{"id":84744,"date":"2026-07-26T17:09:00","date_gmt":"2026-07-26T09:09:00","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/84744.html"},"modified":"2026-07-26T17:09:00","modified_gmt":"2026-07-26T09:09:00","slug":"agent%e9%9d%a2%e8%af%95%e5%bf%85%e5%a4%8749-ai-agent-%e6%a0%b8%e5%bf%83%e8%bf%9b%e9%98%b6%ef%bc%9a%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e5%86%b2%e7%aa%81%e8%a7%a3%e5%86%b3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/84744.html","title":{"rendered":"agent\u9762\u8bd5\u5fc5\u590749-AI Agent \u6838\u5fc3\u8fdb\u9636\uff1a\u591a\u667a\u80fd\u4f53\u201c\u51b2\u7a81\u89e3\u51b3\u201d"},"content":{"rendered":"<h2>\u26a1 AI Agent \u6838\u5fc3\u8fdb\u9636&#xff1a;\u591a\u667a\u80fd\u4f53\u201c\u51b2\u7a81\u89e3\u51b3\u201d\u5168\u89e3\u6790\u4e0e\u9762\u8bd5\u901a\u5173\u6307\u5357<\/h2>\n<p>\u5728\u642d\u5efa\u591a\u667a\u80fd\u4f53&#xff08;Multi-Agent&#xff09;\u7cfb\u7edf\u65f6&#xff0c;\u6700\u7406\u60f3\u7684\u60c5\u51b5\u662f\u6240\u6709 Agent \u9f50\u5fc3\u534f\u529b\u5b8c\u6210\u4efb\u52a1\u3002\u4f46\u73b0\u5b9e\u5f80\u5f80\u662f&#xff1a;\u7a0b\u5e8f\u5458 Agent \u5199\u4e86\u4ee3\u7801&#xff0c;\u6d4b\u8bd5 Agent \u8bf4\u4e0d\u884c&#xff1b;\u4ea7\u54c1\u7ecf\u7406\u8981\u6539\u9700\u6c42&#xff0c;\u7a0b\u5e8f\u5458\u8bf4\u6539\u4e0d\u4e86\u3002<\/p>\n<p>\u5f53\u591a\u4e2a Agent \u5bf9\u540c\u4e00\u4e2a\u4efb\u52a1\u4ea7\u751f\u5206\u6b67\u65f6&#xff0c;\u5982\u4f55\u8ba9\u7cfb\u7edf\u4e0d\u9677\u5165\u201c\u6b7b\u5faa\u73af\u5435\u67b6\u201d&#xff0c;\u800c\u662f\u9ad8\u6548\u5730\u8fbe\u6210\u5171\u8bc6&#xff1f;\u8fd9\u5c31\u662f\u9ad8\u7ea7 AI \u67b6\u6784\u4e2d\u6781\u5177\u6311\u6218\u6027\u7684**\u51b2\u7a81\u89e3\u51b3&#xff08;Conflict Resolution&#xff09;**\u673a\u5236\u3002<\/p>\n<p>\u8fd9\u7bc7\u535a\u5ba2\u5c06\u5e26\u4f60\u7cfb\u7edf\u76d8\u70b9\u5de5\u4e1a\u754c\u89e3\u51b3 Agent \u51b2\u7a81\u7684\u4e09\u5927\u9876\u7ea7\u7b56\u7565&#xff0c;\u5e76\u9644\u5e26\u9762\u8bd5\u5fc5\u8003\u7684\u201c\u88c1\u51b3\u8005\u6a21\u5f0f\u201d\u6838\u5fc3\u4ee3\u7801&#xff01;<\/p>\n<hr \/>\n<h3>&#x1f4a1; \u4e00\u3001 \u4ec0\u4e48\u662f\u591a\u667a\u80fd\u4f53\u51b2\u7a81&#xff1f;&#xff08;\u5927\u767d\u8bdd\u79d2\u61c2&#xff09;<\/h3>\n<p>\u901a\u4fd7\u6982\u5ff5&#xff1a;<br \/>\n\u51b2\u7a81\u4e0d\u4ec5\u4ec5\u662f\u201c\u5435\u67b6\u201d&#xff0c;\u5728 AI \u534f\u4f5c\u4e2d&#xff0c;\u51b2\u7a81\u4e3b\u8981\u5206\u4e3a\u4e09\u79cd&#xff1a;<\/p>\n<li>\u8ba4\u77e5\u51b2\u7a81&#xff08;Cognitive Conflict&#xff09;&#xff1a;\u6bd4\u5982\u201c\u7a0b\u5e8f\u5458\u201d\u8ba4\u4e3a\u4ee3\u7801\u6ca1\u95ee\u9898&#xff0c;\u201c\u6d4b\u8bd5\u201d\u8ba4\u4e3a\u6709 Bug\u3002<\/li>\n<li>\u8d44\u6e90\u51b2\u7a81&#xff08;Resource Conflict&#xff09;&#xff1a;\u6bd4\u5982\u4e24\u4e2a Agent \u540c\u65f6\u60f3\u8c03\u7528\u540c\u4e00\u4e2a API \u5de5\u5177&#xff0c;\u4ea7\u751f\u4e86\u5e76\u53d1\u5199\u5165\u9519\u8bef\u3002<\/li>\n<li>\u76ee\u6807\u51b2\u7a81&#xff08;Goal Conflict&#xff09;&#xff1a;\u6bd4\u5982\u201c\u4ea7\u54c1\u7ecf\u7406\u201d\u8ffd\u6c42\u4e0a\u7ebf\u901f\u5ea6&#xff0c;\u201c\u5b89\u5168\u5de5\u7a0b\u5e08\u201d\u8ffd\u6c42\u4ee3\u7801\u4e25\u8c28&#xff0c;\u4e24\u8005\u7684\u4f18\u5148\u7ea7\u5728\u5f53\u524d\u8bed\u5883\u4e0b\u6253\u67b6\u4e86\u3002<\/li>\n<p>\u5982\u679c\u6ca1\u6709\u5408\u7406\u7684\u89e3\u51b3\u673a\u5236&#xff0c;\u7cfb\u7edf\u5c31\u4f1a\u50cf\u4e24\u53f0\u62a2\u5360\u8d44\u6e90\u3001\u6b7b\u9501\u7684\u7ebf\u7a0b\u4e00\u6837&#xff0c;\u5f7b\u5e95\u505c\u6446\u3002<\/p>\n<hr \/>\n<h3>\u2699\ufe0f \u4e8c\u3001 \u5de5\u4e1a\u754c\u4e09\u5927\u51b2\u7a81\u89e3\u51b3\u7b56\u7565&#xff08;\u9762\u8bd5\u5fc5\u80cc&#xff09;<\/h3>\n<p>\u5728\u9762\u8bd5\u4e2d&#xff0c;\u5982\u679c\u4f60\u80fd\u5206\u7c7b\u8bb2\u51fa\u8fd9\u4e09\u79cd\u7b56\u7565&#xff0c;\u9762\u8bd5\u5b98\u4f1a\u8ba4\u4e3a\u4f60\u5177\u5907\u5904\u7406\u590d\u6742\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u5b9e\u6218\u7ecf\u9a8c\u3002<\/p>\n<h4>1. \u88c1\u5224\u673a\u5236 (The Arbiter \/ Judge Mode)<\/h4>\n<ul>\n<li>\u539f\u7406&#xff1a;\u5f15\u5165\u4e00\u4e2a\u66f4\u9ad8\u6743\u91cd\u7684 Agent \u4f5c\u4e3a\u201c\u6cd5\u5b98\u201d\u3002\u5f53\u4e24\u4e2a Agent \u5435\u67b6\u65f6&#xff0c;\u7531\u6cd5\u5b98\u542c\u53d6\u53cc\u65b9\u9648\u8ff0&#xff0c;\u6700\u540e\u7531\u6cd5\u5b98\u62cd\u677f&#xff0c;\u6267\u884c\u6cd5\u5b98\u7684\u51b3\u5b9a\u3002<\/li>\n<li>\u4f18\u70b9&#xff1a;\u89e3\u51b3\u901f\u5ea6\u5feb&#xff0c;\u903b\u8f91\u6e05\u6670\u3002<\/li>\n<li>\u26a0\ufe0f \u7f3a\u70b9&#xff1a;\u6781\u5ea6\u4f9d\u8d56\u6cd5\u5b98\u7684\u51b3\u7b56\u6c34\u5e73&#xff08;\u6cd5\u5b98\u5982\u679c\u662f\u4e2a\u201c\u7cca\u6d82\u5b98\u201d&#xff0c;\u7cfb\u7edf\u4e5f\u4f1a\u8ddf\u7740\u9519&#xff09;\u3002<\/li>\n<\/ul>\n<h4>2. \u591a\u8f6e\u8fa9\u8bba\u6a21\u5f0f (Multi-Round Debate)<\/h4>\n<ul>\n<li>\u539f\u7406&#xff1a;\u6a21\u62df\u4eba\u7c7b\u4f1a\u8bae&#xff0c;\u89c4\u5b9a Agent \u5fc5\u987b\u4e92\u76f8\u56de\u5e94\u5bf9\u65b9\u7684\u89c2\u70b9\u3002\u901a\u5e38\u4f1a\u8bbe\u7f6e max_rounds&#xff08;\u6700\u5927\u8fa9\u8bba\u8f6e\u6570&#xff09;\u3002\u5982\u679c\u6700\u540e\u8fd8\u6ca1\u8fbe\u6210\u5171\u8bc6&#xff0c;\u5219\u7531\u7cfb\u7edf\u5f3a\u5236\u9009\u51fa\u7968\u6570\u6700\u9ad8\u6216\u5f97\u5206\u6700\u9ad8\u7684\u65b9\u6848\u3002<\/li>\n<li>\u4f18\u70b9&#xff1a;\u901a\u8fc7\u591a\u8f6e\u4e92\u9a73&#xff0c;\u80fd\u5927\u5e45\u964d\u4f4e\u5355\u4e2a\u6a21\u578b\u7684\u5e7b\u89c9\u3002<\/li>\n<li>\u26a0\ufe0f \u7f3a\u70b9&#xff1a;Token \u6d88\u8017\u5de8\u5927&#xff0c;\u6781\u6613\u4ea7\u751f Token \u7206\u70b8\u3002<\/li>\n<\/ul>\n<h4>3. \u57fa\u4e8e\u89c4\u5219\u7684\u4f18\u5148\u7ea7\u4ef2\u88c1 (Rule-based Preemption)<\/h4>\n<ul>\n<li>\u539f\u7406&#xff1a;\u5728\u8bbe\u8ba1\u65f6&#xff0c;\u4eba\u7c7b\u5c31\u5b9a\u4e49\u597d Agent \u7684\u7b49\u7ea7\u3002\u4f8b\u5982&#xff1a;\u5b89\u5168 &gt; \u7814\u53d1 &gt; \u4ea7\u54c1\u3002\u5982\u679c\u4ea7\u54c1\u7ecf\u7406\u8981\u6c42\u4e0a\u7ebf&#xff0c;\u4f46\u5b89\u5168\u5de5\u7a0b\u5e08\u8bf4\u6709\u6f0f\u6d1e&#xff0c;\u7cfb\u7edf\u76f4\u63a5\u6309\u89c4\u5219\u542c\u5b89\u5168\u5de5\u7a0b\u5e08\u7684\u3002<\/li>\n<li>\u4f18\u70b9&#xff1a;\u7cfb\u7edf\u6700\u7a33\u5b9a&#xff0c;\u4e0d\u4f1a\u4ea7\u751f\u96be\u4ee5\u9884\u6d4b\u7684\u968f\u673a\u884c\u4e3a\u3002<\/li>\n<li>\u26a0\ufe0f \u7f3a\u70b9&#xff1a;\u4e0d\u591f\u7075\u6d3b&#xff0c;\u65e0\u6cd5\u5904\u7406\u7a81\u53d1\u60c5\u51b5\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>&#x1f3af; \u4e09\u3001 \u9ad8\u9891\u9762\u8bd5 Q&amp;A \u5b9e\u6218\u6f14\u7ec3<\/h3>\n<p>Q1&#xff1a;Agent \u4e4b\u95f4\u5435\u67b6\u5435\u4e2a\u6ca1\u5b8c&#xff0c;\u5982\u4f55\u9632\u6b62\u7cfb\u7edf\u9677\u5165\u65e0\u9650\u6b7b\u5faa\u73af&#xff1f;<\/p>\n<p>\u6807\u51c6\u7b54\u6848&#xff1a;<\/p>\n<li>\u5f3a\u5236\u7ec8\u6b62\u534f\u8bae&#xff08;Termination Protocol&#xff09;&#xff1a;\u8bbe\u5b9a\u8fa9\u8bba\u7684\u6700\u5927\u8f6e\u6570&#xff08;\u4f8b\u5982 3 \u8f6e&#xff09;\u3002\u5f53\u8fbe\u5230\u8f6e\u6570\u4ecd\u672a\u8fbe\u6210\u5171\u8bc6\u65f6&#xff0c;\u89e6\u53d1\u201c\u6700\u540e\u901a\u7252\u201d\u72b6\u6001&#xff0c;\u7531 System Prompt \u5f3a\u5236\u8981\u6c42 Agent \u603b\u7ed3\u53cc\u65b9\u89c2\u70b9&#xff0c;\u5e76\u629b\u7ed9\u4eba\u7c7b\u7528\u6237\u505a\u6700\u7ec8\u51b3\u5b9a\u3002<\/li>\n<li>\u5386\u53f2\u8bb0\u5f55\u6458\u8981&#xff08;Dialogue Summarization&#xff09;&#xff1a;\u5728\u8fa9\u8bba\u8fc7\u7a0b\u4e2d&#xff0c;\u4e0d\u65ad\u628a\u8fa9\u8bba\u5185\u5bb9\u538b\u7f29\u6458\u8981\u3002\u9632\u6b62 Agent \u56e0\u4e3a\u4e4b\u524d\u7684\u8bb0\u5fc6\u592a\u957f\u800c\u91cd\u590d\u4e4b\u524d\u7684\u8bba\u70b9\u3002<\/li>\n<p>Q2&#xff1a;\u5982\u4f55\u8bc4\u4f30\u54ea\u4e2a Agent \u7684\u53d1\u8a00\u66f4\u5177\u201c\u6743\u5a01\u6027\u201d&#xff1f;<\/p>\n<p>\u6807\u51c6\u7b54\u6848&#xff1a;<br \/>\n\u6211\u4eec\u901a\u5e38\u91c7\u7528 \u6743\u91cd\u52a0\u6743&#xff08;Weighted Voting&#xff09; \u673a\u5236\u3002\u7ed9\u6bcf\u4e2a Agent \u8bbe\u7f6e\u4e00\u4e2a\u521d\u59cb\u7684 authority_score&#xff08;\u6743\u5a01\u5206&#xff09;\u3002\u5f53\u4e00\u4e2a Agent \u5728\u4e4b\u524d\u7684\u4efb\u52a1\u4e2d\u591a\u6b21\u88ab\u201c\u88c1\u5224\u201d\u8bc1\u660e\u662f\u5bf9\u7684&#xff0c;\u5b83\u7684\u6743\u5a01\u5206\u5c31\u4f1a\u63d0\u9ad8&#xff1b;\u5982\u679c\u603b\u88ab\u6253\u8138&#xff0c;\u5206\u6570\u5c31\u4f1a\u4e0b\u964d\u3002\u5728\u8fa9\u8bba\u6700\u7ec8\u6295\u7968\u65f6&#xff0c;\u5206\u6570\u9ad8\u7684 Agent \u7684\u8bdd\u8bed\u6743\u6743\u91cd\u66f4\u9ad8\u3002<\/p>\n<p>Q3&#xff1a;\u591a\u667a\u80fd\u4f53\u51b2\u7a81\u89e3\u51b3\u4e2d&#xff0c;Human-in-the-Loop&#xff08;\u4eba\u7c7b\u4ecb\u5165&#xff09;\u7684\u6700\u4f73\u5b9e\u8df5\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p>\u6807\u51c6\u7b54\u6848&#xff1a;<br \/>\n\u6700\u4f73\u5b9e\u8df5\u662f**\u201c\u8f7b\u91cf\u7ea7\u4ecb\u5165&#xff08;Lightweight Intervention&#xff09;\u201d**\u3002\u4e0d\u8981\u8ba9 Agent \u6240\u6709\u7684\u77db\u76fe\u90fd\u629b\u7ed9\u4eba\u7c7b&#xff0c;\u8fd9\u4f1a\u7d2f\u6b7b\u4eba\u7c7b\u3002\u53ea\u6709\u5f53\u7cfb\u7edf\u81ea\u52a8\u89e6\u53d1\u4e86\u201cDeadlock&#xff08;\u6b7b\u9501&#xff09;\u201d\u6216\u201c\u8fa9\u8bba\u8f6e\u6570\u8d85\u9650\u201d\u7684\u544a\u8b66\u65f6&#xff0c;\u624d\u5c06\u4e24\u4efd\u77db\u76fe\u7684\u65b9\u6848&#xff08;\u6458\u8981\u7248&#xff09;\u63a8\u9001\u7ed9\u7528\u6237&#xff0c;\u8ba9\u7528\u6237\u53ea\u9700\u5728 A \u548c B \u4e4b\u95f4\u70b9\u51fb\u4e00\u4e2a\u9009\u9879\u5373\u53ef\u3002<\/p>\n<hr \/>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726090859-6a65ceab13b35.webp\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>&#x1f4bb; \u56db\u3001 \u9762\u8bd5\u52a0\u5206\u4ee3\u7801&#xff1a;\u624b\u5199\u201c\u88c1\u51b3\u8005&#xff08;Judge&#xff09;\u6a21\u5f0f\u201d\u51b2\u7a81\u5f15\u64ce<\/h3>\n<p>\u8fd9\u662f\u5927\u5382\u9762\u8bd5\u4e2d\u6700\u7231\u770b\u7684\u4ee3\u7801\u6a21\u5f0f&#xff1a;\u5c55\u793a\u4f60\u5982\u4f55\u901a\u8fc7\u4e00\u4e2a\u72ec\u7acb\u7684\u89d2\u8272&#xff0c;\u53bb\u7ec8\u7ed3 Agent \u4e4b\u95f4\u7684\u77db\u76fe\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> json<\/p>\n<p><span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n<span class=\"token comment\"># 1. \u5b9a\u4e49\u6709\u77db\u76fe\u7684\u4e24\u4e2a Agent<\/span><br \/>\n<span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">agent_a_coder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\u4ee3\u7801\u6ca1\u95ee\u9898&#xff0c;\u6211\u5df2\u7ecf\u5b8c\u6210\u4e86\u529f\u80fd\u5f00\u53d1&#xff0c;\u7533\u8bf7\u90e8\u7f72\u3002&#034;<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">agent_b_tester<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\u6d4b\u8bd5\u4e0d\u901a\u8fc7&#xff01;\u903b\u8f91\u5b58\u5728\u4e25\u91cd Bug&#xff0c;\u62d2\u7edd\u90e8\u7f72&#xff01;&#034;<\/span><\/p>\n<p><span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n<span class=\"token comment\"># 2. \u51b2\u7a81\u88c1\u51b3\u5f15\u64ce (The Arbiter)<\/span><br \/>\n<span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ConflictArbiter<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n    \u88c1\u51b3\u8005\u6a21\u5f0f&#xff1a;\u4e0d\u8ba9\u6253\u5de5\u4eba\u81ea\u5df1\u4e89\u8bba&#xff0c;\u76f4\u63a5\u629b\u7ed9\u6cd5\u5b98\u5b9a\u593a\u3002<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>name <span class=\"token operator\">&#061;<\/span> name<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">resolve<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> opinion_a<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> opinion_b<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\\\\n\u2696\ufe0f [<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] \u6b63\u5728\u5ba1\u7406&#8230;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;   A\u8bf4: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>opinion_a<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;   B\u8bf4: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>opinion_b<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6838\u5fc3\u903b\u8f91&#xff1a;\u5927\u6a21\u578b\u901a\u5e38\u5728\u8fd9\u91cc\u8fdb\u884c\u5224\u65ad<\/span><br \/>\n        <span class=\"token comment\"># \u751f\u4ea7\u4e2d\u8fd9\u91cc\u4f1a\u8c03\u7528 LLM&#xff0c;\u8fd9\u91cc\u7528\u7b80\u5355\u7684\u89c4\u5219\u6a21\u62df<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;Bug&#034;<\/span> <span class=\"token keyword\">in<\/span> opinion_b<span class=\"token punctuation\">:<\/span><br \/>\n            decision <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u88c1\u51b3\u7ed3\u679c&#xff1a;\u91c7\u7eb3 B \u7684\u610f\u89c1&#xff0c;\u9a73\u56de A \u7684\u90e8\u7f72\u7533\u8bf7&#xff0c;\u8981\u6c42 A \u7acb\u5373\u4fee\u590d Bug\u3002&#034;<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            decision <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u88c1\u51b3\u7ed3\u679c&#xff1a;\u65b9\u6848\u53ef\u884c&#xff0c;\u6267\u884c\u90e8\u7f72\u3002&#034;<\/span><\/p>\n<p>        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u2728 [<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] \u4f5c\u51fa\u88c1\u51b3: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>decision<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> decision<\/p>\n<p><span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n<span class=\"token comment\"># 3. \u51b2\u7a81\u5904\u7406\u95ed\u73af\u5faa\u73af<\/span><br \/>\n<span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">run_resolution_cycle<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    arbiter <span class=\"token operator\">&#061;<\/span> ConflictArbiter<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u603b\u76d1\u6cd5\u5b98&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6a21\u62df\u534f\u4f5c\u6d41\u7a0b<\/span><br \/>\n    opinion_a <span class=\"token operator\">&#061;<\/span> agent_a_coder<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    opinion_b <span class=\"token operator\">&#061;<\/span> agent_b_tester<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u68c0\u6d4b\u5230\u51b2\u7a81&#xff0c;\u4e0a\u62a5\u88c1\u51b3\u8005<\/span><br \/>\n    final_decision <span class=\"token operator\">&#061;<\/span> arbiter<span class=\"token punctuation\">.<\/span>resolve<span class=\"token punctuation\">(<\/span>opinion_a<span class=\"token punctuation\">,<\/span> opinion_b<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> final_decision<\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    run_resolution_cycle<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># &#x1f4a1; \u9762\u8bd5\u8bb2\u89e3\u8981\u70b9&#xff1a;<\/span><br \/>\n<span class=\"token comment\"># \u5411\u9762\u8bd5\u5b98\u603b\u7ed3&#xff1a;\u201c\u8fd9\u6bb5\u4ee3\u7801\u5c55\u793a\u4e86\u88c1\u51b3\u8005\u6a21\u5f0f\u7684\u6838\u5fc3&#xff1a;\u3010\u6267\u884c\u63a7\u5236\u6743\u5265\u79bb\u3011\u3002<\/span><br \/>\n<span class=\"token comment\"># \u65e0\u8bba\u662f coder \u8fd8\u662f tester&#xff0c;\u5b83\u4eec\u53ea\u8d1f\u8d23\u8f93\u51fa\u81ea\u5df1\u7684\u89c2\u70b9&#xff08;Opinion&#xff09;&#xff0c;<\/span><br \/>\n<span class=\"token comment\"># \u800c\u6700\u7ec8\u7684\u884c\u4e3a\u51b3\u7b56&#xff08;Decision&#xff09;\u5b8c\u5168\u4ea4\u7ed9\u4e86 Arbiter\u3002<\/span><br \/>\n<span class=\"token comment\"># \u5728\u590d\u6742\u7cfb\u7edf\u8bbe\u8ba1\u4e2d&#xff0c;\u6211\u4eec\u4e00\u5b9a\u8981\u628a\u2018\u6267\u884c\u8005\u2019\u548c\u2018\u88c1\u51b3\u8005\u2019\u7684\u804c\u8d23\u4e25\u683c\u5206\u5f00\u3002<\/span><br \/>\n<span class=\"token comment\"># \u8fd9\u6837\u4e0d\u4ec5\u4fdd\u8bc1\u4e86\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027&#xff0c;\u8fd8\u80fd\u901a\u8fc7\u7ed9\u88c1\u51b3\u8005\u7f16\u5199\u4e0d\u540c\u7684 System Prompt&#xff0c;<\/span><br \/>\n<span class=\"token comment\"># \u7075\u6d3b\u5730\u5207\u6362\u4f01\u4e1a\u7684\u5de5\u4f5c\u6d41\u7a0b\u504f\u597d\u2014\u2014\u6bd4\u5982\u2018\u5feb\u901f\u8fed\u4ee3\u6a21\u5f0f\u2019\u8fd8\u662f\u2018\u8d28\u91cf\u81f3\u4e0a\u6a21\u5f0f\u2019\u3002\u201d<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u26a1 AI Agent \u6838\u5fc3\u8fdb\u9636&#xff1a;\u591a\u667a\u80fd\u4f53\u201c\u51b2\u7a81\u89e3\u51b3\u201d\u5168\u89e3\u6790\u4e0e\u9762\u8bd5\u901a\u5173\u6307\u5357<br \/>\n\u5728\u642d\u5efa\u591a\u667a\u80fd\u4f53&#xff08;Multi-Agent&#xff09;\u7cfb\u7edf\u65f6&#xff0c;\u6700\u7406\u60f3\u7684\u60c5\u51b5\u662f\u6240\u6709 Agent \u9f50\u5fc3\u534f\u529b\u5b8c\u6210\u4efb\u52a1\u3002\u4f46\u73b0\u5b9e\u5f80\u5f80\u662f&#xff1a;\u7a0b\u5e8f\u5458 Agent \u5199\u4e86\u4ee3\u7801&#xff0c;\u6d4b\u8bd5 Agent \u8bf4\u4e0d\u884c&#xff1b;\u4ea7\u54c1\u7ecf\u7406\u8981\u6539\u9700\u6c42&#xff0c;\u7a0b\u5e8f\u5458\u8bf4\u6539\u4e0d\u4e86\u3002<br \/>\n\u5f53\u591a\u4e2a Agent \u5bf9\u540c\u4e00\u4e2a\u4efb\u52a1\u4ea7\u751f\u5206\u6b67\u65f6&#xff0c;\u5982\u4f55\u8ba9\u7cfb\u7edf\u4e0d\u9677\u5165\u201c\u6b7b\u5faa\u73af\u5435\u67b6\u201d&amp;<\/p>\n","protected":false},"author":2,"featured_media":84743,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,207,188,925,176],"topic":[],"class_list":["post-84744","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-50","tag-207","tag-188","tag-925","tag-176"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>agent\u9762\u8bd5\u5fc5\u590749-AI Agent 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