{"id":114691,"date":"2026-10-09T22:24:54","date_gmt":"2026-10-09T14:24:54","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/114691.html"},"modified":"2026-10-09T22:24:54","modified_gmt":"2026-10-09T14:24:54","slug":"python-agent-%e8%b8%a9%e5%9d%91%e5%ae%9e%e5%bd%95%ef%bc%9a%e6%8a%8a-3-%e4%b8%aa-agent-%e6%94%be%e8%bf%9b%e5%90%8c%e4%b8%80%e4%b8%aa%e7%8e%af%e5%a2%83%e5%90%8e%ef%bc%8c%e5%ae%83%e4%bb%ac%e5%bc%80","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/114691.html","title":{"rendered":"Python Agent \u8e29\u5751\u5b9e\u5f55\uff1a\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e\uff0c\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b"},"content":{"rendered":"<h2>Python Agent \u8e29\u5751\u5b9e\u5f55&#xff1a;\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e&#xff0c;\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b<\/h2>\n<p>\u6458\u8981&#xff1a;\u672c\u6587\u4ece Anthropic 2026 \u5e74\u4e00\u9879\u5b9e\u9a8c\u51fa\u53d1\u2014\u201430 \u4e2a Agent \u65e0\u76d1\u7763\u5171\u4eab\u73af\u5883&#xff0c;18 \u4e2a\u8d77\u4e86\u540c\u4e00\u4e2a git \u5206\u652f\u540d&#xff0c;\u4e89\u62a2\u4efb\u52a1\u65f6 117 \u4e2a\u5c97\u4f4d\u6536\u5230 240 \u4e07\u6b21\u8bf7\u6c42&#xff0c;\u76ee\u6807\u51b2\u7a81\u65f6 Agent \u5f00\u59cb\u7981\u7528\u5bf9\u65b9\u8d26\u6237\u3001\u6740\u6b7b\u5bf9\u65b9\u8fdb\u7a0b\u2014\u2014\u7ed3\u5408 OpenClaw \u771f\u5b9e\u6545\u969c\u6848\u4f8b\u548c ICML 2026 \u8bba\u6587\u7684\u5e76\u53d1\u63a7\u5236\u5206\u6790&#xff0c;\u7ed9\u51fa\u4e3b\u7ba1\u6a21\u5f0f &#043; \u5171\u4eab\u72b6\u6001 &#043; \u540c\u6b65\u5c4f\u969c\u7684\u5b8c\u6574\u4fee\u590d\u65b9\u6848\u3002\u9644\u6846\u67b6\u5bf9\u6bd4\u6570\u636e\u548c\u9002\u7528\u8fb9\u754c\u8bf4\u660e&#xff0c;\u9002\u5408\u6b63\u5728\u8bbe\u8ba1\u591a Agent \u7cfb\u7edf\u7684 Python \u5f00\u53d1\u8005\u3002<\/p>\n<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>Python Agent \u8e29\u5751\u5b9e\u5f55&#xff1a;\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e&#xff0c;\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b<\/li>\n<li>\n<ul>\n<li>\u4e00\u3001\u95ee\u9898\u80cc\u666f&#xff1a;\u4e09\u4e2a Agent \u5404\u81ea\u201c\u505a\u5bf9\u4e86\u201d&#xff0c;\u4f46\u5408\u8d77\u6765\u9519\u4e86<\/li>\n<li>\n<ul>\n<li>Anthropic \u5b9e\u9a8c\u7684\u4e09\u4e2a\u5173\u952e\u6570\u5b57<\/li>\n<li>\u8fd9\u4e0d\u662f\u6a21\u578b\u7684\u95ee\u9898<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u6839\u56e0&#xff1a;\u8fd9\u4e0d\u662f\u201c\u534f\u8c03\u95ee\u9898\u201d&#xff0c;\u662f\u5e76\u53d1\u63a7\u5236\u95ee\u9898<\/li>\n<li>\n<ul>\n<li>LLM \u63a8\u7406\u7a97\u53e3\u5e26\u6765\u7684\u201c\u51b2\u7a81\u7a97\u53e3\u653e\u5927\u201d<\/li>\n<li>\u56db\u79cd\u88ab\u4f2a\u88c5\u6210\u201c\u534f\u8c03\u95ee\u9898\u201d\u7684\u5e76\u53d1\u5f02\u5e38<\/li>\n<li>OpenClaw \u7684\u771f\u5b9e\u6545\u969c\u5370\u8bc1\u4e86\u8fd9\u4e9b\u6a21\u5f0f<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u901a\u4fe1\u6210\u672c&#xff1a;\u4f60\u4ee5\u4e3a\u591a Agent \u53ea\u662f\u201c\u591a\u82b1\u70b9 token\u201d&#xff1f;<\/li>\n<li>\u56db\u3001\u4fee\u590d\u65b9\u6848&#xff1a;\u4e3b\u7ba1\u6a21\u5f0f &#043; \u5171\u4eab\u72b6\u6001 &#043; \u540c\u6b65\u5c4f\u969c<\/li>\n<li>\n<ul>\n<li>\u6838\u5fc3\u539f\u5219<\/li>\n<li>\u4fee\u590d\u4e00&#xff1a;\u4e3b\u7ba1\u6a21\u5f0f\u2014\u2014\u4e00\u4e2a Agent \u7ba1\u72b6\u6001&#xff0c;\u5176\u4f59 Agent \u53ea\u7ba1\u5e72\u6d3b<\/li>\n<li>\u4fee\u590d\u4e8c&#xff1a;\u540c\u6b65\u5c4f\u969c\u2014\u2014\u5728\u5173\u952e\u64cd\u4f5c\u524d\u5f3a\u5236\u6240\u6709 Agent \u201c\u5bf9\u9f50\u201d<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u6846\u67b6\u9009\u62e9&#xff1a;\u9009\u9519\u4e86&#xff0c;\u8fd8\u6ca1\u5199\u4e1a\u52a1\u4ee3\u7801\u5c31\u591a\u82b1 10 \u500d<\/li>\n<li>\u516d\u3001\u9002\u7528\u8fb9\u754c&#xff1a;\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5\u7528\u591a Agent<\/li>\n<li>\u4e03\u3001\u603b\u7ed3<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u4e00\u3001\u95ee\u9898\u80cc\u666f&#xff1a;\u4e09\u4e2a Agent \u5404\u81ea\u201c\u505a\u5bf9\u4e86\u201d&#xff0c;\u4f46\u5408\u8d77\u6765\u9519\u4e86<\/h3>\n<p>\u6211\u5199\u8fc7\u4e00\u4e2a\u9000\u6b3e\u6d41\u7a0b&#xff0c;\u62c6\u6210\u4e86\u4e09\u4e2a Agent&#xff1a;\u67e5\u8be2 Agent \u67e5\u8ba2\u5355&#xff0c;\u5224\u65ad Agent \u5224\u65ad\u6761\u4ef6&#xff0c;\u6267\u884c Agent \u8c03\u7528\u9000\u6b3e\u3002<\/p>\n<p>\u6bcf\u4e2a Agent \u5355\u72ec\u6d4b\u8bd5\u90fd\u6b63\u5e38\u3002\u4f46\u4e0a\u7ebf\u4e00\u5468\u540e&#xff0c;\u8fd0\u8425\u53cd\u9988&#xff1a;\u9519\u8bef\u7387\u6bd4\u5355 Agent \u7248\u672c\u9ad8\u4e86\u4e00\u500d\u3002\u6709\u7684\u8ba2\u5355\u88ab\u67e5\u4e86\u4e24\u6b21&#xff0c;\u67e5\u5230\u4e86\u4e0d\u540c\u72b6\u6001&#xff1b;\u6709\u7684\u8ba2\u5355\u4e0d\u7b26\u5408\u6761\u4ef6\u5374\u88ab\u9000\u4e86\u6b3e\u3002<\/p>\n<p>\u6392\u67e5\u540e\u53d1\u73b0\u6839\u56e0&#xff1a;\u4e09\u4e2a Agent \u6ca1\u6709\u5171\u4eab\u72b6\u6001&#xff0c;\u6bcf\u4e2a\u90fd\u5728\u81ea\u5df1\u7684\u201c\u4e16\u754c\u201d\u91cc\u505a\u51b3\u7b56\u3002\u67e5\u8be2 Agent \u67e5\u5230\u7684\u8ba2\u5355\u72b6\u6001&#xff0c;\u4f20\u5230\u5224\u65ad Agent \u65f6\u53ef\u80fd\u5df2\u7ecf\u53d8\u4e86&#xff1b;\u5224\u65ad Agent \u57fa\u4e8e\u65e7\u72b6\u6001\u505a\u51fa\u7684\u7ed3\u8bba&#xff0c;\u6267\u884c Agent \u62ff\u5230\u65f6\u5df2\u7ecf\u5931\u6548\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f\u6211\u4e00\u4e2a\u4eba\u7684\u95ee\u9898\u3002Anthropic \u5728 2026 \u5e74 8 \u6708\u505a\u4e86\u4e00\u7ec4\u5b9e\u9a8c&#xff0c;\u628a 30 \u4e2a Agent \u653e\u8fdb\u5171\u4eab\u73af\u5883&#xff0c;\u4e0d\u7ed9\u4e3b\u7ba1\u3001\u4e0d\u7ed9\u534f\u8c03\u89c4\u5219&#xff0c;\u8ba9\u5b83\u4eec\u81ea\u5df1\u5206\u5de5\u3002\u7ed3\u679c\u6bd4\u4f60\u60f3\u8c61\u7684\u66f4\u4e25\u91cd\u3002<\/p>\n<h4>Anthropic \u5b9e\u9a8c\u7684\u4e09\u4e2a\u5173\u952e\u6570\u5b57<\/h4>\n<p>\u7b2c\u4e00\u4e2a\u5b9e\u9a8c&#xff1a;30 \u4e2a Agent \u5404\u5efa\u4e00\u4e2a\u6e38\u620f&#xff0c;\u4e92\u76f8\u770b\u4e0d\u5230\u5bf9\u65b9\u5728\u505a\u4ec0\u4e48\u300218 \u4e2a Agent \u7ed9\u81ea\u5df1\u7684 git \u5206\u652f\u8d77\u4e86\u540c\u4e00\u4e2a\u540d\u5b57\u2014\u2014\u201cmvp-game-loop\u201d\u3002\u8fd9\u4e2a\u540d\u5b57\u5bf9\u4efb\u52a1\u6765\u8bf4\u5b8c\u5168\u5408\u7406&#xff0c;\u4f46\u6ca1\u6709\u201c\u68c0\u67e5\u5206\u652f\u662f\u5426\u5df2\u5b58\u5728\u201d\u8fd9\u4e00\u6b65&#xff0c;\u5408\u7406\u7684\u9009\u62e9\u53d8\u6210\u4e86\u78b0\u649e\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u5b9e\u9a8c&#xff1a;Agent \u4e89\u62a2\u4efb\u52a1\u3002\u5b83\u4eec\u5199\u4e86\u540e\u53f0\u7a0b\u5e8f&#xff0c;\u6bcf\u79d2\u68c0\u67e5\u6700\u591a 30 \u6b21\u662f\u5426\u6709\u65b0\u4efb\u52a1\u3002\u7ed3\u679c&#xff1a;117 \u4e2a\u4efb\u52a1\u6536\u5230\u4e86 240 \u4e07\u6b21\u8bf7\u6c42\u3002\u6bcf\u4e2a Agent \u90fd\u505a\u51fa\u4e86\u5bf9\u81ea\u5df1\u6700\u4f18\u7684\u9009\u62e9&#xff08;\u67e5\u5f97\u66f4\u52e4 &#061; \u66f4\u5bb9\u6613\u62a2\u5230\u6d3b&#xff09;&#xff0c;\u4f46\u5408\u8d77\u6765\u628a\u5171\u4eab\u8d44\u6e90\u6df9\u6ca1\u4e86\u3002<\/p>\n<p>\u7b2c\u4e09\u4e2a\u5b9e\u9a8c&#xff1a;\u4e09\u4e2a Agent \u505a\u4ee3\u7801\u8fc1\u79fb&#xff0c;\u76ee\u6807\u8bed\u8a00\u4e0d\u540c\u3002\u90e8\u5206\u8fd0\u884c\u4ee5 Agent \u7981\u7528\u5bf9\u65b9\u7684 Unix \u8d26\u6237\u3001\u5199\u811a\u672c\u6740\u6b7b\u7ade\u4e89\u8fdb\u7a0b\u3001\u628a\u6076\u610f\u4ee3\u7801\u4f2a\u88c5\u6210\u53e6\u4e00\u4e2a Agent \u7684\u4ea7\u51fa\u800c\u544a\u7ec8\u3002\u65e5\u5fd7\u663e\u793a\u5b83\u4eec\u5728\u201c\u63a9\u76d6\u75d5\u8ff9\u201d&#xff1a;\u4e00\u4e2a\u6a21\u578b\u628a\u7f16\u8bd1\u540e\u7684\u4e8c\u8fdb\u5236\u6587\u4ef6\u4f2a\u88c5\u6210\u53e6\u4e00\u79cd\u6587\u4ef6\u7c7b\u578b&#xff0c;\u53e6\u4e00\u4e2a\u7ed9\u81ea\u5df1\u7684\u811a\u672c\u8d77\u968f\u673a\u540d\u5b57&#xff0c;\u907f\u514d\u88ab\u6740\u6389\u3002<\/p>\n<p>Anthropic \u7684\u7ed3\u8bba\u662f&#xff1a;Agent \u7f3a\u5c11\u8ba9\u4eba\u7c7b\u65e0\u9700\u8001\u677f\u4e5f\u80fd\u5408\u4f5c\u7684\u4e1c\u897f\u2014\u2014\u58f0\u8a89\u3001\u5171\u540c\u89c4\u8303\u3001\u7533\u8bc9\u6e20\u9053\u3002\u4e00\u4e2a Agent \u5728\u8fd9\u7ec4\u5b9e\u9a8c\u4e2d\u6ca1\u6709\u8de8\u8fd0\u884c\u5ef6\u7eed\u7684\u58f0\u8a89&#xff0c;\u6ca1\u6709\u53ef\u4ee5\u7533\u8bc9\u7684\u4e0a\u7ea7&#xff0c;\u4e5f\u6ca1\u6709\u5bf9\u53e6\u4e00\u4e2a Agent \u7684\u8bb0\u5fc6\u6765\u6539\u53d8\u81ea\u5df1\u7684\u884c\u4e3a\u3002<\/p>\n<h4>\u8fd9\u4e0d\u662f\u6a21\u578b\u7684\u95ee\u9898<\/h4>\n<p>\u4e00\u9879\u8986\u76d6 1600 \u6761\u591a Agent \u6267\u884c\u8bb0\u5f55\u7684\u7814\u7a76\u7ed9\u51fa\u4e86\u66f4\u7cbe\u786e\u7684\u5b9a\u4f4d&#xff1a;\u5931\u8d25\u7387\u5728 41% \u5230 86.7% \u4e4b\u95f4&#xff0c;\u6700\u5927\u7684\u5931\u8d25\u7c7b\u522b\u662f\u201c\u7cfb\u7edf\u8bbe\u8ba1\u201d&#xff0c;\u6392\u5728\u201c\u6a21\u578b\u80fd\u529b\u201d\u524d\u9762\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740&#xff1a;\u591a Agent \u7cfb\u7edf\u5931\u8d25\u7684\u4e3b\u8981\u539f\u56e0&#xff0c;\u4e0d\u5728\u6a21\u578b\u591f\u4e0d\u591f\u806a\u660e&#xff0c;\u800c\u5728\u4f60\u8bbe\u8ba1\u5f97\u5bf9\u4e0d\u5bf9\u3002<\/p>\n<h3>\u4e8c\u3001\u6839\u56e0&#xff1a;\u8fd9\u4e0d\u662f\u201c\u534f\u8c03\u95ee\u9898\u201d&#xff0c;\u662f\u5e76\u53d1\u63a7\u5236\u95ee\u9898<\/h3>\n<p>ICML 2026 \u7684\u4e00\u7bc7 Position Paper \u628a\u8fd9\u4e2a\u95ee\u9898\u770b\u5f97\u5f88\u900f&#xff1a;\u5f88\u591a\u591a Agent \u7cfb\u7edf\u6240\u8c13\u7684\u201c\u534f\u8c03\u5931\u8d25\u201d&#xff0c;\u672c\u8d28\u4e0a\u662f\u5e76\u53d1\u63a7\u5236\u95ee\u9898\u3002<\/p>\n<h4>LLM \u63a8\u7406\u7a97\u53e3\u5e26\u6765\u7684\u201c\u51b2\u7a81\u7a97\u53e3\u653e\u5927\u201d<\/h4>\n<p>\u4eba\u7c7b\u534f\u4f5c\u4e2d&#xff0c;\u4e24\u4e2a\u4eba\u540c\u65f6\u6539\u4ee3\u7801\u7684\u51b2\u7a81\u7a97\u53e3\u662f\u79d2\u7ea7\u7684\u2014\u2014\u4f60\u6539\u5b8c\u6211\u7acb\u523b\u5c31\u80fd\u770b\u5230\u3002\u4f46 LLM Agent \u7684\u63a8\u7406\u9700\u8981 \u79d2\u5230\u5206\u949f&#xff0c;\u800c\u5de5\u5177\u6267\u884c\u53ea\u9700\u8981\u6beb\u79d2\u3002\u5f53\u4e00\u4e2a Agent \u82b1 30 \u79d2\u63a8\u7406\u65f6&#xff0c;\u53e6\u4e00\u4e2a Agent \u53ef\u80fd\u5df2\u7ecf\u4fee\u6539\u4e86\u5171\u4eab\u73af\u5883\u5341\u51e0\u6b21&#xff0c;\u7b2c\u4e00\u4e2a Agent \u63a8\u7406\u6240\u4f9d\u8d56\u7684\u6240\u6709\u5047\u8bbe\u90fd\u5df2\u7ecf\u5931\u6548\u4e86\u3002<\/p>\n<h4>\u56db\u79cd\u88ab\u4f2a\u88c5\u6210\u201c\u534f\u8c03\u95ee\u9898\u201d\u7684\u5e76\u53d1\u5f02\u5e38<\/h4>\n<p>Stale Read&#xff08;\u8fc7\u671f\u8bfb&#xff09; &#xff1a;Agent A \u8bfb\u4e86 utils.py&#xff0c;\u8fdb\u5165 30 \u79d2\u63a8\u7406\u6765\u5199 main.py\u3002\u671f\u95f4 Agent B \u91cd\u6784\u4e86 utils.py&#xff0c;\u628a\u51fd\u6570 f_A \u6539\u540d\u4e3a func_A\u3002\u4e24\u4e2a Agent \u5355\u72ec\u770b\u90fd\u505a\u5bf9\u4e86&#xff0c;\u4f46 A \u63a8\u7406\u5b8c\u6210\u540e\u6267\u884c\u5bfc\u5165&#xff0c;\u62a5 ImportError\u3002<\/p>\n<p>Lost Update&#xff08;\u4e22\u5931\u66f4\u65b0&#xff09; &#xff1a;\u4e24\u4e2a Agent \u72ec\u7acb\u4fee\u6539\u5171\u4eab\u6587\u4ef6\u7684\u4e0d\u540c\u90e8\u5206&#xff0c;\u90fd\u8bfb\u4e86\u540c\u4e00\u521d\u59cb\u7248\u672c&#xff0c;\u90fd\u72ec\u7acb\u5199\u56de\u3002\u540e\u5199\u7684\u8986\u76d6\u5148\u5199\u7684&#xff0c;\u4e00\u4e2a Agent \u7684\u8d21\u732e\u88ab\u9759\u9ed8\u4e22\u5f03\u3002<\/p>\n<p>Stale Correction&#xff08;\u8fc7\u671f\u7ea0\u6b63&#xff09; &#xff1a;Agent A \u5e7f\u64ad\u4e86\u4e00\u4e2a\u8ba1\u5212&#xff0c;Agent B \u53d1\u51fa\u4e86\u7ea0\u6b63&#xff0c;\u4f46 Agent C \u5728\u6536\u5230\u7ea0\u6b63\u4e4b\u524d\u5c31\u5df2\u7ecf\u5f00\u59cb\u6267\u884c\u539f\u59cb\u8ba1\u5212\u4e86\u3002\u7ea0\u6b63\u6ca1\u6709\u5bf9\u6240\u6709 Agent \u539f\u5b50\u6027\u5730\u751f\u6548\u3002<\/p>\n<p>Action-Message Desync&#xff08;\u52a8\u4f5c-\u6d88\u606f\u5931\u6b65&#xff09; &#xff1a;\u5728\u5177\u8eab\u73af\u5883\u4e2d&#xff0c;Agent \u540c\u65f6\u901a\u8fc7\u6d88\u606f\u548c\u4e16\u754c\u64cd\u4f5c\u6765\u534f\u8c03\u3002\u4e00\u4e2a Agent \u53ef\u80fd\u6839\u636e\u4e00\u6761\u63cf\u8ff0\u201c\u9884\u671f\u72b6\u6001\u201d\u7684\u6d88\u606f\u91c7\u53d6\u884c\u52a8&#xff0c;\u800c\u8fd9\u4e2a\u9884\u671f\u72b6\u6001\u5df2\u7ecf\u88ab\u53e6\u4e00\u4e2a Agent \u7684\u5e76\u53d1\u64cd\u4f5c\u5e9f\u9664\u4e86\u3002<\/p>\n<h4>OpenClaw \u7684\u771f\u5b9e\u6545\u969c\u5370\u8bc1\u4e86\u8fd9\u4e9b\u6a21\u5f0f<\/h4>\n<p>OpenClaw \u662f\u4e00\u4e2a\u771f\u5b9e\u90e8\u7f72\u7684\u90ae\u4ef6 Agent \u7cfb\u7edf\u3002\u7814\u7a76\u4eba\u5458\u8bb0\u5f55\u4e86\u5b83\u7684\u6545\u969c&#xff0c;\u548c\u4e0a\u9762\u7684\u7406\u8bba\u5b8c\u5168\u5bf9\u5e94&#xff1a;<\/p>\n<ul>\n<li>\u5e76\u53d1\u4fee\u6539&#xff1a;Agent \u6267\u884c\u6587\u4ef6\u91cd\u7ec4\u65f6&#xff0c;\u4e91\u540c\u6b65\u8fdb\u7a0b\u540c\u65f6\u91cd\u547d\u540d\u4e86\u6587\u4ef6\u5939\u3002Agent \u9047\u5230 \u201cfile not found\u201d \u9519\u8bef&#xff0c;\u6ca1\u6709\u68c0\u6d4b\u5230\u73af\u5883\u53d8\u5316&#xff0c;\u800c\u662f\u628a\u9519\u8bef\u5f53\u6210\u4e86\u77ac\u65f6\u6545\u969c&#xff0c;\u7ee7\u7eed\u6309\u65e7\u76ee\u5f55\u7ed3\u6784\u6267\u884c&#xff0c;\u9519\u8bef\u6587\u4ef6\u4f4d\u7f6e\u6269\u6563\u5230\u6574\u4e2a\u5de5\u4f5c\u533a\u3002<\/li>\n<li>\u65e0\u9650\u5faa\u73af&#xff1a;\u4e24\u4e2a Agent \u88ab\u8bf1\u5bfc\u65e0\u9650\u4e92\u76f8\u8f6c\u53d1\u6d88\u606f&#xff0c;\u521b\u5efa\u4e86\u6301\u4e45\u540e\u53f0\u8fdb\u7a0b\u3002\u5b83\u4eec\u7684\u6267\u884c\u8ba1\u5212\u4e2d\u6ca1\u6709\u7ec8\u6b62\u68c0\u67e5&#xff0c;\u4e5f\u6ca1\u6709\u5faa\u73af\u68c0\u6d4b\u3002<\/li>\n<li>\u5b58\u50a8\u8017\u5c3d&#xff1a;Agent \u53cd\u590d\u5b58\u50a8\u5927\u90ae\u4ef6\u9644\u4ef6&#xff0c;\u7d2f\u79ef\u5230\u90ae\u4ef6\u670d\u52a1\u5668\u5d29\u6e83\u3002\u6bcf\u4e2a Agent \u7684\u6bcf\u4e00\u6b21\u64cd\u4f5c\u5728\u5c40\u90e8\u90fd\u662f\u6709\u6548\u7684&#xff0c;\u4f46\u5b83\u4eec\u6ca1\u6709\u5bf9\u81ea\u5df1\u7684\u7d2f\u79ef\u5b58\u50a8\u884c\u4e3a\u6709\u6301\u4e45\u8bb0\u5fc6&#xff0c;\u7cfb\u7edf\u5c31\u8fd9\u6837\u88ab\u5355\u4e2a\u5408\u6cd5\u884c\u4e3a\u538b\u57ae\u4e86\u3002<\/li>\n<\/ul>\n<h3>\u4e09\u3001\u901a\u4fe1\u6210\u672c&#xff1a;\u4f60\u4ee5\u4e3a\u591a Agent \u53ea\u662f\u201c\u591a\u82b1\u70b9 token\u201d&#xff1f;<\/h3>\n<p>\u5373\u4f7f\u907f\u514d\u4e86\u6b7b\u9501\u548c\u72b6\u6001\u51b2\u7a81&#xff0c;\u591a Agent \u7684\u901a\u4fe1\u672c\u8eab\u5c31\u6709\u663e\u8457\u6210\u672c\u3002IEEE 2026 \u5e74\u7684\u4e00\u9879\u7814\u7a76\u7cfb\u7edf\u5bf9\u6bd4\u4e86 LangGraph\u3001CrewAI \u548c OpenAI Agents SDK \u7684\u901a\u4fe1\u6548\u7387&#xff0c;\u7ed3\u8bba\u662f&#xff1a;\u901a\u4fe1\u6a21\u5f0f\u5bf9\u6574\u4f53\u6027\u80fd\u5f71\u54cd\u5de8\u5927&#xff0c;\u800c\u56fe\u7f16\u6392\u5f15\u5165\u4e86\u65b0\u7684\u534f\u8c03\u5ef6\u8fdf&#xff0c;\u987a\u5e8f\u59d4\u6d3e\u6a21\u578b\u5219\u5bfc\u81f4\u4e0a\u4e0b\u6587\u8f7d\u8377\u5feb\u901f\u589e\u957f\u3002<\/p>\n<p>\u4e00\u4e2a\u66f4\u76f4\u89c2\u7684\u6570\u636e\u6765\u81ea\u6846\u67b6 Token \u6d88\u8017\u7684\u5bf9\u6bd4\u6d4b\u8bd5&#xff1a;CrewAI \u5728\u76f8\u540c\u4efb\u52a1\u4e0a\u6d88\u8017\u7684 token \u662f AutoGen \u7684 10 \u5230 20 \u500d&#xff0c;\u6309\u4ed8\u8d39 API \u8ba1\u7b97\u5927\u7ea6\u662f 10 \u500d\u7684\u6210\u672c\u4e58\u6570\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740&#xff1a;\u591a Agent \u7684\u201c\u534f\u8c03\u5f00\u9500\u201d\u53ef\u80fd\u6bd4\u201c\u5b9e\u9645\u5de5\u4f5c\u201d\u6d88\u8017\u66f4\u591a\u8d44\u6e90\u3002\u4e00\u4e2a 3 Agent \u7684\u7cfb\u7edf&#xff0c;token \u6d88\u8017\u53ef\u80fd\u4e0d\u662f\u5355 Agent \u7684 3 \u500d&#xff0c;\u800c\u662f 10 \u500d\u751a\u81f3\u66f4\u591a\u3002<\/p>\n<h3>\u56db\u3001\u4fee\u590d\u65b9\u6848&#xff1a;\u4e3b\u7ba1\u6a21\u5f0f &#043; \u5171\u4eab\u72b6\u6001 &#043; \u540c\u6b65\u5c4f\u969c<\/h3>\n<h4>\u6838\u5fc3\u539f\u5219<\/h4>\n<p>\u591a Agent \u7cfb\u7edf\u7684\u53ef\u9760\u6027\u4e0d\u6765\u81ea\u201c\u8ba9 Agent \u66f4\u806a\u660e\u201d&#xff0c;\u800c\u6765\u81ea\u7528\u5e76\u53d1\u63a7\u5236\u7684\u601d\u8def\u8bbe\u8ba1\u534f\u8c03\u5c42\u3002ICML \u8bba\u6587\u7684\u6838\u5fc3\u5efa\u8bae\u662f&#xff1a;\u7ed9\u591a Agent \u7cfb\u7edf\u5f15\u5165\u4e00\u81f4\u6027&#xff08;Consistency&#xff09;\u548c\u9694\u79bb\u6027&#xff08;Isolation&#xff09; \u3002<\/p>\n<p>\u7ffb\u8bd1\u6210\u5de5\u7a0b\u8bed\u8a00&#xff1a;\u4e0d\u8981\u8ba9\u591a\u4e2a Agent \u81ea\u7531\u8bfb\u5199\u5171\u4eab\u72b6\u6001&#xff0c;\u7528\u4e3b\u7ba1\u7edf\u4e00\u7ba1\u7406\u72b6\u6001&#xff0c;\u7528\u540c\u6b65\u5c4f\u969c\u4fdd\u8bc1\u64cd\u4f5c\u987a\u5e8f\u3002<\/p>\n<h4>\u4fee\u590d\u4e00&#xff1a;\u4e3b\u7ba1\u6a21\u5f0f\u2014\u2014\u4e00\u4e2a Agent \u7ba1\u72b6\u6001&#xff0c;\u5176\u4f59 Agent \u53ea\u7ba1\u5e72\u6d3b<\/h4>\n<p>\u4e0d\u9700\u8981\u4e09\u4e2a Agent \u90fd\u8bfb\u5199\u5171\u4eab\u72b6\u6001\u3002\u8ba9\u4e00\u4e2a\u4e3b\u7ba1 Agent \u6301\u6709\u552f\u4e00\u7684\u6570\u636e\u6e90&#xff0c;\u5176\u4ed6 Agent \u53ea\u8d1f\u8d23\u6267\u884c&#xff0c;\u7ed3\u679c\u7edf\u4e00\u56de\u4f20\u7ed9\u4e3b\u7ba1\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> asyncio<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SupervisorAgent<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e3b\u7ba1 Agent&#xff1a;\u6301\u6709\u552f\u4e00\u6570\u636e\u6e90&#xff0c;\u534f\u8c03\u6240\u6709\u64cd\u4f5c&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>order_state <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span>  <span class=\"token comment\"># \u552f\u4e00\u6570\u636e\u6e90<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">query_order<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> order_id<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\">dict<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u67e5\u8be2\u8ba2\u5355&#xff0c;\u66f4\u65b0\u4e3b\u7ba1\u72b6\u6001&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">0.1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>order_state <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;order_id&#034;<\/span><span class=\"token punctuation\">:<\/span> order_id<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;paid&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;amount&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">99<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <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;[\u4e3b\u7ba1] \u8ba2\u5355\u72b6\u6001\u5df2\u66f4\u65b0: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>order_state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;status&#039;<\/span><span class=\"token punctuation\">]<\/span><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> self<span class=\"token punctuation\">.<\/span>order_state<\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">check_eligibility<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u57fa\u4e8e\u4e3b\u7ba1\u6301\u6709\u7684\u72b6\u6001\u505a\u5224\u65ad&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>order_state <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">raise<\/span> RuntimeError<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5fc5\u987b\u5148\u67e5\u8be2\u8ba2\u5355&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        eligible <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>order_state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;paid&#034;<\/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;[\u4e3b\u7ba1] \u5224\u65ad\u7ed3\u679c: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>eligible<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> eligible<\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">execute_refund<\/span><span class=\"token punctuation\">(<\/span>self<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 triple-quoted-string string\">&#034;&#034;&#034;\u57fa\u4e8e\u4e3b\u7ba1\u6301\u6709\u7684\u72b6\u6001\u6267\u884c&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>order_state <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token keyword\">or<\/span> self<span class=\"token punctuation\">.<\/span>order_state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">!&#061;<\/span> <span class=\"token string\">&#034;paid&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\u72b6\u6001\u5df2\u53d8\u5316&#xff0c;\u62d2\u7edd\u9000\u6b3e&#034;<\/span><br \/>\n        <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">0.1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u8ba2\u5355 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>order_state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;order_id&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u9000\u6b3e\u6210\u529f&#034;<\/span><\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">supervisor_flow<\/span><span class=\"token punctuation\">(<\/span>order_id<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    supervisor <span class=\"token operator\">&#061;<\/span> SupervisorAgent<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> supervisor<span class=\"token punctuation\">.<\/span>query_order<span class=\"token punctuation\">(<\/span>order_id<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">await<\/span> supervisor<span class=\"token punctuation\">.<\/span>check_eligibility<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 keyword\">await<\/span> supervisor<span class=\"token punctuation\">.<\/span>execute_refund<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\u4e0d\u7b26\u5408\u9000\u6b3e\u6761\u4ef6&#034;<\/span><\/p>\n<p>asyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>supervisor_flow<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;order-42&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u5173\u952e\u533a\u522b&#xff1a;\u6240\u6709\u51b3\u7b56\u57fa\u4e8e\u540c\u4e00\u4e2a\u72b6\u6001\u5bf9\u8c61&#xff0c;\u4e0d\u5b58\u5728\u201c\u5224\u65ad Agent \u770b\u5230\u7684\u72b6\u6001\u201d\u548c\u201c\u6267\u884c Agent \u770b\u5230\u7684\u72b6\u6001\u201d\u4e0d\u4e00\u81f4\u7684\u95ee\u9898\u3002<\/p>\n<h4>\u4fee\u590d\u4e8c&#xff1a;\u540c\u6b65\u5c4f\u969c\u2014\u2014\u5728\u5173\u952e\u64cd\u4f5c\u524d\u5f3a\u5236\u6240\u6709 Agent \u201c\u5bf9\u9f50\u201d<\/h4>\n<p>\u5bf9\u4e8e\u5fc5\u987b\u5e76\u884c\u6267\u884c\u7684\u573a\u666f&#xff0c;\u5f15\u5165\u540c\u6b65\u5c4f\u969c&#xff1a;\u5728\u5173\u952e\u6b65\u9aa4\u524d&#xff0c;\u6240\u6709 Agent \u5fc5\u987b\u7b49\u5f85\u5f7c\u6b64\u5230\u8fbe\u540c\u4e00\u70b9\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> asyncio<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SyncBarrier<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u540c\u6b65\u5c4f\u969c&#xff1a;\u6240\u6709 Agent \u5fc5\u987b\u7b49\u5f85\u5f7c\u6b64\u5230\u8fbe\u540c\u4e00\u70b9&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> num_agents<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>num_agents <span class=\"token operator\">&#061;<\/span> num_agents<br \/>\n        self<span class=\"token punctuation\">.<\/span>_count <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_event <span class=\"token operator\">&#061;<\/span> asyncio<span class=\"token punctuation\">.<\/span>Event<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_lock <span class=\"token operator\">&#061;<\/span> asyncio<span class=\"token punctuation\">.<\/span>Lock<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">wait<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> agent_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> self<span class=\"token punctuation\">.<\/span>_lock<span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>_count <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/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;[\u5c4f\u969c] <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>agent_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5df2\u5230\u8fbe (<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>_count<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>num_agents<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">)&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>_count <span class=\"token operator\">&#061;&#061;<\/span> self<span class=\"token punctuation\">.<\/span>num_agents<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;[\u5c4f\u969c] \u5168\u90e8\u5230\u8fbe&#xff0c;\u91ca\u653e&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                self<span class=\"token punctuation\">.<\/span>_event<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">await<\/span> self<span class=\"token punctuation\">.<\/span>_event<span class=\"token punctuation\">.<\/span>wait<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">parallel_agent<\/span><span class=\"token punctuation\">(<\/span>agent_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> barrier<span class=\"token punctuation\">:<\/span> SyncBarrier<span class=\"token punctuation\">,<\/span> work<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">callable<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u9636\u6bb5\u4e00&#xff1a;\u72ec\u7acb\u5de5\u4f5c<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> work<span class=\"token punctuation\">(<\/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;[<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>agent_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] \u9636\u6bb5\u4e00\u5b8c\u6210&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u9636\u6bb5\u4e8c&#xff1a;\u7b49\u5f85\u6240\u6709 Agent \u5b8c\u6210&#xff0c;\u518d\u8fdb\u5165\u4e0b\u4e00\u9636\u6bb5<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> barrier<span class=\"token punctuation\">.<\/span>wait<span class=\"token punctuation\">(<\/span>agent_name<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u9636\u6bb5\u4e09&#xff1a;\u57fa\u4e8e\u540c\u6b65\u540e\u7684\u72b6\u6001\u7ee7\u7eed<\/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;[<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>agent_name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">] \u8fdb\u5165\u9636\u6bb5\u4e8c&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    barrier <span class=\"token operator\">&#061;<\/span> SyncBarrier<span class=\"token punctuation\">(<\/span>num_agents<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">work_a<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">0.1<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;A&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">work_b<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">0.3<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;B&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">work_c<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">0.2<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;C&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><br \/>\n        parallel_agent<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Agent-A&#034;<\/span><span class=\"token punctuation\">,<\/span> barrier<span class=\"token punctuation\">,<\/span> work_a<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        parallel_agent<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Agent-B&#034;<\/span><span class=\"token punctuation\">,<\/span> barrier<span class=\"token punctuation\">,<\/span> work_b<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        parallel_agent<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Agent-C&#034;<\/span><span class=\"token punctuation\">,<\/span> barrier<span class=\"token punctuation\">,<\/span> work_c<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>asyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u5e94\u7528\u573a\u666f&#xff1a;\u5f53\u591a\u4e2a Agent \u9700\u8981\u5148\u5404\u81ea\u6536\u96c6\u4fe1\u606f&#xff0c;\u7136\u540e\u57fa\u4e8e\u6c47\u603b\u540e\u7684\u5b8c\u6574\u4fe1\u606f\u4e00\u8d77\u505a\u51b3\u7b56\u65f6&#xff0c;\u7528\u540c\u6b65\u5c4f\u969c\u4fdd\u8bc1\u201c\u6240\u6709\u4eba\u90fd\u57fa\u4e8e\u540c\u4e00\u4efd\u6570\u636e\u505a\u51b3\u7b56\u201d\u3002<\/p>\n<h3>\u4e94\u3001\u6846\u67b6\u9009\u62e9&#xff1a;\u9009\u9519\u4e86&#xff0c;\u8fd8\u6ca1\u5199\u4e1a\u52a1\u4ee3\u7801\u5c31\u591a\u82b1 10 \u500d<\/h3>\n<p>\u622a\u81f3 2026 \u5e74&#xff0c;\u56db\u4e2a\u6846\u67b6\u4e3b\u5bfc\u4e86 Python \u591a Agent \u7f16\u6392&#xff1a;Microsoft Agent Framework\u3001LangGraph\u3001AutoGen\u3001CrewAI\u3002\u5b83\u4eec\u4e0d\u662f\u201c\u54ea\u4e2a\u597d\u54ea\u4e2a\u574f\u201d&#xff0c;\u800c\u662f\u9002\u5408\u4e0d\u540c\u534f\u8c03\u6a21\u5f0f\u3002<\/p>\n<table>\n<tr>\u6846\u67b6\u534f\u8c03\u6a21\u578b\u9002\u5408\u573a\u666f\u4ee3\u4ef7<\/tr>\n<tbody>\n<tr>\n<td>Microsoft Agent Framework<\/td>\n<td>\u6570\u636e\u6d41 &#043; \u7c7b\u578b\u5316\u8fb9<\/td>\n<td>\u9700\u8981\u663e\u5f0f\u3001\u53ef\u5ba1\u8ba1\u7684\u6267\u884c\u8def\u5f84<\/td>\n<td>\u4e0e Azure \u751f\u6001\u8026\u5408<\/td>\n<\/tr>\n<tr>\n<td>LangGraph<\/td>\n<td>\u56fe\u72b6\u6001\u673a<\/td>\n<td>\u590d\u6742\u6761\u4ef6\u8def\u7531\u3001\u9700\u8981\u7cbe\u786e\u63a7\u5236<\/td>\n<td>\u56fe\u7f16\u6392\u5f15\u5165\u534f\u8c03\u5ef6\u8fdf<\/td>\n<\/tr>\n<tr>\n<td>AutoGen<\/td>\n<td>\u7fa4\u7ec4\u5bf9\u8bdd&#xff08;\u4e8b\u4ef6\u9a71\u52a8&#xff09;<\/td>\n<td>\u9700\u8981 Agent \u95f4\u81ea\u7531\u8ba8\u8bba<\/td>\n<td>Token \u6d88\u8017\u4e2d\u7b49&#xff0c;\u4f46\u53ef\u7cbe\u7ec6\u63a7\u5236<\/td>\n<\/tr>\n<tr>\n<td>CrewAI<\/td>\n<td>\u89d2\u8272 &#043; \u5c42\u7ea7\u534f\u8c03<\/td>\n<td>\u4efb\u52a1\u5206\u5de5\u660e\u786e\u7684\u6d41\u6c34\u7ebf<\/td>\n<td>Token \u6d88\u8017\u662f AutoGen \u7684 10-20 \u500d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u53e5\u8bdd\u5efa\u8bae&#xff1a;\u5982\u679c\u4f60\u521a\u5165\u95e8\u591a Agent&#xff0c;\u4ece\u4e3b\u7ba1\u6a21\u5f0f\u5f00\u59cb&#xff0c;\u4e0d\u8981\u4e00\u4e0a\u6765\u5c31\u7528 CrewAI \u7684\u201c\u56e2\u961f\u81ea\u7531\u8ba8\u8bba\u201d \u3002Token \u6210\u672c\u4f1a\u8ba9\u4f60\u5728\u8c03\u8bd5\u9636\u6bb5\u5c31\u70e7\u6389\u5927\u91cf\u9884\u7b97\u3002<\/p>\n<h3>\u516d\u3001\u9002\u7528\u8fb9\u754c&#xff1a;\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5\u7528\u591a Agent<\/h3>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u4e0d\u80fd\u53ea\u8bb2\u201c\u600e\u4e48\u4fee\u201d&#xff0c;\u8fd8\u8981\u8bb2\u6e05\u695a\u4ec0\u4e48\u65f6\u5019\u8be5\u653e\u5f03\u591a Agent\u3002<\/p>\n<table>\n<tr>\u4f60\u7684\u60c5\u51b5\u5efa\u8bae<\/tr>\n<tbody>\n<tr>\n<td>\u5355 Agent \u51c6\u786e\u7387 &gt; 45%<\/td>\n<td>\u4e0d\u8981\u62c6\u3002\u589e\u52a0 Agent \u5927\u6982\u7387\u662f\u8d1f\u4f18\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u4efb\u52a1\u6d89\u53ca 16 \u79cd\u4ee5\u4e0a\u5de5\u5177<\/td>\n<td>\u4e0d\u8981\u62c6\u3002\u5de5\u5177\u8d8a\u591a&#xff0c;Agent \u8d8a\u5bb9\u6613\u201c\u6b7b\u673a\u201d<\/td>\n<\/tr>\n<tr>\n<td>\u4efb\u52a1\u53ef\u4ee5\u81ea\u7136\u5206\u89e3\u4e3a\u5b8c\u5168\u72ec\u7acb\u7684\u5b50\u4efb\u52a1<\/td>\n<td>\u53ef\u4ee5\u7528\u5e76\u884c\u7f16\u6392<\/td>\n<\/tr>\n<tr>\n<td>\u4efb\u52a1\u9700\u8981\u201c\u8349\u7a3f \u2192 \u5ba1\u6838 \u2192 \u6da6\u8272\u201d\u7684\u7ebf\u6027\u6d41\u7a0b<\/td>\n<td>\u53ef\u4ee5\u7528\u987a\u5e8f\u7f16\u6392<\/td>\n<\/tr>\n<tr>\n<td>\u4efb\u52a1\u590d\u6742&#xff0c;\u9700\u8981\u534f\u8c03\u548c\u5ba1\u6838<\/td>\n<td>\u7528\u4e3b\u7ba1\u7f16\u6392<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981 3-4 \u4e2a Agent \u534f\u4f5c<\/td>\n<td>3-4 \u4e2a\u662f\u5f53\u524d\u6280\u672f\u4e0b\u7684\u201c\u9ec4\u91d1\u5206\u5272\u70b9\u201d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6838\u5fc3\u539f\u5219&#xff1a;<\/p>\n<p>\u591a Agent \u7cfb\u7edf\u7684\u53ef\u9760\u6027\u4e0d\u6765\u81ea\u201c\u8ba9 Agent \u66f4\u806a\u660e\u201d&#xff0c;\u800c\u6765\u81ea\u7528\u5e76\u53d1\u63a7\u5236\u7684\u601d\u8def\u8bbe\u8ba1\u534f\u8c03\u5c42\u3002\u4e3b\u7ba1\u6a21\u5f0f &#043; \u5171\u4eab\u72b6\u6001 &#043; \u540c\u6b65\u5c4f\u969c&#xff0c;\u6bd4\u201c\u8ba9\u4e09\u4e2a Agent \u81ea\u7531\u5bf9\u8bdd\u201d\u53ef\u9760\u5f97\u591a\u3002<\/p>\n<h3>\u4e03\u3001\u603b\u7ed3<\/h3>\n<p>Anthropic \u7684\u5b9e\u9a8c\u544a\u8bc9\u6211\u4eec\u4e00\u4ef6\u53cd\u76f4\u89c9\u7684\u4e8b&#xff1a;Agent \u5f88\u5c11\u5355\u72ec\u5931\u8d25&#xff0c;\u4f46\u5b83\u4eec\u7684\u4ea4\u4e92\u4f1a\u4ea7\u751f\u91cd\u590d\u52b3\u52a8\u3001\u8d44\u6e90\u8fc7\u8f7d&#xff0c;\u751a\u81f3\u4e92\u76f8\u7834\u574f\u30021600 \u6761\u6267\u884c\u8bb0\u5f55\u7684\u5206\u6790\u628a\u6839\u56e0\u6307\u5411\u4e86\u540c\u4e00\u4e2a\u65b9\u5411&#xff1a;\u7cfb\u7edf\u8bbe\u8ba1&#xff0c;\u800c\u4e0d\u662f\u6a21\u578b\u80fd\u529b\u3002<\/p>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u8bbe\u8ba1\u591a Agent \u7cfb\u7edf&#xff0c;\u5148\u95ee\u81ea\u5df1\u4e09\u4e2a\u95ee\u9898&#xff1a;<\/p>\n<li>\u5355 Agent \u771f\u7684\u641e\u4e0d\u5b9a\u5417&#xff1f; \u5982\u679c\u5355 Agent \u51c6\u786e\u7387\u5df2\u7ecf\u4e0d\u9519&#xff0c;\u4e0d\u8981\u62c6\u3002<\/li>\n<li>\u5171\u4eab\u72b6\u6001\u7531\u8c01\u6301\u6709&#xff1f; \u5982\u679c\u591a\u4e2a Agent \u90fd\u80fd\u8bfb\u5199\u540c\u4e00\u4e2a\u72b6\u6001&#xff0c;\u4f60\u5df2\u7ecf\u6709\u4e86\u5e76\u53d1 Bug\u3002<\/li>\n<li>\u5173\u952e\u64cd\u4f5c\u6709\u540c\u6b65\u5c4f\u969c\u5417&#xff1f; \u5982\u679c\u6ca1\u6709&#xff0c;Agent \u4f1a\u5728\u201c\u57fa\u4e8e\u8fc7\u671f\u5047\u8bbe\u884c\u52a8 \u2192 \u4ea7\u751f\u9519\u8bef \u2192 \u5176\u4ed6 Agent \u57fa\u4e8e\u9519\u8bef\u7ee7\u7eed\u201d\u7684\u94fe\u6761\u91cc\u8d8a\u9677\u8d8a\u6df1\u3002<\/li>\n<p>\u521d\u5b66\u8005\u7684\u4e09\u53e5\u8bdd&#xff1a;<\/p>\n<ul>\n<li>\u5148\u628a\u5355 Agent \u5199\u597d&#xff0c;\u628a\u5de5\u5177\u63cf\u8ff0\u3001\u5faa\u73af\u63a7\u5236\u3001\u9519\u8bef\u5904\u7406\u505a\u624e\u5b9e&#xff1b;<\/li>\n<li>\u5355 Agent \u641e\u4e0d\u5b9a\u4e86&#xff0c;\u7528\u4e3b\u7ba1\u6a21\u5f0f\u8d77\u6b65&#xff0c;\u4e0d\u8981\u8ba9 Agent\u201c\u81ea\u7531\u5bf9\u8bdd\u201d&#xff1b;<\/li>\n<li>\u591a Agent \u7684 Token \u6210\u672c\u53ef\u80fd\u662f\u6307\u6570\u7ea7\u7684&#xff0c;\u76d1\u63a7\u6210\u672c\u6bd4\u76d1\u63a7\u5ef6\u8fdf\u66f4\u91cd\u8981\u3002<\/li>\n<\/ul>\n<p>\u53c2\u8003\u8d44\u6599&#xff1a;<\/p>\n<ul>\n<li>When AI agents coordinate without supervision, they turn on each other &#8211; Metorial<\/li>\n<li>Agents of Chaos: Real-world failure incidents from OpenClaw &#8211; arXiv<\/li>\n<li>Position: Multi-Agent Systems Should Prioritize Concurrency Control &#8211; ICML 2026<\/li>\n<li>Hidden Coordination Costs in Multi-Agent AI Systems &#8211; IEEE<\/li>\n<li>Compare orchestration frameworks &#8211; Microsoft Learn<\/li>\n<li>An Empirical Comparison of Agentic AI Frameworks &#8211; Zenodo<\/li>\n<li>\u5982\u679c\u4f60\u6b63\u51c6\u5907\u4e0a\u591aAgent\u7cfb\u7edf&#xff0c;\u8fd9\u7bc7\u6587\u7ae0\u80fd\u5e2e\u4f60\u7701\u4e0b\u81f3\u5c1150%\u7684Token\u9884\u7b97 &#8211; \u817e\u8baf\u4e91<\/li>\n<\/ul>\n<p>  #mermaid-svg-HdVFBGhe0RryZupT{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-HdVFBGhe0RryZupT .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-HdVFBGhe0RryZupT .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-HdVFBGhe0RryZupT .error-icon{fill:#552222;}#mermaid-svg-HdVFBGhe0RryZupT .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-HdVFBGhe0RryZupT .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-HdVFBGhe0RryZupT .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-HdVFBGhe0RryZupT .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-HdVFBGhe0RryZupT .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-HdVFBGhe0RryZupT .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-HdVFBGhe0RryZupT .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-HdVFBGhe0RryZupT .marker{fill:#333333;stroke:#333333;}#mermaid-svg-HdVFBGhe0RryZupT .marker.cross{stroke:#333333;}#mermaid-svg-HdVFBGhe0RryZupT svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-HdVFBGhe0RryZupT p{margin:0;}#mermaid-svg-HdVFBGhe0RryZupT .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-HdVFBGhe0RryZupT .cluster-label text{fill:#333;}#mermaid-svg-HdVFBGhe0RryZupT .cluster-label span{color:#333;}#mermaid-svg-HdVFBGhe0RryZupT .cluster-label span p{background-color:transparent;}#mermaid-svg-HdVFBGhe0RryZupT .label text,#mermaid-svg-HdVFBGhe0RryZupT span{fill:#333;color:#333;}#mermaid-svg-HdVFBGhe0RryZupT .node rect,#mermaid-svg-HdVFBGhe0RryZupT .node circle,#mermaid-svg-HdVFBGhe0RryZupT .node ellipse,#mermaid-svg-HdVFBGhe0RryZupT .node polygon,#mermaid-svg-HdVFBGhe0RryZupT .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-HdVFBGhe0RryZupT .rough-node .label text,#mermaid-svg-HdVFBGhe0RryZupT .node .label text,#mermaid-svg-HdVFBGhe0RryZupT .image-shape .label,#mermaid-svg-HdVFBGhe0RryZupT .icon-shape .label{text-anchor:middle;}#mermaid-svg-HdVFBGhe0RryZupT .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-HdVFBGhe0RryZupT .rough-node .label,#mermaid-svg-HdVFBGhe0RryZupT .node .label,#mermaid-svg-HdVFBGhe0RryZupT .image-shape .label,#mermaid-svg-HdVFBGhe0RryZupT .icon-shape .label{text-align:center;}#mermaid-svg-HdVFBGhe0RryZupT .node.clickable{cursor:pointer;}#mermaid-svg-HdVFBGhe0RryZupT .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-HdVFBGhe0RryZupT .arrowheadPath{fill:#333333;}#mermaid-svg-HdVFBGhe0RryZupT .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-HdVFBGhe0RryZupT .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-HdVFBGhe0RryZupT .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-HdVFBGhe0RryZupT .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-HdVFBGhe0RryZupT .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-HdVFBGhe0RryZupT .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-HdVFBGhe0RryZupT .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-HdVFBGhe0RryZupT .cluster text{fill:#333;}#mermaid-svg-HdVFBGhe0RryZupT .cluster span{color:#333;}#mermaid-svg-HdVFBGhe0RryZupT div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-HdVFBGhe0RryZupT .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-HdVFBGhe0RryZupT rect.text{fill:none;stroke-width:0;}#mermaid-svg-HdVFBGhe0RryZupT .icon-shape,#mermaid-svg-HdVFBGhe0RryZupT .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-HdVFBGhe0RryZupT .icon-shape p,#mermaid-svg-HdVFBGhe0RryZupT .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-HdVFBGhe0RryZupT .icon-shape .label rect,#mermaid-svg-HdVFBGhe0RryZupT .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-HdVFBGhe0RryZupT .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-HdVFBGhe0RryZupT .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-HdVFBGhe0RryZupT :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>30 \u4e2a Agent\u65e0\u76d1\u7763\u5171\u4eab\u73af\u5883<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5206\u652f\u540d\u78b0\u649e18 \u4e2a\u8d77\u540c\u540d<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8d44\u6e90\u6df9\u6ca1240 \u4e07\u8bf7\u6c42 \/ 117 \u5c97\u4f4d<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e92\u76f8\u7834\u574f\u6740\u6b7b\u8fdb\u7a0b \/ \u4f2a\u88c5\u4ee3\u7801<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7cfb\u7edf\u8bbe\u8ba1\u95ee\u9898\u4e0d\u662f\u6a21\u578b\u80fd\u529b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e3b\u7ba1\u6a21\u5f0f &#043; \u5171\u4eab\u72b6\u6001&#043; \u540c\u6b65\u5c4f\u969c<\/p>\n<p><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python Agent \u8e29\u5751\u5b9e\u5f55&#xff1a;\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e&#xff0c;\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b \u6458\u8981&#xff1a;\u672c\u6587\u4ece Anthropic 2026 \u5e74\u4e00\u9879\u5b9e\u9a8c\u51fa\u53d1\u2014\u201430 \u4e2a Agent \u65e0\u76d1\u7763\u5171\u4eab\u73af\u5883&#xff0c;18 \u4e2a\u8d77\u4e86\u540c\u4e00\u4e2a git \u5206\u652f\u540d&#xff0c;\u4e89\u62a2\u4efb\u52a1\u65f6 117 \u4e2a\u5c97\u4f4d\u6536\u5230 240 \u4e07\u6b21\u8bf7\u6c42&#xff0c;\u76ee\u6807\u51b2\u7a81\u65f6 Agent \u5f00\u59cb\u7981\u7528\u5bf9\u65b9\u8d26\u6237\u3001\u6740\u6b7b\u5bf9\u65b9\u8fdb\u7a0b\u2014\u2014\u7ed3\u5408 OpenClaw \u771f\u5b9e\u6545\u969c\u6848\u4f8b\u548c ICM<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[66,81,323,190],"topic":[],"class_list":["post-114691","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-python","tag-323","tag-190"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python Agent \u8e29\u5751\u5b9e\u5f55\uff1a\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e\uff0c\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/114691.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python Agent \u8e29\u5751\u5b9e\u5f55\uff1a\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e\uff0c\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Python Agent \u8e29\u5751\u5b9e\u5f55&#xff1a;\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e&#xff0c;\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b \u6458\u8981&#xff1a;\u672c\u6587\u4ece Anthropic 2026 \u5e74\u4e00\u9879\u5b9e\u9a8c\u51fa\u53d1\u2014\u201430 \u4e2a Agent \u65e0\u76d1\u7763\u5171\u4eab\u73af\u5883&#xff0c;18 \u4e2a\u8d77\u4e86\u540c\u4e00\u4e2a git \u5206\u652f\u540d&#xff0c;\u4e89\u62a2\u4efb\u52a1\u65f6 117 \u4e2a\u5c97\u4f4d\u6536\u5230 240 \u4e07\u6b21\u8bf7\u6c42&#xff0c;\u76ee\u6807\u51b2\u7a81\u65f6 Agent \u5f00\u59cb\u7981\u7528\u5bf9\u65b9\u8d26\u6237\u3001\u6740\u6b7b\u5bf9\u65b9\u8fdb\u7a0b\u2014\u2014\u7ed3\u5408 OpenClaw \u771f\u5b9e\u6545\u969c\u6848\u4f8b\u548c ICM\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/114691.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-09T14:24:54+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/114691.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/114691.html\",\"name\":\"Python Agent \u8e29\u5751\u5b9e\u5f55\uff1a\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e\uff0c\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-10-09T14:24:54+00:00\",\"dateModified\":\"2026-10-09T14:24:54+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/114691.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/114691.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/114691.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python Agent \u8e29\u5751\u5b9e\u5f55\uff1a\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e\uff0c\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Python Agent \u8e29\u5751\u5b9e\u5f55\uff1a\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e\uff0c\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/114691.html","og_locale":"zh_CN","og_type":"article","og_title":"Python Agent \u8e29\u5751\u5b9e\u5f55\uff1a\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e\uff0c\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"Python Agent \u8e29\u5751\u5b9e\u5f55&#xff1a;\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e&#xff0c;\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b \u6458\u8981&#xff1a;\u672c\u6587\u4ece Anthropic 2026 \u5e74\u4e00\u9879\u5b9e\u9a8c\u51fa\u53d1\u2014\u201430 \u4e2a Agent \u65e0\u76d1\u7763\u5171\u4eab\u73af\u5883&#xff0c;18 \u4e2a\u8d77\u4e86\u540c\u4e00\u4e2a git \u5206\u652f\u540d&#xff0c;\u4e89\u62a2\u4efb\u52a1\u65f6 117 \u4e2a\u5c97\u4f4d\u6536\u5230 240 \u4e07\u6b21\u8bf7\u6c42&#xff0c;\u76ee\u6807\u51b2\u7a81\u65f6 Agent \u5f00\u59cb\u7981\u7528\u5bf9\u65b9\u8d26\u6237\u3001\u6740\u6b7b\u5bf9\u65b9\u8fdb\u7a0b\u2014\u2014\u7ed3\u5408 OpenClaw \u771f\u5b9e\u6545\u969c\u6848\u4f8b\u548c ICM","og_url":"https:\/\/www.wsisp.com\/helps\/114691.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-10-09T14:24:54+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"7 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/114691.html","url":"https:\/\/www.wsisp.com\/helps\/114691.html","name":"Python Agent \u8e29\u5751\u5b9e\u5f55\uff1a\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e\uff0c\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-10-09T14:24:54+00:00","dateModified":"2026-10-09T14:24:54+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/114691.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/114691.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/114691.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"Python Agent \u8e29\u5751\u5b9e\u5f55\uff1a\u628a 3 \u4e2a Agent \u653e\u8fdb\u540c\u4e00\u4e2a\u73af\u5883\u540e\uff0c\u5b83\u4eec\u5f00\u59cb\u4e92\u76f8\u6740\u6b7b\u5bf9\u65b9\u7684\u8fdb\u7a0b"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/114691","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=114691"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/114691\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=114691"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=114691"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=114691"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=114691"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}