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id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E4%B8%BA%E4%BB%80%E4%B9%88%E6%98%AF%E5%9B%9B%E6%A1%A3%E8%80%8C%E4%B8%8D%E6%98%AF%E4%B8%A4%E6%A1%A3\">&#xff08;\u4e8c&#xff09;\u4e3a\u4ec0\u4e48\u662f\u56db\u6863\u800c\u4e0d\u662f\u4e24\u6863<\/h3>\n<p>\u5728\u4e24\u6863\u7684\u4e16\u754c\u91cc&#xff0c;\u53ea\u8981\u6709\u4e00\u4e2a\u51b3\u7b56\u70b9\u9700\u8981\u7406\u89e3\u81ea\u7136\u8bed\u8a00&#xff0c;\u6574\u6761\u94fe\u5c31\u4f1a\u88ab\u63a8\u5230\u300c\u5168\u81ea\u4e3b\u300d\u90a3\u4e00\u4fa7\u3002\u8fd9\u662f\u7b2c\u4e00\u79cd\u5931\u8d25\u6700\u5e38\u89c1\u7684\u4ea7\u751f\u65b9\u5f0f\u3002<\/p>\n<p>\u56db\u6863\u8ba9\u4f60\u53ef\u4ee5\u8bf4&#xff1a;\u8fd9\u6761\u94fe\u4e0a\u7b2c\u4e8c\u6b65\u662f\u53d7\u7ea6\u675f\u9009\u62e9&#xff0c;\u7b2c\u56db\u6b65\u662f\u6709\u754c\u81ea\u4e3b&#xff0c;\u5176\u4f59\u90fd\u662f\u56fa\u5b9a\u7f16\u6392\u3002\u8fd9\u6837\u7684\u7cfb\u7edf\u91cc&#xff0c;\u4e0d\u786e\u5b9a\u6027\u88ab\u5173\u5728\u4e24\u4e2a\u5c0f\u76d2\u5b50\u91cc&#xff0c;\u800c\u4e0d\u662f\u5f25\u6f2b\u5728\u6574\u6761\u94fe\u4e0a\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E6%A1%A3%E4%BD%8D%E4%B8%8D%E6%98%AF%E8%B6%8A%E4%BD%8E%E8%B6%8A%E5%A5%BD\">&#xff08;\u4e09&#xff09;\u6863\u4f4d\u4e0d\u662f\u8d8a\u4f4e\u8d8a\u597d<\/h3>\n<p>\u628a\u6240\u6709\u4e1c\u897f\u538b\u5230\u7b2c\u4e00\u6863&#xff0c;\u4f1a\u5f97\u5230\u672c\u6587\u5f00\u5934\u7684\u7b2c\u4e8c\u79cd\u5931\u8d25&#xff1a;\u5206\u652f\u7206\u70b8\u4e0e\u515c\u5e95\u5931\u7075\u3002<\/p>\n<p>\u5224\u65ad\u6807\u51c6\u4e0d\u662f\u300c\u6863\u4f4d\u4f4e\u4e0d\u4f4e\u300d&#xff0c;\u800c\u662f\u300c\u8fd9\u4e2a\u51b3\u7b56\u70b9\u7684\u6863\u4f4d&#xff0c;\u662f\u4e0d\u662f\u5b83\u9700\u8981\u7684\u6700\u4f4e\u6863\u300d\u3002\u9700\u8981\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u7684\u5730\u65b9\u786c\u538b\u5230\u7b2c\u4e00\u6863&#xff0c;\u7701\u4e0b\u6765\u7684\u4e0d\u786e\u5b9a\u6027\u4f1a\u4ee5\u300c\u6f0f\u5224\u300d\u7684\u5f62\u5f0f\u8fd8\u56de\u6765\u2014\u2014\u800c\u6f0f\u5224\u6bd4\u8d70\u9519\u8def\u66f4\u96be\u88ab\u53d1\u73b0&#xff0c;\u56e0\u4e3a\u5b83\u8868\u73b0\u4e3a\u300c\u7528\u6237\u8bf4\u4e86\u4f46\u7cfb\u7edf\u6ca1\u53cd\u5e94\u300d\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E5%9B%9B%E6%A1%A3%E7%9A%84%E4%B9%9D%E7%BB%B4%E5%AF%B9%E7%85%A7\">&#xff08;\u56db&#xff09;\u56db\u6863\u7684\u4e5d\u7ef4\u5bf9\u7167<\/h3>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1308\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101023312-6ae6a4e8594b1.png\" width=\"2560\" \/><\/p>\n<p>\u8fd9\u5f20\u8868\u7684\u6253\u5206\u662f\u793a\u4f8b\u573a\u666f\u4e0b\u7684\u76f8\u5bf9\u5224\u65ad&#xff0c;\u7528\u4e8e\u8bf4\u660e\u53d6\u820d\u7ed3\u6784\u3002\u8bfb\u5b83\u6709\u4e09\u4e2a\u8981\u70b9\u3002<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u4e0d\u8981\u628a\u56db\u5217\u52a0\u603b\u6392\u540d\u3002\u4e5d\u4e2a\u7ef4\u5ea6\u5728\u4e0d\u540c\u4e1a\u52a1\u91cc\u7684\u6743\u91cd\u5dee\u522b\u6781\u5927&#xff0c;\u52a0\u603b\u9690\u542b\u4e86\u300c\u540c\u7b49\u91cd\u8981\u300d\u8fd9\u4e2a\u51e0\u4e4e\u4ece\u4e0d\u6210\u7acb\u7684\u5047\u8bbe\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u6700\u540e\u4e00\u884c\u624d\u662f\u8fd9\u5f20\u8868\u7684\u7528\u6cd5&#xff1a;\u5148\u786e\u5b9a\u8fd9\u4e2a\u51b3\u7b56\u70b9\u5c5e\u4e8e\u54ea\u4e00\u7c7b\u51b3\u7b56&#xff0c;\u518d\u56de\u5934\u770b\u5b83\u5e94\u8be5\u843d\u5728\u54ea\u4e00\u6863\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u300c\u5931\u8d25\u5f52\u56e0\u96be\u5ea6\u300d\u8fd9\u4e00\u5217\u5e38\u88ab\u5ffd\u7565&#xff0c;\u4f46\u5b83\u51b3\u5b9a\u4e86\u4e0a\u7ebf\u540e\u534a\u5e74\u7684\u8fd0\u7ef4\u6210\u672c\u3002\u5f52\u56e0\u96be\u7684\u6863\u4f4d&#xff0c;\u4e8b\u6545\u5e73\u5747\u5904\u7406\u65f6\u957f\u4f1a\u663e\u8457\u66f4\u957f\u2014\u2014\u800c\u8fd9\u90e8\u5206\u6210\u672c\u4e0d\u4f1a\u51fa\u73b0\u5728\u4efb\u4f55\u4e00\u6b21\u9009\u578b\u8bc4\u5ba1\u7684\u6750\u6599\u91cc\u3002<\/p>\n<h2 id=\"%E5%85%AD%E3%80%81%E5%9C%A8%E4%B8%80%E6%9D%A1%E4%BB%BB%E5%8A%A1%E9%93%BE%E4%B8%8A%E6%B7%B7%E7%94%A8%E5%9B%9B%E6%A1%A3\">\u516d\u3001\u5728\u4e00\u6761\u4efb\u52a1\u94fe\u4e0a\u6df7\u7528\u56db\u6863<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1414\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101023313-6ae6a4e9921d8.png\" width=\"2560\" \/><\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E4%B8%80%E6%9D%A1%E7%9C%9F%E5%AE%9E%E5%BD%A2%E7%8A%B6%E7%9A%84%E4%BB%BB%E5%8A%A1%E9%93%BE\">&#xff08;\u4e00&#xff09;\u4e00\u6761\u771f\u5b9e\u5f62\u72b6\u7684\u4efb\u52a1\u94fe<\/h3>\n<p>\u4ee5\u4f01\u4e1a\u4efb\u52a1\u6267\u884c Agent 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Token<\/td>\n<\/tr>\n<tr>\n<td>\u62a5\u544a\u751f\u6210<\/td>\n<td>\u5185\u5bb9\u51b3\u7b56<\/td>\n<td>\u7ed3\u6784\u7531\u4ee3\u7801\u7ed9\u5b9a&#xff0c;\u63aa\u8f9e\u7531\u6a21\u578b\u5199<\/td>\n<\/tr>\n<tr>\n<td>\u526f\u4f5c\u7528\u6267\u884c<\/td>\n<td>\u56fa\u5b9a\u7f16\u6392<\/td>\n<td>\u5ba1\u6279\u3001\u5e42\u7b49\u952e\u3001\u8865\u507f\u4e0e\u5ba1\u8ba1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E8%BF%99%E6%9D%A1%E9%93%BE%E7%9A%84%E5%85%B3%E9%94%AE%E6%80%A7%E8%B4%A8\">&#xff08;\u4e8c&#xff09;\u8fd9\u6761\u94fe\u7684\u5173\u952e\u6027\u8d28<\/h3>\n<p>\u516d\u4e2a\u73af\u8282\u91cc&#xff0c;\u53ea\u6709\u4e00\u4e2a\u5904\u5728\u300c\u6709\u754c\u81ea\u4e3b\u300d\u6863\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740&#xff1a;\u5373\u4fbf\u6a21\u578b\u5728\u8bc1\u636e\u6536\u96c6\u9636\u6bb5\u5b8c\u5168\u5931\u63a7&#xff0c;\u5b83\u80fd\u9020\u6210\u7684\u6700\u574f\u540e\u679c\u4e5f\u88ab\u9650\u5236\u5728\u300c\u591a\u82b1\u4e24\u4e07 Token\u3001\u591a\u7b49\u4e8c\u5341\u79d2\u300d&#xff0c;\u800c\u4e0d\u4f1a\u53d8\u6210\u300c\u591a\u6253\u4e00\u7b14\u9000\u6b3e\u300d\u3002<\/p>\n<p>\u526f\u4f5c\u7528\u6267\u884c\u6c38\u8fdc\u5728\u7b2c\u4e00\u6863&#xff0c;\u8fd9\u662f\u786c\u6027\u8981\u6c42&#xff1a;\u94b1\u548c\u6570\u636e\u7684\u53d8\u66f4\u4e0d\u63a5\u53d7\u6982\u7387\u6027\u5224\u65ad\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E5%88%86%E6%AE%B5%E4%B9%8B%E5%90%8E%E7%9A%84%E4%B8%89%E4%B8%AA%E5%A5%BD%E5%A4%84\">&#xff08;\u4e09&#xff09;\u5206\u6bb5\u4e4b\u540e\u7684\u4e09\u4e2a\u597d\u5904<\/h3>\n<p>\u7b2c\u4e00&#xff0c;\u6bcf\u4e00\u6bb5\u53ef\u4ee5\u5355\u72ec\u6d4b\u8bd5\u3002\u56fa\u5b9a\u6bb5\u7528\u5355\u5143\u6d4b\u8bd5&#xff0c;\u53d7\u7ea6\u675f\u6bb5\u7528\u679a\u4e3e\u56de\u5f52&#xff0c;\u81ea\u4e3b\u6bb5\u7528\u62bd\u6837\u8bc4\u6d4b\u3002\u4e09\u79cd\u65b9\u6cd5\u7684\u6210\u672c\u5dee\u4e86\u4e00\u4e2a\u6570\u91cf\u7ea7&#xff0c;\u6df7\u5728\u4e00\u8d77\u4f1a\u88ab\u8feb\u5168\u90e8\u7528\u6700\u8d35\u7684\u90a3\u79cd\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u65f6\u5ef6\u4e0e\u6210\u672c\u53ef\u4ee5\u6309\u6bb5\u6838\u7b97&#xff0c;\u4f18\u5316\u65f6\u77e5\u9053\u8be5\u5f80\u54ea\u91cc\u6295\u5165\u3002\u7edd\u5927\u591a\u6570\u4efb\u52a1\u94fe\u7684\u65f6\u5ef6\u96c6\u4e2d\u5728\u81ea\u4e3b\u6bb5&#xff0c;\u4f46\u5982\u679c\u4e0d\u5206\u6bb5\u7edf\u8ba1&#xff0c;\u5f88\u5bb9\u6613\u628a\u7cbe\u529b\u82b1\u5728\u4f18\u5316\u6a21\u578b\u8c03\u7528\u7684\u5e76\u53d1\u4e0a\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u51fa\u95ee\u9898\u65f6\u5148\u5b9a\u4f4d\u5230\u6bb5&#xff0c;\u518d\u5b9a\u4f4d\u5230\u70b9\u3002\u8fd9\u662f\u628a\u5e73\u5747\u5b9a\u4f4d\u65f6\u957f\u4ece\u5c0f\u65f6\u7ea7\u964d\u5230\u5206\u949f\u7ea7\u7684\u5173\u952e\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E4%B8%80%E6%9D%A1%E7%BB%8F%E9%AA%8C\">&#xff08;\u56db&#xff09;\u4e00\u6761\u7ecf\u9a8c<\/h3>\n<p>\u5728\u52a8\u624b\u4e4b\u524d&#xff0c;\u628a\u4efb\u52a1\u94fe\u753b\u6210\u4e00\u6392\u65b9\u6846&#xff0c;\u7ed9\u6bcf\u4e2a\u65b9\u6846\u6807\u4e0a\u6863\u4f4d\u3002<\/p>\n<p>\u5982\u679c\u4f60\u53d1\u73b0\u81ea\u5df1\u7ed9\u8d85\u8fc7\u4e24\u4e2a\u65b9\u6846\u6807\u4e86\u300c\u6709\u754c\u81ea\u4e3b\u300d&#xff0c;\u591a\u534a\u662f\u51b3\u7b56\u70b9\u8fd8\u6ca1\u6709\u62c6\u5e72\u51c0\u2014\u2014\u56de\u5230\u7b2c\u4e09\u8282\u7684\u56db\u8c61\u9650\u56fe&#xff0c;\u628a\u90a3\u4e24\u6bb5\u91cc\u771f\u6b63\u9700\u8981\u6a21\u578b\u7684\u90e8\u5206\u518d\u5206\u51fa\u6765\u3002<\/p>\n<h2 id=\"%E4%B8%83%E3%80%81%E6%A0%B8%E5%BF%83%E5%AE%9E%E7%8E%B0\">\u4e03\u3001\u6838\u5fc3\u5b9e\u73b0<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1552\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101023315-6ae6a4eb01e30.png\" width=\"2560\" \/><\/p>\n<p>\u672c\u8282\u7ed9\u51fa\u4e00\u4efd\u53ef\u76f4\u63a5\u8fd0\u884c\u7684\u6df7\u5408\u7f16\u6392\u5668\u3002\u8fd0\u884c\u73af\u5883&#xff1a;Python 3.12&#xff0c;\u4ec5\u4f9d\u8d56\u6807\u51c6\u5e93&#xff0c;\u65e0\u9700\u4efb\u4f55\u7b2c\u4e09\u65b9\u5305\u4e0e\u7f51\u7edc\u8bbf\u95ee\u3002<\/p>\n<p>source\/<br \/>\n\u251c\u2500\u2500 orchestrator.py    # \u7f16\u6392\u5668&#xff1a;\u6863\u4f4d\u5206\u6d3e\u3001\u56db\u9053\u95f8\u3001\u8f68\u8ff9\u4e0e\u8def\u5f84\u6307\u7eb9<br \/>\n\u251c\u2500\u2500 fake_model.py      # \u53ef\u6ce8\u5165\u6545\u969c\u7684\u5047\u6a21\u578b<br \/>\n\u251c\u2500\u2500 demo_task.py       # \u516d\u73af\u8282\u4efb\u52a1\u94fe&#xff08;\u793a\u4f8b\u573a\u666f&#xff09;<br \/>\n\u2514\u2500\u2500 test_paths.py      # \u4e09\u5c42\u9a8c\u8bc1&#xff0c;\u5171 14 \u4e2a\u6d4b\u8bd5 <\/p>\n<p>\u542f\u52a8\u65b9\u5f0f&#xff1a;<\/p>\n<p>cd source<br \/>\npython3 demo_task.py              # \u6b63\u5e38\u8def\u5f84<br \/>\npython3 demo_task.py illegal      # \u6a21\u578b\u8fd4\u56de\u975e\u6cd5\u5019\u9009<br \/>\npython3 -m unittest test_paths -v # \u4e09\u5c42\u9a8c\u8bc1 <\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E6%8E%A7%E5%88%B6%E6%9D%83%E4%B8%8E%E4%BF%A1%E4%BB%BB%E8%BE%B9%E7%95%8C\">&#xff08;\u4e00&#xff09;\u63a7\u5236\u6743\u4e0e\u4fe1\u4efb\u8fb9\u754c<\/h3>\n<p>\u67b6\u6784\u56fe\u7684\u8981\u70b9\u53ea\u6709\u4e00\u53e5&#xff1a;\u63a7\u5236\u6743\u59cb\u7ec8\u5728\u7f16\u6392\u5c42\u624b\u91cc&#xff0c;\u6a21\u578b\u53ea\u5728\u88ab\u8be2\u95ee\u65f6\u63d0\u4f9b\u63d0\u8bae\u3002<\/p>\n<p>\u7f16\u6392\u5c42\u8d1f\u8d23\u56db\u4ef6\u4e8b&#xff1a;\u4efb\u52a1\u56fe\u5b9a\u4e49&#xff08;\u8282\u70b9\u3001\u8fb9\u3001\u6863\u4f4d\u6807\u6ce8&#xff09;\u3001\u51b3\u7b56\u70b9\u6c42\u503c&#xff08;\u6309\u6863\u4f4d\u5206\u6d3e\u5230\u89c4\u5219\u6216\u6a21\u578b&#xff09;\u3001\u95f8\u95e8\u4e0e\u9884\u7b97\u3001\u72b6\u6001\u4e0e\u8f68\u8ff9\u3002<\/p>\n<p>\u6a21\u578b\u53ea\u63a5\u6536\u5f53\u524d\u72b6\u6001\u7684\u4e00\u4e2a\u5207\u7247&#xff0c;\u8fd4\u56de\u5019\u9009\u4e0e\u7406\u7531\u3002\u5b83\u4e0d\u77e5\u9053\u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528&#xff0c;\u4e5f\u4e0d\u77e5\u9053\u81ea\u5df1\u7684\u8f93\u51fa\u4f1a\u4e0d\u4f1a\u88ab\u6267\u884c\u3002<\/p>\n<p>\u4fe1\u4efb\u8fb9\u754c\u5e94\u8be5\u753b\u5728\u300c\u6a21\u578b\u8f93\u51fa\u300d\u4e0e\u300c\u89c4\u5219\u6821\u9a8c\u5668\u300d\u4e4b\u95f4\u3002\u6a21\u578b\u7684\u8f93\u51fa\u5728\u901a\u8fc7\u6821\u9a8c\u4e4b\u524d&#xff0c;\u4e00\u5f8b\u89c6\u4e3a\u4e0d\u53ef\u4fe1\u6570\u636e\u2014\u2014\u5b83\u53ef\u80fd\u6765\u81ea\u88ab\u6c61\u67d3\u7684\u68c0\u7d22\u7ed3\u679c&#xff0c;\u4e5f\u53ef\u80fd\u53ea\u662f\u4e00\u6b21\u666e\u901a\u7684\u683c\u5f0f\u8dd1\u504f\u3002<\/p>\n<p>\u8fd9\u6761\u8fb9\u754c\u5e26\u6765\u4e00\u4e2a\u76f4\u63a5\u7ed3\u8bba&#xff1a;\u4efb\u4f55\u300c\u6a21\u578b\u8bf4\u8981\u8c03\u7528\u67d0\u4e2a\u5de5\u5177\u5c31\u8c03\u7528\u300d\u7684\u5b9e\u73b0&#xff0c;\u90fd\u628a\u4fe1\u4efb\u8fb9\u754c\u753b\u9519\u4e86\u4f4d\u7f6e\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E6%A1%A3%E4%BD%8D%E4%B8%8E%E8%A3%81%E5%86%B3%E7%9A%84%E5%9F%BA%E6%9C%AC%E7%BB%93%E6%9E%84\">&#xff08;\u4e8c&#xff09;\u6863\u4f4d\u4e0e\u88c1\u51b3\u7684\u57fa\u672c\u7ed3\u6784<\/h3>\n<p>class Level(enum.StrEnum):<br \/>\n    &#034;&#034;&#034;\u56db\u6863\u63a7\u5236\u5f3a\u5ea6\u3002\u6863\u4f4d\u8d8a\u4f4e&#xff0c;\u8def\u5f84\u8d8a\u786e\u5b9a\u3002&#034;&#034;&#034;<br \/>\n    FIXED &#061; &#034;\u56fa\u5b9a\u7f16\u6392&#034;<br \/>\n    CONSTRAINED &#061; &#034;\u53d7\u7ea6\u675f\u9009\u62e9&#034;<br \/>\n    BOUNDED &#061; &#034;\u6709\u754c\u81ea\u4e3b&#034;<br \/>\n    OPEN &#061; &#034;\u5f00\u653e\u81ea\u4e3b&#034;<\/p>\n<p>&#064;dataclass<br \/>\nclass Verdict:<br \/>\n    &#034;&#034;&#034;\u4e00\u6b21\u88c1\u51b3\u7684\u7ed3\u679c&#xff0c;\u540c\u65f6\u4e5f\u662f\u8f68\u8ff9\u7684\u4e00\u6761\u8bb0\u5f55\u3002&#034;&#034;&#034;<br \/>\n    point: str<br \/>\n    level: Level<br \/>\n    candidates: list[str]<br \/>\n    chosen: str | None<br \/>\n    basis: str                      # \u89c4\u5219\u540d&#xff0c;\u6216\u6a21\u578b\u7ed9\u51fa\u7684\u7406\u7531<br \/>\n    accepted: bool<br \/>\n    elapsed_ms: float &#061; 0.0 <\/p>\n<p>Verdict \u7684\u4e94\u4e2a\u5b57\u6bb5&#xff08;\u51b3\u7b56\u70b9\u3001\u6863\u4f4d\u3001\u5019\u9009\u3001\u7ed3\u679c\u3001\u4f9d\u636e&#xff09;\u662f\u4e8b\u540e\u5f52\u56e0\u7684\u6700\u5c0f\u96c6\u5408\u3002\u7f3a\u4efb\u4f55\u4e00\u4e2a&#xff0c;\u90fd\u4f1a\u5728\u590d\u76d8\u65f6\u51fa\u73b0\u300c\u77e5\u9053\u5b83\u8d70\u9519\u4e86&#xff0c;\u4f46\u4e0d\u77e5\u9053\u4e3a\u4ec0\u4e48\u8d70\u9519\u300d\u3002<\/p>\n<p>\u843d\u76d8\u4f4d\u7f6e\u5efa\u8bae\u4e0e\u4efb\u52a1\u72b6\u6001\u540c\u8868&#xff0c;\u8fd9\u6837\u65ad\u70b9\u7eed\u8dd1\u65f6\u51b3\u7b56\u5386\u53f2\u4e0d\u4f1a\u4e22\u2014\u2014\u8fd9\u4e00\u70b9\u5728\u957f\u4efb\u52a1\u573a\u666f\u4e0b\u5c24\u5176\u91cd\u8981\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E5%8F%97%E7%BA%A6%E6%9D%9F%E9%80%89%E6%8B%A9%EF%BC%9A%E6%8A%8A%E8%BE%93%E5%87%BA%E5%85%B3%E8%BF%9B%E5%B0%81%E9%97%AD%E9%9B%86%E5%90%88\">&#xff08;\u4e09&#xff09;\u53d7\u7ea6\u675f\u9009\u62e9&#xff1a;\u628a\u8f93\u51fa\u5173\u8fdb\u5c01\u95ed\u96c6\u5408<\/h3>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1464\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101023316-6ae6a4ecbaf4a.png\" width=\"2560\" \/><\/p>\n<p>\u8fd9\u662f\u6295\u5165\u4ea7\u51fa\u6bd4\u6700\u9ad8\u7684\u4e00\u6863&#xff0c;\u591a\u6570\u300c\u9700\u8981\u7406\u89e3&#xff0c;\u4f46\u4e0d\u9700\u8981\u81ea\u7531\u300d\u7684\u573a\u666f\u90fd\u843d\u5728\u8fd9\u91cc\u3002<\/p>\n<p>def constrained(self, point: str, prompt: str, candidates: list[Candidate],<br \/>\n                *, granted: frozenset[str], retries: int &#061; 1,<br \/>\n                tokens_per_call: int &#061; 400) -&gt; str:<br \/>\n    &#034;&#034;&#034;\u6a21\u578b\u53ea\u80fd\u5728 candidates \u91cc\u9009\u3002\u975e\u6cd5\u8f93\u51fa\u6309\u6709\u9650\u6b21\u91cd\u8bd5&#xff0c;\u4ecd\u5931\u8d25\u5219\u629b\u51fa DecisionError\u3002<\/p>\n<p>    \u6ce8\u610f&#xff1a;\u5019\u9009\u96c6\u5408\u6309\u6743\u9650\u8fc7\u6ee4\u540e\u518d\u4ea4\u7ed9\u6a21\u578b&#xff0c;\u907f\u514d\u51fa\u73b0\u300c\u9009\u4e86\u4e00\u4e2a\u6ca1\u6743\u9650\u7684\u6d41\u7a0b\u300d\u3002<br \/>\n    &#034;&#034;&#034;<br \/>\n    allowed &#061; [c for c in candidates if set(c.requires) &lt;&#061; granted]<br \/>\n    if not allowed:<br \/>\n        raise DecisionError(point, &#034;\u8be5\u79df\u6237\u6ca1\u6709\u4efb\u4f55\u53ef\u7528\u5019\u9009&#034;)<br \/>\n    keys &#061; [c.key for c in allowed]<br \/>\n    last &#061; &#034;\u672a\u8c03\u7528&#034;<br \/>\n    for attempt in range(retries &#043; 1):<br \/>\n        t0 &#061; time.perf_counter()<br \/>\n        self.budget.reserve(tokens_per_call)<br \/>\n        try:<br \/>\n            raw, reason &#061; self.model.propose(prompt, allowed)<br \/>\n        except Exception as exc:                       # \u6a21\u578b\u4fa7\u5f02\u5e38\u4e5f\u7b97\u4e00\u6b21\u5931\u8d25<br \/>\n            last, raw, reason &#061; f&#034;\u6a21\u578b\u5f02\u5e38&#xff1a;{exc}&#034;, &#034;&#034;, &#034;&#034;<br \/>\n        else:<br \/>\n            last &#061; reason<br \/>\n        ms &#061; (time.perf_counter() &#8211; t0) * 1000<br \/>\n        if raw in keys:<br \/>\n            self._record(Verdict(point, Level.CONSTRAINED, keys, raw, reason, True, ms))<br \/>\n            return raw<br \/>\n        self._gate(&#034;invalid_candidate&#034;)<br \/>\n        self._record(Verdict(point, Level.CONSTRAINED, keys, raw or None,<br \/>\n                             f&#034;\u975e\u6cd5\u5019\u9009&#xff08;\u7b2c {attempt &#043; 1} \u6b21&#xff09;&#034;, False, ms))<br \/>\n    raise DecisionError(point, f&#034;{retries &#043; 1} \u6b21\u5747\u672a\u8fd4\u56de\u5408\u6cd5\u5019\u9009&#xff0c;\u6700\u540e\u4e00\u6b21&#xff1a;{last}&#034;) <\/p>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u91cc\u6709\u56db\u4e2a\u523b\u610f\u7684\u8bbe\u8ba1\u3002<\/p>\n<h4 id=\"1%E3%80%81%E5%80%99%E9%80%89%E9%9B%86%E5%90%88%E6%8C%89%E6%9D%83%E9%99%90%E5%8A%A8%E6%80%81%E7%94%9F%E6%88%90\">1\u3001\u5019\u9009\u96c6\u5408\u6309\u6743\u9650\u52a8\u6001\u751f\u6210<\/h4>\n<p>allowed \u662f\u6309\u79df\u6237\u6388\u6743\u8fc7\u6ee4\u540e\u7684\u7ed3\u679c&#xff0c;\u800c\u4e0d\u662f\u4e00\u4e2a\u5199\u6b7b\u5728\u63d0\u793a\u8bcd\u91cc\u7684\u5e38\u91cf\u5217\u8868\u3002\u5426\u5219\u4f1a\u51fa\u73b0\u300c\u6a21\u578b\u9009\u4e86\u4e00\u4e2a\u8be5\u79df\u6237\u6ca1\u6709\u6743\u9650\u7528\u7684\u6d41\u7a0b\u300d&#xff0c;\u7136\u540e\u5728\u6267\u884c\u9636\u6bb5\u624d\u88ab\u62d2\u7edd\u2014\u2014\u90a3\u65f6\u7528\u6237\u5df2\u7ecf\u7b49\u4e86\u51e0\u79d2\u949f&#xff0c;\u800c\u4e14\u9519\u8bef\u4fe1\u606f\u5bf9\u4ed6\u6beb\u65e0\u610f\u4e49\u3002<\/p>\n<h4 id=\"2%E3%80%81%E6%A8%A1%E5%9E%8B%E5%BC%82%E5%B8%B8%E4%B8%8E%E9%9D%9E%E6%B3%95%E8%BE%93%E5%87%BA%E8%B5%B0%E5%90%8C%E4%B8%80%E6%9D%A1%E8%B7%AF%E5%BE%84\">2\u3001\u6a21\u578b\u5f02\u5e38\u4e0e\u975e\u6cd5\u8f93\u51fa\u8d70\u540c\u4e00\u6761\u8def\u5f84<\/h4>\n<p>except Exception \u4e4b\u540e\u4e0d\u91cd\u65b0\u629b\u51fa&#xff0c;\u800c\u662f\u5f53\u6210\u4e00\u6b21\u300c\u672a\u8fd4\u56de\u5408\u6cd5\u5019\u9009\u300d\u3002\u8fd9\u6837\u4e0a\u6e38\u53ea\u9700\u8981\u5904\u7406\u4e00\u79cd\u5931\u8d25\u5f62\u6001&#xff0c;\u964d\u6863\u903b\u8f91\u4e0d\u5fc5\u533a\u5206\u300c\u6a21\u578b\u6302\u4e86\u300d\u548c\u300c\u6a21\u578b\u8dd1\u504f\u4e86\u300d\u3002<\/p>\n<h4 id=\"3%E3%80%81%E9%87%8D%E8%AF%95%E6%9C%89%E4%B8%8A%E9%99%90%EF%BC%8C%E4%B8%94%E6%AF%8F%E6%AC%A1%E9%83%BD%E9%A2%84%E6%89%A3%E9%A2%84%E7%AE%97\">3\u3001\u91cd\u8bd5\u6709\u4e0a\u9650&#xff0c;\u4e14\u6bcf\u6b21\u90fd\u9884\u6263\u9884\u7b97<\/h4>\n<p>retries \u9ed8\u8ba4\u662f 1&#xff0c;\u4e5f\u5c31\u662f\u6700\u591a\u4e24\u6b21\u8c03\u7528\u3002\u65e0\u4e0a\u9650\u91cd\u8bd5\u662f\u6700\u5e38\u89c1\u7684\u6210\u672c\u5931\u63a7\u6765\u6e90\u4e4b\u4e00&#xff0c;\u56e0\u4e3a\u5b83\u5728\u529f\u80fd\u4e0a\u300c\u770b\u8d77\u6765\u662f\u5bf9\u7684\u300d\u3002<\/p>\n<h4 id=\"4%E3%80%81%E9%9D%9E%E6%B3%95%E8%BE%93%E5%87%BA%E4%B9%9F%E5%86%99%E8%BF%9B%E8%BD%A8%E8%BF%B9\">4\u3001\u975e\u6cd5\u8f93\u51fa\u4e5f\u5199\u8fdb\u8f68\u8ff9<\/h4>\n<p>accepted&#061;False \u7684\u8bb0\u5f55\u540c\u6837\u843d\u76d8\u3002\u8fd9\u4e9b\u8bb0\u5f55\u662f\u300c\u65e0\u6548\u8f93\u51fa\u7387\u300d\u8fd9\u4e2a\u6307\u6807\u7684\u552f\u4e00\u6570\u636e\u6765\u6e90&#xff0c;\u4e5f\u662f\u6392\u67e5\u6a21\u578b\u7248\u672c\u53d8\u66f4\u5f71\u54cd\u7684\u7b2c\u4e00\u624b\u6750\u6599\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E6%9C%89%E7%95%8C%E8%87%AA%E4%B8%BB%EF%BC%9A%E5%9B%9B%E9%81%93%E9%97%B8\">&#xff08;\u56db&#xff09;\u6709\u754c\u81ea\u4e3b&#xff1a;\u56db\u9053\u95f8<\/h3>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1490\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101023318-6ae6a4ee183f8.png\" width=\"2560\" \/><\/p>\n<p>def bounded(self, point: str, step, *, max_steps: int, stall_limit: int &#061; 2,<br \/>\n            tokens_per_step: int &#061; 800, enough&#061;None) -&gt; BoundedRun:<br \/>\n    &#034;&#034;&#034;\u56db\u9053\u95f8\u5e76\u8054&#xff1a;\u6b65\u6570\u3001\u9884\u7b97\u3001\u5de5\u5177\u767d\u540d\u5355\u3001\u8fdb\u5c55\u5224\u5b9a\u3002&#034;&#034;&#034;<br \/>\n    run &#061; BoundedRun()<br \/>\n    stall &#061; 0<br \/>\n    for i in range(max_steps):<br \/>\n        try:<br \/>\n            self.budget.reserve(tokens_per_step)<br \/>\n        except DecisionError:<br \/>\n            self._gate(&#034;budget&#034;)<br \/>\n            run.stop_reason, run.complete &#061; &#034;budget&#034;, False<br \/>\n            break<br \/>\n        new, tool &#061; step(i, set(run.evidence))<br \/>\n        if tool not in self.readonly_tools:            # \u5de5\u5177\u95f8<br \/>\n            self._gate(&#034;tool_denied&#034;)<br \/>\n            run.stop_reason, run.complete &#061; &#034;tool_denied&#034;, False<br \/>\n            break<br \/>\n        fresh &#061; new &#8211; run.evidence<br \/>\n        run.evidence |&#061; new<br \/>\n        run.steps &#061; i &#043; 1<br \/>\n        if enough is not None and enough(run.evidence):<br \/>\n            run.stop_reason, run.complete &#061; &#034;done&#034;, True<br \/>\n            break<br \/>\n        if fresh:<br \/>\n            stall &#061; 0<br \/>\n        else:<br \/>\n            stall &#043;&#061; 1<br \/>\n            if stall &gt;&#061; stall_limit:                   # \u8fdb\u5c55\u95f8<br \/>\n                self._gate(&#034;no_progress&#034;)<br \/>\n                run.stop_reason, run.complete &#061; &#034;no_progress&#034;, False<br \/>\n                break<br \/>\n    else:<br \/>\n        if run.steps &gt;&#061; max_steps:                     # \u6b65\u6570\u95f8<br \/>\n            self._gate(&#034;max_steps&#034;)<br \/>\n            run.stop_reason, run.complete &#061; &#034;max_steps&#034;, False<br \/>\n    return run <\/p>\n<p>\u56db\u9053\u95f8\u4e0d\u662f\u300c\u56db\u9009\u4e00\u300d&#xff0c;\u800c\u662f\u56db\u4e2a\u5e76\u8054\u7684\u65ad\u8def\u5668\u3002<\/p>\n<p>\u6b65\u6570\u95f8\u9632\u300c\u6b65\u5b50\u591a\u300d\u3002\u5efa\u8bae\u6309\u6bb5\u8bbe\u5b9a\u800c\u4e0d\u662f\u5168\u5c40\u8bbe\u5b9a&#xff1a;\u68c0\u7d22\u6bb5\u516b\u6b65\u3001\u6838\u9a8c\u6bb5\u4e09\u6b65&#xff0c;\u6bd4\u4e00\u4e2a\u5168\u5c40\u7684 max_steps&#061;20 \u6709\u7528\u5f97\u591a\u3002<\/p>\n<p>\u9884\u7b97\u95f8\u9632\u300c\u5355\u6b65\u8d35\u300d\u3002\u5173\u952e\u5728\u4e8e reserve \u662f\u9884\u6263\u800c\u4e0d\u662f\u4e8b\u540e\u7d2f\u52a0\u2014\u2014\u4e8b\u540e\u7d2f\u52a0\u610f\u5473\u7740\u6700\u540e\u4e00\u6b21\u8d85\u652f\u7684\u8c03\u7528\u5df2\u7ecf\u53d1\u751f\u4e86&#xff0c;\u94b1\u5df2\u7ecf\u82b1\u51fa\u53bb\u4e86\u3002<\/p>\n<p>\u5de5\u5177\u95f8\u9632\u300c\u505a\u4e86\u4e0d\u8be5\u505a\u7684\u4e8b\u300d\u3002\u81ea\u4e3b\u6bb5\u5185\u53ea\u5141\u8bb8\u53ea\u8bfb\u5de5\u5177&#xff0c;\u6709\u526f\u4f5c\u7528\u7684\u5de5\u5177\u4e00\u5f8b\u4e0d\u5728\u767d\u540d\u5355\u91cc&#xff0c;\u5b83\u4eec\u53ea\u80fd\u51fa\u73b0\u5728\u56fa\u5b9a\u7f16\u6392\u6bb5\u3002\u8fd9\u4e00\u9053\u95f8\u7684\u89e6\u53d1\u5e94\u5f53\u6309\u5b89\u5168\u4e8b\u4ef6\u5904\u7406&#xff0c;\u800c\u4e0d\u662f\u8bb0\u4e00\u6761\u7edf\u8ba1\u3002<\/p>\n<p>\u8fdb\u5c55\u95f8\u9632\u300c\u4e00\u76f4\u5728\u505a\u4f46\u6ca1\u6709\u8fdb\u5c55\u300d\u3002\u5b83\u6700\u5e38\u88ab\u7701\u7565&#xff0c;\u4e5f\u662f\u300c\u6c89\u9ed8\u8f6c\u5708\u300d\u7684\u552f\u4e00\u9632\u7ebf\u2014\u2014\u4e00\u4e2a\u516b\u6b65\u5faa\u73af\u5b8c\u5168\u53ef\u4ee5\u5728\u6b65\u6570\u4e0e\u9884\u7b97\u90fd\u5408\u89c4\u7684\u524d\u63d0\u4e0b&#xff0c;\u53cd\u590d\u68c0\u7d22\u540c\u4e00\u4e2a\u5173\u952e\u8bcd\u516b\u6b21\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0d\u4f1a\u62a5\u9519&#xff0c;\u53ea\u4f1a\u8ba9\u7528\u6237\u7b49\u4e8c\u5341\u79d2\u4e4b\u540e\u62ff\u5230\u4e00\u4e2a\u548c\u7b2c\u4e00\u6b65\u5c31\u80fd\u7ed9\u51fa\u7684\u540c\u6837\u7684\u7b54\u6848\u3002<\/p>\n<p>\u53e6\u5916\u6ce8\u610f enough \u8fd9\u4e2a\u53c2\u6570&#xff1a;\u300c\u8bc1\u636e\u591f\u4e0d\u591f\u300d\u8fd9\u4e2a\u7ec8\u6b62\u51b3\u7b56\u7531\u4ee3\u7801\u7ed9\u51fa&#xff0c;\u4e0d\u4ea4\u7ed9\u6a21\u578b\u3002\u5b83\u843d\u5728\u300c\u4ee3\u4ef7\u5927\u300d\u90a3\u4e00\u4fa7\u2014\u2014\u5224\u65e9\u4e86\u4f1a\u4ea4\u4ed8\u4e00\u4efd\u6ca1\u6709\u4f9d\u636e\u7684\u62a5\u544a&#xff0c;\u5224\u665a\u4e86\u4f1a\u4e00\u76f4\u70e7\u9884\u7b97\u3002\u628a\u5b83\u5199\u6210\u4e00\u4e2a\u53ef\u6d4b\u8bd5\u7684\u51fd\u6570&#xff0c;\u662f\u8fd9\u4efd\u5b9e\u73b0\u91cc\u6700\u5bb9\u6613\u88ab\u8df3\u8fc7\u3001\u4e5f\u6700\u503c\u5f97\u4fdd\u7559\u7684\u4e00\u4e2a\u7ec6\u8282\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%94%EF%BC%89%E9%99%8D%E6%A1%A3%EF%BC%9A%E7%AC%AC%E4%BA%8C%E6%9D%A1%E8%B7%AF\">&#xff08;\u4e94&#xff09;\u964d\u6863&#xff1a;\u7b2c\u4e8c\u6761\u8def<\/h3>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1482\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101023319-6ae6a4ef89d0a.png\" width=\"2560\" \/><\/p>\n<p>\u964d\u6863\u4e0d\u662f\u9519\u8bef\u5904\u7406\u7684\u4e00\u79cd&#xff0c;\u800c\u662f\u8bbe\u8ba1\u65f6\u5c31\u8981\u753b\u51fa\u6765\u7684\u7b2c\u4e8c\u6761\u8def\u3002<\/p>\n<p>\u4efb\u52a1\u94fe\u5b9a\u4e49\u4e86\u4e09\u6761\u8def\u5f84&#xff1a;\u6b63\u5e38\u8def\u5f84\u3001\u4e00\u6b21\u964d\u6863&#xff08;\u81ea\u4e3b\u6bb5\u88ab\u95f8\u95e8\u4e2d\u65ad&#xff0c;\u7528\u5df2\u6709\u8bc1\u636e\u751f\u6210\u5e76\u6807\u6ce8\u300c\u8bc1\u636e\u4e0d\u5b8c\u6574\u300d&#xff09;\u3001\u4e8c\u6b21\u964d\u6863&#xff08;\u8def\u7531\u5931\u8d25&#xff0c;\u8df3\u8fc7\u81ea\u4e3b\u6bb5&#xff0c;\u8f6c\u4eba\u5de5\u5e76\u4fdd\u7559\u4e0a\u4e0b\u6587&#xff09;\u3002<\/p>\n<p>try:<br \/>\n    res.task_type &#061; orch.constrained(<br \/>\n        &#034;route&#034;, f&#034;\u7528\u6237\u8bf4&#xff1a;{utterance}&#034;, TASK_TYPES, granted&#061;granted, retries&#061;1)<br \/>\nexcept DecisionError as exc:<br \/>\n    res.degraded, res.complete &#061; &#034;level2&#034;, False<br \/>\n    res.note &#061; f&#034;\u65e0\u6cd5\u786e\u5b9a\u4efb\u52a1\u7c7b\u578b&#xff08;{exc.reason}&#xff09;&#xff0c;\u5df2\u8f6c\u4eba\u5de5&#034;<br \/>\n    orch.fixed(&#034;degrade&#034;, lambda: &#034;handoff_human&#034;, &#034;\u8def\u7531\u5931\u8d25\u964d\u6863&#034;)<br \/>\n    return res, orch <\/p>\n<p>\u964d\u6863\u6709\u4e09\u6761\u7eaa\u5f8b\u3002<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u964d\u6863\u540e\u7684\u7ed3\u679c\u5fc5\u987b\u5e26\u6807\u6ce8\u3002\u4e00\u4efd\u300c\u8bc1\u636e\u4e0d\u5b8c\u6574\u300d\u7684\u62a5\u544a\u5982\u679c\u4e0d\u6807\u6ce8&#xff0c;\u6bd4\u6ca1\u6709\u62a5\u544a\u66f4\u5371\u9669\u2014\u2014\u5b83\u4f1a\u88ab\u4e0b\u6e38\u5f53\u6210\u5b8c\u6574\u7ed3\u8bba\u4f7f\u7528\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u964d\u6863\u8def\u5f84\u672c\u8eab\u5fc5\u987b\u662f\u786e\u5b9a\u7684\u3002\u4e0d\u80fd\u7528\u6a21\u578b\u6765\u51b3\u5b9a\u300c\u73b0\u5728\u8981\u4e0d\u8981\u964d\u6863\u300d&#xff0c;\u5426\u5219\u964d\u6863\u903b\u8f91\u4f1a\u7ee7\u627f\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u90a3\u4e2a\u95ee\u9898\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u964d\u6863\u6b21\u6570\u8981\u8fdb\u6307\u6807\u3002\u964d\u6863\u7387\u7a81\u7136\u4e0a\u5347&#xff0c;\u901a\u5e38\u662f\u4e0a\u6e38\u4f9d\u8d56\u6216\u6a21\u578b\u7248\u672c\u51fa\u4e86\u95ee\u9898&#xff0c;\u800c\u4e0d\u662f\u7528\u6237\u8f93\u5165\u53d8\u4e86\u3002<\/p>\n<p>\u4e0e\u4e4b\u76f8\u5bf9&#xff0c;\u6700\u5e38\u89c1\u7684\u9519\u8bef\u505a\u6cd5\u662f\u628a\u964d\u6863\u5199\u6210 except \u91cc\u7684\u4e00\u884c\u65e5\u5fd7&#xff0c;\u7136\u540e\u7ee7\u7eed\u5f80\u4e0b\u8dd1\u3002\u540e\u679c\u662f&#xff1a;\u81ea\u4e3b\u6bb5\u5931\u8d25\u4e4b\u540e&#xff0c;\u540e\u7eed\u7684\u56fa\u5b9a\u7f16\u6392\u6bb5\u62ff\u5230\u4e00\u4efd\u7a7a\u8bc1\u636e\u96c6&#xff0c;\u7167\u6837\u751f\u6210\u62a5\u544a\u3001\u7167\u6837\u5199\u5e93\u3001\u7167\u6837\u53d1\u901a\u77e5\u3002\u4e00\u6b21\u5931\u8d25\u88ab\u5b89\u9759\u5730\u8f6c\u6362\u6210\u4e86\u4e00\u6b21\u9519\u8bef\u4ea4\u4ed8\u2014\u2014\u8fd9\u6b63\u662f\u300c\u4e0d\u62a5\u9519\u7684\u4e8b\u6545\u300d\u6700\u5178\u578b\u7684\u6765\u6e90\u3002<\/p>\n<p>\u5728\u793a\u4f8b\u5b9e\u73b0\u91cc&#xff0c;\u8fd9\u4e00\u70b9\u7531\u526f\u4f5c\u7528\u51c6\u5165\u89c4\u5219\u4fdd\u8bc1&#xff1a;<\/p>\n<p>def side_effect_rule() -&gt; str:<br \/>\n    if not res.complete:<br \/>\n        return &#034;skip_incomplete&#034;<br \/>\n    if res.task_type in {&#034;refund_apply&#034;}:<br \/>\n        return &#034;require_approval&#034;<br \/>\n    return &#034;write_ticket&#034; <\/p>\n<p>\u4e0d\u5b8c\u6574\u7684\u7ed3\u679c&#xff0c;\u4e00\u5f8b\u4e0d\u89e6\u53d1\u526f\u4f5c\u7528\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%85%AD%EF%BC%89%E8%BF%90%E8%A1%8C%E8%BE%93%E5%87%BA\">&#xff08;\u516d&#xff09;\u8fd0\u884c\u8f93\u51fa<\/h3>\n<p>\u6b63\u5e38\u8def\u5f84&#xff1a;<\/p>\n<p>\u6ce8\u5165\u6545\u969c      : \u65e0<br \/>\n\u4efb\u52a1\u7c7b\u578b      : order_query<br \/>\n\u8bc1\u636e\u6761\u6570      : 6<br \/>\n\u7ed3\u679c\u5b8c\u6574      : True   \u964d\u6863&#xff1a;\u65e0<br \/>\n\u526f\u4f5c\u7528        : write_ticket<br \/>\n\u8def\u5f84\u6307\u7eb9      : b538d5e30527c700<br \/>\n\u95f8\u95e8\u89e6\u53d1      : \u65e0<br \/>\nToken \u4f7f\u7528    : 3200\/20000<br \/>\n&#8212; \u51b3\u7b56\u8f68\u8ff9 &#8212;<br \/>\n  \u2713 intake       [\u56fa\u5b9a\u7f16\u6392] -&gt; accepted            \u975e\u7a7a\u6821\u9a8c<br \/>\n  \u2713 route        [\u53d7\u7ea6\u675f\u9009\u62e9] -&gt; order_query       \u547d\u4e2d\u5173\u952e\u5b57\u300c\u8ba2\u5355\u300d<br \/>\n  \u2713 clarify      [\u53d7\u7ea6\u675f\u9009\u62e9] -&gt; enough            \u672a\u547d\u4e2d\u811a\u672c&#xff0c;\u9000\u56de\u7b2c\u4e00\u4e2a\u5019\u9009<br \/>\n  \u2713 collect      [\u6709\u754c\u81ea\u4e3b] -&gt; kb_search           \u7b2c 1 \u6b65&#xff0c;\u65b0\u589e\u8bc1\u636e 2 \u6761<br \/>\n  \u2713 collect      [\u6709\u754c\u81ea\u4e3b] -&gt; db_readonly_query   \u7b2c 2 \u6b65&#xff0c;\u65b0\u589e\u8bc1\u636e 2 \u6761<br \/>\n  \u2713 collect      [\u6709\u754c\u81ea\u4e3b] -&gt; kb_search           \u7b2c 3 \u6b65&#xff0c;\u65b0\u589e\u8bc1\u636e 2 \u6761<br \/>\n  \u2713 collect      [\u6709\u754c\u81ea\u4e3b] -&gt; stop                \u81ea\u4e3b\u6bb5\u7ed3\u675f&#xff1a;done&#xff0c;\u5171 3 \u6b65<br \/>\n  \u2713 side_effect  [\u56fa\u5b9a\u7f16\u6392] -&gt; write_ticket        \u526f\u4f5c\u7528\u51c6\u5165\u89c4\u5219 <\/p>\n<p>\u6ce8\u5165\u300c\u81ea\u4e3b\u6bb5\u8bd5\u56fe\u8c03\u7528\u5199\u5de5\u5177\u300d\u8fd9\u4e00\u7c7b\u6545\u969c&#xff1a;<\/p>\n<p>\u6ce8\u5165\u6545\u969c      : sideeffect<br \/>\n\u4efb\u52a1\u7c7b\u578b      : order_query<br \/>\n\u8bc1\u636e\u6761\u6570      : 2<br \/>\n\u7ed3\u679c\u5b8c\u6574      : False   \u964d\u6863&#xff1a;level1<br \/>\n\u526f\u4f5c\u7528        : skip_incomplete<br \/>\n\u5907\u6ce8          : \u8bc1\u636e\u6536\u96c6\u63d0\u524d\u7ed3\u675f&#xff08;tool_denied&#xff09;<br \/>\n\u95f8\u95e8\u89e6\u53d1      : {&#039;tool_denied&#039;: 1} <\/p>\n<p>\u5de5\u5177\u95f8\u62e6\u4f4f\u4e86\u8c03\u7528&#xff0c;\u81ea\u4e3b\u6bb5\u63d0\u524d\u7ed3\u675f&#xff0c;\u7ed3\u679c\u88ab\u6807\u8bb0\u4e3a\u4e0d\u5b8c\u6574&#xff0c;\u526f\u4f5c\u7528\u88ab\u8df3\u8fc7\u3002\u6574\u6761\u94fe\u6ca1\u6709\u629b\u5f02\u5e38&#xff0c;\u4e5f\u6ca1\u6709\u4ea7\u751f\u4efb\u4f55\u5916\u90e8\u5f71\u54cd\u2014\u2014\u8fd9\u662f\u964d\u6863\u8bbe\u8ba1\u751f\u6548\u7684\u6837\u5b50\u3002<\/p>\n<p>\u6ce8\u5165\u300c\u9884\u7b97\u63d0\u524d\u8017\u5c3d\u300d&#xff1a;<\/p>\n<p>\u6ce8\u5165\u6545\u969c      : budget<br \/>\n\u8bc1\u636e\u6761\u6570      : 4<br \/>\n\u7ed3\u679c\u5b8c\u6574      : False   \u964d\u6863&#xff1a;level1<br \/>\n\u526f\u4f5c\u7528        : skip_incomplete<br \/>\n\u95f8\u95e8\u89e6\u53d1      : {&#039;budget&#039;: 1}<br \/>\nToken \u4f7f\u7528    : 2400\/3000 <\/p>\n<p>\u6ce8\u610f\u6700\u540e\u4e00\u884c&#xff1a;Token \u4f7f\u7528\u505c\u5728 2400&#xff0c;\u6ca1\u6709\u8d85\u51fa 3000 \u7684\u4e0a\u9650\u3002\u8fd9\u662f\u9884\u6263\u800c\u975e\u4e8b\u540e\u7d2f\u52a0\u5e26\u6765\u7684\u76f4\u63a5\u7ed3\u679c\u3002<\/p>\n<h2 id=\"%E5%85%AB%E3%80%81%E4%BB%8E%20Demo%20%E7%89%88%E5%88%B0%E7%94%9F%E4%BA%A7%E7%89%88\">\u516b\u3001\u4ece Demo \u7248\u5230\u751f\u4ea7\u7248<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1444\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101023321-6ae6a4f118a34.png\" width=\"2560\" \/><\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E5%8D%81%E9%A1%B9%E5%B7%AE%E5%BC%82\">&#xff08;\u4e00&#xff09;\u5341\u9879\u5dee\u5f02<\/h3>\n<table>\n<tr>\u73af\u8282Demo \u91cc\u7684\u5e38\u89c1\u5199\u6cd5\u751f\u4ea7\u7248\u5fc5\u987b\u8865\u4e0a\u7684<\/tr>\n<tbody>\n<tr>\n<td>\u51b3\u7b56\u70b9\u5b9a\u4e49<\/td>\n<td>\u6563\u843d\u5728 if \u4e0e\u63d0\u793a\u8bcd\u91cc<\/td>\n<td>\u96c6\u4e2d\u6ce8\u518c&#xff0c;\u5e26\u6863\u4f4d\u3001\u5019\u9009\u6765\u6e90\u4e0e\u8d85\u65f6<\/td>\n<\/tr>\n<tr>\n<td>\u5019\u9009\u96c6\u5408<\/td>\n<td>\u786c\u7f16\u7801\u5728\u63d0\u793a\u8bcd\u5b57\u7b26\u4e32\u4e2d<\/td>\n<td>\u6309\u79df\u6237\u4e0e\u6743\u9650\u52a8\u6001\u751f\u6210&#xff0c;\u53ef\u56de\u5f52<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u8f93\u51fa<\/td>\n<td>\u76f4\u63a5\u5f53\u4f5c\u6307\u4ee4\u6267\u884c<\/td>\n<td>\u5148\u89e3\u6790\u4e3a\u63d0\u8bae&#xff0c;\u7ecf\u6821\u9a8c\u5668\u88c1\u51b3\u540e\u6267\u884c<\/td>\n<\/tr>\n<tr>\n<td>\u65e0\u6548\u8f93\u51fa<\/td>\n<td>\u91cd\u8bd5\u540c\u4e00\u4e2a\u63d0\u793a&#xff0c;\u65e0\u4e0a\u9650<\/td>\n<td>\u6709\u9650\u91cd\u8bd5&#xff0c;\u5931\u8d25\u540e\u6309\u9884\u8bbe\u8def\u5f84\u964d\u6863<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u4e3b\u6bb5\u8fb9\u754c<\/td>\n<td>\u53ea\u6709\u4e00\u4e2a max_steps<\/td>\n<td>\u6b65\u6570\u3001\u9884\u7b97\u3001\u5de5\u5177\u767d\u540d\u5355\u3001\u8fdb\u5c55\u56db\u9053\u95f8<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u8c03\u7528<\/td>\n<td>\u81ea\u4e3b\u6bb5\u53ef\u8c03\u7528\u5168\u90e8\u5de5\u5177<\/td>\n<td>\u81ea\u4e3b\u6bb5\u4ec5\u53ea\u8bfb\u5de5\u5177&#xff0c;\u526f\u4f5c\u7528\u5de5\u5177\u9694\u79bb<\/td>\n<\/tr>\n<tr>\n<td>\u5931\u8d25\u5904\u7406<\/td>\n<td>\u6355\u83b7\u5f02\u5e38\u540e\u7ee7\u7eed\u6267\u884c<\/td>\n<td>\u663e\u5f0f\u964d\u6863&#xff0c;\u7ed3\u679c\u5e26\u4e0d\u5b8c\u6574\u6807\u6ce8<\/td>\n<\/tr>\n<tr>\n<td>\u8f68\u8ff9\u8bb0\u5f55<\/td>\n<td>\u6253\u5370\u5230\u6807\u51c6\u8f93\u51fa<\/td>\n<td>\u7ed3\u6784\u5316\u843d\u76d8&#xff1a;\u5019\u9009\u3001\u88c1\u51b3\u3001\u4f9d\u636e\u3001\u8017\u65f6<\/td>\n<\/tr>\n<tr>\n<td>\u6d4b\u8bd5<\/td>\n<td>\u8dd1\u901a\u4e00\u4e2a happy path<\/td>\n<td>\u5206\u6863\u6d4b\u8bd5&#xff1a;\u679a\u4e3e\u3001\u62bd\u6837\u3001\u5931\u8d25\u6ce8\u5165<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u7ebf\u5f00\u5173<\/td>\n<td>\u65e0<\/td>\n<td>\u6309\u51b3\u7b56\u70b9\u7684\u6863\u4f4d\u5f00\u5173&#xff0c;\u53ef\u5355\u70b9\u964d\u6863<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E8%BF%99%E5%BC%A0%E8%A1%A8%E7%9A%84%E6%AD%A3%E7%A1%AE%E7%94%A8%E6%B3%95\">&#xff08;\u4e8c&#xff09;\u8fd9\u5f20\u8868\u7684\u6b63\u786e\u7528\u6cd5<\/h3>\n<p>\u4e0d\u8981\u628a\u5b83\u5f53\u6210\u300c\u4e0a\u7ebf\u524d\u8981\u8865\u7684\u5341\u4ef6\u4e8b\u300d&#xff0c;\u800c\u8981\u5f53\u6210\u300c\u8bbe\u8ba1\u65f6\u5c31\u8be5\u6709\u7684\u5341\u4e2a\u4f4d\u7f6e\u300d\u3002<\/p>\n<p>\u5341\u9879\u91cc\u6709\u4e03\u9879\u5982\u679c\u7559\u5230\u4e0a\u7ebf\u524d\u518d\u8865&#xff0c;\u90fd\u9700\u8981\u6539\u52a8\u7f16\u6392\u5c42\u7684\u63a5\u53e3\u3002\u4f8b\u5982\u628a\u300c\u6a21\u578b\u8f93\u51fa\u76f4\u63a5\u6267\u884c\u300d\u6539\u6210\u300c\u5148\u88c1\u51b3\u540e\u6267\u884c\u300d&#xff0c;\u4f1a\u7275\u52a8\u6bcf\u4e00\u4e2a\u5df2\u7ecf\u5199\u597d\u7684\u8282\u70b9&#xff1b;\u628a\u300c\u65e0\u4e0a\u9650\u91cd\u8bd5\u300d\u6539\u6210\u300c\u6709\u9650\u91cd\u8bd5 &#043; \u964d\u6863\u300d&#xff0c;\u4f1a\u7275\u52a8\u6bcf\u4e00\u5904\u8c03\u7528\u70b9\u7684\u9519\u8bef\u5904\u7406\u3002<\/p>\n<p>\u7ecf\u9a8c\u505a\u6cd5\u662f&#xff1a;\u5728\u7b2c\u4e00\u7248\u5c31\u628a\u300c\u51b3\u7b56\u70b9\u6ce8\u518c &#043; \u88c1\u51b3 &#043; \u8f68\u8ff9\u300d\u8fd9\u4e09\u4ef6\u4e8b\u642d\u597d&#xff0c;\u5176\u4f59\u4e03\u9879\u53ef\u4ee5\u6309\u9700\u9010\u6b65\u52a0\u4e25\u3002\u8fd9\u4e09\u4ef6\u4e8b\u52a0\u8d77\u6765\u5927\u7ea6\u4e24\u767e\u884c\u4ee3\u7801&#xff0c;\u4f46\u5b83\u4eec\u51b3\u5b9a\u4e86\u540e\u9762\u4e03\u9879\u80fd\u4e0d\u80fd\u4ee5\u300c\u52a0\u914d\u7f6e\u300d\u800c\u4e0d\u662f\u300c\u6539\u67b6\u6784\u300d\u7684\u65b9\u5f0f\u8865\u4e0a\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E5%85%B3%E4%BA%8E%E4%B8%8A%E7%BA%BF%E5%BC%80%E5%85%B3\">&#xff08;\u4e09&#xff09;\u5173\u4e8e\u4e0a\u7ebf\u5f00\u5173<\/h3>\n<p>\u6700\u540e\u4e00\u884c\u7684\u300c\u6309\u51b3\u7b56\u70b9\u7684\u6863\u4f4d\u5f00\u5173\u300d\u503c\u5f97\u5355\u72ec\u8bf4\u4e00\u53e5\u3002<\/p>\n<p>\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u65e5\u5e38\u4f7f\u7528&#xff0c;\u800c\u5728\u4e8e\u6545\u969c\u65f6\u523b&#xff1a;\u5f53\u67d0\u4e2a\u53d7\u7ea6\u675f\u51b3\u7b56\u70b9\u7684\u65e0\u6548\u8f93\u51fa\u7387\u7a81\u7136\u98d9\u5347&#xff08;\u901a\u5e38\u610f\u5473\u7740\u6a21\u578b\u7248\u672c\u53d1\u751f\u4e86\u53d8\u5316&#xff09;&#xff0c;\u4f60\u9700\u8981\u5728\u51e0\u5206\u949f\u5185\u628a\u5b83\u964d\u5230\u56fa\u5b9a\u7f16\u6392\u6863&#xff0c;\u7528\u4e00\u6761\u4fdd\u5b88\u89c4\u5219\u9876\u4f4f&#xff0c;\u800c\u4e0d\u662f\u56de\u6eda\u6574\u4e2a\u670d\u52a1\u3002<\/p>\n<p>\u5b9e\u73b0\u4e0a&#xff0c;\u5b83\u53ea\u9700\u8981\u628a Level \u4ece\u5e38\u91cf\u6539\u6210\u4e00\u4e2a\u53ef\u4ee5\u4ece\u914d\u7f6e\u8bfb\u53d6\u7684\u503c&#xff0c;\u5e76\u4e3a\u6bcf\u4e2a\u51b3\u7b56\u70b9\u51c6\u5907\u4e00\u6761\u300c\u4fdd\u5b88\u89c4\u5219\u300d\u4f5c\u4e3a\u964d\u6863\u76ee\u6807\u3002<\/p>\n<h2 id=\"%E4%B9%9D%E3%80%81%E5%A4%B1%E8%B4%A5%E6%A8%A1%E5%BC%8F%E4%B8%8E%E5%B7%A5%E7%A8%8B%E6%9D%83%E8%A1%A1\">\u4e5d\u3001\u5931\u8d25\u6a21\u5f0f\u4e0e\u5de5\u7a0b\u6743\u8861<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1432\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101023322-6ae6a4f26439d.png\" width=\"2560\" \/><\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E4%B8%83%E7%B1%BB%E5%A4%B1%E8%B4%A5%E6%A8%A1%E5%BC%8F\">&#xff08;\u4e00&#xff09;\u4e03\u7c7b\u5931\u8d25\u6a21\u5f0f<\/h3>\n<p>\u8def\u5f84\u6f02\u79fb&#xff1a;\u540c\u6837\u8f93\u5165\u4e24\u6b21\u8d70\u51fa\u4e0d\u540c\u8def\u5f84\u3002\u6210\u56e0\u662f\u8def\u7531\u51b3\u7b56\u843d\u5728\u81ea\u4e3b\u6863\u3002\u5bf9\u7b56\u662f\u964d\u5230\u53d7\u7ea6\u675f\u9009\u62e9\u6863\u3002<\/p>\n<p>\u5206\u652f\u7206\u70b8&#xff1a;\u573a\u666f\u7ec4\u5408\u5bfc\u81f4\u8282\u70b9\u6570\u5931\u63a7\u3002\u6210\u56e0\u662f\u628a\u7406\u89e3\u7c7b\u51b3\u7b56\u538b\u5230\u56fa\u5b9a\u6863\u3002\u5bf9\u7b56\u662f\u628a\u7406\u89e3\u90e8\u5206\u5347\u5230\u7b2c\u4e8c\u6863&#xff0c;\u8ba9\u4ee3\u7801\u53ea\u5904\u7406\u300c\u9009\u51fa\u6765\u4e4b\u540e\u600e\u4e48\u529e\u300d\u3002<\/p>\n<p>\u6c89\u9ed8\u8f6c\u5708&#xff1a;\u4e00\u76f4\u5728\u8dd1\u4f46\u8bc1\u636e\u4e0d\u589e\u52a0\u3002\u6210\u56e0\u662f\u7f3a\u5c11\u8fdb\u5c55\u95f8\u3002\u5bf9\u7b56\u662f\u8865\u8fdb\u5c55\u5224\u5b9a\u4e0e\u505c\u6ede\u8ba1\u6570\u3002<\/p>\n<p>\u9884\u7b97\u7a7f\u900f&#xff1a;\u5355\u6b21\u4efb\u52a1\u6210\u672c\u8d85\u9884\u671f\u6570\u500d\u3002\u6210\u56e0\u662f\u9884\u7b97\u4e8b\u540e\u7d2f\u52a0\u800c\u975e\u9884\u6263\u3002\u5bf9\u7b56\u662f\u8c03\u7528\u524d\u9884\u6263\u4e0e\u786c\u62d2\u7edd\u3002<\/p>\n<p>\u8d8a\u6743\u6267\u884c&#xff1a;\u81ea\u4e3b\u6bb5\u76f4\u63a5\u89e6\u53d1\u4e86\u526f\u4f5c\u7528\u3002\u6210\u56e0\u662f\u5de5\u5177\u767d\u540d\u5355\u7f3a\u5931\u3002\u5bf9\u7b56\u662f\u628a\u526f\u4f5c\u7528\u5de5\u5177\u79fb\u51fa\u81ea\u4e3b\u6bb5\u3002<\/p>\n<p>\u9759\u9ed8\u964d\u7ea7&#xff1a;\u5931\u8d25\u88ab\u541e\u6389&#xff0c;\u7ed3\u679c\u7167\u5e38\u4ea4\u4ed8\u3002\u6210\u56e0\u662f\u5f02\u5e38\u6355\u83b7\u540e\u7ee7\u7eed\u6267\u884c\u3002\u5bf9\u7b56\u662f\u663e\u5f0f\u964d\u6863\u5e76\u6807\u6ce8\u7ed3\u679c\u3002<\/p>\n<p>\u515c\u5e95\u5931\u7075&#xff1a;\u7528\u6237\u6362\u4e2a\u8bf4\u6cd5\u5c31\u8fdb\u4e0d\u4e86\u4efb\u4f55\u5206\u652f\u3002\u6210\u56e0\u662f\u515c\u5e95\u5206\u652f\u6ca1\u6709\u88ab\u5f53\u6210\u6b63\u5f0f\u8def\u5f84\u8bbe\u8ba1\u3002\u5bf9\u7b56\u662f\u7ed9\u515c\u5e95\u5206\u652f\u4e00\u6761\u771f\u6b63\u7684\u5904\u7f6e\u8def\u5f84\u2014\u2014\u6f84\u6e05\u3001\u8f6c\u4eba\u5de5\u6216\u964d\u7ea7\u68c0\u7d22&#xff0c;\u800c\u4e0d\u662f\u4e00\u53e5\u9053\u6b49\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E4%B8%80%E4%B8%AA%E5%85%B1%E5%90%8C%E7%82%B9\">&#xff08;\u4e8c&#xff09;\u4e00\u4e2a\u5171\u540c\u70b9<\/h3>\n<p>\u4e03\u7c7b\u91cc\u6709\u516d\u7c7b\u7684\u6839\u56e0\u90fd\u4e0d\u5728\u6a21\u578b\u4fa7&#xff0c;\u800c\u5728\u300c\u6863\u4f4d\u9009\u9519\u300d\u6216\u300c\u95f8\u95e8\u7f3a\u5931\u300d\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u5b83\u4eec\u53ef\u4ee5\u5728\u4ee3\u7801\u8bc4\u5ba1\u9636\u6bb5\u88ab\u53d1\u73b0&#xff0c;\u4e0d\u9700\u8981\u7b49\u5230\u7ebf\u4e0a\u3002\u6309\u4e03\u7c7b\u9010\u6761\u95ee\u4e94\u4e2a\u95ee\u9898&#xff0c;\u901a\u5e38\u80fd\u5728\u5408\u5e76\u4e4b\u524d\u6321\u6389\u5927\u90e8\u5206\u540e\u6765\u4f1a\u53d8\u6210\u7ebf\u4e0a\u4e8b\u6545\u7684\u5199\u6cd5&#xff1a;<\/p>\n<p>1\u3001\u8fd9\u6bb5\u4ee3\u7801\u91cc\u6709\u6ca1\u6709\u300c\u8def\u7531\u7531\u6a21\u578b\u76f4\u63a5\u51b3\u5b9a\u300d\u7684\u4f4d\u7f6e&#xff1f;<\/p>\n<p>2\u3001\u6709\u6ca1\u6709\u300c\u6ca1\u6709\u8fdb\u5c55\u5224\u5b9a\u7684\u5faa\u73af\u300d&#xff1f;<\/p>\n<p>3\u3001\u6709\u6ca1\u6709\u300c\u81ea\u4e3b\u6bb5\u91cc\u51fa\u73b0\u5199\u64cd\u4f5c\u300d&#xff1f;<\/p>\n<p>4\u3001\u6709\u6ca1\u6709\u300cexcept \u4e4b\u540e\u7ee7\u7eed\u5f80\u4e0b\u8d70\u300d&#xff1f;<\/p>\n<p>5\u3001\u6709\u6ca1\u6709\u300c\u515c\u5e95\u5206\u652f\u53ea\u662f\u4e00\u53e5\u62b1\u6b49\u300d&#xff1f;<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E4%B8%89%E4%B8%AA%E5%B8%B8%E8%A7%81%E5%8F%8D%E4%BE%8B\">&#xff08;\u4e09&#xff09;\u4e09\u4e2a\u5e38\u89c1\u53cd\u4f8b<\/h3>\n<h4 id=\"1%E3%80%81%E3%80%8C%E5%8A%A0%E4%B8%80%E4%B8%AA%E6%A0%A1%E9%AA%8C%E7%9A%84%20Agent%20%E5%B0%B1%E8%A1%8C%E4%BA%86%E3%80%8D\">1\u3001\u300c\u52a0\u4e00\u4e2a\u6821\u9a8c\u7684 Agent \u5c31\u884c\u4e86\u300d<\/h4>\n<p>\u628a\u6a21\u578b\u7684\u8f93\u51fa\u4ea4\u7ed9\u53e6\u4e00\u4e2a\u6a21\u578b\u53bb\u68c0\u67e5&#xff0c;\u662f\u4e00\u4e2a\u770b\u8d77\u6765\u5f88\u81ea\u7136\u4f46\u7ecf\u4e0d\u8d77\u63a8\u6572\u7684\u505a\u6cd5\u3002<\/p>\n<p>\u5b83\u7684\u95ee\u9898\u5728\u4e8e&#xff1a;\u7b2c\u4e8c\u4e2a\u6a21\u578b\u5e76\u4e0d\u6bd4\u7b2c\u4e00\u4e2a\u66f4\u6709\u786e\u5b9a\u6027\u3002\u5982\u679c\u7b2c\u4e00\u4e2a\u6a21\u578b\u53ef\u80fd\u9009\u9519\u8def\u7531&#xff0c;\u7b2c\u4e8c\u4e2a\u6a21\u578b\u4e5f\u53ef\u80fd\u5224\u9519\u300c\u8fd9\u4e2a\u8def\u7531\u5bf9\u4e0d\u5bf9\u300d\u3002\u4e24\u6b21\u8c03\u7528\u7684\u9519\u8bef\u4e0d\u662f\u72ec\u7acb\u7684\u2014\u2014\u5b83\u4eec\u9762\u5bf9\u7684\u662f\u540c\u4e00\u6bb5\u88ab\u8bef\u89e3\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u6b63\u786e\u7684\u505a\u6cd5\u662f\u7528\u89c4\u5219\u800c\u4e0d\u662f\u7528\u6a21\u578b\u53bb\u505a\u6821\u9a8c&#xff1a;\u5019\u9009\u662f\u5426\u5728\u96c6\u5408\u91cc\u3001\u53c2\u6570\u662f\u5426\u7b26\u5408 Schema\u3001\u79df\u6237\u662f\u5426\u6709\u6743\u9650\u3002\u8fd9\u4e09\u4ef6\u4e8b\u90fd\u80fd\u5199\u6210\u786e\u5b9a\u7684\u4ee3\u7801\u3002<\/p>\n<p>\u6a21\u578b\u8bc4\u5ba1\u5e76\u975e\u6ca1\u6709\u4ef7\u503c&#xff0c;\u4f46\u5b83\u5c5e\u4e8e\u300c\u4ee3\u4ef7\u5c0f\u3001\u96be\u68c0\u51fa\u300d\u90a3\u4e00\u683c\u7684\u62bd\u6837\u590d\u6838\u624b\u6bb5&#xff0c;\u4e0d\u80fd\u7528\u6765\u66ff\u4ee3\u786c\u6821\u9a8c\u3002<\/p>\n<h4 id=\"2%E3%80%81%E3%80%8C%E7%94%A8%E6%9B%B4%E5%BC%BA%E7%9A%84%E6%A8%A1%E5%9E%8B%E5%B0%B1%E4%B8%8D%E4%BC%9A%E8%B5%B0%E9%94%99%E8%B7%AF%E4%BA%86%E3%80%8D\">2\u3001\u300c\u7528\u66f4\u5f3a\u7684\u6a21\u578b\u5c31\u4e0d\u4f1a\u8d70\u9519\u8def\u4e86\u300d<\/h4>\n<p>\u66f4\u5f3a\u7684\u6a21\u578b\u4f1a\u66f4\u5c11\u5730\u8d70\u9519\u8def&#xff0c;\u4f46\u4e0d\u4f1a\u66f4\u5c11\u5730\u8d70\u51fa\u4e0d\u540c\u7684\u8def\u3002\u8def\u5f84\u6f02\u79fb\u7684\u6839\u56e0\u662f\u8def\u7531\u51b3\u7b56\u6ca1\u6709\u88ab\u7ea6\u675f&#xff0c;\u800c\u4e0d\u662f\u5224\u65ad\u529b\u4e0d\u591f\u3002<\/p>\n<p>\u6362\u6a21\u578b\u80fd\u628a\u6f02\u79fb\u7387\u4ece 12% \u964d\u5230 6%&#xff08;\u793a\u4f8b\u503c&#xff09;&#xff0c;\u4f46\u4e0d\u80fd\u628a\u5b83\u964d\u5230 0\u2014\u2014\u800c\u5bf9\u4e8e\u4e00\u4e2a\u9700\u8981\u7ed9\u5ba2\u670d\u89e3\u91ca\u300c\u7cfb\u7edf\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u505a\u300d\u7684\u573a\u666f&#xff0c;6% \u548c 12% \u7684\u533a\u522b\u6ca1\u6709\u60f3\u8c61\u4e2d\u90a3\u4e48\u5927\u3002<\/p>\n<h4 id=\"3%E3%80%81%E3%80%8C%E5%85%88%E4%B8%8A%E7%BA%BF%EF%BC%8C%E7%9B%91%E6%8E%A7%E5%8F%91%E7%8E%B0%E9%97%AE%E9%A2%98%E5%86%8D%E6%94%B9%E3%80%8D\">3\u3001\u300c\u5148\u4e0a\u7ebf&#xff0c;\u76d1\u63a7\u53d1\u73b0\u95ee\u9898\u518d\u6539\u300d<\/h4>\n<p>\u8fd9\u4e2a\u8bf4\u6cd5\u5728\u591a\u6570\u5de5\u7a0b\u573a\u666f\u4e0b\u6210\u7acb&#xff0c;\u5728\u8fd9\u91cc\u90e8\u5206\u4e0d\u6210\u7acb\u3002<\/p>\n<p>\u539f\u56e0\u662f\u672c\u8282\u7684\u4e03\u7c7b\u5931\u8d25\u6a21\u5f0f\u91cc&#xff0c;\u6709\u4e09\u7c7b\u4e0d\u4f1a\u89e6\u53d1\u4efb\u4f55\u544a\u8b66&#xff1a;\u6c89\u9ed8\u8f6c\u5708&#xff08;\u6ca1\u6709\u9519\u8bef&#xff0c;\u53ea\u662f\u6162&#xff09;\u3001\u9759\u9ed8\u964d\u7ea7&#xff08;\u6ca1\u6709\u9519\u8bef&#xff0c;\u53ea\u662f\u7ed3\u679c\u4e0d\u5b8c\u6574&#xff09;\u3001\u515c\u5e95\u5931\u7075&#xff08;\u6ca1\u6709\u9519\u8bef&#xff0c;\u53ea\u662f\u7528\u6237\u8d70\u4e86&#xff09;\u3002<\/p>\n<p>\u5b83\u4eec\u9700\u8981\u7684\u4e0d\u662f\u76d1\u63a7&#xff0c;\u800c\u662f\u4e8b\u524d\u8bbe\u8ba1\u7684\u6307\u6807\u2014\u2014\u8fdb\u5c55\u95f8\u89e6\u53d1\u6b21\u6570\u3001\u964d\u6863\u7387\u3001\u515c\u5e95\u547d\u4e2d\u7387\u3002\u8fd9\u4e09\u4e2a\u6307\u6807\u5982\u679c\u6ca1\u6709\u5728\u8bbe\u8ba1\u9636\u6bb5\u88ab\u57cb\u8fdb\u53bb&#xff0c;\u4e0a\u7ebf\u540e\u662f\u8865\u4e0d\u51fa\u6765\u7684&#xff0c;\u56e0\u4e3a\u6ca1\u6709\u5bf9\u5e94\u7684\u4e8b\u4ef6\u88ab\u8bb0\u5f55\u8fc7\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E6%A0%B8%E5%BF%83%E6%9D%83%E8%A1%A1%EF%BC%9A%E5%8F%AF%E9%A2%84%E6%B5%8B%E6%80%A7%E4%B8%8E%E8%A6%86%E7%9B%96%E7%8E%87\">&#xff08;\u56db&#xff09;\u6838\u5fc3\u6743\u8861&#xff1a;\u53ef\u9884\u6d4b\u6027\u4e0e\u8986\u76d6\u7387<\/h3>\n<p>\u5fc5\u987b\u627f\u8ba4&#xff0c;\u672c\u6587\u7684\u65b9\u6cd5\u6709\u660e\u786e\u4ee3\u4ef7\u3002<\/p>\n<p>\u8986\u76d6\u7387\u4e0b\u964d&#xff1a;\u53d7\u7ea6\u675f\u9009\u62e9\u53ea\u80fd\u5904\u7406\u5019\u9009\u96c6\u5408\u5185\u7684\u610f\u56fe\u3002\u5019\u9009\u96c6\u5408\u4e4b\u5916\u7684\u8bf7\u6c42\u4f1a\u8d70\u515c\u5e95&#xff0c;\u800c\u4e00\u4e2a\u7eaf\u81ea\u4e3b\u7684\u7cfb\u7edf\u53ef\u80fd\u4f1a\u300c\u51d1\u5408\u7740\u5904\u7406\u300d\u3002<\/p>\n<p>\u5019\u9009\u96c6\u5408\u7684\u7ef4\u62a4\u6210\u672c&#xff1a;\u6bcf\u589e\u52a0\u4e00\u7c7b\u4e1a\u52a1&#xff0c;\u8981\u6ce8\u518c\u4e00\u4e2a\u5019\u9009\u3001\u5199\u4e00\u6761 when \u8bf4\u660e\u3001\u8865\u4e00\u7ec4\u56de\u5f52\u6837\u672c\u3002\u8fd9\u90e8\u5206\u5de5\u4f5c\u91cf\u662f\u6301\u7eed\u7684\u3002<\/p>\n<p>\u5bf9\u4e1a\u52a1\u7406\u89e3\u7684\u8981\u6c42\u66f4\u9ad8&#xff1a;\u8981\u5212\u5206\u6863\u4f4d&#xff0c;\u5c31\u5fc5\u987b\u5148\u8bf4\u6e05\u6bcf\u4e2a\u51b3\u7b56\u70b9\u7684\u4ee3\u4ef7&#xff0c;\u8fd9\u9700\u8981\u4e1a\u52a1\u65b9\u53c2\u4e0e\u3002\u4e00\u4e2a\u7eaf\u81ea\u4e3b\u7684\u5b9e\u73b0\u53ef\u4ee5\u5b8c\u5168\u7531\u5de5\u7a0b\u56e2\u961f\u95ed\u95e8\u5b8c\u6210\u3002<\/p>\n<p>\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5\u7528\u672c\u6587\u7684\u65b9\u6cd5&#xff1f;\u4e24\u79cd\u60c5\u51b5\u3002<\/p>\n<p>\u4e00\u662f\u63a2\u7d22\u671f&#xff1a;\u4e1a\u52a1\u8fb9\u754c\u8fd8\u6ca1\u753b\u51fa\u6765&#xff0c;\u8def\u5f84\u5206\u5e03\u8fd8\u6ca1\u7edf\u8ba1\u8fc7\u3002\u8fd9\u65f6\u5019\u56fa\u5316\u7684\u6bcf\u4e00\u6761\u89c4\u5219\u90fd\u53ef\u80fd\u5728\u4e24\u5468\u540e\u88ab\u63a8\u7ffb\u3002<\/p>\n<p>\u4e8c\u662f\u771f\u6b63\u7684\u5f00\u653e\u57df\u4efb\u52a1&#xff1a;\u4f8b\u5982\u300c\u7814\u7a76\u4e00\u4e2a\u6211\u4eec\u4ece\u672a\u63a5\u89e6\u8fc7\u7684\u9886\u57df\u5e76\u7ed9\u51fa\u62a5\u544a\u300d&#xff0c;\u5b83\u7684\u4ef7\u503c\u6070\u6070\u6765\u81ea\u4e8e\u8def\u5f84\u4e0d\u53ef\u9884\u8bbe\u3002\u8fd9\u7c7b\u4efb\u52a1\u5e94\u8be5\u653e\u5728\u53d7\u63a7\u6c99\u7bb1\u91cc&#xff0c;\u7528\u8d44\u6e90\u9650\u989d\u800c\u4e0d\u662f\u8def\u5f84\u7ea6\u675f\u6765\u63a7\u5236\u98ce\u9669\u3002<\/p>\n<h2 id=\"%E5%8D%81%E3%80%81%E4%B8%89%E5%B1%82%E9%AA%8C%E8%AF%81\">\u5341\u3001\u4e09\u5c42\u9a8c\u8bc1<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1460\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101023323-6ae6a4f3daa90.png\" width=\"2560\" \/><\/p>\n<p>\u4e09\u5c42\u5404\u81ea\u56de\u7b54\u4e0d\u540c\u7684\u95ee\u9898&#xff0c;\u7f3a\u4e00\u5c42\u5c31\u4f1a\u51fa\u73b0\u300c\u6d4b\u4e86\u4f46\u6ca1\u6d4b\u5230\u300d\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E7%AC%AC%E4%B8%80%E5%B1%82%EF%BC%9A%E8%B7%AF%E5%BE%84%E4%B8%80%E8%87%B4%E6%80%A7%E6%B5%8B%E8%AF%95\">&#xff08;\u4e00&#xff09;\u7b2c\u4e00\u5c42&#xff1a;\u8def\u5f84\u4e00\u81f4\u6027\u6d4b\u8bd5<\/h3>\n<p>\u95ee\u9898&#xff1a;\u540c\u4e00\u4e2a\u8f93\u5165&#xff0c;\u591a\u6b21\u8fd0\u884c\u662f\u5426\u8d70\u540c\u4e00\u6761\u8def\u5f84&#xff1f;<\/p>\n<p>\u65b9\u6cd5&#xff1a;\u56fa\u5b9a\u8f93\u5165\u8dd1 N \u6b21&#xff08;\u5efa\u8bae N \u2265 20&#xff09;&#xff0c;\u7edf\u8ba1\u8def\u5f84\u6307\u7eb9\u7684\u5206\u5e03\u3002<\/p>\n<h4 id=\"1%E3%80%81%E8%B7%AF%E5%BE%84%E6%8C%87%E7%BA%B9%E6%80%8E%E4%B9%88%E7%AE%97\">1\u3001\u8def\u5f84\u6307\u7eb9\u600e\u4e48\u7b97<\/h4>\n<p>\u628a\u4e00\u6b21\u8fd0\u884c\u4e2d\u88ab\u6c42\u503c\u7684\u51b3\u7b56\u70b9\u6309\u987a\u5e8f\u53d6\u51fa&#xff0c;\u62fc\u6210\u300c\u51b3\u7b56\u70b9\u6807\u8bc6:\u88c1\u51b3\u7ed3\u679c\u300d\u7684\u5e8f\u5217&#xff0c;\u505a\u54c8\u5e0c&#xff1a;<\/p>\n<p>def fingerprint(self) -&gt; str:<br \/>\n    &#034;&#034;&#034;\u8def\u5f84\u6307\u7eb9&#xff1a;\u53ea\u8bb0\u5f55\u51b3\u7b56\u70b9\u4e0e\u88c1\u51b3\u7ed3\u679c&#xff0c;\u81ea\u4e3b\u6bb5\u5185\u7684\u6b65\u6570\u4e0d\u8ba1\u5165\u3002&#034;&#034;&#034;<br \/>\n    seq &#061; &#034;|&#034;.join(f&#034;{v.point}:{v.chosen}&#034; for v in self.trace if v.accepted)<br \/>\n    return hashlib.sha256(seq.encode(&#034;utf-8&#034;)).hexdigest()[:16] <\/p>\n<p>\u5173\u952e\u5728\u4e8e\u81ea\u4e3b\u6bb5\u5185\u7684\u6b65\u6570\u4e0d\u8ba1\u5165\u6307\u7eb9&#xff0c;\u53ea\u8bb0\u5f55\u300c\u8fdb\u5165\u81ea\u4e3b\u6bb5\u300d\u4e0e\u300c\u4ee5\u4f55\u79cd\u65b9\u5f0f\u9000\u51fa\u300d\u3002\u5426\u5219\u6307\u7eb9\u4f1a\u56e0\u4e3a\u6b63\u5e38\u7684\u6b65\u6570\u6ce2\u52a8\u800c\u5168\u90fd\u4e0d\u540c&#xff0c;\u8fd9\u4e2a\u6307\u6807\u5c31\u5931\u53bb\u4e86\u610f\u4e49\u3002<\/p>\n<h4 id=\"2%E3%80%81%E9%80%9A%E8%BF%87%E6%A0%87%E5%87%86\">2\u3001\u901a\u8fc7\u6807\u51c6<\/h4>\n<p>\u56fa\u5b9a\u7f16\u6392\u6bb5\u4e0e\u53d7\u7ea6\u675f\u6bb5\u7684\u8def\u5f84\u6307\u7eb9\u5fc5\u987b\u5b8c\u5168\u4e00\u81f4&#xff1b;\u81ea\u4e3b\u6bb5\u5141\u8bb8\u5206\u5e03&#xff0c;\u4f46\u5fc5\u987b\u843d\u5728\u4e8b\u5148\u58f0\u660e\u7684\u9000\u51fa\u539f\u56e0\u96c6\u5408\u5185&#xff08;done \/ max_steps \/ budget \/ no_progress \/ tool_denied&#xff09;\u3002<\/p>\n<p>def test_fingerprint_stable_across_runs(self) -&gt; None:<br \/>\n    prints &#061; {run(&#034;\u6211\u7684\u8ba2\u5355\u4e00\u76f4\u663e\u793a\u5904\u7406\u4e2d&#034;)[1].fingerprint() for _ in range(20)}<br \/>\n    self.assertEqual(len(prints), 1, f&#034;\u8def\u5f84\u4e0d\u7a33\u5b9a&#xff0c;\u51fa\u73b0 {len(prints)} \u79cd\u6307\u7eb9&#xff1a;{prints}&#034;) <\/p>\n<p>\u5931\u8d25\u542b\u4e49\u5f88\u660e\u786e&#xff1a;\u6709\u4e00\u4e2a\u672c\u8be5\u786e\u5b9a\u7684\u51b3\u7b56\u70b9\u6ca1\u6709\u88ab\u7ea6\u675f\u4f4f\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E7%AC%AC%E4%BA%8C%E5%B1%82%EF%BC%9A%E5%86%B3%E7%AD%96%E7%82%B9%E7%BA%A7%E8%AF%84%E6%B5%8B\">&#xff08;\u4e8c&#xff09;\u7b2c\u4e8c\u5c42&#xff1a;\u51b3\u7b56\u70b9\u7ea7\u8bc4\u6d4b<\/h3>\n<p>\u95ee\u9898&#xff1a;\u6bcf\u4e00\u4e2a\u51b3\u7b56\u70b9\u5355\u72ec\u770b&#xff0c;\u5224\u5bf9\u4e86\u5417&#xff1f;<\/p>\n<p>\u65b9\u6cd5&#xff1a;\u4e3a\u6bcf\u4e2a\u53d7\u7ea6\u675f\u51b3\u7b56\u70b9\u6784\u9020\u6837\u672c\u96c6&#xff0c;\u6807\u6ce8\u671f\u671b\u5019\u9009&#xff1b;\u5bf9\u81ea\u4e3b\u6bb5\u6807\u6ce8\u671f\u671b\u7684\u300c\u662f\u5426\u5e94\u5f53\u7ee7\u7eed\u300d\u3002<\/p>\n<p>def test_candidates_filtered_by_permission(self) -&gt; None:<br \/>\n    &#034;&#034;&#034;\u6ca1\u6709 refund:write \u6743\u9650\u65f6&#xff0c;\u9000\u6b3e\u5019\u9009\u4e0d\u5e94\u51fa\u73b0\u5728\u5019\u9009\u96c6\u5408\u91cc\u3002&#034;&#034;&#034;<br \/>\n    orch &#061; self._orch(script&#061;{&#034;\u9000\u6b3e&#034;: &#034;refund_apply&#034;})<br \/>\n    key &#061; orch.constrained(&#034;route&#034;, &#034;\u6211\u8981\u9000\u6b3e&#034;, TASK_TYPES, granted&#061;GRANTED, retries&#061;0)<br \/>\n    self.assertNotEqual(key, &#034;refund_apply&#034;)<br \/>\n    self.assertNotIn(&#034;refund_apply&#034;, orch.trace[-1].candidates) <\/p>\n<h4 id=\"1%E3%80%81%E9%80%9A%E8%BF%87%E6%A0%87%E5%87%86%E7%9A%84%E8%AE%BE%E8%AE%A1\">1\u3001\u901a\u8fc7\u6807\u51c6\u7684\u8bbe\u8ba1<\/h4>\n<p>\u8def\u7531\u7c7b\u51b3\u7b56\u70b9\u7684\u51c6\u786e\u7387\u8981\u8bbe\u95e8\u69db&#xff0c;\u4f46\u66f4\u91cd\u8981\u7684\u662f\u5355\u72ec\u7edf\u8ba1\u300c\u9519\u5230\u9ad8\u4ee3\u4ef7\u5019\u9009\u300d\u7684\u6bd4\u4f8b\u3002<\/p>\n<p>\u628a\u300c\u8ba2\u5355\u67e5\u8be2\u300d\u8bef\u5224\u6210\u300c\u77e5\u8bc6\u5e93\u95ee\u7b54\u300d\u548c\u8bef\u5224\u6210\u300c\u9000\u6b3e\u7533\u8bf7\u300d&#xff0c;\u5728\u603b\u4f53\u51c6\u786e\u7387\u4e0a\u662f\u540c\u4e00\u4e2a\u6570\u5b57&#xff0c;\u5728\u4e1a\u52a1\u4e0a\u5b8c\u5168\u4e0d\u662f\u4e00\u56de\u4e8b\u3002\u540e\u8005\u5e94\u5f53\u8bbe\u4e00\u4e2a\u72ec\u7acb\u7684\u3001\u66f4\u4e25\u7684\u786c\u95e8\u69db\u3002<\/p>\n<h4 id=\"2%E3%80%81%E9%97%B8%E9%97%A8%E8%A6%81%E8%83%BD%E5%8D%95%E7%8B%AC%E6%B5%8B\">2\u3001\u95f8\u95e8\u8981\u80fd\u5355\u72ec\u6d4b<\/h4>\n<p>\u56db\u9053\u95f8\u5404\u81ea\u5e94\u8be5\u6709\u72ec\u7acb\u6d4b\u8bd5&#xff0c;\u4e0d\u4f9d\u8d56\u5b8c\u6574\u4efb\u52a1\u94fe&#xff1a;<\/p>\n<p>def test_budget_gate_reserves_before_call(self) -&gt; None:<br \/>\n    orch &#061; self._orch(tokens&#061;1_600)          # \u53ea\u591f\u4e24\u6b65<br \/>\n    r &#061; orch.bounded(&#034;c&#034;, lambda i, ev: ({f&#034;e{i}&#034;}, &#034;kb_search&#034;), max_steps&#061;8)<br \/>\n    self.assertEqual(r.stop_reason, &#034;budget&#034;)<br \/>\n    self.assertLessEqual(orch.budget.used_tokens, 1_600, &#034;\u9884\u7b97\u5fc5\u987b\u9884\u6263&#xff0c;\u4e0d\u80fd\u4e8b\u540e\u8d85\u652f&#034;) <\/p>\n<p>\u8fd9\u7c7b\u6d4b\u8bd5\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u4eec\u4f1a\u5728\u91cd\u6784\u65f6\u5931\u8d25\u3002\u5f53\u6709\u4eba\u628a reserve \u4ece\u8c03\u7528\u524d\u632a\u5230\u8c03\u7528\u540e&#xff08;\u8fd9\u662f\u4e00\u4e2a\u770b\u8d77\u6765\u65e0\u5bb3\u7684\u6539\u52a8&#xff09;&#xff0c;\u8fd9\u4e2a\u65ad\u8a00\u4f1a\u7acb\u523b\u7ea2\u6389\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E7%AC%AC%E4%B8%89%E5%B1%82%EF%BC%9A%E7%AB%AF%E5%88%B0%E7%AB%AF%E4%B8%8E%E5%A4%B1%E8%B4%A5%E6%B3%A8%E5%85%A5\">&#xff08;\u4e09&#xff09;\u7b2c\u4e09\u5c42&#xff1a;\u7aef\u5230\u7aef\u4e0e\u5931\u8d25\u6ce8\u5165<\/h3>\n<p>\u95ee\u9898&#xff1a;\u94fe\u8def\u6574\u4f53\u5728\u5f02\u5e38\u4e0b\u7684\u884c\u4e3a\u7b26\u5408\u9884\u671f\u5417&#xff1f;<\/p>\n<p>\u65b9\u6cd5&#xff1a;\u6ce8\u5165\u516d\u7c7b\u6545\u969c\u2014\u2014\u6a21\u578b\u8fd4\u56de\u975e\u6cd5\u5019\u9009\u3001\u6a21\u578b\u8fd4\u56de\u7a7a\u8f93\u51fa\u3001\u6a21\u578b\u8c03\u7528\u629b\u5f02\u5e38\u3001\u9884\u7b97\u63d0\u524d\u8017\u5c3d\u3001\u68c0\u7d22\u65e0\u65b0\u589e\u8bc1\u636e\u3001\u81ea\u4e3b\u6bb5\u8bd5\u56fe\u8c03\u7528\u5199\u5de5\u5177\u3002<\/p>\n<p>\u901a\u8fc7\u6807\u51c6&#xff1a;\u6bcf\u4e00\u7c7b\u90fd\u5fc5\u987b\u8d70\u5230\u9884\u8bbe\u7684\u964d\u6863\u8def\u5f84&#xff0c;\u7ed3\u679c\u5e26\u4e0d\u5b8c\u6574\u6807\u6ce8&#xff0c;\u4e14\u4e0d\u4ea7\u751f\u4efb\u4f55\u526f\u4f5c\u7528\u3002<\/p>\n<p>def test_all_faults_produce_no_side_effect(self) -&gt; None:<br \/>\n    for fault in (&#034;illegal&#034;, &#034;empty&#034;, &#034;boom&#034;, &#034;budget&#034;, &#034;stall&#034;, &#034;sideeffect&#034;):<br \/>\n        with self.subTest(fault&#061;fault):<br \/>\n            res, _ &#061; run(&#034;\u6211\u7684\u8ba2\u5355\u4e00\u76f4\u663e\u793a\u5904\u7406\u4e2d&#034;, fault&#061;fault)<br \/>\n            self.assertFalse(res.complete, f&#034;{fault} \u4e0b\u7ed3\u679c\u4e0d\u5e94\u88ab\u6807\u8bb0\u4e3a\u5b8c\u6574&#034;)<br \/>\n            self.assertIn(res.side_effect, {&#034;none&#034;, &#034;skip_incomplete&#034;},<br \/>\n                          f&#034;{fault} \u4e0b\u4e0d\u5e94\u4ea7\u751f\u4efb\u4f55\u526f\u4f5c\u7528&#034;) <\/p>\n<p>\u8fd9\u4e00\u4e2a\u6d4b\u8bd5\u8986\u76d6\u4e86\u516d\u79cd\u6545\u969c \u00d7 \u4e24\u4e2a\u65ad\u8a00\u3002\u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u76f4\u63a5\u5bf9\u5e94\u4e86\u672c\u6587\u6700\u91cd\u8981\u7684\u4e00\u6761\u8bbe\u8ba1\u7ea6\u675f&#xff1a;\u4e0d\u786e\u5b9a\u6027\u53ef\u4ee5\u5f71\u54cd\u7ed3\u679c\u8d28\u91cf&#xff0c;\u4f46\u4e0d\u80fd\u5f71\u54cd\u526f\u4f5c\u7528\u3002<\/p>\n<p>\u5b8c\u6574\u8fd0\u884c\u7ed3\u679c&#xff1a;<\/p>\n<p>Ran 14 tests in 0.001s<\/p>\n<p>OK <\/p>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E4%B8%89%E5%B1%82%E4%B9%8B%E5%A4%96%E8%BF%98%E8%A6%81%E8%A1%A5%E7%9A%84%E4%B8%80%E4%BB%B6%E4%BA%8B\">&#xff08;\u56db&#xff09;\u4e09\u5c42\u4e4b\u5916\u8fd8\u8981\u8865\u7684\u4e00\u4ef6\u4e8b<\/h3>\n<p>\u56de\u5f52\u57fa\u7ebf\u8981\u8fde\u540c\u6863\u4f4d\u914d\u7f6e\u4e00\u8d77\u7248\u672c\u5316\u3002<\/p>\n<p>\u4e00\u4e2a\u9690\u853d\u7684\u95ee\u9898\u662f&#xff1a;\u6709\u4eba\u628a\u67d0\u4e2a\u51b3\u7b56\u70b9\u4ece\u53d7\u7ea6\u675f\u6863\u4e34\u65f6\u6539\u6210\u81ea\u4e3b\u6863&#xff0c;\u4ee5\u89e3\u51b3\u4e00\u4e2a\u6f0f\u5224\u3002\u6539\u52a8\u53ea\u6709\u4e00\u884c\u914d\u7f6e&#xff0c;\u8bc4\u6d4b\u96c6\u5168\u90e8\u901a\u8fc7&#xff0c;\u4f46\u7cfb\u7edf\u7684\u53ef\u9884\u6d4b\u6027\u5df2\u7ecf\u53d1\u751f\u4e86\u5b9e\u8d28\u53d8\u5316\u2014\u2014\u800c\u6ca1\u6709\u4efb\u4f55\u4e00\u4e2a\u6d4b\u8bd5\u4f1a\u5931\u8d25&#xff0c;\u56e0\u4e3a\u6d4b\u8bd5\u7528\u7684\u662f\u540c\u4e00\u4efd\u914d\u7f6e\u3002<\/p>\n<p>\u5bf9\u7b56\u662f&#xff1a;\u6863\u4f4d\u53d8\u66f4\u9700\u8981\u5355\u72ec\u8bc4\u5ba1&#xff0c;\u5e76\u5728\u53d1\u5e03\u8bf4\u660e\u91cc\u663e\u5f0f\u5217\u51fa\u3002\u8fd9\u4e00\u6761\u770b\u8d77\u6765\u50cf\u6d41\u7a0b\u7ea6\u675f&#xff0c;\u5b9e\u9645\u4e0a\u662f\u6280\u672f\u7ea6\u675f\u2014\u2014\u5b83\u53ef\u4ee5\u7528\u4e00\u4e2a\u7b80\u5355\u7684 CI \u68c0\u67e5\u6765\u5f3a\u5236&#xff1a;\u914d\u7f6e\u6587\u4ef6\u91cc\u7684 level \u5b57\u6bb5\u53d1\u751f\u53d8\u5316\u65f6&#xff0c;\u8981\u6c42 PR \u63cf\u8ff0\u4e2d\u5305\u542b\u4e00\u6bb5\u8bf4\u660e\u3002<\/p>\n<h2 id=\"%E5%8D%81%E4%B8%80%E3%80%81%E5%AE%89%E5%85%A8%E3%80%81%E6%80%A7%E8%83%BD%E4%B8%8E%E6%88%90%E6%9C%AC%E5%BD%B1%E5%93%8D\">\u5341\u4e00\u3001\u5b89\u5168\u3001\u6027\u80fd\u4e0e\u6210\u672c\u5f71\u54cd<\/h2>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E5%AE%89%E5%85%A8\">&#xff08;\u4e00&#xff09;\u5b89\u5168<\/h3>\n<p>\u5206\u6863\u5e26\u6765\u7684\u6700\u76f4\u63a5\u7684\u5b89\u5168\u6536\u76ca&#xff0c;\u662f\u628a\u300c\u6a21\u578b\u8f93\u51fa\u53ef\u4ee5\u89e6\u53d1\u4ec0\u4e48\u300d\u8fd9\u4e2a\u95ee\u9898\u53d8\u6210\u4e86\u4e00\u4e2a\u53ef\u4ee5\u9759\u6001\u56de\u7b54\u7684\u95ee\u9898\u3002<\/p>\n<p>\u5728\u4e00\u4e2a\u5168\u81ea\u4e3b\u5b9e\u73b0\u91cc&#xff0c;\u56de\u7b54\u300c\u8fd9\u4e2a Agent \u4f1a\u4e0d\u4f1a\u8c03\u7528\u9000\u6b3e\u63a5\u53e3\u300d\u9700\u8981\u8bfb\u63d0\u793a\u8bcd\u3001\u8bfb\u5de5\u5177\u6ce8\u518c\u8868\u3001\u8bfb\u5faa\u73af\u903b\u8f91&#xff0c;\u800c\u4e14\u5f97\u5230\u7684\u7b54\u6848\u662f\u6982\u7387\u6027\u7684\u3002\u5728\u5206\u6863\u5b9e\u73b0\u91cc&#xff0c;\u53ea\u9700\u8981\u770b\u4e00\u4ef6\u4e8b&#xff1a;\u9000\u6b3e\u5de5\u5177\u51fa\u73b0\u5728\u54ea\u4e9b\u6bb5\u7684\u767d\u540d\u5355\u91cc\u3002\u5982\u679c\u5b83\u53ea\u51fa\u73b0\u5728\u56fa\u5b9a\u7f16\u6392\u6bb5&#xff0c;\u7b54\u6848\u5c31\u662f\u786e\u5b9a\u7684\u3002<\/p>\n<p>\u8fd9\u4e00\u70b9\u5728\u5e94\u5bf9\u95f4\u63a5\u63d0\u793a\u6ce8\u5165\u65f6\u5c24\u5176\u91cd\u8981\u3002\u88ab\u6c61\u67d3\u7684\u68c0\u7d22\u7ed3\u679c\u53ef\u80fd\u8ba9\u6a21\u578b\u4ea7\u751f\u300c\u6211\u5e94\u8be5\u8c03\u7528\u9000\u6b3e\u63a5\u53e3\u300d\u7684\u610f\u56fe&#xff0c;\u4f46\u5de5\u5177\u95f8\u4f1a\u5728\u6267\u884c\u524d\u628a\u5b83\u62e6\u4e0b\u6765&#xff0c;\u5e76\u4e14\u2014\u2014\u8fd9\u662f\u5173\u952e\u2014\u2014\u628a\u5b83\u8bb0\u5f55\u6210\u4e00\u6b21\u5de5\u5177\u95f8\u89e6\u53d1\u3002<\/p>\n<p>\u5efa\u8bae\u628a\u81ea\u4e3b\u6bb5\u7684\u5de5\u5177\u95f8\u89e6\u53d1\u6309\u5b89\u5168\u4e8b\u4ef6\u5904\u7406&#xff0c;\u800c\u4e0d\u662f\u5f53\u6210\u4e00\u6761\u7edf\u8ba1\u8bb0\u5f55\u3002\u6b63\u5e38\u60c5\u51b5\u4e0b\u8fd9\u4e2a\u8ba1\u6570\u5e94\u5f53\u957f\u671f\u4e3a\u96f6&#xff1b;\u4e00\u65e6\u975e\u96f6&#xff0c;\u8981\u4e48\u662f\u767d\u540d\u5355\u914d\u7f6e\u6f0f\u4e86&#xff0c;\u8981\u4e48\u662f\u6709\u4eba\u5728\u8bd5\u63a2\u8fb9\u754c\u3002<\/p>\n<p>\u9700\u8981\u8bf4\u660e\u6e05\u695a\u7684\u662f&#xff0c;\u5206\u6863\u5e76\u4e0d\u6d88\u9664\u6ce8\u5165\u98ce\u9669&#xff0c;\u5b83\u53ea\u662f\u628a\u98ce\u9669\u7684\u4f5c\u7528\u9762\u4ece\u300c\u53ef\u4ee5\u505a\u4efb\u4f55\u4e8b\u300d\u6536\u7f29\u5230\u300c\u53ef\u4ee5\u5f71\u54cd\u5185\u5bb9\u8d28\u91cf\u300d\u3002\u8f93\u5165\u8fc7\u6ee4\u3001\u4e0a\u4e0b\u6587\u9694\u79bb\u3001\u8f93\u51fa\u6821\u9a8c\u8fd9\u4e9b\u9632\u7ebf\u4ecd\u7136\u9700\u8981&#xff0c;\u672c\u6587\u7684\u65b9\u6cd5\u662f\u5176\u4e2d\u7684\u4e00\u5c42&#xff0c;\u4e0d\u662f\u5168\u90e8\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E6%80%A7%E8%83%BD\">&#xff08;\u4e8c&#xff09;\u6027\u80fd<\/h3>\n<p>\u5206\u6863\u5bf9\u65f6\u5ef6\u7684\u5f71\u54cd\u6709\u4e24\u4e2a\u65b9\u5411\u3002<\/p>\n<p>\u53d8\u597d\u7684\u90e8\u5206&#xff1a;\u56fa\u5b9a\u7f16\u6392\u6bb5\u4e0d\u9700\u8981\u6a21\u578b\u8c03\u7528&#xff0c;\u53d7\u7ea6\u675f\u9009\u62e9\u6bb5\u53ea\u9700\u8981\u4e00\u6b21\u77ed\u8c03\u7528&#xff08;\u5019\u9009\u96c6\u5408\u901a\u5e38\u53ea\u6709\u5341\u51e0\u4e2a key&#xff0c;\u63d0\u793a\u8bcd\u5f88\u77ed&#xff09;\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u4e00\u4e2a\u81ea\u4e3b\u5faa\u73af\u5373\u4f7f\u5728\u6700\u7b80\u5355\u7684\u4efb\u52a1\u4e0a\u4e5f\u8981\u81f3\u5c11\u4e24\u5230\u4e09\u6b21\u5b8c\u6574\u7684\u6a21\u578b\u8c03\u7528\u3002<\/p>\n<p>\u53d8\u5dee\u7684\u90e8\u5206&#xff1a;\u53d7\u7ea6\u675f\u9009\u62e9\u662f\u4e00\u6b21\u989d\u5916\u7684\u6a21\u578b\u8c03\u7528\u3002\u5982\u679c\u539f\u672c\u7684\u5b9e\u73b0\u662f\u300c\u4e00\u6b21\u8c03\u7528\u540c\u65f6\u5b8c\u6210\u610f\u56fe\u7406\u89e3\u548c\u5185\u5bb9\u751f\u6210\u300d&#xff0c;\u62c6\u5f00\u4e4b\u540e\u4f1a\u591a\u4e00\u6b21\u5f80\u8fd4\u3002<\/p>\n<p>\u4e00\u4e2a\u7ecf\u9a8c\u6027\u7684\u5224\u65ad\u662f&#xff1a;\u5728\u4efb\u52a1\u94fe\u8d85\u8fc7\u4e09\u6b65\u4e4b\u540e&#xff0c;\u5206\u6863\u7684\u65f6\u5ef6\u6536\u76ca\u4f1a\u8d85\u8fc7\u5b83\u7684\u5f00\u9500&#xff0c;\u56e0\u4e3a\u5b83\u907f\u514d\u4e86\u81ea\u4e3b\u5faa\u73af\u4e2d\u5927\u91cf\u7684\u65e0\u6548\u6b65\u9aa4\u3002\u4f46\u8fd9\u53d6\u51b3\u4e8e\u5177\u4f53\u7684\u6a21\u578b\u65f6\u5ef6\u4e0e\u4efb\u52a1\u5f62\u6001&#xff0c;\u4e0d\u5e94\u5f53\u5f53\u6210\u901a\u7528\u7ed3\u8bba\u3002<\/p>\n<p>\u6309\u6bb5\u7edf\u8ba1\u65f6\u5ef6\u662f\u5fc5\u987b\u7684\u3002\u793a\u4f8b\u5b9e\u73b0\u91cc\u6bcf\u4e2a Verdict \u90fd\u5e26 elapsed_ms&#xff0c;\u805a\u5408\u4e4b\u540e\u5c31\u80fd\u56de\u7b54\u300c\u8fd9\u6761\u94fe\u7684\u65f6\u95f4\u82b1\u5728\u54ea\u4e00\u6bb5\u300d\u3002\u7edd\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u7b54\u6848\u662f\u81ea\u4e3b\u6bb5&#xff0c;\u800c\u8fd9\u4e5f\u6b63\u662f\u4f18\u5316\u5e94\u5f53\u6295\u5165\u7684\u5730\u65b9\u2014\u2014\u901a\u5e38\u662f\u628a\u4e32\u884c\u7684\u68c0\u7d22\u6539\u6210\u5e76\u884c&#xff0c;\u800c\u4e0d\u662f\u6362\u4e00\u4e2a\u66f4\u5feb\u7684\u6a21\u578b\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E6%88%90%E6%9C%AC\">&#xff08;\u4e09&#xff09;\u6210\u672c<\/h3>\n<p>\u6210\u672c\u7684\u53ef\u9884\u6d4b\u6027\u662f\u5206\u6863\u6700\u76f4\u63a5\u7684\u6536\u76ca\u3002<\/p>\n<p>\u5355\u6b21\u4efb\u52a1\u7684\u6210\u672c\u4e0a\u754c\u53ef\u4ee5\u88ab\u7cbe\u786e\u8ba1\u7b97&#xff1a;\u56fa\u5b9a\u6bb5\u4e3a\u96f6&#xff0c;\u6bcf\u4e2a\u53d7\u7ea6\u675f\u6bb5\u4e00\u6b21\u77ed\u8c03\u7528&#xff0c;\u81ea\u4e3b\u6bb5\u4e0d\u8d85\u8fc7\u9884\u7b97\u95f8\u8bbe\u5b9a\u7684\u4e0a\u9650\u3002\u628a\u8fd9\u4e09\u9879\u52a0\u8d77\u6765&#xff0c;\u5c31\u662f\u8fd9\u6761\u94fe\u7684\u6210\u672c\u4e0a\u754c\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u4e00\u4e2a\u6ca1\u6709\u9884\u7b97\u95f8\u7684\u81ea\u4e3b\u5faa\u73af&#xff0c;\u5176\u6210\u672c\u4e0a\u754c\u7b49\u4e8e\u300c\u6a21\u578b\u613f\u610f\u5faa\u73af\u591a\u5c11\u6b21\u300d\u2014\u2014\u8fd9\u4e0d\u662f\u4e00\u4e2a\u53ef\u4ee5\u5199\u8fdb\u5bb9\u91cf\u89c4\u5212\u6587\u6863\u7684\u6570\u5b57\u3002<\/p>\n<p>\u4e09\u4e2a\u5177\u4f53\u7684\u6210\u672c\u5efa\u8bae&#xff1a;<\/p>\n<p>1\u3001\u9884\u6263\u800c\u975e\u7d2f\u52a0\u3002\u793a\u4f8b\u5b9e\u73b0\u91cc Budget.reserve \u5728\u8c03\u7528\u524d\u68c0\u67e5\u5e76\u5360\u7528\u989d\u5ea6&#xff0c;\u8fd9\u4fdd\u8bc1\u4e86\u8d85\u652f\u6c38\u8fdc\u4e0d\u4f1a\u771f\u7684\u53d1\u751f\u3002<\/p>\n<p>2\u3001\u6309\u6bb5\u8bbe\u9884\u7b97&#xff0c;\u800c\u4e0d\u662f\u6309\u4efb\u52a1\u8bbe\u3002\u4e00\u4e2a\u5168\u5c40\u9884\u7b97\u4f1a\u88ab\u7b2c\u4e00\u4e2a\u81ea\u4e3b\u6bb5\u7528\u5149&#xff0c;\u540e\u9762\u7684\u6bb5\u62ff\u4e0d\u5230\u8d44\u6e90\u3002<\/p>\n<p>3\u3001\u628a\u964d\u6863\u4e5f\u7b97\u8fdb\u6210\u672c\u6a21\u578b\u3002\u964d\u6863\u4f1a\u5bfc\u81f4\u4e00\u90e8\u5206\u4efb\u52a1\u9700\u8981\u4eba\u5de5\u5904\u7406&#xff0c;\u8fd9\u90e8\u5206\u6210\u672c\u8981\u8ba1\u5165&#xff0c;\u5426\u5219\u4f1a\u5f97\u5230\u300c\u538b\u4f4e\u9884\u7b97\u4e0a\u9650\u603b\u662f\u7701\u94b1\u300d\u7684\u9519\u8bef\u7ed3\u8bba\u2014\u2014\u5b9e\u9645\u4e0a\u9884\u7b97\u538b\u5f97\u592a\u4f4e&#xff0c;\u964d\u6863\u7387\u4e0a\u5347&#xff0c;\u4eba\u5de5\u6210\u672c\u4f1a\u628a\u8282\u7701\u7684 Token \u8d39\u7528\u5403\u6389\u3002<\/p>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E4%B9%9D%E4%B8%AA%E4%B8%8A%E7%BA%BF%E6%8C%87%E6%A0%87\">&#xff08;\u56db&#xff09;\u4e5d\u4e2a\u4e0a\u7ebf\u6307\u6807<\/h3>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1204\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101023325-6ae6a4f52d6cc.png\" width=\"2560\" \/><\/p>\n<p>\u524d\u56db\u4e2a\u8861\u91cf\u786e\u5b9a\u6027\u662f\u5426\u6210\u7acb&#xff0c;\u540e\u4e94\u4e2a\u8861\u91cf\u4ee3\u4ef7\u662f\u5426\u53ef\u63a5\u53d7&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807\u770b\u4ec0\u4e48<\/tr>\n<tbody>\n<tr>\n<td>\u8def\u5f84\u6307\u7eb9\u71b5<\/td>\n<td>\u5206\u5e03\u662f\u5426\u7a33\u5b9a&#xff0c;\u7a81\u53d8\u5373\u9884\u8b66<\/td>\n<\/tr>\n<tr>\n<td>\u53d7\u7ea6\u675f\u6863\u65e0\u6548\u8f93\u51fa\u7387<\/td>\n<td>\u6a21\u578b\u8fd4\u56de\u975e\u6cd5\u5019\u9009\u7684\u6bd4\u4f8b<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u4e3b\u6bb5\u8fdb\u5165\u7387<\/td>\n<td>\u6709\u591a\u5c11\u4efb\u52a1\u771f\u7684\u9700\u8981\u81ea\u4e3b<\/td>\n<\/tr>\n<tr>\n<td>\u964d\u6863\u7387&#xff08;\u5206\u4e00\u6b21 \/ \u4e8c\u6b21&#xff09;<\/td>\n<td>\u7a81\u5347\u901a\u5e38\u6307\u5411\u4e0a\u6e38\u5f02\u5e38<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u4e3b\u6bb5\u5e73\u5747\u6b65\u6570\u4e0e P95<\/td>\n<td>\u5747\u503c\u6b63\u5e38\u4f46\u5c3e\u90e8\u957f\u662f\u5178\u578b\u4fe1\u53f7<\/td>\n<\/tr>\n<tr>\n<td>\u56db\u9053\u95f8\u5404\u81ea\u89e6\u53d1\u6b21\u6570<\/td>\n<td>\u54ea\u9053\u95f8\u5728\u6321&#xff0c;\u6321\u5f97\u5bf9\u4e0d\u5bf9<\/td>\n<\/tr>\n<tr>\n<td>\u5355\u4efb\u52a1\u6210\u672c P50 \/ P95<\/td>\n<td>\u5c3e\u90e8\u6210\u672c\u51b3\u5b9a\u9884\u7b97\u662f\u5426\u591f<\/td>\n<\/tr>\n<tr>\n<td>\u7aef\u5230\u7aef\u65f6\u5ef6\u6309\u6bb5\u5206\u89e3<\/td>\n<td>\u81ea\u4e3b\u6bb5\u5360\u6bd4\u662f\u4f18\u5316\u7684\u4e3b\u6218\u573a<\/td>\n<\/tr>\n<tr>\n<td>\u515c\u5e95\u5206\u652f\u547d\u4e2d\u7387<\/td>\n<td>\u4e0a\u5347\u8bf4\u660e\u5019\u9009\u96c6\u8986\u76d6\u4e0d\u8db3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9608\u503c\u600e\u4e48\u5b9a&#xff1a;\u4e0d\u8981\u4e00\u4e0a\u6765\u5c31\u8bbe\u7edd\u5bf9\u9608\u503c\u3002\u6b63\u786e\u987a\u5e8f\u662f\u5148\u6309\u73b0\u6709\u6d41\u91cf\u91c7\u4e00\u5230\u4e24\u5468\u7684\u5206\u5e03&#xff0c;\u53d6 P95 \u4f5c\u4e3a\u89c2\u5bdf\u7ebf\u3001P99 \u4f5c\u4e3a\u544a\u8b66\u7ebf&#xff0c;\u518d\u6839\u636e\u4e1a\u52a1\u5bb9\u5fcd\u5ea6\u6536\u7d27\u3002<\/p>\n<p>\u552f\u4e00\u5e94\u5f53\u4e00\u5f00\u59cb\u5c31\u8bbe\u786c\u9608\u503c\u7684\u662f\u5de5\u5177\u95f8&#xff1a;\u81ea\u4e3b\u6bb5\u51fa\u73b0\u4e00\u6b21\u526f\u4f5c\u7528\u5de5\u5177\u8c03\u7528\u5c1d\u8bd5&#xff0c;\u5c31\u5e94\u8be5\u89e6\u53d1\u544a\u8b66&#xff0c;\u800c\u4e0d\u662f\u7b49\u5b83\u7d2f\u79ef\u5230\u67d0\u4e2a\u6bd4\u4f8b\u3002<\/p>\n<h2 id=\"%E5%8D%81%E4%BA%8C%E3%80%81%E7%94%9F%E4%BA%A7%E6%A3%80%E6%9F%A5%E6%B8%85%E5%8D%95\">\u5341\u4e8c\u3001\u751f\u4ea7\u68c0\u67e5\u6e05\u5355<\/h2>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1420\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261101023326-6ae6a4f67d683.png\" width=\"2560\" \/><\/p>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E8%AE%BE%E8%AE%A1%E9%98%B6%E6%AE%B5\">&#xff08;\u4e00&#xff09;\u8bbe\u8ba1\u9636\u6bb5<\/h3>\n<ul>\n<li>[ ] \u4efb\u52a1\u94fe\u753b\u6210\u65b9\u6846\u5e76\u6807\u6ce8\u4e86\u6863\u4f4d<\/li>\n<li>[ ] \u6bcf\u4e2a\u51b3\u7b56\u70b9\u5f52\u5165\u4e86\u8def\u7531 \/ \u53c2\u6570 \/ \u5185\u5bb9 \/ \u7ec8\u6b62 \/ \u5f02\u5e38\u4e94\u7c7b\u4e4b\u4e00<\/li>\n<li>[ ] \u9ad8\u4ee3\u4ef7\u51b3\u7b56\u70b9\u5168\u90e8\u843d\u5728\u56fa\u5b9a\u7f16\u6392\u6216\u53d7\u7ea6\u675f\u9009\u62e9\u6863<\/li>\n<li>[ ] \u81ea\u4e3b\u6bb5\u4e0d\u8d85\u8fc7\u4e24\u5904<\/li>\n<li>[ ] \u515c\u5e95\u8def\u5f84\u88ab\u5f53\u6210\u6b63\u5f0f\u8def\u5f84\u8bbe\u8ba1&#xff0c;\u800c\u4e0d\u662f\u4e00\u53e5\u9053\u6b49<\/li>\n<\/ul>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E5%AE%9E%E7%8E%B0%E9%98%B6%E6%AE%B5\">&#xff08;\u4e8c&#xff09;\u5b9e\u73b0\u9636\u6bb5<\/h3>\n<ul>\n<li>[ ] \u51b3\u7b56\u70b9\u96c6\u4e2d\u6ce8\u518c&#xff0c;\u6863\u4f4d\u53ef\u901a\u8fc7\u914d\u7f6e\u8c03\u6574<\/li>\n<li>[ ] \u5019\u9009\u96c6\u5408\u6309\u79df\u6237\u4e0e\u6743\u9650\u52a8\u6001\u751f\u6210&#xff0c;\u4e0d\u786c\u7f16\u7801\u5728\u63d0\u793a\u8bcd\u91cc<\/li>\n<li>[ ] \u6a21\u578b\u8f93\u51fa\u5148\u89e3\u6790\u4e3a\u63d0\u8bae&#xff0c;\u7ecf\u6821\u9a8c\u5668\u88c1\u51b3\u540e\u624d\u6267\u884c<\/li>\n<li>[ ] \u81ea\u4e3b\u6bb5\u56db\u9053\u95f8&#xff08;\u6b65\u6570\u3001\u9884\u7b97\u3001\u5de5\u5177\u3001\u8fdb\u5c55&#xff09;\u5168\u90e8\u5c31\u4f4d<\/li>\n<li>[ ] \u526f\u4f5c\u7528\u5de5\u5177\u4e0d\u5728\u4efb\u4f55\u81ea\u4e3b\u6bb5\u7684\u767d\u540d\u5355\u91cc<\/li>\n<\/ul>\n<h3 id=\"%EF%BC%88%E4%B8%89%EF%BC%89%E9%AA%8C%E8%AF%81%E9%98%B6%E6%AE%B5\">&#xff08;\u4e09&#xff09;\u9a8c\u8bc1\u9636\u6bb5<\/h3>\n<ul>\n<li>[ ] \u8def\u5f84\u4e00\u81f4\u6027\u6d4b\u8bd5\u8dd1\u6ee1 N \u6b21\u4e14\u6307\u7eb9\u552f\u4e00<\/li>\n<li>[ ] \u6bcf\u4e2a\u53d7\u7ea6\u675f\u51b3\u7b56\u70b9\u6709\u72ec\u7acb\u6837\u672c\u96c6&#xff0c;\u5e76\u5355\u72ec\u7edf\u8ba1\u300c\u9519\u5230\u9ad8\u4ee3\u4ef7\u5019\u9009\u300d\u7684\u6bd4\u4f8b<\/li>\n<li>[ ] \u516d\u7c7b\u6545\u969c\u6ce8\u5165\u5168\u90e8\u8d70\u5230\u9884\u8bbe\u964d\u6863\u8def\u5f84&#xff0c;\u4e14\u65e0\u526f\u4f5c\u7528<\/li>\n<li>[ ] \u6863\u4f4d\u914d\u7f6e\u968f\u4ee3\u7801\u4e00\u8d77\u7248\u672c\u5316&#xff0c;\u53d8\u66f4\u9700\u5355\u72ec\u8bc4\u5ba1<\/li>\n<li>[ ] \u8bc4\u6d4b\u57fa\u7ebf\u8986\u76d6\u515c\u5e95\u4e0e\u964d\u6863\u5206\u652f&#xff0c;\u800c\u4e0d\u53ea\u662f\u6b63\u5e38\u8def\u5f84<\/li>\n<\/ul>\n<h3 id=\"%EF%BC%88%E5%9B%9B%EF%BC%89%E8%BF%90%E8%A1%8C%E9%98%B6%E6%AE%B5\">&#xff08;\u56db&#xff09;\u8fd0\u884c\u9636\u6bb5<\/h3>\n<ul>\n<li>[ ] \u4e5d\u4e2a\u6307\u6807\u5168\u90e8\u6709\u770b\u677f<\/li>\n<li>[ ] \u5de5\u5177\u95f8\u89e6\u53d1\u6309\u5b89\u5168\u4e8b\u4ef6\u5904\u7406<\/li>\n<li>[ ] \u964d\u6863\u7387\u4e0e\u515c\u5e95\u547d\u4e2d\u7387\u8bbe\u4e86\u544a\u8b66<\/li>\n<li>[ ] \u51b3\u7b56\u8f68\u8ff9\u4e94\u4e2a\u5b57\u6bb5\u5b8c\u6574\u843d\u76d8&#xff0c;\u4e14\u4e0e\u4efb\u52a1\u72b6\u6001\u540c\u8868<\/li>\n<li>[ ] \u6bcf\u5b63\u5ea6\u590d\u6838\u4e00\u6b21\u6863\u4f4d\u662f\u5426\u4ecd\u7136\u5408\u9002<\/li>\n<\/ul>\n<h3 id=\"%EF%BC%88%E4%BA%94%EF%BC%89%E6%B8%85%E5%8D%95%E4%B9%8B%E5%A4%96%E7%9A%84%E4%B8%80%E5%8F%A5%E8%AF%9D\">&#xff08;\u4e94&#xff09;\u6e05\u5355\u4e4b\u5916\u7684\u4e00\u53e5\u8bdd<\/h3>\n<p>\u8fd9\u4e8c\u5341\u9879\u91cc\u6ca1\u6709\u4efb\u4f55\u4e00\u9879\u662f\u300c\u6362\u4e00\u4e2a\u66f4\u5f3a\u7684\u6a21\u578b\u300d\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f\u8bf4\u6a21\u578b\u80fd\u529b\u4e0d\u91cd\u8981&#xff0c;\u800c\u662f\u8bf4&#xff1a;\u672c\u6587\u8ba8\u8bba\u7684\u4e03\u7c7b\u5931\u8d25\u6a21\u5f0f\u4e2d&#xff0c;\u6709\u516d\u7c7b\u5728\u6362\u6a21\u578b\u4e4b\u540e\u4f9d\u7136\u4f1a\u53d1\u751f\u2014\u2014\u56e0\u4e3a\u5b83\u4eec\u7684\u6210\u56e0\u662f\u63a7\u5236\u6743\u7684\u5f52\u5c5e\u51fa\u4e86\u95ee\u9898&#xff0c;\u800c\u4e0d\u662f\u5224\u65ad\u529b\u4e0d\u591f\u3002<\/p>\n<p>\u4e00\u4e2a\u628a\u8def\u7531\u4ea4\u7ed9\u6a21\u578b\u7684\u7cfb\u7edf&#xff0c;\u6362\u4e0a\u66f4\u5f3a\u7684\u6a21\u578b\u4e4b\u540e&#xff0c;\u4f1a\u66f4\u806a\u660e\u5730\u8d70\u5411\u4e0d\u540c\u7684\u8def\u5f84&#xff1b;\u4e00\u4e2a\u6ca1\u6709\u8fdb\u5c55\u95f8\u7684\u5faa\u73af&#xff0c;\u6362\u4e0a\u66f4\u5f3a\u7684\u6a21\u578b\u4e4b\u540e&#xff0c;\u4f1a\u66f4\u6709\u8010\u5fc3\u5730\u8f6c\u66f4\u591a\u5708\u3002<\/p>\n<p>\u786e\u5b9a\u6027\u6765\u81ea\u7ed3\u6784&#xff0c;\u4e0d\u6765\u81ea\u80fd\u529b\u3002 \u8fd9\u662f\u672c\u6587\u5168\u90e8\u5185\u5bb9\u7684\u843d\u811a\u70b9\u3002<\/p>\n<h2 id=\"%E5%8D%81%E4%B8%89%E3%80%81%E7%BB%93%E8%AE%BA%E4%B8%8E%E5%BB%B6%E4%BC%B8\">\u5341\u4e09\u3001\u7ed3\u8bba\u4e0e\u5ef6\u4f38<\/h2>\n<h3 id=\"%EF%BC%88%E4%B8%80%EF%BC%89%E6%9C%AC%E6%96%87%E7%BB%93%E8%AE%BA\">&#xff08;\u4e00&#xff09;\u672c\u6587\u7ed3\u8bba<\/h3>\n<p>\u7b2c\u4e00&#xff0c;\u786e\u5b9a\u6027\u4e0d\u662f\u7cfb\u7edf\u7ea7\u5f00\u5173&#xff0c;\u800c\u662f\u51b3\u7b56\u70b9\u7ea7\u522b\u7684\u5c5e\u6027\u3002\u628a\u6574\u4e2a\u7cfb\u7edf\u6807\u8bb0\u4e3a\u300c\u786e\u5b9a\u7684\u300d\u6216\u300c\u81ea\u4e3b\u7684\u300d&#xff0c;\u65e0\u8bba\u62e8\u5230\u54ea\u4e00\u8fb9\u90fd\u4f1a\u5931\u8d25\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u4e00\u6b21\u4efb\u52a1\u91cc\u7684\u51b3\u7b56\u81f3\u5c11\u6709\u4e94\u7c7b&#xff1a;\u8def\u7531\u3001\u53c2\u6570\u3001\u5185\u5bb9\u3001\u7ec8\u6b62\u3001\u5f02\u5e38\u3002\u56e2\u961f\u901a\u5e38\u4e3a\u4e86\u300c\u5185\u5bb9\u300d\u5f15\u5165\u6a21\u578b&#xff0c;\u5374\u987a\u624b\u628a\u53e6\u5916\u56db\u7c7b\u4e5f\u4ea4\u4e86\u51fa\u53bb\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u5f52\u5c5e\u5224\u636e\u662f\u300c\u9519\u8bef\u4ee3\u4ef7 \u00d7 \u53ef\u68c0\u51fa\u6027\u300d\u3002\u4ee3\u4ef7\u5927\u4e14\u96be\u68c0\u51fa\u7684\u5fc5\u987b\u7531\u4ee3\u7801\u5224\u5b9a&#xff1b;\u4ee3\u4ef7\u5c0f\u4e14\u6613\u68c0\u51fa\u7684\u4ea4\u7ed9\u6a21\u578b&#xff1b;\u4e2d\u95f4\u4e24\u683c\u7528\u300c\u6a21\u578b\u63d0\u8bae &#043; \u4ee3\u7801\u88c1\u51b3\u300d\u3002<\/p>\n<p>\u7b2c\u56db&#xff0c;\u63a7\u5236\u5f3a\u5ea6\u6709\u56db\u6863\u800c\u4e0d\u662f\u4e24\u6863\u3002\u56db\u6863\u7684\u610f\u4e49\u5728\u4e8e\u8ba9\u4e0d\u786e\u5b9a\u6027\u53ef\u4ee5\u88ab\u5173\u8fdb\u4e00\u4e24\u4e2a\u5c0f\u76d2\u5b50&#xff0c;\u800c\u4e0d\u662f\u5f25\u6f2b\u5728\u6574\u6761\u94fe\u4e0a\u3002<\/p>\n<p>\u7b2c\u4e94&#xff0c;\u6709\u754c\u81ea\u4e3b\u9700\u8981\u56db\u9053\u95f8&#xff1a;\u6b65\u6570\u3001\u9884\u7b97\u3001\u5de5\u5177\u767d\u540d\u5355\u3001\u8fdb\u5c55\u5224\u5b9a\u3002\u524d\u4e24\u9053\u6700\u5e38\u89c1&#xff0c;\u7b2c\u56db\u9053\u6700\u5e38\u88ab\u7701\u7565&#xff0c;\u800c\u5b83\u662f\u300c\u6c89\u9ed8\u8f6c\u5708\u300d\u7684\u552f\u4e00\u9632\u7ebf\u3002<\/p>\n<p>\u7b2c\u516d&#xff0c;\u964d\u6863\u662f\u8bbe\u8ba1\u65f6\u5c31\u8981\u753b\u51fa\u6765\u7684\u7b2c\u4e8c\u6761\u8def&#xff0c;\u4e0d\u662f except \u91cc\u7684\u4e00\u884c\u65e5\u5fd7\u3002\u964d\u6863\u7ed3\u679c\u5fc5\u987b\u5e26\u6807\u6ce8&#xff0c;\u4e14\u4e0d\u5b8c\u6574\u7684\u7ed3\u679c\u4e00\u5f8b\u4e0d\u89e6\u53d1\u526f\u4f5c\u7528\u3002<\/p>\n<p>\u7b2c\u4e03&#xff0c;\u9a8c\u8bc1\u8981\u5206\u4e09\u5c42&#xff1a;\u8def\u5f84\u4e00\u81f4\u6027\u3001\u51b3\u7b56\u70b9\u7ea7\u8bc4\u6d4b\u3001\u7aef\u5230\u7aef\u5931\u8d25\u6ce8\u5165\u3002\u7f3a\u4efb\u4f55\u4e00\u5c42\u90fd\u4f1a\u51fa\u73b0\u300c\u6d4b\u4e86\u4f46\u6ca1\u6d4b\u5230\u300d\u3002<\/p>\n<p>\u7b2c\u516b&#xff0c;\u4e03\u7c7b\u5931\u8d25\u6a21\u5f0f\u4e2d\u6709\u516d\u7c7b\u7684\u6839\u56e0\u4e0d\u5728\u6a21\u578b\u4fa7&#xff0c;\u56e0\u6b64\u53ef\u4ee5\u5728\u4ee3\u7801\u8bc4\u5ba1\u9636\u6bb5\u88ab\u53d1\u73b0\u2014\u2014\u8fd9\u6bd4\u4e0a\u7ebf\u540e\u52a0\u76d1\u63a7\u4fbf\u5b9c\u5f97\u591a\u3002<\/p>\n<h3 id=\"%EF%BC%88%E4%BA%8C%EF%BC%89%E4%B8%8E%E4%B8%93%E6%A0%8F%E5%85%B6%E4%BB%96%E6%96%87%E7%AB%A0%E7%9A%84%E8%A1%94%E6%8E%A5\">&#xff08;\u4e8c&#xff09;\u4e0e\u4e13\u680f\u5176\u4ed6\u6587\u7ae0\u7684\u8854\u63a5<\/h3>\n<p>\u672c\u6587\u662f\u672c\u4e13\u680f\u300aAgent \u5de5\u4f5c\u6d41\u5b9e\u6218\u300b\u4e13\u680f\u5bfc\u8bfb\u5730\u56fe\u4e0e\u9605\u8bfb\u8def\u5f84\u8bf4\u660e-CSDN\u535a\u5ba2\u7b2c\u4e8c\u90e8\u5206\u300c\u5de5\u4f5c\u6d41\u4e0e\u4efb\u52a1\u7f16\u6392\u300d\u7684\u5f00\u7bc7&#xff0c;\u7ed9\u51fa\u7684\u662f\u8fd9\u4e00\u90e8\u5206\u7684\u603b\u5224\u636e\u3002\u540e\u7eed\u6587\u7ae0\u4f1a\u628a\u6bcf\u4e00\u6bb5\u5c55\u5f00&#xff1a;<\/p>\n<ul>\n<li>\u300c\u8ba1\u5212\u4ece\u54ea\u6765\u3001\u4f9d\u8d56\u600e\u4e48\u8868\u8fbe\u300d&#xff0c;\u89c1\u300a\u4efb\u52a1\u5206\u89e3\u4e0e\u8ba1\u5212\u751f\u6210&#xff1a;\u8ba9\u590d\u6742\u76ee\u6807\u53d8\u6210\u53ef\u6267\u884c\u6b65\u9aa4\u300b\u2014\u2014\u672c\u6587\u7684\u53d7\u7ea6\u675f\u9009\u62e9\u662f\u5355\u70b9\u51b3\u7b56&#xff0c;\u90a3\u7bc7\u5904\u7406\u7684\u662f\u591a\u6b65\u8ba1\u5212&#xff1b;<\/li>\n<li>\u300c\u600e\u4e48\u628a\u4e00\u6761\u957f\u94fe\u62c6\u6210\u53ef\u4ee5\u5355\u72ec\u6d4b\u8bd5\u7684\u8282\u70b9\u300d&#xff0c;\u89c1\u300a\u8def\u7531\u3001\u5206\u652f\u4e0e\u5b50\u5de5\u4f5c\u6d41&#xff1a;\u628a Agent \u62c6\u6210\u53ef\u6d4b\u8bd5\u8282\u70b9\u300b&#xff1b;<\/li>\n<li>\u300c\u81ea\u4e3b\u6bb5\u5185\u90e8\u5982\u679c\u9700\u8981\u5e76\u884c\u300d&#xff0c;\u89c1\u300a\u5e76\u884c\u3001Map-Reduce \u4e0e\u7ed3\u679c\u805a\u5408&#xff1a;\u63d0\u901f\u4f46\u4e0d\u5236\u9020\u7ade\u6001\u300b&#xff1b;<\/li>\n<li>\u300c\u56db\u9053\u95f8\u7684\u9884\u7b97\u4e0e\u8fdb\u5c55\u5224\u5b9a\u5982\u4f55\u4e0e\u53cd\u601d\u5faa\u73af\u5171\u5904\u300d&#xff0c;\u89c1\u300a\u53cd\u601d\u3001\u91cd\u8bd5\u4e0e\u5faa\u73af&#xff1a;\u5982\u4f55\u907f\u514d\u6b7b\u5faa\u73af\u548c\u9884\u7b97\u5931\u63a7\u300b&#xff1b;<\/li>\n<li>\u300c\u672c\u6587\u4e2d\u7684\u4e8c\u6b21\u964d\u6863\u2014\u2014\u8f6c\u4eba\u5de5\u2014\u2014\u600e\u4e48\u53d8\u6210\u6b63\u5f0f\u7684\u5de5\u4f5c\u6d41\u8282\u70b9\u300d&#xff0c;\u89c1\u300aHuman-in-the-Loop&#xff1a;\u5ba1\u6279\u3001\u6f84\u6e05\u3001\u63a5\u7ba1\u4e0e\u8d85\u65f6\u5904\u7406\u300b\u3002<\/li>\n<\/ul>\n<p>\u5411\u524d\u770b&#xff0c;\u672c\u6587\u4f7f\u7528\u7684\u5206\u7c7b\u65b9\u6cd5\u5efa\u7acb\u5728\u7b2c\u4e00\u90e8\u5206\u7684\u5224\u5b9a\u4e4b\u4e0a&#xff1a;\u9700\u6c42\u5f62\u6001\u600e\u4e48\u5224\u5b9a&#xff0c;\u89c1\u300a\u5148\u522b\u6025\u7740\u505a Agent&#xff1a;Chatbot\u3001Workflow \u4e0e Agent \u7684\u8fb9\u754c\u300b&#xff1b;\u51b3\u7b56\u70b9\u5728\u7cfb\u7edf\u91cc\u7684\u4f4d\u7f6e\u4e0e\u5c42\u95f4\u5951\u7ea6&#xff0c;\u89c1\u300a\u7528\u4e00\u4e2a\u4e1a\u52a1\u573a\u666f\u753b\u51fa\u751f\u4ea7\u7ea7 Agent \u7684\u5168\u666f\u67b6\u6784\u300b&#xff1b;\u672c\u6587\u5b9e\u73b0\u4e2d\u7701\u7565\u7684\u6a21\u578b\u8bbf\u95ee\u7ec6\u8282&#xff0c;\u89c1\u300a\u4e0d\u4f9d\u8d56\u6846\u67b6\u5b9e\u73b0\u6700\u5c0f Agent&#xff1a;\u6a21\u578b\u3001\u5de5\u5177\u3001\u89c2\u5bdf\u4e0e\u7ec8\u6b62\u300b\u3002<\/p>\n<\/p>\n<\/p>\n<h2 id=\"%E5%8F%82%E8%80%83%E8%B5%84%E6%96%99\">\u53c2\u8003\u8d44\u6599<\/h2>\n<p>\u7f16\u6392\u6a21\u5f0f\u4e0e\u81ea\u4e3b\u8fb9\u754c<\/p>\n<ul>\n<li>Building effective agents&#xff08;Anthropic \u5de5\u7a0b\u535a\u5ba2&#xff09; \u2014\u2014 workflow \u4e0e agent \u7684\u533a\u5206&#xff0c;\u4ee5\u53ca\u4e94\u79cd\u5e38\u89c1\u7f16\u6392\u6a21\u5f0f\u7684\u9002\u7528\u6761\u4ef6\u3002<\/li>\n<li>A practical guide to building agents&#xff08;OpenAI&#xff09; \u2014\u2014 \u7f16\u6392\u3001\u62a4\u680f\u4e0e\u4eba\u5de5\u4ecb\u5165\u7684\u843d\u5730\u5efa\u8bae\u3002<\/li>\n<li>Workflow Patterns \u2014\u2014 \u63a7\u5236\u6d41\u3001\u6570\u636e\u6d41\u4e0e\u8d44\u6e90\u6a21\u5f0f\u7684\u7cfb\u7edf\u5316\u5206\u7c7b&#xff0c;\u672c\u6587\u7684\u300c\u8def\u7531\u3001\u5206\u652f\u3001\u5faa\u73af\u300d\u672f\u8bed\u4e0e\u5176\u5bf9\u9f50\u3002<\/li>\n<li>LangGraph \u6587\u6863 \u2014\u2014 \u56fe\u5f0f\u7f16\u6392\u4e2d\u300c\u54ea\u4e9b\u63a7\u5236\u70b9\u88ab\u66b4\u9732\u51fa\u6765\u300d\u7684\u4e00\u4e2a\u5177\u4f53\u6837\u672c&#xff0c;\u53ef\u7528\u4e8e\u5bf9\u7167\u672c\u6587\u7684\u56db\u6863\u5212\u5206\u3002<\/li>\n<\/ul>\n<p>\u786e\u5b9a\u6027\u3001\u72b6\u6001\u673a\u4e0e\u6301\u4e45\u5316\u6267\u884c<\/p>\n<ul>\n<li>Temporal \u6587\u6863&#xff1a;Workflows \u2014\u2014 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