{"id":4839,"date":"2024-11-08T12:44:53","date_gmt":"2024-11-08T04:44:53","guid":{"rendered":"https:\/\/www.aqwu.net\/wp\/?p=4839"},"modified":"2024-11-08T12:45:25","modified_gmt":"2024-11-08T04:45:25","slug":"magentic-one%ef%bc%9a%e7%94%a8%e4%ba%8e%e8%a7%a3%e5%86%b3%e5%a4%8d%e6%9d%82%e4%bb%bb%e5%8a%a1%e7%9a%84%e9%80%9a%e6%89%8d%e5%a4%9a%e4%bb%a3%e7%90%86%e7%b3%bb%e7%bb%9f","status":"publish","type":"post","link":"https:\/\/www.aqwu.net\/wp\/?p=4839","title":{"rendered":"Magentic-One\uff1a\u7528\u4e8e\u89e3\u51b3\u590d\u6742\u4efb\u52a1\u7684\u901a\u624d\u591a\u4ee3\u7406\u7cfb\u7edf"},"content":{"rendered":"\n<p>\u6211\u4eec\u63a8\u51fa\u4e86 Magentic-One\uff0c\u8fd9\u662f\u6211\u4eec\u65b0\u7684\u901a\u7528\u591a\u4ee3\u7406\u7cfb\u7edf\uff0c\u7528\u4e8e\u89e3\u51b3\u5404\u79cd\u9886\u57df\u7684\u5f00\u653e\u5f0f Web \u548c\u57fa\u4e8e\u6587\u4ef6\u7684\u4efb\u52a1\u3002Magentic-One \u4ee3\u8868\u4e86\u671d\u7740\u5f00\u53d1\u80fd\u591f\u5b8c\u6210\u4eba\u4eec\u5728\u5de5\u4f5c\u548c\u4e2a\u4eba\u751f\u6d3b\u4e2d\u9047\u5230\u7684\u4efb\u52a1\u7684\u4ee3\u7406\u8fc8\u51fa\u7684\u91cd\u8981\u4e00\u6b65\u3002\u6211\u4eec\u8fd8\u53d1\u5e03\u4e86<a href=\"https:\/\/aka.ms\/magentic-one\">Magentic-\u4e00\u53f7\uff08\u5728\u65b0\u9009\u9879\u5361\u4e2d\u6253\u5f00\uff09<\/a>\u5728 Microsoft AutoGen \u4e0a\uff0c\u8fd9\u662f\u6211\u4eec\u7528\u4e8e\u5f00\u53d1\u591a\u4ee3\u7406\u5e94\u7528\u7a0b\u5e8f\u7684\u5e38\u7528\u5f00\u6e90\u6846\u67b6\u3002<\/p>\n\n\n\n<p>AI \u7684\u672a\u6765\u662f\u4ee3\u7406\u7684\u3002AI \u7cfb\u7edf\u6b63\u5728\u4ece\u5bf9\u8bdd\u53d1\u5c55\u5230\u5b8c\u6210\u5de5\u4f5c\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u9884\u8ba1 AI \u7684\u5927\u90e8\u5206\u4ef7\u503c\u5c06\u5927\u653e\u5f02\u5f69\u7684\u5730\u65b9\u3002\u8fd9\u5c31\u662f\u751f\u6210\u5f0f AI \u5411\u53ef\u4ee5\u81ea\u4e3b\u4e0b\u8ba2\u5355\u548c\u5b89\u6392\u9001\u8d27\u7684\u4ee3\u7406\u52a9\u7406\u63a8\u8350\u665a\u9910\u9009\u9879\u4e4b\u95f4\u7684\u533a\u522b\u3002\u8fd9\u662f\u4ece\u603b\u7ed3\u7814\u7a76\u8bba\u6587\u5230\u5728\u5168\u9762\u7684\u6587\u732e\u7efc\u8ff0\u4e2d\u79ef\u6781\u641c\u7d22\u548c\u7ec4\u7ec7\u76f8\u5173\u7814\u7a76\u7684\u8f6c\u53d8\u3002<\/p>\n\n\n\n<p>\u80fd\u591f\u4ee3\u8868\u6211\u4eec\u611f\u77e5\u3001\u63a8\u7406\u548c\u884c\u52a8\u7684\u73b0\u4ee3 AI \u4ee3\u7406\u5728\u8f6f\u4ef6\u5de5\u7a0b\u3001\u6570\u636e\u5206\u6790\u3001\u79d1\u5b66\u7814\u7a76\u548c Web \u5bfc\u822a\u7b49\u9886\u57df\u8868\u73b0\u51fa\u5353\u8d8a\u7684\u8868\u73b0\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u8981\u5b8c\u5168\u5b9e\u73b0\u80fd\u591f\u52a8\u6027\u7cfb\u7edf\u7684\u957f\u671f\u613f\u666f\uff0c\u4ee5\u63d0\u9ad8\u6211\u4eec\u7684\u751f\u4ea7\u529b\u5e76\u6539\u53d8\u6211\u4eec\u7684\u751f\u6d3b\uff0c\u6211\u4eec\u9700\u8981\u901a\u624d<em>\u80fd\u52a8\u6027\u7cfb\u7edf\u7684<\/em>\u8fdb\u6b65\u3002\u8fd9\u4e9b\u7cfb\u7edf\u5fc5\u987b\u5728\u4eba\u4eec\u65e5\u5e38\u751f\u6d3b\u4e2d\u9047\u5230\u7684\u5404\u79cd\u573a\u666f\u4e2d\u53ef\u9760\u5730\u5b8c\u6210\u590d\u6742\u7684\u591a\u6b65\u9aa4\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u6b63\u5728\u63a8\u51fa<strong><a href=\"https:\/\/aka.ms\/magentic-one\">Magentic-\u4e00\u53f7\uff08\u5728\u65b0\u9009\u9879\u5361\u4e2d\u6253\u5f00\uff09<\/a><\/strong>\uff0c\u4e00\u4e2a\u65e8\u5728\u89e3\u51b3\u6b64\u7c7b\u4efb\u52a1\u7684\u9ad8\u6027\u80fd\u591a\u9762\u624b\u4ee3\u7406\u7cfb\u7edf\u3002Magentic-One \u91c7\u7528\u591a\u4ee3\u7406\u67b6\u6784\uff0c\u5176\u4e2d\u9996\u5e2d\u4ee3\u7406 Orchestrator \u6307\u5bfc\u5176\u4ed6\u56db\u4e2a\u4ee3\u7406\u89e3\u51b3\u4efb\u52a1\u3002Orchestrator \u8ba1\u5212\u3001\u8ddf\u8e2a\u8fdb\u5ea6\u5e76\u91cd\u65b0\u8ba1\u5212\u4ece\u9519\u8bef\u4e2d\u6062\u590d\uff0c\u540c\u65f6\u6307\u793a\u4e13\u4e1a\u4ee3\u7406\u6267\u884c\u64cd\u4f5c Web \u6d4f\u89c8\u5668\u3001\u5bfc\u822a\u672c\u5730\u6587\u4ef6\u6216\u7f16\u5199\u548c\u6267\u884c Python \u4ee3\u7801\u7b49\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>Magentic-One \u5728\u591a\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u4ee3\u7406\u57fa\u51c6\u4e0a\u5b9e\u73b0\u4e86\u5177\u6709\u7edf\u8ba1\u7ade\u4e89\u529b\u7684\u6027\u80fd\uff0c\u65e0\u9700\u4fee\u6539\u5176\u6838\u5fc3\u529f\u80fd\u6216\u67b6\u6784\u3002\u4f7f\u7528<strong><a href=\"https:\/\/github.com\/microsoft\/autogen\">AutoGen\uff08\u5728\u65b0\u9009\u9879\u5361\u4e2d\u6253\u5f00\uff09<\/a><\/strong>\uff0c\u6211\u4eec\u6d41\u884c\u7684\u5f00\u6e90\u591a\u4ee3\u7406\u6846\u67b6 Magentic-One \u53d7\u76ca\u4e8e\u6a21\u5757\u5316\u548c\u7075\u6d3b\u7684\u591a\u4ee3\u7406\u8303\u5f0f\u3002\u4e0e\u6574\u4f53\u5f0f\u5355\u4ee3\u7406\u7cfb\u7edf\u76f8\u6bd4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5177\u6709\u8bb8\u591a\u4f18\u52bf\u3002\u4f8b\u5982\uff0c\u5c06\u4e0d\u540c\u7684\u6280\u80fd\u5c01\u88c5\u5728\u5355\u72ec\u7684\u4ee3\u7406\u4e2d\u53ef\u4ee5\u7b80\u5316\u5f00\u53d1\u548c\u91cd\u7528\uff0c\u8fd9\u4e0e\u9762\u5411\u5bf9\u8c61\u7684\u7f16\u7a0b\u975e\u5e38\u76f8\u4f3c\u3002Magentic-One \u7684\u5373\u63d2\u5373\u7528\u8bbe\u8ba1\u8fdb\u4e00\u6b65\u652f\u6301\u8f7b\u677e\u9002\u5e94\u548c\u53ef\u6269\u5c55\u6027\uff0c\u5141\u8bb8\u5728\u4e0d\u6539\u53d8\u5176\u4ed6\u4ee3\u7406\u6216\u6574\u4f53\u67b6\u6784\u7684\u60c5\u51b5\u4e0b\u6dfb\u52a0\u6216\u5220\u9664\u4ee3\u7406\uff0c\u8fd9\u4e0e\u7ecf\u5e38\u5728\u53d7\u9650\u548c\u4e0d\u7075\u6d3b\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u82e6\u82e6\u6323\u624e\u7684\u5355\u4ee3\u7406\u7cfb\u7edf\u4e0d\u540c\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u6b63\u5728\u4e3a\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b Magentic-One \u5f00\u6e90\u3002\u867d\u7136 Magentic-One \u8868\u73b0\u51fa\u5f3a\u5927\u7684\u901a\u624d\u80fd\u529b\uff0c\u4f46\u5b83\u7684\u6027\u80fd\u4ecd\u7136\u8fdc\u975e\u4eba\u7c7b\u6c34\u5e73\uff0c\u5e76\u4e14\u53ef\u80fd\u4f1a\u72af\u9519\u8bef\u3002\u6b64\u5916\uff0c\u968f\u7740\u4ee3\u7406\u7cfb\u7edf\u53d8\u5f97\u8d8a\u6765\u8d8a\u5f3a\u5927\uff0c\u5b83\u4eec\u7684\u98ce\u9669\uff08\u4f8b\u5982\u91c7\u53d6\u4e0d\u826f\u64cd\u4f5c\u6216\u542f\u7528\u6076\u610f\u7528\u4f8b\uff09\u4e5f\u4f1a\u589e\u52a0\u3002\u867d\u7136\u6211\u4eec\u4ecd\u5904\u4e8e\u73b0\u4ee3\u4ee3\u7406 AI \u7684\u65e9\u671f\u9636\u6bb5\uff0c\u4f46\u6211\u4eec\u6b63\u5728\u9080\u8bf7\u793e\u533a\u5e2e\u52a9\u5e94\u5bf9\u8fd9\u4e9b\u516c\u5f00\u6311\u6218\uff0c\u5e76\u786e\u4fdd\u6211\u4eec\u672a\u6765\u7684\u4ee3\u7406\u7cfb\u7edf\u65e2\u6709\u7528\u53c8\u5b89\u5168\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u8fd8\u53d1\u5e03\u4e86<strong><a href=\"https:\/\/aka.ms\/agbench\">AutoGenBench \u7cfb\u5217\uff08\u5728\u65b0\u9009\u9879\u5361\u4e2d\u6253\u5f00\uff09<\/a><\/strong>\uff0c\u8fd9\u662f\u4e00\u79cd\u4ee3\u7406\u8bc4\u4f30\u5de5\u5177\uff0c\u5177\u6709\u5185\u7f6e\u7684\u91cd\u590d\u548c\u9694\u79bb\u63a7\u4ef6\uff0c\u53ef\u4e25\u683c\u6d4b\u8bd5\u4ee3\u7406\u57fa\u51c6\u548c\u4efb\u52a1\uff0c\u540c\u65f6\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4e0d\u826f\u526f\u4f5c\u7528\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/aka.ms\/magentic-one\">GitHub \u4e0a\u7684\u4ee3\u7801<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/aka.ms\/magentic-one-report\" target=\"_blank\" rel=\"noreferrer noopener\">\u9605\u8bfb\u6280\u672f\u62a5\u544a<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"how-it-works\">\u8fd0\u4f5c\u65b9\u5f0f<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/11\/magentic_orchestrator.png\" alt=\"Magentic-One \u5177\u6709\u4e00\u4e2a Orchestrator \u4ee3\u7406\uff0c\u8be5\u4ee3\u7406\u5b9e\u73b0\u4e24\u4e2a\u5faa\u73af\uff1a\u5916\u90e8\u5faa\u73af\u548c\u5185\u90e8\u5faa\u73af\u3002\u5916\u5faa\u73af\uff08\u5e26\u6709\u5b9e\u5fc3\u7bad\u5934\u7684\u8f83\u6d45\u80cc\u666f\uff09\u7ba1\u7406\u4efb\u52a1\u5206\u7c7b\u8d26\uff08\u5305\u542b\u4e8b\u5b9e\u3001\u731c\u6d4b\u548c\u8ba1\u5212\uff09\uff0c\u5185\u90e8\u5faa\u73af\uff08\u5e26\u6709\u865a\u7ebf\u7bad\u5934\u7684\u6df1\u8272\u80cc\u666f\uff09\u7ba1\u7406\u8fdb\u5ea6\u5206\u7c7b\u8d26\uff08\u5305\u542b\u5f53\u524d\u8fdb\u5ea6\u3001\u5206\u914d\u7ed9\u4ee3\u7406\u7684\u4efb\u52a1\uff09\u3002\" class=\"wp-image-1100667\"\/><figcaption class=\"wp-element-caption\">Magentic-One \u5177\u6709\u4e00\u4e2a Orchestrator \u4ee3\u7406\uff0c\u8be5\u4ee3\u7406\u5b9e\u73b0\u4e24\u4e2a\u5faa\u73af\uff1a\u5916\u90e8\u5faa\u73af\u548c\u5185\u90e8\u5faa\u73af\u3002\u5916\u5faa\u73af\uff08\u5e26\u6709\u5b9e\u5fc3\u7bad\u5934\u7684\u8f83\u6d45\u80cc\u666f\uff09\u7ba1\u7406\u4efb\u52a1\u5206\u7c7b\u8d26\uff08\u5305\u542b\u4e8b\u5b9e\u3001\u731c\u6d4b\u548c\u8ba1\u5212\uff09\uff0c\u5185\u90e8\u5faa\u73af\uff08\u5e26\u6709\u865a\u7ebf\u7bad\u5934\u7684\u6df1\u8272\u80cc\u666f\uff09\u7ba1\u7406\u8fdb\u5ea6\u5206\u7c7b\u8d26\uff08\u5305\u542b\u5f53\u524d\u8fdb\u5ea6\u3001\u5206\u914d\u7ed9\u4ee3\u7406\u7684\u4efb\u52a1\uff09\u3002<\/figcaption><\/figure>\n\n\n\n<p>Magentic-One \u5de5\u4f5c\u57fa\u4e8e\u591a\u4ee3\u7406\u67b6\u6784\uff0c\u5176\u4e2d\u9996\u5e2d Orchestrator \u4ee3\u7406\u8d1f\u8d23\u9ad8\u7ea7\u89c4\u5212\u3001\u6307\u5bfc\u5176\u4ed6\u4ee3\u7406\u548c\u8ddf\u8e2a\u4efb\u52a1\u8fdb\u5ea6\u3002Orchestrator \u9996\u5148\u521b\u5efa\u4e00\u4e2a\u8ba1\u5212\u6765\u5904\u7406\u4efb\u52a1\uff0c\u5728\u7ef4\u62a4\u7684\u4efb\u52a1<em>\u5206\u7c7b\u8d26<\/em>\u4e2d\u6536\u96c6\u6240\u9700\u7684\u4e8b\u5b9e\u548c\u6709\u6839\u636e\u7684\u731c\u6d4b\u3002\u5728\u8ba1\u5212\u7684\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\uff0cOrchestrator \u90fd\u4f1a\u521b\u5efa\u4e00\u4e2a&nbsp;<em>Progress Ledger<\/em>\uff0c\u5728\u5176\u4e2d\u81ea\u6211\u53cd\u6620\u4efb\u52a1\u8fdb\u5ea6\u5e76\u68c0\u67e5\u4efb\u52a1\u662f\u5426\u5df2\u5b8c\u6210\u3002\u5982\u679c\u4efb\u52a1\u5c1a\u672a\u5b8c\u6210\uff0c\u5b83\u4f1a\u4e3a\u5176\u4e2d\u4e00\u4e2a Magentic-One \u5176\u4ed6\u4ee3\u7406\u5206\u914d\u4e00\u4e2a\u8981\u5b8c\u6210\u7684\u5b50\u4efb\u52a1\u3002\u5728\u5206\u914d\u7684\u4ee3\u7406\u5b8c\u6210\u5176\u5b50\u4efb\u52a1\u540e\uff0cOrchestrator \u4f1a\u66f4\u65b0<em>\u8fdb\u5ea6\u5206\u7c7b\u8d26<\/em>\u5e76\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u7ee7\u7eed\uff0c\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3002\u5982\u679c Orchestrator \u53d1\u73b0\u6ca1\u6709\u53d6\u5f97\u8db3\u591f\u7684\u6b65\u9aa4\u8fdb\u5c55\uff0c\u5b83\u53ef\u4ee5\u66f4\u65b0&nbsp;<em>Task Ledger<\/em>&nbsp;\u5e76\u521b\u5efa\u65b0\u8ba1\u5212\u3002\u8fd9\u5728\u4e0a\u56fe\u4e2d\u8fdb\u884c\u4e86\u8bf4\u660e;\u56e0\u6b64\uff0cOrchestrator \u5de5\u4f5c\u5206\u4e3a\u4e00\u4e2a\u5916\u90e8\u5faa\u73af\uff08\u7528\u4e8e\u66f4\u65b0&nbsp;<em>Task Ledger<\/em>\uff09\u548c\u4e00\u4e2a\u7528\u4e8e\u66f4\u65b0&nbsp;<em>Progress Ledger<\/em>&nbsp;\u7684\u5185\u90e8\u5faa\u73af\u3002<\/p>\n\n\n\n<p>\u603b\u4f53\u800c\u8a00\uff0cMagentic-One \u7531\u4ee5\u4e0b\u4ee3\u7406\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7f16\u6392\u5668\uff1a<\/strong>\u8d1f\u8d23\u4efb\u52a1\u5206\u89e3\u548c\u89c4\u5212\u3001\u6307\u5bfc\u5176\u4ed6\u4ee3\u7406\u6267\u884c\u5b50\u4efb\u52a1\u3001\u8ddf\u8e2a\u6574\u4f53\u8fdb\u5ea6\u5e76\u6839\u636e\u9700\u8981\u91c7\u53d6\u7ea0\u6b63\u63aa\u65bd\u7684\u9996\u5e2d\u4ee3\u7406<\/li>\n\n\n\n<li><strong>WebSurfer<\/strong>\uff1a\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e LLM \u7684\u4ee3\u7406\uff0c\u7cbe\u901a\u547d\u4ee4\u548c\u7ba1\u7406\u57fa\u4e8e Chromium \u7684 Web \u6d4f\u89c8\u5668\u7684\u72b6\u6001\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u4f20\u5165\u7684\u8bf7\u6c42\uff0cWebSurfer \u90fd\u4f1a\u5728\u6d4f\u89c8\u5668\u4e0a\u6267\u884c\u4e00\u4e2a\u64cd\u4f5c\uff0c\u7136\u540e\u62a5\u544a\u7f51\u9875\u7684\u65b0\u72b6\u6001 WebSurfer \u7684\u64cd\u4f5c\u7a7a\u95f4\u5305\u62ec\u5bfc\u822a\uff08\u4f8b\u5982\u8bbf\u95ee URL\u3001\u6267\u884c Web \u641c\u7d22\uff09;\u7f51\u9875\u64cd\u4f5c\uff08\u4f8b\u5982\uff0c\u5355\u51fb\u548c\u952e\u5165\uff09;\u548c\u9605\u8bfb\u52a8\u4f5c\uff08\u4f8b\u5982\uff0c\u603b\u7ed3\u6216\u56de\u7b54\u95ee\u9898\uff09\u3002WebSurfer \u4f9d\u8d56\u4e8e\u6d4f\u89c8\u5668\u7684\u53ef\u8bbf\u95ee\u6027\u6811\u548c\u63d0\u793a\u6267\u884c\u5176\u64cd\u4f5c\u7684\u6807\u8bb0\u96c6\u3002<\/li>\n\n\n\n<li><strong>FileSurfer<\/strong>\uff1a\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e LLM \u7684\u4ee3\u7406\uff0c\u5b83\u547d\u4ee4\u57fa\u4e8e markdown \u7684\u6587\u4ef6\u9884\u89c8\u5e94\u7528\u7a0b\u5e8f\u8bfb\u53d6\u5927\u591a\u6570\u7c7b\u578b\u7684\u672c\u5730\u6587\u4ef6\u3002FileSurfer \u8fd8\u53ef\u4ee5\u6267\u884c\u5e38\u89c1\u7684\u5bfc\u822a\u4efb\u52a1\uff0c\u4f8b\u5982\u5217\u51fa\u76ee\u5f55\u7684\u5185\u5bb9\u548c\u5bfc\u822a\u6587\u4ef6\u5939\u7ed3\u6784\u3002<\/li>\n\n\n\n<li><strong>Coder<\/strong>\uff1a\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e LLM \u7684\u4ee3\u7406\uff0c\u901a\u8fc7\u5176\u7cfb\u7edf\u63d0\u793a\u4e13\u95e8\u7528\u4e8e\u7f16\u5199\u4ee3\u7801\u3001\u5206\u6790\u4ece\u5176\u4ed6\u4ee3\u7406\u6536\u96c6\u7684\u4fe1\u606f\u6216\u521b\u5efa\u65b0\u5de5\u4ef6\u3002<\/li>\n\n\n\n<li><strong>ComputerTerminal<\/strong>\uff1a\u6700\u540e\uff0cComputerTerminal \u4e3a\u56e2\u961f\u63d0\u4f9b\u4e86\u5bf9\u63a7\u5236\u53f0 shell \u7684\u8bbf\u95ee\uff0cCoder \u7684\u7a0b\u5e8f\u53ef\u4ee5\u5728\u5176\u4e2d\u6267\u884c\uff0c\u5e76\u4e14\u53ef\u4ee5\u5b89\u88c5\u65b0\u7684\u7f16\u7a0b\u5e93\u3002<\/li>\n<\/ul>\n\n\n\n<p>Magentic-One \u7684\u4ee3\u7406\u5171\u540c\u4e3a Orchestrator \u63d0\u4f9b\u4e86\u89e3\u51b3\u5404\u79cd\u5f00\u653e\u5f0f\u95ee\u9898\u6240\u9700\u7684\u5de5\u5177\u548c\u529f\u80fd\uff0c\u4ee5\u53ca\u81ea\u4e3b\u9002\u5e94\u52a8\u6001\u548c\u4e0d\u65ad\u53d8\u5316\u7684 Web \u548c\u6587\u4ef6\u7cfb\u7edf\u73af\u5883\u5e76\u91c7\u53d6\u884c\u52a8\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u867d\u7136\u6211\u4eec\u7528\u4e8e\u6240\u6709\u4ee3\u7406\u7684\u9ed8\u8ba4\u591a\u6a21\u6001 LLM \u662f GPT-4o\uff0c\u4f46 Magentic-One \u4e0e\u6a21\u578b\u65e0\u5173\uff0c\u53ef\u4ee5\u5408\u5e76\u5f02\u6784\u6a21\u578b\u4ee5\u652f\u6301\u4e0d\u540c\u7684\u529f\u80fd\u6216\u5728\u5b8c\u6210\u4efb\u52a1\u65f6\u6ee1\u8db3\u4e0d\u540c\u7684\u6210\u672c\u8981\u6c42\u3002\u4f8b\u5982\uff0c\u5b83\u53ef\u4ee5\u4f7f\u7528\u4e0d\u540c\u7684 LLM \u548c SLM \u53ca\u5176\u4e13\u7528\u7248\u672c\u6765\u652f\u6301\u4e0d\u540c\u7684\u4ee3\u7406\u3002\u6211\u4eec\u5efa\u8bae\u4e3a Orchestrator \u4ee3\u7406\u4f7f\u7528\u5f3a\u63a8\u7406\u6a21\u578b\uff0c\u4f8b\u5982 GPT-4o\u3002\u5728 Magentic-One \u7684\u4e0d\u540c\u914d\u7f6e\u4e2d\uff0c\u6211\u4eec\u8fd8\u5c1d\u8bd5\u5c06 OpenAI o1-preview \u7528\u4e8e Orchestrator \u548c Coder \u7684\u5916\u90e8\u5faa\u73af\uff0c\u800c\u5176\u4ed6\u4ee3\u7406\u7ee7\u7eed\u4f7f\u7528 GPT-4o\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"evaluation\">\u8bc4\u4f30<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u4e25\u683c\u8bc4\u4f30 Magentic-One \u7684\u6027\u80fd\uff0c\u6211\u4eec\u5f15\u5165\u4e86 AutoGenBench\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u72ec\u7acb\u5de5\u5177\uff0c\u7528\u4e8e\u8fd0\u884c\u4ee3\u7406\u57fa\u51c6\u6d4b\u8bd5\uff0c\u5141\u8bb8\u91cd\u590d\u548c\u9694\u79bb\uff0c\u4f8b\u5982\uff0c\u63a7\u5236\u968f\u673a LLM \u8c03\u7528\u7684\u65b9\u5dee\u548c\u4ee3\u7406\u5728\u4e16\u754c\u4e0a\u91c7\u53d6\u884c\u52a8\u7684\u526f\u4f5c\u7528\u3002AutoGenBench \u6709\u52a9\u4e8e\u4ee3\u7406\u8bc4\u4f30\u5e76\u5141\u8bb8\u6dfb\u52a0\u65b0\u7684\u57fa\u51c6\u3002\u4f7f\u7528 AutoGenBench\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u5404\u79cd\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8bc4\u4f30 Magentic-One\u3002\u6211\u4eec\u9009\u62e9\u57fa\u51c6\u6d4b\u8bd5\u7684\u6807\u51c6\u662f\uff0c\u5b83\u4eec\u5e94\u8be5\u6d89\u53ca\u590d\u6742\u7684\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u81f3\u5c11\u6709\u4e00\u4e9b\u6b65\u9aa4\u9700\u8981\u89c4\u5212\u548c\u4f7f\u7528\u5de5\u5177\uff0c\u5305\u62ec\u4f7f\u7528 Web \u6d4f\u89c8\u5668\u5bf9\u771f\u5b9e\u6216\u6a21\u62df\u7f51\u9875\u8fdb\u884c\u64cd\u4f5c\u3002\u6211\u4eec\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\u8003\u8651\u4e86\u6ee1\u8db3\u6b64\u6807\u51c6\u7684\u4e09\u4e2a\u57fa\u51c6\uff1aGAIA\u3001AssistantBench \u548c WebArena\u3002<\/p>\n\n\n\n<p>\u5728\u4e0b\u56fe\u4e2d\uff0c\u6211\u4eec\u663e\u793a\u4e86 Magentic-One \u5728\u4e09\u4e2a\u57fa\u51c6\u4e0a\u7684\u6027\u80fd\uff0c\u5e76\u4e0e\u72ec\u7acb\u8fd0\u884c\u7684 GPT-4 \u4ee5\u53ca\u6839\u636e\u622a\u81f3 2024 \u5e74 10 \u6708 21 \u65e5\u7684\u516c\u5f00\u6392\u884c\u699c\u7684\u6bcf\u4e2a\u57fa\u51c6\u8868\u73b0\u6700\u597d\u7684\u5f00\u6e90\u57fa\u51c6\u548c\u975e\u5f00\u6e90\u57fa\u51c6\u7279\u5b9a\u57fa\u51c6\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002Magentic-One \uff08GPT-4o\uff0c o1\uff09 \u5728 GAIA \u548c AssistantBench \u4e0a\u90fd\u5b9e\u73b0\u4e86\u4e0e\u4ee5\u524d\u7684 SOTA \u65b9\u6cd5\u5177\u6709\u7edf\u8ba1\u53ef\u6bd4\u6027\u7684\u6027\u80fd\uff0c\u5e76\u4e14\u5728 WebArena \u4e0a\u4e5f\u5177\u6709\u7ade\u4e89\u529b\u7684\u6027\u80fd\u3002\u8bf7\u6ce8\u610f\uff0cGAIA \u548c AssistantBench \u6709\u4e00\u4e2a\u9690\u85cf\u7684\u6d4b\u8bd5\u96c6\uff0c\u800c WebArena \u6ca1\u6709\uff0c\u56e0\u6b64 WebArena \u7ed3\u679c\u662f\u81ea\u6211\u62a5\u544a\u7684\u3002\u603b\u4e4b\uff0c\u8fd9\u4e9b\u7ed3\u679c\u5c06 Magentic-One \u786e\u7acb\u4e3a\u7528\u4e8e\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u7684\u5f3a\u5927\u901a\u624d\u4ee3\u7406\u7cfb\u7edf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2024\/11\/benchmark-67297634410a6-1024x627.png\" alt=\"Magentic-One \u5728 GAIA\u3001AssistantBench \u548c WebArena \u4e0a\u7684\u8bc4\u4f30\u7ed3\u679c\u3002\u8bef\u5dee\u7ebf\u8868\u793a 95% \u7f6e\u4fe1\u533a\u95f4\u3002\u8bf7\u6ce8\u610f\uff0cWebArena \u7ed3\u679c\u662f\u81ea\u884c\u62a5\u544a\u7684\u3002\" class=\"wp-image-1100772\"\/><figcaption class=\"wp-element-caption\">Magentic-One \u5728 GAIA\u3001AssistantBench \u548c WebArena \u4e0a\u7684\u8bc4\u4f30\u7ed3\u679c\u3002\u8bef\u5dee\u7ebf\u8868\u793a 95% \u7f6e\u4fe1\u533a\u95f4\u3002\u8bf7\u6ce8\u610f\uff0cWebArena \u7ed3\u679c\u662f\u81ea\u884c\u62a5\u544a\u7684\u3002<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"risks-mitigations\">\u98ce\u9669\u4e0e\u7f13\u89e3\u63aa\u65bd<\/h2>\n\n\n\n<p>\u50cf Magentic-One \u8fd9\u6837\u7684\u4ee3\u7406\u7cfb\u7edf\u4ee3\u8868\u4e86\u4e16\u754c\u4e0a\u62e5\u6709 AI 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Magentic-One\uff0c\u4e00\u79cd\u901a\u7528\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4ee3\u8868\u4e86\u80fd\u591f\u89e3\u51b3\u5f00\u653e\u5f0f\u4efb\u52a1\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u91cd\u5927\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u6709\u5173\u66f4\u591a\u4fe1\u606f\u3001\u7ed3\u679c\u548c\u8ba8\u8bba\uff0c\u8bf7\u53c2\u9605\u6211\u4eec\u7684<a href=\"https:\/\/aka.ms\/magentic-one-report\">\u6280\u672f\u62a5\u544a\u3002<\/a><\/p>\n\n\n\n<p>\u53c2\u8003\u94fe\u63a5\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/articles\/magentic-one-a-generalist-multi-agent-system-for-solving-complex-tasks\/\">Magentic-One\uff1a\u7528\u4e8e\u89e3\u51b3\u590d\u6742\u4efb\u52a1\u7684\u901a\u624d\u591a\u4ee3\u7406\u7cfb\u7edf &#8211; Microsoft Research<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6211\u4eec\u63a8\u51fa\u4e86 Magentic-One\uff0c\u8fd9\u662f\u6211\u4eec\u65b0\u7684\u901a\u7528\u591a\u4ee3\u7406\u7cfb\u7edf\uff0c\u7528\u4e8e\u89e3\u51b3\u5404\u79cd\u9886\u57df\u7684\u5f00\u653e\u5f0f Web \u548c\u57fa\u4e8e\u6587\u4ef6 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