/span> BaseModel,<\/span> Field
\nfrom<\/span> typing import<\/span> List,<\/span> Literal<\/p>\n

class<\/span> HandoffContract<\/span>(<\/span>BaseModel)<\/span>:<\/span>
\n """Agent \u95f4\u4ea4\u63a5\u5951\u7ea6：\u62d2\u7edd\u81ea\u7531\u6587\u672c，\u5f3a\u5236\u7ed3\u6784\u5316\u3002"""<\/span>
\n task_id:<\/span> str<\/span>
\n producer:<\/span> str<\/span> # \u4ea7\u51fa\u65b9 Agent \u6807\u8bc6<\/span>
\n status:<\/span> Literal[<\/span>"complete"<\/span>,<\/span> "partial"<\/span>,<\/span> "failed"<\/span>]<\/span>
\n payload:<\/span> dict<\/span> # \u7ed3\u6784\u5316\u7ed3\u679c\u672c\u4f53<\/span>
\n confidence:<\/span> float<\/span> =<\/span> Field(<\/span>ge=<\/span>0<\/span>,<\/span> le=<\/span>1<\/span>)<\/span> # \u4ea7\u51fa\u65b9\u81ea\u8bc4\u7f6e\u4fe1\u5ea6<\/span>
\n caveats:<\/span> List[<\/span>str<\/span>]<\/span> =<\/span> [<\/span>]<\/span> # \u5173\u952e：\u9650\u5236\u6761\u4ef6\u5fc5\u987b\u663e\u5f0f\u4f20\u9012<\/span>
\n evidence_refs:<\/span> List[<\/span>str<\/span>]<\/span> =<\/span> [<\/span>]<\/span> # \u5173\u952e\u7ed3\u8bba\u7684\u6765\u6e90\u5f15\u7528<\/span><\/p>\n

def<\/span> validate_for_consumer<\/span>(<\/span>self)<\/span> –<\/span>><\/span> None<\/span>:<\/span>
\n """\u4e0b\u6e38\u6d88\u8d39\u524d\u7684\u5f3a\u5236\u6821\u9a8c：\u4e0d\u5b8c\u6574\u6216\u4f4e\u7f6e\u4fe1\u7684\u4ea4\u63a5\u4e0d\u5f97\u9759\u9ed8\u901a\u8fc7\u3002"""<\/span>
\n if<\/span> self.<\/span>status ==<\/span> "failed"<\/span>:<\/span>
\n raise<\/span> HandoffRejected(<\/span>f"<\/span>{<\/span>self.<\/span>producer}<\/span><\/span> \u660e\u786e\u5931\u8d25，\u4e0d\u5f97\u7ee7\u7eed\u52a0\u5de5"<\/span><\/span>)<\/span>
\n if<\/span> self.<\/span>status ==<\/span> "partial"<\/span> and<\/span> not<\/span> self.<\/span>caveats:<\/span>
\n raise<\/span> HandoffRejected(<\/span>"\u90e8\u5206\u5b8c\u6210\u5374\u65e0\u4efb\u4f55\u9650\u5236\u8bf4\u660e，\u4fe1\u606f\u5fc5\u7136\u6709\u635f"<\/span>)<\/span>
\n if<\/span> self.<\/span>confidence <<\/span> 0.5<\/span> and<\/span> not<\/span> self.<\/span>caveats:<\/span>
\n raise<\/span> HandoffRejected(<\/span>"\u4f4e\u7f6e\u4fe1\u5ea6\u7ed3\u679c\u7f3a\u5c11\u8bf4\u660e，\u7981\u6b62\u65e0\u6807\u6ce8\u4f20\u9012"<\/span>)<\/span><\/p>\n

\u8fd9\u6bb5\u4ee3\u7801\u9488\u5bf9\u7684\u6b63\u662f 3.2 \u8282\u7684\u4ea4\u63a5\u635f\u8017\u95ee\u9898：\u5f53\u4e0a\u6e38\u8bf4"\u6570\u636e\u4e0d\u5b8c\u6574\u3001\u7ed3\u8bba\u5b58\u7591"\u65f6，\u8fd9\u4e2a\u4fe1\u606f\u4e0d\u518d\u662f\u81ea\u7531\u6587\u672c\u91cc\u53ef\u80fd\u88ab\u5ffd\u7565\u7684\u4e00\u53e5\u514d\u8d23\u58f0\u660e，\u800c\u662f\u5951\u7ea6\u91cc\u7684\u5fc5\u586b\u5b57\u6bb5\u2014\u2014caveats \u4e3a\u7a7a\u7684\u90e8\u5206\u5b8c\u6210\u7ed3\u679c\u4f1a\u88ab\u76f4\u63a5\u62d2\u6536\u3002\u4fe1\u606f\u635f\u8017\u4ece"\u53ef\u80fd\u53d1\u751f"\u53d8\u6210\u4e86"\u7ed3\u6784\u4e0a\u4e0d\u53ef\u80fd\u53d1\u751f"\u3002<\/p>\n

4.2 \u7528\u72ec\u7acb\u6027\u5bf9\u6297\u786e\u8ba4\u504f\u5dee\u5171\u632f<\/h4>\n

\u5bf9\u6297\u56de\u97f3\u5ba4\u6548\u5e94，\u9700\u8981\u5728\u67b6\u6784\u5c42\u9762\u4fdd\u8bc1\u8bc4\u5ba1\u8005\u7684\u72ec\u7acb\u6027：<\/p>\n

\u7b2c\u4e00，\u6a21\u578b\u591a\u6837\u6027\u3002\u5ba1\u6838 Agent \u4f7f\u7528\u4e0e\u751f\u4ea7 Agent \u4e0d\u540c\u7684\u57fa\u7840\u6a21\u578b，\u964d\u4f4e\u540c\u6e90\u7cfb\u7edf\u6027\u504f\u5dee\u7684\u6982\u7387\u3002\u7b2c\u4e8c，\u4fe1\u606f\u9694\u79bb\u3002\u5ba1\u6838 Agent \u4e0d\u5e94\u770b\u5230\u751f\u4ea7 Agent \u7684\u63a8\u7406\u8fc7\u7a0b，\u53ea\u770b\u539f\u59cb\u8f93\u5165\u4e0e\u6700\u7ec8\u4ea7\u51fa\u2014\u2014\u770b\u5230\u63a8\u7406\u8fc7\u7a0b\u4f1a\u4ea7\u751f"\u7406\u89e3\u4e4b\u540c\u60c5"，\u8ba9\u5ba1\u6838\u8005\u4e0d\u81ea\u89c9\u5730\u7ad9\u5728\u751f\u4ea7\u8005\u7684\u7acb\u573a\u4e0a\u3002\u7b2c\u4e09，\u76f2\u6d4b\u673a\u5236\u3002\u5b9a\u671f\u5728\u5ba1\u6838\u961f\u5217\u4e2d\u63ba\u5165\u5df2\u77e5\u6709\u7f3a\u9677\u7684\u6837\u672c（\u9ec4\u91d1\u96c6），\u76f4\u63a5\u5ea6\u91cf\u5ba1\u6838 Agent \u7684\u771f\u5b9e\u68c0\u51fa\u7387，\u800c\u4e0d\u662f\u5047\u8bbe"\u5b83\u65e2\u7136\u53eb\u5ba1\u6838 Agent \u5c31\u4e00\u5b9a\u4f1a\u5ba1\u6838"\u3002<\/p>\n

def<\/span> audit_reviewer<\/span>(<\/span>reviewer_agent,<\/span> golden_set)<\/span>:<\/span>
\n """\u76f2\u6d4b\u5ba1\u6838 Agent：\u7528\u5df2\u77e5\u7f3a\u9677\u6837\u672c\u5ea6\u91cf\u771f\u5b9e\u68c0\u51fa\u7387\u3002"""<\/span>
\n results =<\/span> {<\/span>"detected"<\/span>:<\/span> 0<\/span>,<\/span> "missed"<\/span>:<\/span> 0<\/span>,<\/span> "false_positive"<\/span>:<\/span> 0<\/span>}<\/span>
\n for<\/span> sample in<\/span> golden_set:<\/span>
\n verdict =<\/span> reviewer_agent.<\/span>review(<\/span>sample[<\/span>"input"<\/span>]<\/span>,<\/span> sample[<\/span>"output"<\/span>]<\/span>)<\/span>
\n if<\/span> sample[<\/span>"has_defect"<\/span>]<\/span> and<\/span> verdict.<\/span>flagged:<\/span>
\n results[<\/span>"detected"<\/span>]<\/span> +=<\/span> 1<\/span>
\n elif<\/span> sample[<\/span>"has_defect"<\/span>]<\/span>:<\/span>
\n results[<\/span>"missed"<\/span>]<\/span> +=<\/span> 1<\/span>
\n elif<\/span> verdict.<\/span>flagged:<\/span>
\n results[<\/span>"false_positive"<\/span>]<\/span> +=<\/span> 1<\/span>
\n recall =<\/span> results[<\/span>"detected"<\/span>]<\/span> \/<\/span> max<\/span>(<\/span>1<\/span>,<\/span> results[<\/span>"detected"<\/span>]<\/span> +<\/span> results[<\/span>"missed"<\/span>]<\/span>)<\/span>
\n assert<\/span> recall >=<\/span> 0.8<\/span>,<\/span> f"\u5ba1\u6838 Agent \u771f\u5b9e\u68c0\u51fa\u7387\u4ec5 <\/span>{<\/span>recall:<\/span>.0%<\/span>}<\/span><\/span>，\u534f\u4f5c\u8bc4\u5ba1\u5f62\u540c\u865a\u8bbe"<\/span><\/span>
\n return<\/span> results<\/p>\n

\u8fd9\u4e2a\u6d4b\u8bd5\u63ed\u793a\u7684\u771f\u76f8\u5f80\u5f80\u662f\u6b8b\u9177\u7684：\u8bb8\u591a\u7cfb\u7edf\u91cc\u7684"\u591a\u8f6e\u5ba1\u6838"\u5728\u76f2\u6d4b\u4e0b\u7684\u771f\u5b9e\u68c0\u51fa\u7387\u4f4e\u5f97\u60ca\u4eba，\u534f\u4f5c\u8bc4\u5ba1\u63d0\u4f9b\u7684\u53ea\u662f\u5fc3\u7406\u5b89\u6170\u3002\u4f46\u53ea\u6709\u6d4b\u8fc7，\u4f60\u624d\u77e5\u9053\u81ea\u5df1\u7684\u7cfb\u7edf\u5c5e\u4e8e\u54ea\u4e00\u7c7b\u3002<\/p>\n

4.3 \u5206\u89e3\u8d28\u91cf\u7684\u9a8c\u8bc1：\u7f16\u6392\u8005\u4e0d\u80fd\u7f6e\u8eab\u4e8b\u5916<\/h4>\n

\u9488\u5bf9\u5206\u89e3\u9519\u8bef，\u9a8c\u8bc1\u624b\u6bb5\u662f\u5bf9\u7f16\u6392\u8005\u5efa\u7acb"\u5206\u89e3\u6b63\u786e\u6027"\u7684\u8bc4\u6d4b\u96c6：\u6536\u96c6\u4e00\u6279\u5df2\u77e5\u6b63\u786e\u7b54\u6848\u7684\u4efb\u52a1，\u8ba9\u7f16\u6392\u8005\u53ea\u505a\u5206\u89e3\u4e0d\u505a\u6267\u884c，\u68c0\u67e5\u5206\u89e3\u51fa\u7684\u5b50\u4efb\u52a1\u96c6\u5408\u662f\u5426\u8986\u76d6\u4e86\u95ee\u9898\u7684\u5173\u952e\u65b9\u9762\u3002\u4e00\u4e2a\u5b9e\u7528\u7684\u6280\u5de7\u662f\u8ba9\u7b2c\u4e8c\u4e2a\u6a21\u578b（\u4e0d\u662f\u7f16\u6392\u8005\u81ea\u5df1）\u626e\u6f14"\u5206\u89e3\u5ba1\u67e5\u5458"，\u5bf9\u7167\u4efb\u52a1\u76ee\u6807\u9010\u4e00\u68c0\u67e5\u5b50\u4efb\u52a1\u8986\u76d6\u7387\u2014\u2014\u5206\u89e3\u662f\u5355\u70b9，\u5c31\u5fc5\u987b\u7ed9\u5355\u70b9\u914d\u5197\u4f59\u6821\u9a8c\u3002<\/p>\n

4.4 \u534f\u4f5c\u9a8c\u8bc1\u7684\u843d\u5730\u6e05\u5355<\/h4>\n

\u628a\u7b2c\u56db\u8282\u7684\u8ba8\u8bba\u538b\u7f29\u6210\u4e00\u4efd\u53ef\u6267\u884c\u7684\u68c0\u67e5\u6e05\u5355，\u4efb\u4f55\u591a Agent \u65b9\u6848\u5728\u4e0a\u7ebf\u524d\u90fd\u5e94\u8be5\u9010\u9879\u8fc7\u4e00\u904d：<\/p>\n

    \n
  • \u5fc5\u8981\u6027\u8bba\u8bc1：\u662f\u5426\u8dd1\u8fc7\u5355 Agent \u57fa\u7ebf？\u591a Agent \u65b9\u6848\u9884\u671f\u589e\u76ca\u6765\u81ea\u54ea\u91cc（\u5e76\u884c\u3001\u4e0a\u4e0b\u6587\u9694\u79bb\u3001\u4e13\u4e1a\u5206\u5de5），\u8fd8\u662f\u4ec5\u4ec5\u56e0\u4e3a"\u770b\u8d77\u6765\u66f4\u9ad8\u7ea7"？<\/li>\n
  • \u5206\u89e3\u6b63\u786e\u6027：\u7f16\u6392\u8005\u7684\u4efb\u52a1\u5206\u89e3\u6709\u6ca1\u6709\u8bc4\u6d4b\u96c6？\u662f\u5426\u8986\u76d6\u5df2\u77e5\u7b54\u6848\u4efb\u52a1\u7684\u5173\u952e\u65b9\u9762？<\/li>\n
  • \u4ea4\u63a5\u5b8c\u6574\u6027：Agent \u4e4b\u95f4\u7684\u6bcf\u4e00\u6b21\u4ea4\u63a5\u662f\u5426\u6709\u7ed3\u6784\u5316\u5951\u7ea6？caveats \u4e0e\u7f6e\u4fe1\u5ea6\u662f\u5426\u5f3a\u5236\u4f20\u9012？\u6709\u635f\u4ea4\u63a5\u662f\u5426\u4f1a\u88ab\u62d2\u6536？<\/li>\n
  • \u8bc4\u5ba1\u72ec\u7acb\u6027：\u5ba1\u6838\u89d2\u8272\u4e0e\u751f\u4ea7\u89d2\u8272\u662f\u5426\u540c\u6a21\u578b\u3001\u540c\u63d0\u793a\u8bcd？\u6709\u6ca1\u6709\u76f2\u6d4b\u9ec4\u91d1\u96c6\u5ea6\u91cf\u771f\u5b9e\u68c0\u51fa\u7387？<\/li>\n
  • \u6574\u4f53\u8d23\u4efb\u5f52\u5c5e：\u662f\u5426\u5b58\u5728\u5bf9\u6700\u7ec8\u4ea4\u4ed8\u7269\u6574\u4f53\u8d1f\u8d23\u7684\u663e\u5f0f\u89d2\u8272\u6216\u6821\u9a8c\u73af\u8282？<\/li>\n
  • \u589e\u76ca\u5ea6\u91cf：\u8d28\u91cf\u63d0\u5347\u4e0e\u6210\u672c\u500d\u6570\u662f\u5426\u90fd\u88ab\u91cf\u5316\u8bb0\u5f55？\u589e\u76ca\u4e3a\u8d1f\u65f6\u6709\u6ca1\u6709\u56de\u9000\u9884\u6848？<\/li>\n<\/ul>\n

    \u8fd9\u4efd\u6e05\u5355\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u7e41\u7410，\u800c\u5728\u4e8e\u5b83\u628a"\u534f\u4f5c\u80fd\u529b"\u8fd9\u4e2a\u62bd\u8c61\u6982\u5ff5\u62c6\u89e3\u6210\u4e86\u4e00\u7ec4\u53ef\u4ee5\u9010\u9879\u56de\u7b54"\u662f"\u6216"\u5426"\u7684\u5177\u4f53\u95ee\u9898\u2014\u2014\u4efb\u4f55\u4e00\u9879\u7b54\u4e0d\u4e0a\u6765，\u90fd\u610f\u5473\u7740\u7cfb\u7edf\u7684\u534f\u4f5c\u80fd\u529b\u505c\u7559\u5728\u53d9\u4e8b\u5c42\u9762\u3002<\/p>\n

    \u4e94\u3001\u5b9e\u6218：\u5185\u5bb9\u751f\u4ea7\u6d41\u6c34\u7ebf\u7684\u534f\u4f5c\u9a8c\u8bc1<\/h3>\n

    \u628a\u4e0a\u8ff0\u7ec4\u4ef6\u7ec4\u5408\u8d77\u6765，\u770b\u4e00\u4e2a\u5b8c\u6574\u573a\u666f\u3002\u4efb\u52a1：\u591a Agent \u5185\u5bb9\u751f\u4ea7\u6d41\u6c34\u7ebf，\u5305\u542b\u7b56\u5212 Agent（\u4ea7\u51fa\u5927\u7eb2）\u3001\u5199\u4f5c Agent（\u4ea7\u51fa\u6b63\u6587）\u3001\u4e8b\u5b9e\u6838\u67e5 Agent（\u9a8c\u8bc1\u5173\u952e\u8bba\u65ad）\u3001\u7f16\u8f91 Agent（\u7edf\u7a3f）\u3002<\/p>\n

    5.1 \u5e26\u5951\u7ea6\u7684\u6d41\u6c34\u7ebf\u7ed3\u6784<\/h4>\n

    [\u7b56\u5212] \u2500\u2500\u5951\u7ea6:\u5927\u7eb2+\u5173\u952e\u8bba\u65ad\u6e05\u5355\u2500\u2500\u2192 [\u5199\u4f5c] \u2500\u2500\u5951\u7ea6:\u6b63\u6587+\u8bba\u65ad\u5f15\u7528\u6620\u5c04\u2500\u2500\u2192 [\u6838\u67e5]
    \n \u2502
    \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\u2524
    \n \u2502 \u8bba\u65ad\u5168\u90e8\u6709\u636e:\u901a\u8fc7 \u2502 \u5b58\u5728\u65e0\u636e\u8bba\u65ad:\u9000\u56de\u5199\u4f5c(\u5e26caveats)
    \n \u25bc \u25bc
    \n [\u7f16\u8f91\u7edf\u7a3f] \u4fee\u8ba2\u540e\u91cd\u4ea4
    \n \u2502
    \n \u25bc
    \n \u6574\u4f53\u4e00\u81f4\u6027\u68c0\u67e5（\u6807\u9898\/\u53e3\u5f84\/\u6570\u5b57）
    \n \u2502
    \n \u25bc
    \n \u4ea4\u4ed8<\/p>\n

    \u4e09\u4e2a\u5173\u952e\u8bbe\u8ba1\u51b3\u7b56\u3002\u7b2c\u4e00，\u7b56\u5212\u9636\u6bb5\u4ea7\u51fa\u7684\u4e0d\u53ea\u662f\u5927\u7eb2，\u8fd8\u6709"\u5173\u952e\u8bba\u65ad\u6e05\u5355"\u2014\u2014\u540e\u7eed\u6240\u6709\u4e8b\u5b9e\u6838\u67e5\u90fd\u56f4\u7ed5\u8fd9\u4efd\u6e05\u5355\u5c55\u5f00，\u6838\u67e5\u8303\u56f4\u4ece"\u6574\u7bc7\u6587\u7ae0"\u6536\u655b\u5230"\u4f5c\u8005\u58f0\u79f0\u7684\u6bcf\u4e00\u4e2a\u4e8b\u5b9e"，\u907f\u514d\u6838\u67e5 Agent \u6cdb\u6cdb\u800c\u8bfb\u3002\u7b2c\u4e8c，\u5199\u4f5c\u9636\u6bb5\u7684\u5951\u7ea6\u91cc\u5305\u542b"\u8bba\u65ad\u5f15\u7528\u6620\u5c04"：\u6bcf\u4e00\u6761\u5173\u952e\u8bba\u65ad\u5bf9\u5e94\u5230\u5177\u4f53\u7684\u8d44\u6599\u6765\u6e90，\u6838\u67e5 Agent \u7684\u5de5\u4f5c\u4ece"\u5927\u6d77\u635e\u9488"\u53d8\u6210"\u9010\u6761\u5bf9\u8d26"\u3002\u7b2c\u4e09，\u9000\u56de\u673a\u5236\u5e26 caveats\u2014\u2014\u6838\u67e5\u9000\u56de\u65f6\u5fc5\u987b\u5199\u660e\u5177\u4f53\u54ea\u6761\u8bba\u65ad\u7f3a\u4e4f\u4f9d\u636e，\u5199\u4f5c Agent \u62ff\u5230\u7684\u662f\u53ef\u6267\u884c\u7684\u4fee\u8ba2\u6307\u4ee4，\u800c\u4e0d\u662f\u4e00\u53e5\u6a21\u7cca\u7684"\u8bf7\u518d\u6838\u5b9e"\u3002<\/p>\n

    5.2 \u589e\u76ca\u9a8c\u8bc1：\u534f\u4f5c\u5fc5\u987b\u8dd1\u8d62\u5355\u5e72<\/h4>\n

    \u6700\u540e\u4e5f\u662f\u6700\u5bb9\u6613\u88ab\u8df3\u8fc7\u7684\u4e00\u6b65：\u9a8c\u8bc1\u591a Agent \u7cfb\u7edf\u76f8\u5bf9\u5355 Agent \u57fa\u7ebf\u786e\u5b9e\u6709\u589e\u76ca\u3002\u65b9\u6cd5\u8bba\u662f\u6807\u51c6\u7684 A\/B \u8bc4\u6d4b：<\/p>\n

    def<\/span> verify_collaboration_gain<\/span>(<\/span>task_set,<\/span> multi_agent_system,<\/span> single_agent_baseline)<\/span>:<\/span>
    \n """\u6838\u5fc3\u95ee\u9898：\u591a Agent \u534f\u4f5c\u662f\u5426\u771f\u7684\u6bd4\u5355 Agent \u66f4\u597d？\u597d\u591a\u5c11？\u8d35\u591a\u5c11？"""<\/span>
    \n report =<\/span> [<\/span>]<\/span>
    \n for<\/span> task in<\/span> task_set:<\/span>
    \n multi_out =<\/span> multi_agent_system.<\/span>run(<\/span>task)<\/span>
    \n single_out =<\/span> single_agent_baseline.<\/span>run(<\/span>task)<\/span>
    \n report.<\/span>append(<\/span>{<\/span>
    \n "task"<\/span>:<\/span> task.<\/span>id<\/span>,<\/span>
    \n "multi_quality"<\/span>:<\/span> rubric_score(<\/span>multi_out)<\/span>,<\/span> # \u540c\u4e00\u5957\u8bc4\u5206\u6807\u51c6<\/span>
    \n "single_quality"<\/span>:<\/span> rubric_score(<\/span>single_out)<\/span>,<\/span>
    \n "multi_cost"<\/span>:<\/span> multi_out.<\/span>total_tokens,<\/span>
    \n "single_cost"<\/span>:<\/span> single_out.<\/span>total_tokens,<\/span>
    \n }<\/span>)<\/span>
    \n avg =<\/span> lambda<\/span> key:<\/span> sum<\/span>(<\/span>r[<\/span>key]<\/span> for<\/span> r in<\/span> report)<\/span> \/<\/span> len<\/span>(<\/span>report)<\/span>
    \n quality_gain =<\/span> avg(<\/span>"multi_quality"<\/span>)<\/span> –<\/span> avg(<\/span>"single_quality"<\/span>)<\/span>
    \n cost_ratio =<\/span> avg(<\/span>"multi_cost"<\/span>)<\/span> \/<\/span> avg(<\/span>"single_cost"<\/span>)<\/span>
    \n print<\/span>(<\/span>f"\u8d28\u91cf\u589e\u76ca: <\/span>{<\/span>quality_gain:<\/span>+.1f<\/span>}<\/span><\/span> \u5206, \u6210\u672c\u500d\u6570: <\/span>{<\/span>cost_ratio:<\/span>.1f<\/span>}<\/span><\/span>x"<\/span><\/span>)<\/span>
    \n assert<\/span> quality_gain ><\/span> 0<\/span>,<\/span> "\u534f\u4f5c\u65e0\u589e\u76ca：\u5e94\u56de\u9000\u5230\u5355 Agent \u65b9\u6848"<\/span>
    \n return<\/span> report<\/p>\n

    \u8fd9\u4e2a\u9a8c\u8bc1\u7684\u903b\u8f91\u4e0e Google SRE \u4f53\u7cfb\u5bf9"\u53ef\u9760\u6027\u4e0d\u80fd\u9760\u5ba3\u79f0"\u7684\u8981\u6c42\u4e00\u8109\u76f8\u627f：\u4efb\u4f55\u67b6\u6784\u51b3\u7b56\u7684\u6536\u76ca\u90fd\u8981\u7528\u6570\u636e\u8bba\u8bc1\u3002\u5982\u679c\u4e09\u500d\u6210\u672c\u53ea\u6362\u6765 5% \u7684\u8d28\u91cf\u63d0\u5347\u4e14\u5355 Agent \u52a0\u4e00\u8f6e\u81ea\u5ba1\u5c31\u80fd\u8fbe\u5230\u540c\u7b49\u6c34\u5e73，\u90a3\u4e48\u591a Agent \u65b9\u6848\u5728\u8fd9\u4e2a\u4efb\u52a1\u4e0a\u5c31\u662f\u4e0d\u6210\u7acb\u7684\u2014\u2014\u534f\u4f5c\u4e0d\u662f\u76ee\u7684，\u53ef\u5ea6\u91cf\u7684\u589e\u76ca\u624d\u662f\u76ee\u7684\u3002<\/p>\n

    \u8fd8\u9700\u8981\u6ce8\u610f\u4e00\u4e2a\u8bc4\u6d4b\u9677\u9631：\u8bc4\u5206\u6807\u51c6（rubric）\u5fc5\u987b\u5bf9\u4e24\u5957\u7cfb\u7edf\u5b8c\u5168\u4e00\u81f4，\u4e14\u6700\u597d\u7531\u72ec\u7acb\u4e8e\u4e24\u5957\u7cfb\u7edf\u7684\u8bc4\u5224\u8005\u6267\u884c\u3002\u8ba9\u591a Agent \u7cfb\u7edf\u91cc\u7684"\u7f16\u8f91 Agent"\u7ed9\u81ea\u5df1\u7684\u4ea7\u51fa\u6253\u5206，\u7b49\u4e8e\u8ba9\u56de\u97f3\u5ba4\u81ea\u6211\u8ba4\u8bc1\u3002<\/p>\n

    \u6700\u540e\u8865\u5145\u4e00\u4e2a\u6765\u81ea\u5de5\u7a0b\u5b9e\u8df5\u7684\u63d0\u9192：\u589e\u76ca\u9a8c\u8bc1\u4e0d\u662f\u4e00\u6b21\u6027\u52a8\u4f5c，\u800c\u662f\u9700\u8981\u6301\u7eed\u56de\u5f52\u7684\u3002\u6a21\u578b\u7248\u672c\u5347\u7ea7\u3001\u63d0\u793a\u8bcd\u8c03\u6574\u3001\u5de5\u5177\u63a5\u53e3\u53d8\u5316，\u90fd\u53ef\u80fd\u8ba9\u539f\u672c\u6210\u7acb\u7684\u534f\u4f5c\u589e\u76ca\u6d88\u5931\u751a\u81f3\u53cd\u8f6c\u3002\u628a A\/B \u8bc4\u6d4b\u96c6\u7eb3\u5165\u7248\u672c\u53d1\u5e03\u7684\u95e8\u7981\u6d41\u7a0b，\u534f\u4f5c\u80fd\u529b\u624d\u4e0d\u4f1a\u5728\u8fed\u4ee3\u4e2d\u6084\u6084\u9000\u5316\u3002<\/p>\n

    \u516d\u3001\u603b\u7ed3\u4e0e\u5c55\u671b<\/h3>\n

    \u56de\u671b\u5168\u6587：\u591a Agent \u534f\u4f5c\u7684\u5174\u8d77\u6709\u5176\u771f\u5b9e\u7684\u6280\u672f\u52a8\u56e0\u2014\u2014\u4efb\u52a1\u5206\u89e3\u3001\u4e0a\u4e0b\u6587\u9694\u79bb\u3001\u5e76\u884c\u6267\u884c\u786e\u5b9e\u662f\u5355 Agent \u67b6\u6784\u7684\u56fa\u6709\u74f6\u9888；\u4f46\u534f\u4f5c\u53d9\u4e8b\u7684\u70ed\u5ea6\u8fdc\u8d85\u534f\u4f5c\u5de5\u7a0b\u7684\u6210\u719f\u5ea6，\u5927\u91cf\u7cfb\u7edf\u505c\u7559\u5728"\u89d2\u8272\u540d\u5206\u5f97\u5f88\u6f02\u4eae"\u7684\u9636\u6bb5\u3002\u4e09\u79cd\u7f16\u6392\u62d3\u6251\u5404\u6709\u5931\u6548\u4e3b\u573a：\u6d41\u6c34\u7ebf\u6015\u4ea4\u63a5\u635f\u8017，\u7f16\u6392\u8005-\u5de5\u4f5c\u8005\u6015\u5206\u89e3\u9519\u8bef，\u53bb\u4e2d\u5fc3\u5316\u6015\u534f\u8bae\u6b67\u4e49；\u800c\u786e\u8ba4\u504f\u5dee\u5171\u632f\u4e0e\u8d23\u4efb\u7a00\u91ca\u5219\u662f\u8de8\u62d3\u6251\u7684\u5171\u6027\u98ce\u9669\u3002\u5e94\u5bf9\u4e4b\u9053\u7684\u6838\u5fc3\u662f\u628a\u534f\u4f5c\u663e\u6027\u5316：\u4ea4\u63a5\u5951\u7ea6\u8ba9\u4fe1\u606f\u4f20\u9012\u53ef\u6821\u9a8c，\u72ec\u7acb\u6027\u8bbe\u8ba1\u8ba9\u8bc4\u5ba1\u771f\u5b9e\u6709\u6548，\u589e\u76ca\u9a8c\u8bc1\u8ba9\u67b6\u6784\u51b3\u7b56\u63a5\u53d7\u6570\u636e\u5ba1\u5224\u3002<\/p>\n

    \u8fd9\u5957\u65b9\u6cd5\u8bba\u80cc\u540e\u6709\u4e00\u4e2a\u66f4\u666e\u904d\u7684\u539f\u5219：\u4e00\u4e2a\u591a Agent \u7cfb\u7edf\u7684\u534f\u4f5c\u80fd\u529b，\u4e0d\u80fd\u770b\u67b6\u6784\u56fe，\u53ea\u80fd\u6d4b\u4ea4\u63a5\u5904\u3002\u6846\u67b6\u6587\u6863\u91cc\u5199\u7740"\u652f\u6301\u591a\u667a\u80fd\u4f53\u534f\u4f5c"，\u4e0d\u7b49\u4e8e\u5206\u89e3\u6b63\u786e\u3001\u4ea4\u63a5\u65e0\u635f\u3001\u8bc4\u5ba1\u72ec\u7acb；\u6f14\u793a\u89c6\u9891\u91cc\u4e09\u4e2a Agent \u5bf9\u8bdd\u5f97\u70ed\u70ed\u95f9\u95f9，\u4e0d\u7b49\u4e8e\u76f2\u6d4b\u4e0b\u80fd\u68c0\u51fa\u7f3a\u9677\u3001\u5bf9\u7167\u5b9e\u9a8c\u91cc\u80fd\u8dd1\u8d62\u5355\u5e72\u3002\u534f\u4f5c\u80fd\u529b\u662f\u6d4b\u51fa\u6765\u7684\u5c5e\u6027，\u4e0d\u662f\u58f0\u660e\u51fa\u6765\u7684\u89d2\u8272\u8bbe\u5b9a\u3002<\/p>\n

    \u8fd9\u4e5f\u6b63\u662f [Deep Skill Finder] \u9879\u76ee\u53cd\u590d\u5f3a\u8c03\u7684\u6838\u5fc3\u4e3b\u5f20\u2014\u2014\u5982\u4f55\u9a8c\u8bc1 Agent\/Skill \u7684\u771f\u5b9e\u80fd\u529b，\u800c\u4e0d\u662f\u8f7b\u4fe1\u81ea\u6211\u63cf\u8ff0\u3002\u65e0\u8bba\u4f60\u662f\u5728\u8bc4\u4f30\u4e00\u4e2a\u58f0\u79f0"\u591a Agent \u534f\u540c"\u7684\u7b2c\u4e09\u65b9 Skill，\u8fd8\u662f\u5728\u642d\u5efa\u81ea\u5df1\u7684\u534f\u4f5c\u7cfb\u7edf，\u90fd\u503c\u5f97\u8ffd\u95ee\u4e09\u4e2a\u95ee\u9898：\u5206\u89e3\u8d28\u91cf\u6709\u6ca1\u6709\u8bc4\u6d4b\u96c6？\u4ea4\u63a5\u5951\u7ea6\u80fd\u4e0d\u80fd\u62d2\u6536\u6709\u635f\u4fe1\u606f？\u534f\u4f5c\u589e\u76ca\u6709\u6ca1\u6709\u8dd1\u8d62\u5355 Agent \u57fa\u7ebf？\u4e09\u4e2a\u95ee\u9898\u90fd\u6709\u786e\u5b9a\u7b54\u6848\u7684\u7cfb\u7edf，\u624d\u914d\u5f97\u4e0a"\u534f\u4f5c"\u4e8c\u5b57；\u5426\u5219，\u90a3\u53ea\u662f\u4e00\u7fa4\u5404\u81ea\u72ec\u767d\u3001\u4e92\u76f8\u80cc\u4e66\u7684 Agent，\u5728\u5408\u6f14\u4e00\u51fa\u540d\u53eb"\u56e2\u961f"\u7684\u72ec\u89d2\u620f\u3002<\/p>\n

    \n

    \u5173\u4e8e Deep Skill Finder<\/h3>\n

    Deep Skill Finder \u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e AI Agent \u4e0e Skill \u751f\u6001\u7684\u53d1\u73b0\u4e0e\u9a8c\u8bc1\u5e73\u53f0，\u81f4\u529b\u4e8e\u5e2e\u52a9\u5f00\u53d1\u8005\u627e\u5230\u771f\u6b63\u80fd\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u7684 Agent Skill，\u5e76\u901a\u8fc7\u7cfb\u7edf\u5316\u7684\u5b9e\u6d4b\u65b9\u6cd5\u9a8c\u8bc1\u5176\u771f\u5b9e\u80fd\u529b，\u800c\u975e\u4f9d\u8d56\u5ba3\u4f20\u9875\u9762\u7684\u81ea\u6211\u63cf\u8ff0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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