{"id":62283,"date":"2025-07-20T22:53:16","date_gmt":"2025-07-20T14:53:16","guid":{"rendered":"https:\/\/swarma.org\/?p=62283"},"modified":"2025-07-20T22:53:16","modified_gmt":"2025-07-20T14:53:16","slug":"%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%ef%bc%9a%e4%bb%8e%e5%8d%95%e6%99%ba%e8%83%bd%e4%bd%93%e5%88%b0-llm-agents-%e7%9a%84%e6%bc%94%e8%bf%9b%e4%b8%a8%e3%80%8c","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=62283","title":{"rendered":"\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\uff1a\u4ece\u5355\u667a\u80fd\u4f53\u5230 LLM-Agents \u7684\u6f14\u8fdb\u4e28\u300c\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u300d\u8bfb\u4e66\u4f1a\u00b7\u5468\u4e8c\u76f4\u64ad"},"content":{"rendered":"<div class='wxsyncmain'>\n<section data-mpa-powered-by=\"yiban.io\" data-pm-slice=\"0 0 []\" style=\"margin: 0px 0px 24px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 17px;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;text-align: right\">\n<section data-mpa-powered-by=\"yiban.io\" data-pm-slice=\"0 0 []\" style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-family: PingFangSC-light;font-size: 15px\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px;vertical-align: top\">\n<section style=\"margin: 10px 0px 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\">\n<section style=\"text-align: justify\"><span><img class=\"rich_pages wxw-img\" data-backh=\"166\" data-backw=\"578\" data-height=\"363\" data-imgfileid=\"100233754\" data-ratio=\"0.28786677240285485\" data-type=\"png\" data-w=\"1261\" data-width=\"1261\" style=\"width:100%\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-49f017ed01eb3ef49fb21cd75b552fb0.png\" \/><\/span><\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px\">\n<section style=\"margin: 0px;padding: 0px 3px 0px 0px;max-width: 100%;float: left;line-height: 1\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;text-align: left\">\n<section style=\"margin: 0px;padding: 0px 0px 0px 10px;max-width: 100%;width: auto;vertical-align: top;min-width: 10%;height: auto;line-height: 0\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 25px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;text-align: justify;font-size: 16px;line-height: 1.5\">\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">\u5bfc\u8bed<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 24px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px 4px;max-width: 100%;clear: right;min-height: 4.5em !important\">\n<section style=\"margin: 5px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\">\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: none;min-height: 1em;line-height: 2em;text-align: justify\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 13px;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u5c71\u4e1c\u5de5\u5546\u5b66\u9662\u526f\u6559\u6388\u9ad8\u5fb7\u534e\u3001\u5929\u6d25\u5927\u5b66\u6559\u6388\u859b\u9704\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u6559\u6388\u5f20\u6c5f\u3001\u56fd\u9632\u79d1\u6280\u5927\u5b66\u535a\u58eb\u7814\u7a76\u751f\u66fe\u5229\u5171\u540c\u53d1\u8d77<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247714610&amp;idx=1&amp;sn=d93fce534b3dc108b690e9ecfe143e57&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u300c\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u8bfb\u4e66\u4f1a\u81ea2025\u5e747\u67088\u65e5\u5f00\u59cb\uff0c\u9884\u8ba1\u6301\u7eed\u5206\u4eab8\u5468\u5de6\u53f3\u3002\u626b\u7801\u52a0\u5165Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u7684\u524d\u6cbf\u63a2\u7d22\u4e4b\u65c5\uff0c\u4e00\u8d77\u5171\u5b66\u3001\u5171\u521b\u3001\u5171\u5efa\u3001\u5171\u4eab\u300c\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u300d\u793e\u533a\uff0c\u5171\u540c\u7545\u60f3\u5927\u6a21\u578b\u65f6\u4ee3\u4eba\u5de5\u793e\u4f1a\u7684\u672a\u6765\u56fe\u666f\uff01<\/span><\/span><\/strong><\/p>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: none;min-height: 1em;line-height: 2em;text-align: justify\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 13px;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/strong><\/p>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: none;min-height: 1em;line-height: 2em;text-align: justify\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.578px;text-indent: 0em;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 13px;letter-spacing: 0.544px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">\u672c\u5468\u662f\u8bfb\u4e66\u4f1a\u7684\u7b2c\u4e09\u671f\u5206\u4eab\uff0c\u66fe\u5229\u535a\u58eb\u5c06\u56f4\u7ed5\u5f3a\u5316\u5b66\u4e60\u4ece\u5355\u667a\u80fd\u4f53\u5230\u6df1\u5ea6\u7b56\u7565\u4f18\u5316\u7684\u6838\u5fc3\u539f\u7406\uff0c\u89e3\u6790\u72b6\u6001\u3001\u52a8\u4f5c\u7b49\u6982\u5ff5\u53ca DQN\u3001PPO 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100%\">\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><\/strong><\/section>\n<\/section>\n<section style=\"margin: 5px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><\/strong><\/section>\n<section style=\"margin: 0px;padding: 0px 8px;max-width: 100%;font-size: 13px;line-height: 2;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px\"><\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 10px 0px 0px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: 661px\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;line-height: 0\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 10px 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-family: PingFangSC-light;font-size: 15px;text-align: center\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;vertical-align: middle;line-height: 0\"><img alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" data-fileid=\"100098753\" data-imgfileid=\"100227057\" data-ratio=\"0.07314814814814814\" data-type=\"png\" data-w=\"1080\" style=\"margin: 0px;padding: 0px;max-width: 100%;vertical-align: middle;width: 677px !important;height: auto !important\" src=\"\" \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span><img class=\"rich_pages wxw-img\" data-height=\"1920\" data-imgfileid=\"100233755\" data-ratio=\"1.7777777777777777\" data-type=\"png\" data-w=\"1080\" data-width=\"1080\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-d5877c2a7ff058cc1fe0e7e19169d11b.png\" \/><\/span><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span><br \/><\/span><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u5206\u4eab\u80cc\u666f<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><span>\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning, RL\uff09\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u4e2d\u5efa\u6a21<\/span><\/span><strong><span><span>\u201c\u667a\u80fd\u4f53-\u73af\u5883\u4ea4\u4e92\u201d<\/span><\/span><\/strong><span><span>\u7684\u6838\u5fc3\u8303\u5f0f\uff0c\u8fd1\u5e74\u6765\u5df2\u5728\u4f17\u591a\u590d\u6742\u7cfb\u7edf\u4e2d\u5c55\u73b0\u51fa\u60ca\u4eba\u7684\u6027\u80fd\u3002\u968f\u7740\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e0e\u8ba1\u7b97\u8d44\u6e90\u7684\u53d1\u5c55\uff0cRL\u5df2\u4ece\u4f20\u7edf\u7684\u8868\u683c\u578b\u65b9\u6cd5\u8fc8\u5411<\/span><\/span><strong><span><span>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08Deep RL\uff09<\/span><\/span><\/strong><span><span>\u9636\u6bb5\uff0c\u6781\u5927\u62d3\u5c55\u4e86\u5176\u5728\u9ad8\u7ef4\u72b6\u6001\u7a7a\u95f4\u4e0b\u7684\u6cdb\u5316\u80fd\u529b\u4e0e\u5b9e\u7528\u6027\u3002<\/span><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><span>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c<\/span><\/span><strong><span><span>\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\uff08Multi-Agent Reinforcement Learning, MARL\uff09<\/span><\/span><\/strong><span><span>\u5e94\u8fd0\u800c\u751f\uff0c\u6210\u4e3a\u5e94\u5bf9<\/span><\/span><strong><span><span>\u591a\u65b9\u535a\u5f08\u3001\u7fa4\u4f53\u534f\u4f5c\u4e0e\u590d\u6742\u673a\u5236\u8bbe\u8ba1<\/span><\/span><\/strong><span><span>\u7b49\u95ee\u9898\u7684\u5173\u952e\u6280\u672f\u8def\u5f84\u3002\u8fd1\u5e74\u6765\uff0cMARL\u5728\u591a\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u4ee4\u4eba\u77a9\u76ee\u7684\u6210\u679c\uff1a\u5b83\u4e0d\u4ec5\u63a8\u52a8\u4e86<\/span><\/span><strong><span><span>\u300a\u661f\u9645\u4e89\u9738II\u300b\u3001\u300a\u5fb7\u5dde\u6251\u514b\u300b\u3001\u300a\u9646\u519b\u68cb\u300b<\/span><\/span><\/strong><span><span>\u7b49\u590d\u6742\u535a\u5f08\u4e2d\u8d85\u8d8a\u4eba\u7c7b\u7684AI\u7cfb\u7edf\u8bde\u751f\uff0c\u4e5f\u5728<\/span><\/span><strong><span><span>\u7ecf\u6d4e\u653f\u7b56\u4f18\u5316\u3001\u4eff\u4eba\u8db3\u7403\u3001\u591a\u673a\u5668\u4eba\u534f\u4f5c\u3001\u8bed\u8a00\u6d8c\u73b0\u4e0e\u793e\u4f1a\u884c\u4e3a\u5efa\u6a21<\/span><\/span><\/strong><span><span>\u7b49\u4efb\u52a1\u4e2d\u5b9e\u73b0\u91cd\u5927\u7a81\u7834\uff0c\u6210\u4e3a\u8fde\u63a5\u667a\u80fd\u4f53\u5b66\u4e60\u4e0e\u7fa4\u4f53\u667a\u80fd\u7684\u6838\u5fc3\u6865\u6881\u3002\u5f3a\u5316\u5b66\u4e60\u4e5f\u56e0\u6b64\u4ece\u5355\u4f53\u667a\u80fd\u8fc8\u5411\u7fa4\u4f53\u667a\u80fd\uff0c\u4ece\u63a7\u5236\u4f18\u5316\u5de5\u5177\u6f14\u5316\u4e3a\u201c\u793e\u4f1a\u5efa\u6a21\u5f15\u64ce\u201d\u3002<\/span><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><span>\u4e0e\u6b64\u540c\u65f6\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Models, LLMs\uff09\u7684\u5d1b\u8d77\uff0c\u4e3a\u6784\u5efa\u5177\u5907\u63a8\u7406\u3001\u534f\u4f5c\u4e0e\u8bed\u8a00\u80fd\u529b\u7684\u8ba4\u77e5\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u524d\u6240\u672a\u6709\u7684\u6280\u672f\u57fa\u7840\u3002LLMs\u4e0d\u4ec5\u80fd\u4ee5<\/span><\/span><strong><span><span>\u81ea\u7136\u8bed\u8a00\u611f\u77e5\u73af\u5883\u3001\u8868\u8fbe\u610f\u56fe\uff0c\u66f4\u80fd\u4f5c\u4e3a\u7b56\u7565\u751f\u6210\u5668\u3001\u901a\u4fe1\u534f\u8bae\u6216\u884c\u4e3a\u63a7\u5236\u5668<\/span><\/span><\/strong><span><span>\u5d4c\u5165\u5f3a\u5316\u5b66\u4e60\u4f53\u7cfb\u4e2d\uff0c\u6210\u4e3a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\u7684<\/span><\/span><strong><span><span>\u201c\u8bed\u8a00\u4e2d\u67a2\u201d\u4e0e\u201c\u77e5\u8bc6\u5185\u6838\u201d<\/span><\/span><\/strong><span><span>\u3002\u57fa\u4e8e\u6b64\uff0c\u878d\u5408MARL\u4e0eLLMs\u7684\u8ba4\u77e5\u578b\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u6b63\u9010\u6b65\u5f62\u6210\u65b0\u7684\u7814\u7a76\u8303\u5f0f\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u6cdb\u5316\u80fd\u529b\u3001\u4ea4\u4e92\u80fd\u529b\u4e0e\u793e\u4f1a\u9002\u5e94\u80fd\u529b\u6253\u5f00\u65b0\u5c40\u9762\u3002<\/span><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u5206\u4eab\u7b80\u4ecb<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><span>\u672c\u6b21\u5206\u4eab\u5c06\u56f4\u7ed5<\/span><\/span><strong><span><span>\u201c\u5355\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60 &#8211; \u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60 &#8211; \u5927\u8bed\u8a00\u6a21\u578b\u201d<\/span><\/span><\/strong><span><span>\u8fd9\u4e00\u6280\u672f\u8fdb\u5316\u8def\u5f84\uff0c\u7cfb\u7edf\u8bb2\u89e3\u4ece\u5355\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u5230\u591a\u667a\u80fd\u4f53\u534f\u540c\u7684\u673a\u5236\u6784\u5efa\uff0c\u518d\u5230\u878d\u5408\u8bed\u8a00\u6a21\u578b\u7684\u524d\u6cbf\u63a2\u7d22\uff0c\u5e2e\u52a9\u60a8\u5168\u9762\u7406\u89e3\u5f53\u4ee3\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u53d1\u5c55\u903b\u8f91\u4e0e\u672a\u6765\u8d8b\u52bf\u3002<\/span><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span><br \/><\/span><\/span><\/p>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u5206\u4eab\u5927\u7eb2<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><span>&nbsp;<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">\u4e00\u3001\u5f3a\u5316\u5b66\u4e60\u57fa\u7840\u6846\u67b6\uff1a\u4ece\u5355\u667a\u80fd\u4f53\u5230\u6df1\u5ea6\u7b56\u7565\u4f18\u5316\u7684\u6838\u5fc3\u539f\u7406\u68b3\u7406<\/span><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u7406\u89e3\u667a\u80fd\u4f53\u51b3\u7b56\u8fc7\u7a0b\uff1a<\/span><\/span><\/strong><span><span>\u7cfb\u7edf\u89e3\u6790\u72b6\u6001\u3001\u52a8\u4f5c\u3001\u5956\u52b1\u3001\u7b56\u7565\u3001\u503c\u51fd\u6570\u7b49\u57fa\u672c\u6982\u5ff5\u53ca\u5176\u4ea4\u4e92\u95ed\u73af\uff1b<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u5f3a\u5316\u5b66\u4e60\u7684\u5178\u578b\u65b9\u6cd5\u8c31\u7cfb\uff1a<\/span><\/span><\/strong><span><span>\u4ece\u503c\u51fd\u6570\u65b9\u6cd5\uff08\u5982Q-Learning\u3001SARSA\uff09\u5230\u7b56\u7565\u4f18\u5316\u65b9\u6cd5\uff08\u5982REINFORCE\u3001PPO\uff09\u7684\u4e00\u4f53\u5316\u8fdb\u5316\uff1b<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u5173\u952e\u673a\u5236\uff1a<\/span><\/span><\/strong><span><span>\u5f15\u5165\u795e\u7ecf\u7f51\u7edc\u540e\u7684\u6cdb\u5316\u80fd\u529b\u3001\u7ecf\u9a8c\u56de\u653e\u3001\u76ee\u6807\u7f51\u7edc\u3001\u7b56\u7565\u7a33\u5b9a\u6027\u4e0e\u6837\u672c\u6548\u7387\u63d0\u5347\u673a\u5236\uff1b<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u4ee3\u8868\u7b97\u6cd5\u7ed3\u6784\u5256\u6790\uff1a<\/span><\/span><\/strong><span><span>\u805a\u7126DQN\u4e0ePPO\u7b97\u6cd5\u7684\u5b9e\u9645\u6784\u5efa\u6d41\u7a0b\uff0c\u642d\u5efa\u5f3a\u5316\u5b66\u4e60\u7cfb\u7edf\u7684\u57fa\u7840\u8ba4\u77e5\u56fe\u8c31<\/span><\/span><strong><span><span>\u3002<\/span><\/span><\/strong><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u6c42\u89e3\u4e2d\u7684\u5e94\u7528\u5b9e\u8df5\uff1a<\/span><\/span><\/strong><span><span>\u4ecb\u7ecd\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u6c42\u89e3\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u4e2d\u7684\u601d\u8def\u4e0e\u6848\u4f8b<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">\u4e8c\u3001\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u8303\u5f0f\u6f14\u8fdb\uff1a\u4ece\u72ec\u7acb\u5b66\u4e60\u5230\u7fa4\u4f53\u534f\u540c\u7684\u7b56\u7565\u535a\u5f08\u5efa\u6a21<\/span><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>MARL\u95ee\u9898\u5b9a\u4e49\u4e0e\u6311\u6218\u5168\u666f\uff1a<\/span><\/span><\/strong><span><span>\u975e\u5e73\u7a33\u6027\u3001\u4fe1\u7528\u5206\u914d\u3001\u7b56\u7565\u8026\u5408\u3001\u901a\u4fe1\u5efa\u6a21\u7b49\u6838\u5fc3\u74f6\u9888\u5206\u6790\uff1b<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u5178\u578b\u65b9\u6cd5\u6846\u67b6\u89e3\u6790\uff1a<\/span><\/span><\/strong><span><span>\u4eceIndependent Q-Learning\u5230CTDE\uff08\u96c6\u4e2d\u8bad\u7ec3\u3001\u5206\u5e03\u6267\u884c\uff09\u6846\u67b6\u4e0b\u7684VDN\u3001QMIX\u3001MADDPG\u3001MAPPO\u7b49\u4e3b\u6d41\u6a21\u578b\u673a\u5236\uff1b<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u7ecf\u5178\u5de5\u4f5c\uff1a<\/span><\/span><\/strong><span><span>\u56de\u987e\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u5728\u590d\u6742\u535a\u5f08\u4e0e\u534f\u4f5c\u4efb\u52a1\u4e2d\u7684\u7ecf\u5178\u5de5\u4f5c\uff1b<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">\u4e09\u3001\u878d\u5408\u5927\u8bed\u8a00\u6a21\u578b\u7684\u591a\u667a\u80fd\u4f53\u667a\u80fd\u4f53\u5efa\u6784\uff1aLLM-Agents\u8303\u5f0f\u7684\u5174\u8d77\u4e0e\u6280\u672f\u903b\u8f91<\/span><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>LLM\u5f15\u5165\u7684\u4e09\u7c7b\u8def\u5f84\uff1a<\/span><\/span><\/strong><span><span>\u4f5c\u4e3a\u72b6\u6001\u5d4c\u5165\u5668\uff08\u8bed\u8a00\u611f\u77e5\uff09\u3001\u7b56\u7565\u751f\u6210\u5668\uff08\u884c\u4e3a\u89c4\u5212\uff09\u4e0e\u901a\u4fe1\u5f15\u64ce\uff08\u4fe1\u606f\u4ea4\u4e92\uff09<\/span><\/span><strong><span><span>\uff1b<\/span><\/span><\/strong><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u6784\u5efa\u8bed\u8a00\u534f\u540c\u667a\u80fd\u4f53<\/span><\/span><\/strong><span><span>\uff1a\u523b\u753b\u8bed\u8a00\u4e2d\u7684\u76ee\u6807\u610f\u56fe\u3001\u73af\u5883\u72b6\u6001\u4e0e\u591a\u667a\u80fd\u4f53\u6307\u4ee4\u5206\u53d1\u5173\u7cfb\uff0c\u5b9e\u73b0\u201c\u8bed\u8a00\u5373\u7b56\u7565\u201d\uff1b<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><strong><span><span>\u5c55\u671b\u672a\u6765\uff1a<\/span><\/span><\/strong><span><span>LLM-Agents\u4f5c\u4e3a\u901a\u7528\u578b\u534f\u4f5c\u667a\u80fd\u4f53\u67b6\u6784\u7684\u96cf\u5f62\uff0c\u5c06\u5982\u4f55\u91cd\u6784\u7fa4\u4f53\u667a\u80fd\u4e0e\u590d\u6742\u7cfb\u7edf\u5efa\u6a21\u7684\u65b0\u8303\u5f0f\u3002<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u6838\u5fc3\u672f\u8bed<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u5f3a\u5316\u5b66\u4e60 \/ \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60 \/ \u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b \/ \u7ec4\u5408\u4f18\u5316<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60 \/ \u535a\u5f08\u8bba \/ \u8499\u7279\u5361\u7f57\u6811\u641c\u7d22 \/ \u5927\u8bed\u8a00\u6a21\u578b<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h3>\n<h3 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h3>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u53c2\u8003\u6587\u732e<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span>&nbsp;<\/span><\/p>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span><span>Albrecht, Stefano V., Filippos Christianos, and Lukas 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MIT Press, 2024.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px;line-height: 1.75em;text-align: center\"><img class=\"rich_pages wxw-img\" data-ratio=\"1.4951508620689655\" data-type=\"jpeg\" data-w=\"1856\" style=\"width: 221px;height: 330px\" data-width=\"1856\" data-height=\"2775\" data-imgfileid=\"100233751\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-24bdef2ad9b64c84cd10bcc090086c3d.jpeg\" \/><\/section>\n<ul style=\"margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-1\">\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span><span>Zhang, Kaiqing, Zhuoran Yang, and Tamer Ba\u015far. &#8220;Multi-agent reinforcement learning: A selective overview of theories and algorithms.&#8221;&nbsp;<\/span><\/span><em><span><span>Handbook of reinforcement learning and control<\/span><\/span><\/em><span><span>&nbsp;(2021): 321-384.<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span><span>Yang, Yaodong, and Jun Wang. &#8220;An overview of multi-agent reinforcement learning from game theoretical perspective.&#8221;&nbsp;<\/span><\/span><em><span><span>arXiv preprint arXiv:2011.00583<\/span><\/span><\/em><span><span>&nbsp;(2020).<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span><span>Now\u00e9, Ann, Peter Vrancx, and Yann-Micha\u00ebl De Hauwere. &#8220;Game theory and multi-agent reinforcement learning.&#8221;&nbsp;<\/span><\/span><em><span><span>Reinforcement learning: State-of-the-art<\/span><\/span><\/em><span><span>. 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style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span><span>Hafner, Danijar, et al. &#8220;Mastering diverse control tasks through world models.&#8221;&nbsp;<\/span><\/span><em><span><span>Nature<\/span><\/span><\/em><span><span>&nbsp;(2025): 1-7.<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span><span>Zhuang, Yuan, et al. &#8220;Yolo-marl: You only llm once for multi-agent reinforcement learning.&#8221;&nbsp;<\/span><\/span><em><span><span>arXiv preprint arXiv:2410.03997<\/span><\/span><\/em><span><span>&nbsp;(2024).<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\"><span><span>Nagpal, Kartik, et al. &#8220;Leveraging Large Language Models for Effective and Explainable Multi-Agent Credit 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arXiv:2505.15293<\/span><\/span><\/em><span><span>&nbsp;(2025).<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<h2 style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/h2>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u4e3b\u8bb2\u4eba\u4ecb\u7ecd<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><img class=\"rich_pages wxw-img\" data-backh=\"316\" data-backw=\"562\" data-height=\"1080\" data-imgfileid=\"100233750\" data-ratio=\"0.5625\" data-type=\"jpeg\" data-w=\"1920\" data-width=\"1920\" style=\"width:100%\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-b9b86080253354b05469398c0c95dd53.jpeg\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u66fe\u5229\uff0c\u56fd\u9632\u79d1\u6280\u5927\u5b66\u7cfb\u7edf\u5de5\u7a0b\u5b66\u9662\u4e8c\u5e74\u7ea7\u5728\u8bfb\u535a\u58eb\uff0c\u7acb\u7406AI\u8054\u5408\u521b\u59cb\u4eba\u3002\u672c\u7855\u535a\u5747\u5c31\u8bfb\u4e8e\u56fd\u9632\u79d1\u6280\u5927\u5b66\uff0c\u5728Nature Machine Intelligence\u3001ICDM\u3001CIKM\u3001\u79d1\u7814\u7ba1\u7406\u7b49\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u5b66\u672f\u8bba\u658730\u4f59\u7bc7\u3002<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>\u7814\u7a76\u65b9\u5411\uff1a\u590d\u6742\u7f51\u7edc\u3001\u5f3a\u5316\u5b66\u4e60\u3001\u7ec4\u5408\u4f18\u5316\u3001\u5927\u8bed\u8a00\u6a21\u578b\u7b49<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<h3 style=\", Arial, sans-serif;letter-spacing: 0.544px\">\n<section style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;text-align: center\">\n<section style=\"vertical-align: middle\">\n<section style=\"margin-bottom: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"clear: both;line-height: 0\">\n<section style=\"line-height: 0;width: 0px\"><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;font-size: 16px;line-height: 1.4\">\n<p><strong><strong style=\"text-align: left;letter-spacing: 0.544px\"><span style=\", Arial, sans-serif\"><strong style=\"letter-spacing: 0.578px\"><span>\u53c2\u4e0e\u65b9\u5f0f<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;, Arial, sans-serif\">\n<section style=\"float: left;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<section style=\"float: right;width: 8px;height: 3px;line-height: 0\"><span><br \/><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-bottom: 0px;margin-left: 8px;, Arial, sans-serif;letter-spacing: 0.578px;line-height: 1.75em\"><span><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><strong style=\"font-size: 15px\"><span><span>\u53c2\u4e0e\u65f6\u95f4<\/span><\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span>2025\u5e747\u670822\u65e5\uff08\u5468\u4e8c\uff09\u665a\u4e0a19:30-21:30<\/span><\/span><\/p>\n<section class=\"channels_iframe_wrp\"><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><span style=\"font-weight: bold\">\u62a5\u540d\u52a0\u5165\u793e\u7fa4\u4ea4\u6d41<\/span><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center\"><img class=\"rich_pages wxw-img\" data-height=\"400\" data-imgfileid=\"100233748\" data-ratio=\"1\" data-type=\"png\" data-w=\"400\" data-width=\"400\" style=\"width: 136px;height: 136px\" src=\"\/wp-content\/uploads\/2025\/07\/wxsync-2025-07-538f22a1f6f8803eef6b7e02c87b014c.png\" \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;text-align: center\"><span style=\"font-size: 13px\" data-mpa-action-id=\"mcymsusjzey\" data-pm-slice=\"0 0 []\"><span>https:\/\/pattern.swarma.org\/study_group_issue\/923?from=wechat<\/span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><span>\u626b\u7801\u53c2\u4e0e<\/span><a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247714610&amp;idx=1&amp;sn=d93fce534b3dc108b690e9ecfe143e57&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\"><span>\u300c<\/span><span style=\"text-decoration: underline\">\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u300d\u8bfb\u4e66\u4f1a<\/span><\/a><span>\uff0c\uff0c\u52a0\u5165\u793e\u7fa4\uff0c\u83b7\u53d6\u7cfb\u5217\u8bfb\u4e66\u4f1a\u6c38\u4e45\u56de\u770b\u6743\u9650\uff0c\u4e0e\u793e\u533a\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\u6c9f\u901a\u4ea4\u6d41\uff0c\u5171\u540c\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u672a\u6765\u4eba\u5de5\u793e\u4f1a\u56fe\u666f\u3002<\/span><\/span><\/p>\n<section style=\"margin: 10px 0px 0px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;text-align: center;justify-content: center\">\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;width: auto;vertical-align: top;min-width: 10%;height: auto\">\n<section style=\"margin: 0px 0px -15px;padding: 0px;max-width: 100%\">\n<section style=\"margin: 0px;padding: 0px 10px;max-width: 100%;font-size: 16px;line-height: 2;letter-spacing: 3px\">\n<p style=\"text-align: left;margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/strong><\/p>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/strong><\/p>\n<p style=\"margin: 0px;padding: 0px;max-width: 100%;clear: both;min-height: 1em\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\">\u300c\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u300d\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 0px;padding: 0px;max-width: 100%;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;font-size: 14px;, Arial, sans-serif\"><span style=\"margin: 0px;padding: 0px;max-width: 100%\"><strong style=\"margin: 0px;padding: 0px;max-width: 100%\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;margin-right: 8px; margin-bottom: 0px; margin-left: 8px; color: rgb(136, 136, 136); font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif; font-size: 14px; letter-spacing: 0.544px; -webkit-tap-highlight-color: transparent; outline: 0px; line-height: 2em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;letter-spacing: 0.544px; font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/span><\/strong><\/span><\/section>\n<p data-pm-slice=\"0 0 []\" style=\"margin: 0px 8px 24px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\">\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u5c71\u4e1c\u5de5\u5546\u5b66\u9662\u526f\u6559\u6388\u9ad8\u5fb7\u534e\u3001\u5929\u6d25\u5927\u5b66\u6559\u6388\u859b\u9704\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u6559\u6388\u5f20\u6c5f\u3001\u56fd\u9632\u79d1\u6280\u5927\u5b66\u535a\u58eb\u7814\u7a76\u751f\u66fe\u5229\u5171\u540c\u53d1\u8d77<a class=\"normal_text_link\" target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247714610&amp;idx=1&amp;sn=d93fce534b3dc108b690e9ecfe143e57&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u300c\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u8bfb\u4e66\u4f1a\u81ea2025\u5e747\u67088\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u4e8c\u665a\u4e0a7:30-9:30\u8fdb\u884c\uff0c\u9884\u8ba1\u6301\u7eed\u5206\u4eab8\u5468\u5de6\u53f3\u3002\u626b\u7801\u52a0\u5165Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u7684\u524d\u6cbf\u63a2\u7d22\u4e4b\u65c5\uff0c\u4e00\u8d77\u5171\u5b66\u3001\u5171\u521b\u3001\u5171\u5efa\u3001\u5171\u4eab\u300c\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u300d\u793e\u533a\uff0c\u5171\u540c\u7545\u60f3\u5927\u6a21\u578b\u65f6\u4ee3\u4eba\u5de5\u793e\u4f1a\u7684\u672a\u6765\u56fe\u666f\uff01<\/span><\/p>\n<p data-pm-slice=\"0 0 []\" style=\"margin: 0px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><span style=\"margin-top: 0px;margin-right: 0px;margin-left: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.544px;font-size: 15px\"><span style=\"font-weight: bold\">\u6838\u5fc3\u95ee\u9898<\/span><\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u662f\u4ec0\u4e48\uff0c\u6838\u5fc3\u6280\u672f\u53d1\u751f\u4e86\u600e\u6837\u7684\u6f14\u53d8\uff1f<\/span><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>\u5927\u6a21\u578b\u65f6\u4ee3\uff0cAgent\u5efa\u6a21\u4e0e\u4eff\u771f\u4f1a\u7ed9\u590d\u6742\u7cfb\u7edf\u7406\u8bba\u5e26\u6765\u54ea\u4e9b\u7a81\u7834\uff1f<\/span><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>\u5927\u6a21\u578b\u5982\u4f55\u8d4b\u80fdAgent\u5b9e\u73b0\u81ea\u4e3b\u601d\u8003\u4e0e\u52a8\u6001\u9002\u5e94\uff1f<\/span><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>\u5927\u6a21\u578b\u9a71\u52a8\u7684Agent\u4ea4\u4e92\u4f1a\u6d8c\u73b0\u51fa\u4ec0\u4e48\u65b0\u578b\u7684\u793e\u4f1a\u73b0\u8c61\uff1f<\/span><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u5982\u4f55\u6539\u53d8\u91d1\u878d\u3001\u5fc3\u7406\u3001\u7ba1\u7406\u3001\u519b\u4e8b\u7b49\u9886\u57df\u7684\u7814\u7a76\u8303\u5f0f\uff1f<\/span><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><br \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span style=\"font-weight: bold\">\u4f60\u5c06\u6536\u83b7<\/span><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>\u68b3\u7406Agent\u5efa\u6a21\u4e0e\u4eff\u771f\u7684\u5386\u53f2\u53d1\u5c55\u8109\u7edc\u4e0e\u65b9\u6cd5\u8bba\uff1b<\/span><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>\u638c\u63e1\u4e00\u5957\u7406\u89e3\u3001\u5206\u6790\u3001\u63a7\u5236\u3001\u9884\u6d4b\u590d\u6742\u7cfb\u7edf\u7684\u8ba1\u7b97\u5b9e\u9a8c\u6846\u67b6\uff1b<\/span><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 8px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>\u638c\u63e1\u57fa\u4e8e\u591a\u4e3b\u4f53\u5f3a\u5316\u5b66\u4e60\u7684\u590d\u6742\u7cfb\u7edf\u4f18\u5316\u65b9\u6cd5\uff1b<\/span><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 24px\"><span style=\"font-size: 15px;letter-spacing: 0.544px\"><span>\u9886\u7565\u9886\u57df\u524d\u6cbf\u5b66\u8005\u7684\u7814\u7a76\u4f53\u7cfb\u4e0e\u79d1\u7814\u8def\u5f84\u3002<\/span><\/span><\/section>\n<p data-pm-slice=\"0 0 []\" style=\"margin: 0px 8px 8px;padding: 0px;max-width: 100%;clear: both;min-height: 1em;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none;, Arial, sans-serif;font-size: 14px;line-height: 2em\"><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247714610&amp;idx=1&amp;sn=d93fce534b3dc108b690e9ecfe143e57&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" target=\"_blank\" data-linktype=\"1\" rel=\"noopener noreferrer\"><span style=\"margin:0px;padding:0px;max-width:100%;vertical-align:bottom;overflow:hidden;width:100%\" class=\"js_jump_icon h5_image_link\"><img alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" data-ratio=\"0.5731225296442688\" data-w=\"1012\" style=\"margin: 0px;padding: 0px;border: 0px;max-width: 100%;vertical-align: bottom;width: 661px !important;height: auto !important\" data-backw=\"562\" data-backh=\"322\" src=\"\" \/><\/span><\/a><\/p>\n<section data-pm-slice=\"3 3 []\" style=\"margin: 0px 8px 24px;padding: 0px;max-width: 100%;, Arial, sans-serif;font-size: 17px;font-style: normal;font-weight: 400;letter-spacing: 0.544px;text-align: justify;text-indent: 0px;text-transform: none\"><span style=\"margin: 0px;padding: 0px;max-width: 100%;font-size: 15px\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px 8px 5px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;clear: both;min-height: 1em;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;background-color: rgb(255, 255, 255);color: rgb(136, 136, 136);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;span&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px;padding: 0px;outline: 0px;max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;color: rgb(63, 63, 63);font-size: 15px;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin: 0px;padding: 0px;max-width: 100%\">\u8be6\u60c5\u8bf7\u89c1\uff1a<a class=\"normal_text_link\" target=\"_blank\" style=\"margin: 0px;padding: 0px;text-decoration: none;cursor: default;max-width: 100%\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247714610&amp;idx=1&amp;sn=d93fce534b3dc108b690e9ecfe143e57&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5927\u6a21\u578b\u65f6\u4ee3\u4e0b\u7684Agent\u5efa\u6a21\u4e0e\u4eff\u771f\uff1a\u5171\u63a2\u4eba\u5de5\u793e\u4f1a\u672a\u6765\u56fe\u666f<\/a><\/span><\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-size: 15px\"><br \/><\/span><\/p>\n<p style=\"margin-left: 0px;margin-right: 0px;margin-bottom: 0px;line-height: 1.75em\"><span style=\"font-family: PingFangSC-light;font-size: 14px;font-style: normal;font-weight: 700;letter-spacing: 0.544px;text-align: left;text-indent: 0px;text-transform: none;float: none\" data-pm-slice=\"0 0 []\"><span>\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/p>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed 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