{"id":27672,"date":"2025-03-05T09:16:07","date_gmt":"2025-03-05T01:16:07","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=27672"},"modified":"2025-03-05T09:16:34","modified_gmt":"2025-03-05T01:16:34","slug":"nexusgoujiankekuo","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/nexusgoujiankekuo\/","title":{"rendered":"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6"},"content":{"rendered":"<p>\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08Multi-Agent Systems, MAS\uff09\u7684\u80fd\u529b\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\u3002\u8fd9\u4e9b\u7cfb\u7edf\u4e0d\u4ec5\u80fd\u591f\u81ea\u52a8\u5316\u6267\u884c\u4efb\u52a1\uff0c\u8fd8\u5c55\u73b0\u51fa\u63a5\u8fd1\u4eba\u7c7b\u7684\u63a8\u7406\u80fd\u529b\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684 <a href=\"https:\/\/www.kdjingpai.com\/de\/zoujinduozhinengtibei\/\">MAS<\/a> \u67b6\u6784\u5f80\u5f80\u4f34\u968f\u7740\u590d\u6742\u7684\u4ee3\u7801\u5b9e\u73b0\uff0c\u8fd9\u5927\u5927\u9650\u5236\u4e86\u5176\u53ef\u91cd\u7528\u6027\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u96be\u9898\uff0cNexus \u5e94\u8fd0\u800c\u751f\u3002<a href=\"https:\/\/www.kdjingpai.com\/primisai-nexus\/\">Nexus<\/a> \u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684 Python \u6846\u67b6\uff0c\u4e13\u4e3a\u6784\u5efa\u57fa\u4e8e LLM \u7684\u53ef\u6269\u5c55\u3001\u53ef\u91cd\u7528\u7684 MAS \u800c\u8bbe\u8ba1\u3002\u5b83\u652f\u6301\u5206\u5c42\u67b6\u6784\u3001\u53d7\u76d1\u7763\u7684\u5de5\u4f5c\u6d41\u8bbe\u8ba1\uff0c\u5e76\u4e14\u6613\u4e8e\u4f7f\u7528\uff0c\u5373\u4f7f\u6ca1\u6709\u6df1\u539a\u7684\u6280\u672f\u80cc\u666f\uff0c\u4e5f\u80fd\u8f7b\u677e\u4e0a\u624b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08MAS\uff09\u6982\u8ff0<\/h2>\n<p>\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08MAS\uff09\u662f\u5206\u5e03\u5f0f\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7684\u57fa\u7840\u7cfb\u7edf\u3002\u5b83\u4eec\u80fd\u591f\u5c06\u590d\u6742\u7684\u4efb\u52a1\u5206\u89e3\u4e3a\u66f4\u6613\u4e8e\u7ba1\u7406\u7684\u7ec4\u4ef6\uff0c\u7136\u540e\u7531\u81ea\u4e3b\u667a\u80fd\u4f53\uff08Agent\uff09\u6765\u6267\u884c\u3002\u8fd9\u4e9b\u667a\u80fd\u4f53\u5229\u7528\u5386\u53f2\u77e5\u8bc6\u3001\u4e0e\u5176\u4ed6\u667a\u80fd\u4f53\u7684\u4ea4\u4e92\u4ee5\u53ca\u73af\u5883\u4fe1\u606f\u6765\u505a\u51fa\u51b3\u7b56\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002\u8fd9\u79cd\u81ea\u4e3b\u6027\u4f7f\u5f97 MAS \u6709\u522b\u4e8e\u4f20\u7edf\u7684\u5206\u5e03\u5f0f\u95ee\u9898\u89e3\u51b3\u7cfb\u7edf\uff0c\u589e\u5f3a\u4e86\u5b83\u4eec\u5728\u52a8\u6001\u548c\u4e0d\u786e\u5b9a\u73af\u5883\u4e2d\u6709\u6548\u8fd0\u884c\u7684\u80fd\u529b\u3002<\/p>\n<p>\u5728 MAS \u4e2d\uff0c\u667a\u80fd\u4f53\u5177\u6709\u4e00\u5b9a\u7a0b\u5ea6\u7684\u81ea\u4e3b\u6027\uff0c\u5e76\u4e14\u76f8\u4e92\u534f\u4f5c\uff0c\u5f62\u6210\u4e00\u4e2a\u7edf\u4e00\u7684\u6574\u4f53\u6765\u89e3\u51b3\u95ee\u9898\u3002MAS \u67b6\u6784\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u5305\u62ec\u667a\u80fd\u4f53\u3001\u73af\u5883\u548c\u4ea4\u4e92\u3002\u667a\u80fd\u4f53\u662f\u6838\u5fc3\u884c\u52a8\u8005\uff0c\u62e5\u6709\u89d2\u8272\u3001\u80fd\u529b\u548c\u77e5\u8bc6\u6a21\u578b\u3002\u73af\u5883\u662f\u667a\u80fd\u4f53\u6240\u5904\u7684\u5916\u90e8\u4e16\u754c\uff0c\u5b83\u4eec\u611f\u77e5\u5e76\u4f5c\u7528\u4e8e\u73af\u5883\u4e2d\u7684\u4fe1\u606f\u3002\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u901a\u4fe1\u88ab\u79f0\u4e3a\u4ea4\u4e92\uff0c\u53ef\u4ee5\u662f\u534f\u8c03\u3001\u534f\u5546\uff0c\u6216\u8005\u57fa\u4e8e\u7cfb\u7edf\u9700\u6c42\u7684\u4efb\u4f55\u5f62\u5f0f\u3002<\/p>\n<p>MAS \u67b6\u6784\u53ef\u4ee5\u6709\u591a\u79cd\u5f62\u5f0f\uff0c\u5305\u62ec\u4f20\u7edf\u578b\u3001ReAct \u578b\u548c\u57fa\u4e8e LLM \u578b\u3002\u4f20\u7edf MAS \u67b6\u6784\u7531\u667a\u80fd\u4f53\u7ec4\u6210\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u901a\u8fc7\u89c2\u5bdf\u548c\u884c\u52a8\u4e0e\u73af\u5883\u4ea4\u4e92\u3002ReAct\uff08Reasoning and Acting\uff09\u578b\u667a\u80fd\u4f53\u67b6\u6784\u5219\u5f15\u5165\u4e86\u5148\u8fdb\u7684\u63a8\u7406\u80fd\u529b\u3002\u800c\u57fa\u4e8e LLM \u7684\u67b6\u6784\u5219\u5229\u7528 LLM \u4f5c\u4e3a\u667a\u80fd\u4f53\u8fdb\u884c\u63a8\u7406\u548c\u51b3\u7b56\u3002<\/p>\n<p><img decoding=\"async\" title=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4e0f7be6e60a43e.jpg\" alt=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-2\" \/><\/p>\n<p><em>MAS \u67b6\u6784<\/em><\/p>\n<p>MAS \u67b6\u6784\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u5305\u62ec\u591a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u534f\u8c03\u3001\u4efb\u52a1\u5206\u914d\u4ee5\u53ca\u5927\u578b\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u7814\u7a76\u4eba\u5458\u5df2\u7ecf\u63d0\u51fa\u4e86\u591a\u79cd\u65b9\u6cd5\uff0c\u4f8b\u5982\u9886\u5bfc\u8005-\u8ddf\u968f\u8005\uff08Leader-Follower\uff09\u5c42\u7ea7\u7ed3\u6784\uff0c\u5176\u4e2d\u9886\u5bfc\u8005\u667a\u80fd\u4f53\u5b9a\u4e49\u5168\u5c40\u76ee\u6807\u5e76\u59d4\u6d3e\u4efb\u52a1\uff0c\u800c\u4e2d\u95f4\u5c42\u667a\u80fd\u4f53\u6846\u67b6\u5219\u7b80\u5316\u4e86\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u670d\u52a1\u53d1\u73b0\u548c\u534f\u8c03\u3002<\/p>\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\u6b63\u5728\u6539\u8fdb MAS \u67b6\u6784\u53ca\u5176\u5e94\u7528\u80fd\u529b\uff0c\u4f8b\u5982\u63a5\u8fd1\u4eba\u7c7b\u7684\u63a8\u7406\u80fd\u529b\u3002\u5f53\u96c6\u6210\u5230 MAS \u67b6\u6784\u4e2d\u65f6\uff0cLLM \u53ef\u4ee5\u5145\u5f53\u4e2d\u592e\u63a8\u7406\u667a\u80fd\u4f53\uff0c\u589e\u5f3a\u5728\u52a8\u6001\u73af\u5883\u4e2d\u7684\u9002\u5e94\u6027\u3001\u534f\u4f5c\u548c\u51b3\u7b56\u80fd\u529b\u3002\u8fd9\u4e9b\u8fdb\u6b65\u4e5f\u63a8\u52a8\u4e86 MAS \u5728\u591a\u6a21\u6001\u63a8\u7406\u3001\u590d\u6742\u6570\u5b66\u95ee\u9898\u89e3\u51b3\u548c\u81ea\u4e3b\u5bfc\u822a\u7b49\u9886\u57df\u7684\u5e94\u7528\uff0c\u800c\u8fd9\u4e9b\u9886\u57df\u66fe\u7ecf\u662f MAS \u65b9\u6cd5\u65e0\u6cd5\u4f01\u53ca\u7684\u3002<\/p>\n<p>\u57fa\u4e8e LLM \u7684 MAS \u4f9d\u8d56\u4e8e\u4e24\u4e2a\u91cd\u8981\u539f\u5219\uff1a\u4e00\u662f\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u67b6\u6784\uff0c\u4ee5\u6700\u5927\u5316 LLM \u7684\u6548\u7387\uff1b\u4e8c\u662f\u5b9e\u73b0\u9886\u57df\u7279\u5b9a\u77e5\u8bc6\u53ca\u5176\u5728\u667a\u80fd\u4f53\u4e2d\u5e94\u7528\u7684\u65b9\u6cd5\u3002\u7136\u800c\uff0c\u96c6\u6210\u57fa\u4e8e LLM \u7684 MAS \u7684\u5916\u90e8\u77e5\u8bc6\u53ef\u80fd\u4f1a\u589e\u52a0\u6574\u4f53\u590d\u6742\u6027\uff0c\u5e76\u5bfc\u81f4\u53ef\u6269\u5c55\u6027\u95ee\u9898\uff0c\u8fd9\u662f\u7531\u4e8e\u77e5\u8bc6\u7ea6\u675f\u548c\u5bf9\u4e0d\u540c\u9886\u57df\u9002\u5e94\u6027\u6709\u9650\u6240\u81f4\u3002\u6b64\u5916\uff0c\u4ece\u5934\u5f00\u53d1\u548c\u90e8\u7f72\u57fa\u4e8e LLM \u7684 MAS \u975e\u5e38\u56f0\u96be\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u975e\u6280\u672f\u4eba\u5458\u800c\u8a00\u3002<\/p>\n<p>Nexus \u4f5c\u4e3a\u4e00\u4e2a\u65b0\u9896\u7684\u5f00\u6e90 Python \u6846\u67b6\uff0c\u5141\u8bb8\u7528\u6237\u4f7f\u7528\u4f4e\u4ee3\u7801\u8bbe\u8ba1\u6807\u51c6\u8f7b\u677e\u8bbe\u8ba1 MAS \u67b6\u6784\u3002Nexus \u8f7b\u91cf\u7ea7\u3001\u53ef\u6269\u5c55\uff0c\u5e76\u4e14\u4e0e LLM \u548c\u5e94\u7528\u9886\u57df\u65e0\u5173\uff0c\u4ece\u800c\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u4efb\u52a1\u548c\u95ee\u9898\u4e0a\u5b9e\u73b0\u667a\u80fd\u81ea\u52a8\u5316\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u6df1\u5165\u7406\u89e3 Nexus \u6846\u67b6<\/h2>\n<p>Nexus \u6846\u67b6\u57fa\u4e8e\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u96c6\u6210\u4e86\u4e00\u4e2a\u5355\u4e00\u7684\u6839\u4e3b\u7ba1\u667a\u80fd\u4f53\uff08Root Supervisor Agent\uff09\u4ee5\u53ca\u591a\u4e2a\u4efb\u52a1\u4e3b\u7ba1\uff08Task Supervisor\uff09\u548c\u5de5\u4f5c\u667a\u80fd\u4f53\uff08Worker Agent\uff09\u3002\u8fd9\u4e9b\u7ec4\u4ef6\u6309\u7167\u5206\u5c42\u6267\u884c\u56fe\u8fdb\u884c\u8bbe\u8ba1\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u6548\u7684\u4efb\u52a1\u59d4\u6d3e\u3001\u53ef\u6269\u5c55\u6027\u548c\u7075\u6d3b\u6027\u3002\u6839\u4e3b\u7ba1\u8d1f\u8d23\u534f\u8c03\u7528\u6237\u548c\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u901a\u4fe1\uff0c\u4e3b\u8981\u804c\u8d23\u5305\u62ec\u4efb\u52a1\u5206\u89e3\u3001\u667a\u80fd\u4f53\u9009\u62e9\u548c\u7ed3\u679c\u805a\u5408\u3002<\/p>\n<p>\u4efb\u52a1\u5206\u89e3\u6d89\u53ca\u5c06\u9ad8\u5c42\u63d0\u793a\u5206\u89e3\u4e3a\u53ef\u64cd\u4f5c\u7684\u5b50\u4efb\u52a1\u3002\u667a\u80fd\u4f53\u9009\u62e9\u662f\u6307\u6839\u636e\u667a\u80fd\u4f53\u7684\u4e13\u4e1a\u5316\u7a0b\u5ea6\u5c06\u4efb\u52a1\u59d4\u6d3e\u7ed9\u6700\u5408\u9002\u7684\u5de5\u4f5c\u667a\u80fd\u4f53\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u7ed3\u679c\u805a\u5408\u662f\u6307\u6536\u96c6\u6765\u81ea\u59d4\u6d3e\u5b50\u4efb\u52a1\u7684\u8f93\u51fa\uff0c\u5e76\u5c06\u5b83\u4eec\u7ec4\u5408\u6210\u6700\u7ec8\u54cd\u5e94\u3002\u5de5\u4f5c\u667a\u80fd\u4f53\u662f\u4e13\u95e8\u7684\u95ee\u9898\u89e3\u51b3\u8005\uff0c\u4e3b\u7ba1\u4f1a\u5411\u5b83\u4eec\u5206\u914d\u4efb\u52a1\u3002\u6bcf\u4e2a\u5de5\u4f5c\u667a\u80fd\u4f53\u90fd\u5728\u4e00\u4e2a\u9694\u79bb\u7684\u73af\u5883\u4e2d\u8fd0\u884c\uff0c\u8be5\u73af\u5883\u5305\u62ec\u7531\u5176\u7cfb\u7edf\u6d88\u606f\u3001\u76f8\u5173\u5de5\u5177\u548c\u51fd\u6570\u4ee5\u53ca\u73af\u5883\u6570\u636e\u5b9a\u4e49\u7684\u72ec\u7279\u4e13\u4e1a\u5316\u3002\u5de5\u4f5c\u667a\u80fd\u4f53\u7684\u80fd\u529b\u5305\u62ec\uff1a\u4f7f\u7528\u4e13\u7528\u5de5\u5177\uff08\u4f8b\u5982\uff0c\u7f51\u7edc\u641c\u7d22\uff09\u6216\u77e5\u8bc6\u5e93\u6765\u6267\u884c\u7279\u5b9a\u9886\u57df\u7684\u4efb\u52a1\uff0c\u901a\u8fc7\u4e0e\u5de5\u5177\u6216\u77e5\u8bc6\u5e93\u7684\u4ea4\u4e92\u8fed\u4ee3\u5730\u6539\u8fdb\u8fc7\u6e21\u7ed3\u679c\uff0c\u5e76\u5728\u5b8c\u6210\u6307\u5b9a\u4efb\u52a1\u540e\u5c06\u8f93\u51fa\u8fd4\u56de\u7ed9\u4e3b\u7ba1\u3002<\/p>\n<p>Nexus \u5305\u542b\u4e00\u4e2a\u5168\u5c40\u5185\u5b58\u548c\u4e00\u7ec4\u5916\u90e8\u5de5\u5177\u3002\u5185\u5b58\u5b58\u50a8\u5e26\u6709\u6307\u4ee4\u7684\u90e8\u5206\u7ed3\u679c\uff0c\u786e\u4fdd\u6240\u6709\u667a\u80fd\u4f53\u90fd\u4e86\u89e3\u4efb\u52a1\u8fdb\u5ea6\u3002Nexus \u4e2d\u7684\u5185\u5b58\u662f\u4e00\u4e2a\u5171\u4eab\u5b58\u50a8\u5e93\uff0c\u4e3b\u7ba1\u5177\u6709\u5168\u5c40\u8bbf\u95ee\u6743\u9650\uff0c\u5de5\u4f5c\u667a\u80fd\u4f53\u4ec5\u9650\u4e8e\u5176\u4e8b\u4ef6\u5386\u53f2\u8bb0\u5f55\uff0c\u4efb\u52a1\u4e3b\u7ba1\u53ef\u4ee5\u8bbf\u95ee\u4e0e\u5176\u5206\u914d\u7684\u667a\u80fd\u4f53\u76f8\u5173\u7684\u6240\u6709\u5185\u5b58\u4f4d\u7f6e\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5916\u90e8\u5de5\u5177\u5141\u8bb8\u667a\u80fd\u4f53\u4ee5\u4e13\u95e8\u7684\u65b9\u5f0f\u6267\u884c\u7279\u5b9a\u4efb\u52a1\uff0c\u4f8b\u5982\u7f51\u7edc\u641c\u7d22\u6216\u8bbf\u95ee\u5916\u90e8\u8d44\u6e90\uff08\u4e91\u5b58\u50a8\u6876\u7b49\uff09\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" title=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d0d9a65ebf432c0.jpg\" alt=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-3\" width=\"684\" height=\"868\" \/><\/p>\n<p><em>Nexus \u67b6\u6784<\/em><\/p>\n<p>Nexus \u5f15\u5165\u4e86\u4e00\u4e2a\u8fed\u4ee3\u8fc7\u7a0b\uff0c\u7528\u4e8e\u4efb\u52a1\u5206\u89e3\u548c\u6267\u884c\uff0c\u5206\u4e3a\u4e09\u4e2a\u4e3b\u8981\u7684\u4ea4\u4e92\u5faa\u73af\uff1a<\/p>\n<ol>\n<li><strong>\u7528\u6237-\u4e3b\u7ba1\u4ea4\u4e92<\/strong>\uff1a\u5728\u8fd9\u4e2a\u5faa\u73af\u4e2d\uff0c\u7528\u6237\u5411\u4e3b\u7ba1\u63d0\u4f9b\u4e00\u4e2a\u9ad8\u5c42\u63d0\u793a\u3002\u4e3b\u7ba1\u89e3\u91ca\u5e76\u6982\u8ff0\u4efb\u52a1\u6267\u884c\u8ba1\u5212\uff0c\u5e76\u7ee7\u7eed\u4f7f\u8ba1\u5212\u4e0e\u7528\u6237\u76ee\u6807\u4fdd\u6301\u4e00\u81f4\u3002\u8fd9\u79cd\u4ea4\u6362\u662f\u8fed\u4ee3\u7684\uff0c\u5e76\u6301\u7eed\u5230\u4e3b\u7ba1\u51c6\u5907\u597d\u5c06\u5b50\u4efb\u52a1\u59d4\u6d3e\u7ed9\u5176\u4ed6\u667a\u80fd\u4f53\u6216\u6700\u7ec8\u786e\u5b9a\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li><strong>\u4e3b\u7ba1-\u667a\u80fd\u4f53\u534f\u8c03<\/strong>\uff1a\u5728\u8fd9\u4e2a\u5faa\u73af\u4e2d\uff0c\u4e3b\u7ba1\u6839\u636e\u5de5\u4f5c\u667a\u80fd\u4f53\u7684\u4e13\u4e1a\u5316\u7a0b\u5ea6\u5c06\u5b50\u4efb\u52a1\u5206\u914d\u7ed9\u5b83\u4eec\u3002\u7136\u540e\uff0c\u5de5\u4f5c\u667a\u80fd\u4f53\u4f7f\u7528\u53ef\u7528\u5de5\u5177\u5e76\u751f\u6210\u4e2d\u95f4\u7ed3\u679c\u3002<\/li>\n<li><strong>\u667a\u80fd\u4f53\u5185\u90e8\u64cd\u4f5c<\/strong>\uff1a\u6700\u540e\u4e00\u4e2a\u5faa\u73af\u5728\u6bcf\u4e2a\u5de5\u4f5c\u667a\u80fd\u4f53\u7684\u5185\u90e8\u73af\u5883\u4e2d\u5de5\u4f5c\u3002\u5de5\u4f5c\u667a\u80fd\u4f53\u6839\u636e\u5916\u90e8\u5de5\u5177\u548c\u8d44\u6e90\u7684\u8fed\u4ee3\u4f7f\u7528\u6765\u6539\u8fdb\u4e2d\u95f4\u7ed3\u679c\u3002\u4e00\u65e6\u83b7\u5f97\u89e3\u51b3\u65b9\u6848\uff0c\u5c31\u4f1a\u5c06\u5176\u8f6c\u53d1\u56de\u4e3b\u7ba1\u8fdb\u884c\u6700\u7ec8\u7efc\u5408\u3002<\/li>\n<\/ol>\n<p>\u8fd9\u4e9b\u5faa\u73af\u4f7f Nexus \u80fd\u591f\u652f\u6301\u667a\u80fd\u4f53\u53ca\u5176\u64cd\u4f5c\u73af\u5883\u4e4b\u95f4\u7684\u5404\u79cd\u4ea4\u4e92\u6a21\u5f0f\u3002\u5b83\u5177\u6709\u53ef\u6269\u5c55\u6027\u3001\u6a21\u5757\u5316\u548c\u9c81\u68d2\u6027\uff0c\u5176\u4e2d\u6846\u67b6\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u590d\u6742\u6027\u7684\u589e\u52a0\u800c\u7eb3\u5165\u65b0\u7684\u667a\u80fd\u4f53\uff0c\u5de5\u4f5c\u667a\u80fd\u4f53\u53ef\u4ee5\u72ec\u7acb\u8fd0\u884c\uff0c\u5e76\u4e14\u5177\u6709\u8fed\u4ee3\u53cd\u9988\u5faa\u73af\u7684\u5206\u5c42\u59d4\u6d3e\u53ef\u4ee5\u964d\u4f4e\u667a\u80fd\u4f53\u6545\u969c\u7684\u5f71\u54cd\uff0c\u56e0\u4e3a\u4efb\u52a1\u53ef\u4ee5\u8f7b\u677e\u5730\u91cd\u65b0\u5206\u914d\u6216\u6539\u8fdb\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>Nexus \u6027\u80fd\u8bc4\u4f30\u4e0e\u5206\u6790<\/h2>\n<p>Nexus \u7684\u6027\u80fd\u8bc4\u4f30\u57fa\u4e8e\u901a\u8fc7\u7387\uff0c\u5373\u901a\u8fc7\u6240\u6709\u68c0\u67e5\u7684\u6837\u672c\u6570\u4e0e\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u6837\u672c\u603b\u6570\u4e4b\u6bd4\u3002\u5728\u7f16\u7801\u4efb\u52a1\u4e2d\uff0cNexus \u6846\u67b6\u7684\u6709\u6548\u6027\u662f\u6839\u636e\u5176\u89e3\u51b3\u7f16\u7a0b\u76f8\u5173\u4efb\u52a1\u7684\u6548\u7387\u6765\u8bc4\u4f30\u7684\u3002\u8bc4\u4f30\u4f7f\u7528\u4e86 HumanEval \u548c VerilogEval-Human \u57fa\u51c6\u3002<\/p>\n<p>HumanEval \u57fa\u51c6\u6d4b\u8bd5\u57fa\u4e8e 164 \u4e2a\u4e13\u6ce8\u4e8e Python \u4ee3\u7801\u751f\u6210\u7684\u95ee\u9898\u96c6\u5408\uff0c\u800c VerilogEval-Human \u5305\u542b 156 \u4e2a\u6d89\u53ca Verilog \u4ee3\u7801\u751f\u6210\u548c\u9a8c\u8bc1\u7684\u6311\u6218\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u7528\u4e8e\u89e3\u51b3\u4ee3\u7801\u76f8\u5173\u4efb\u52a1\u7684 Nexus-based MAS \u67b6\u6784\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-27682\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/3094f7b8e25db06.png\" alt=\"\" width=\"504\" height=\"374\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/3094f7b8e25db06.png 1308w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/3094f7b8e25db06-768x570.png 768w\" sizes=\"auto, (max-width: 504px) 100vw, 504px\" \/><\/p>\n<p>\u7528\u4e8e\u4ee3\u7801\u76f8\u5173\u4efb\u52a1\u7684 Nexus-based MAS \u67b6\u6784<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e0b\u8868\u663e\u793a\u4e86\u57fa\u4e8e\u6d88\u878d\u7814\u7a76\u7684\u901a\u8fc7\u7387\u6240\u63d0\u51fa\u7684\u5de5\u4f5c\u6d41\u7a0b\u7684\u6709\u6548\u6027\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" title=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/0fc0de00e04d17c.jpg\" alt=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-5\" width=\"708\" height=\"119\" \/><\/p>\n<p><em>\u7ed3\u679c \u2013 1<\/em><\/p>\n<p>\u4e0b\u8868\u6bd4\u8f83\u4e86\u57fa\u4e8e Nexus \u7684\u62df\u8bae\u5de5\u4f5c\u6d41\u7a0b\u4e0e\u76f8\u5173\u73b0\u6709\u89e3\u51b3\u65b9\u6848\u7684\u6027\u80fd\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" title=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/0b6a4b01bf81dc1.jpg\" alt=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-6\" width=\"592\" height=\"312\" \/><\/p>\n<p><em>\u7ed3\u679c \u2013 2<\/em><\/p>\n<p>Nexus \u5728\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u65b9\u9762\u7684\u6709\u6548\u6027\u901a\u8fc7 MATH \u6570\u636e\u96c6\u5f97\u5230\u8bc1\u660e\u3002\u4f7f\u7528\u4e86\u4ee5\u4e0b\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5176\u4e2d\u4f7f\u7528\u4e86\u4e3b\u7ba1\u3001\u6570\u5b66\u5bb6\u667a\u80fd\u4f53\u548c\u5ba1\u9605\u8005\u667a\u80fd\u4f53\u3002\u5b83\u4eec\u90fd\u7531 <a href=\"https:\/\/www.kdjingpai.com\/de\/claudeanquanfubai\/\">Claude<\/a> 3.5v2 LLM \u63d0\u4f9b\u652f\u6301\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" title=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/3c87a9439629861.jpg\" alt=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-7\" width=\"541\" height=\"494\" \/><\/p>\n<p><em>\u7528\u4e8e\u6570\u5b66\u95ee\u9898\u7684 Nexus-based MAS \u67b6\u6784<\/em><\/p>\n<p><img decoding=\"async\" title=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-8\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/c7e8859c65ab88f.jpg\" alt=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-8\" \/><\/p>\n<p><em>MATH \u6570\u636e\u96c6\u7684\u6d88\u878d\u7814\u7a76\u7ed3\u679c<\/em><\/p>\n<p>&nbsp;<\/p>\n<h2>Nexus \u5b9e\u6218\uff1a\u4ee3\u7801\u5ba1\u67e5\u4e0e\u91cd\u6784<\/h2>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u5b9e\u6218\u6848\u4f8b\uff0c\u6f14\u793a\u5982\u4f55\u5229\u7528 Nexus \u6784\u5efa MAS \u67b6\u6784\uff0c\u5b9e\u73b0\u4ee3\u7801\u5ba1\u67e5\u548c\u91cd\u6784\u3002<\/p>\n<p><strong>Step 1\uff1a\u5b89\u88c5\u5fc5\u8981\u7684\u5e93<\/strong><\/p>\n<pre><code>!git clone https:\/\/github.com\/PrimisAI\/nexus.git\r\n%cd nexus\r\n!pip install -e .\r\n<\/code><\/pre>\n<p><strong>Step 2\uff1a\u5bfc\u5165\u5e93\u5e76\u8bbe\u7f6e LLM \u914d\u7f6e<\/strong><\/p>\n<pre><code>from primisai.nexus.core import Agent, Supervisor\r\nfrom google.colab import userdata\r\nimport os\r\nos.environ[\"OPENAI_API_KEY\"] = userdata.get(\"OPENAI_API_KEY\")\r\nllm_config = {\r\n\"api_key\": os.getenv(\"OPENAI_API_KEY\"),\r\n\"model\": \"gpt-4o\",\r\n\"base_url\": \"https:\/\/api.openai.com\/v1\"\r\n}\r\n<\/code><\/pre>\n<p><strong>Step 3\uff1a\u521b\u5efa\u4e09\u4e2a\u667a\u80fd\u4f53\uff1a\u4e3b\u7ba1\uff08Supervisor\uff09\u3001\u4ee3\u7801\u5ba1\u67e5\u5458\uff08CodeReviewer\uff09\u548c\u4ee3\u7801\u91cd\u6784\u5458\uff08CodeRefactor\uff09<\/strong><\/p>\n<pre><code># \u521b\u5efa\u4e3b\u7ba1\u667a\u80fd\u4f53\r\ncoordinator = Supervisor(\"ProgrammingCoordinator\", llm_config)\r\n# \u521b\u5efa\u4ee3\u7801\u5ba1\u67e5\u667a\u80fd\u4f53\uff0c\u5e76\u8bbe\u7f6e\u5176\u7cfb\u7edf\u6d88\u606f\r\ncode_reviewer = Agent(\r\n\"CodeReviewer\",\r\nllm_config,\r\nsystem_message=\"\u4f60\u662f\u4e00\u4f4d\u4e13\u6ce8\u4e8e\u4ee3\u7801\u5206\u6790\u7684\u7f16\u7801\u4e13\u5bb6\u3002\u4f60\u7684\u4efb\u52a1\u662f\u5ba1\u67e5\u4ee3\u7801\uff0c\u8bc6\u522b\u9519\u8bef\u5e76\u63d0\u51fa\u6539\u8fdb\u5efa\u8bae\u3002\"\r\n)\r\n# \u521b\u5efa\u4ee3\u7801\u91cd\u6784\u667a\u80fd\u4f53\uff0c\u5e76\u8bbe\u7f6e\u5176\u7cfb\u7edf\u6d88\u606f\r\ncode_refactor = Agent(\r\n\"CodeRefactor\",\r\nllm_config,\r\nsystem_message=\"\u4f60\u662f\u4e00\u4f4d\u4e13\u6ce8\u4e8e\u4ee3\u7801\u91cd\u6784\u7684\u7f16\u7801\u4e13\u5bb6\u3002\u4f60\u7684\u76ee\u6807\u662f\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u6548\u7387\u3002\"\r\n)\r\n<\/code><\/pre>\n<p><strong>Step 4\uff1a\u5411\u4e3b\u7ba1\uff08coordinator\uff09\u6ce8\u518c\u667a\u80fd\u4f53<\/strong><\/p>\n<pre><code>coordinator.register_agent(code_reviewer)\r\ncoordinator.register_agent(code_refactor)\r\n<\/code><\/pre>\n<p><strong>Step 5\uff1a\u663e\u793a\u667a\u80fd\u4f53\u5c42\u7ea7\u7ed3\u6784<\/strong><\/p>\n<pre><code>coordinator.display_agent_graph()\r\n<\/code><\/pre>\n<p><strong>Step 6\uff1a\u542f\u52a8\u4ea4\u4e92\u5f0f\u4f1a\u8bdd\uff0c\u5e76\u63d0\u4f9b\u793a\u4f8b Python \u4ee3\u7801\u4ee5\u4f9b\u5ba1\u67e5\u548c\u91cd\u6784<\/strong><\/p>\n<pre><code>coordinator.start_interactive_session()\r\n<\/code><\/pre>\n<p><em>\u8f93\u51fa<\/em><\/p>\n<p><img decoding=\"async\" title=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-9\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/c9b0fa39a70a36b.jpg\" alt=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-9\" \/><\/p>\n<p><img decoding=\"async\" title=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-10\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/167657103db6d5c.jpg\" alt=\"Nexus\uff1a\u6784\u5efa\u53ef\u6269\u5c55\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u65b0\u4e00\u4ee3 Python \u6846\u67b6-10\" \/><\/p>\n<p>\u4ece\u8f93\u51fa\u7ed3\u679c\u53ef\u4ee5\u770b\u5230\uff0cNexus \u80fd\u591f\u57fa\u4e8e MAS \u67b6\u6784\u5ba1\u67e5\u548c\u91cd\u6784\u6211\u4eec\u63d0\u4f9b\u7684 Python \u4ee3\u7801\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u4e2a\u66f4\u5065\u58ee\u3001\u66f4\u9ad8\u6548\u3001\u66f4\u6613\u4e8e\u4f7f\u7528\u7684\u7248\u672c\uff0c\u5176\u4e2d\u8fd8\u5305\u542b\u4e86\u9002\u5f53\u7684\u6587\u6863\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u603b\u7ed3\u4e0e\u5c55\u671b<\/h2>\n<p>Nexus \u4f5c\u4e3a\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684 Python \u6846\u67b6\uff0c\u6781\u5927\u5730\u7b80\u5316\u4e86\u57fa\u4e8e LLM \u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u5f00\u53d1\u548c\u7ba1\u7406\u3002\u5b83\u901a\u8fc7\u5206\u5c42\u65b9\u6cd5\u4ee5\u53ca\u57fa\u4e8e YAML \u7684\u67b6\u6784\u548c\u5de5\u4f5c\u6d41\u5b9a\u4e49\uff0c\u5b9e\u73b0\u4e86\u65e0\u7f1d\u96c6\u6210\u3001\u53ef\u6269\u5c55\u6027\u548c\u6a21\u5757\u5316\u8bbe\u8ba1\u5e26\u6765\u7684\u7075\u6d3b\u6027\u3002Nexus \u4ee3\u8868\u4e86 MAS \u5f00\u53d1\u7684\u91cd\u5927\u8fdb\u6b65\uff0c\u6709\u671b\u8fdb\u4e00\u6b65\u63d0\u5347\u57fa\u4e8e LLM \u7684\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3002<\/p>\n<p>\u672a\u6765\uff0c\u968f\u7740 LLM \u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0cNexus \u6709\u671b\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u53d1\u6325\u66f4\u5927\u7684\u4f5c\u7528\uff1a<\/p>\n<ul>\n<li><strong>\u66f4\u590d\u6742\u7684\u4efb\u52a1\u5904\u7406<\/strong>\uff1a\u968f\u7740 LLM \u63a8\u7406\u80fd\u529b\u7684\u589e\u5f3a\uff0cNexus \u53ef\u4ee5\u5904\u7406\u66f4\u590d\u6742\u3001\u66f4\u5177\u6311\u6218\u6027\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u8de8\u9886\u57df\u77e5\u8bc6\u6574\u5408\u3001\u957f\u671f\u89c4\u5212\u7b49\u3002<\/li>\n<li><strong>\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f<\/strong>\uff1aNexus \u7684\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027\u4f7f\u5176\u80fd\u591f\u5e94\u7528\u4e8e\u66f4\u5e7f\u6cdb\u7684\u9886\u57df\uff0c\u4f8b\u5982\u667a\u80fd\u5236\u9020\u3001\u667a\u6167\u57ce\u5e02\u3001\u91d1\u878d\u79d1\u6280\u7b49\u3002<\/li>\n<li><strong>\u66f4\u5f3a\u5927\u7684\u793e\u533a\u652f\u6301<\/strong>\uff1a\u968f\u7740 Nexus \u7684\u5f00\u6e90\u548c\u63a8\u5e7f\uff0c\u66f4\u591a\u5f00\u53d1\u8005\u5c06\u53c2\u4e0e\u5230 Nexus \u7684\u5f00\u53d1\u548c\u5b8c\u5584\u4e2d\uff0c\u5171\u540c\u63a8\u52a8 MAS \u6280\u672f\u7684\u53d1\u5c55\u3002<\/li>\n<\/ul>\n<p>\u603b\u800c\u8a00\u4e4b\uff0cNexus \u4e3a\u6784\u5efa\u548c\u7ba1\u7406\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u800c\u7075\u6d3b\u7684\u5e73\u53f0\uff0c\u5b83\u7684\u51fa\u73b0\u5c06\u52a0\u901f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u53d1\u5c55\uff0c\u5e76\u4e3a\u89e3\u51b3\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u590d\u6742\u95ee\u9898\u63d0\u4f9b\u65b0\u7684\u601d\u8def\u548c\u65b9\u6cd5\u3002<\/p>\n<p><strong>\u53c2\u8003\uff1a<\/strong>https:\/\/arxiv.org\/pdf\/2502.19091<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08Multi-Agent Systems, MAS\uff09\u7684\u80fd\u529b\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\u3002\u8fd9\u4e9b\u7cfb\u7edf\u4e0d\u4ec5\u80fd\u591f\u81ea\u52a8\u5316\u6267\u884c\u4efb\u52a1\uff0c\u8fd8\u5c55\u73b0\u51fa\u63a5\u8fd1\u4eba\u7c7b\u7684\u63a8\u7406\u80fd\u529b\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684 MAS \u67b6\u6784\u5f80\u5f80\u4f34\u968f\u7740\u590d\u6742\u7684\u4ee3\u7801\u5b9e&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-27672","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/27672","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=27672"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/27672\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=27672"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=27672"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=27672"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}