{"id":28527,"date":"2025-03-13T19:25:07","date_gmt":"2025-03-13T11:25:07","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=28527"},"modified":"2025-03-13T19:25:07","modified_gmt":"2025-03-13T11:25:07","slug":"openmanus-hexinzuoai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/openmanus-hexinzuoai\/","title":{"rendered":"OpenManus \u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff1a\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6"},"content":{"rendered":"<p>\u672c\u5468\uff0cAgent\uff08\u667a\u80fd\u4f53\uff09\u6280\u672f\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u5e2d\u5377\u79d1\u6280\u5708\uff0c\u8fd9\u80a1\u70ed\u6f6e\u7684\u80cc\u540e\uff0c\u662f\u63a8\u7406\u6a21\u578b\u80fd\u529b\u7684\u98de\u8dc3\u5f0f\u53d1\u5c55\u3002<\/p>\n<p>3\u67085\u65e5\u665a\uff0cManus \u60ca\u8273\u4eae\u76f8\uff0c\u5176\u5f3a\u5927\u7684 Demo \u6f14\u793a\u77ac\u95f4\u5f15\u7206\u5168\u7f51\u3002\u4ec5\u4ec5\u4e24\u5929\u540e\uff0c\u56fd\u5185\u56e2\u961f DeepWisdom <a href=\"https:\/\/www.kdjingpai.com\/en\/metagpt\/\">MetaGPT<\/a> \u548c <a href=\"https:\/\/www.kdjingpai.com\/en\/camel-ai\/\">CAMEL<\/a> AI \u5404\u81ea\u63a8\u51fa\u4e86\u5f00\u6e90\u9879\u76ee OpenManus \u548c OWL\uff0c\u8fc5\u901f\u590d\u523b\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/en\/manus\/\">Manus<\/a> \u7684\u6838\u5fc3\u529f\u80fd\uff0c\u518d\u6b21\u70b9\u71c3\u4e86\u7f51\u7edc\u548c GitHub \u793e\u533a\u7684\u70ed\u60c5\uff0c\u5f15\u53d1\u4e86\u5e7f\u6cdb\u800c\u6df1\u5165\u7684\u8ba8\u8bba\u3002<\/p>\n<p>\u5c24\u5176\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0cOpenManus \u56e2\u961f\u51ed\u501f MetaGPT \u957f\u671f\u79ef\u7d2f\u7684\u6280\u672f\u5e95\u8574\uff0c\u4ec5\u7528 1 \u5c0f\u65f6\u4fbf\u5b8c\u6210\u4e86\u6838\u5fc3\u7cfb\u7edf\u7684\u642d\u5efa\uff0c\u5e76\u5728\u77ed\u77ed 3 \u5c0f\u65f6\u5185\u5b9e\u73b0\u9879\u76ee\u4e0a\u7ebf\u3002\u8fd9\u4e00\u60ca\u4eba\u7684\u901f\u5ea6\u4e0d\u4ec5\u4e3a OpenManus \u5728 GitHub \u4e0a\u8fc5\u901f\u65a9\u83b7\u8fc7\u4e07 Star\uff0c\u66f4\u4f7f\u5176\u6210\u4e3a\u884c\u4e1a\u5185\u5916\u77a9\u76ee\u7684\u7126\u70b9\u3002<\/p>\n<p>3\u67088\u65e5\u4e0a\u5348\uff0c\u9526\u79cb\u57fa\u91d1\u9080\u8bf7 OpenManus \u56e2\u961f\u7684\u4e09\u4f4d\u6838\u5fc3\u6210\u5458\u8fdb\u884c\u4e86\u4e00\u573a\u6df1\u5ea6\u5206\u4eab\uff0c\u65e8\u5728\u5256\u6790 OpenManus \u7684\u6280\u672f\u5b9e\u73b0\u539f\u7406\uff0c\u5e76\u63a2\u8ba8 Agent \u6280\u672f\u672a\u6765\u7684\u53d1\u5c55\u8d8b\u52bf\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u53c2\u4e0e\u672c\u6b21\u5206\u4eab\u7684\u4e09\u4f4d\u5609\u5bbe\u5747\u662f Agent \u9886\u57df\u7684\u8d44\u6df1\u4e13\u5bb6\uff1a\u6d2a\u601d\u777f\uff0cMetaGPT \u8bba\u6587\uff08ICLR 2024 Oral\uff09\u4e0e\u6570\u636e\u89e3\u91ca\u5668\uff08Data Interpreter\uff09\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\uff0c\u540c\u65f6\u4e5f\u662f AFLOW \u8bba\u6587\uff08ICLR 2025 Oral\uff09\u7684\u4f5c\u8005\u4e4b\u4e00\uff0c\u5176\u7814\u7a76\u6210\u679c\u591a\u6b21\u5728 TPAMI\u3001ICLR \u7b49\u56fd\u9645\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868\u3002\u6881\u65b0\u5175\uff0cOpenManus \u7684\u6838\u5fc3\u5f00\u53d1\u8005\u3002\u5411\u52b2\u5b87\uff0cOpenManus \u7684\u5408\u4f5c\u8005\uff0c\u540c\u65f6\u4e5f\u662f AFlow \u548c SPO \u7684\u7b2c\u4e00\u4f5c\u8005\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728\u5206\u4eab\u4e2d\uff0c\u4e09\u4f4d\u5609\u5bbe\u5bf9 Agent \u6280\u672f\u7684\u672a\u6765\u53d1\u5c55\u65b9\u5411\uff0c\u4ee5\u53ca\u884c\u4e1a\u9762\u4e34\u7684\u6311\u6218\uff0c\u63d0\u51fa\u4e86\u4ee5\u4e0b\u524d\u77bb\u6027\u7684\u601d\u8003\uff1a<\/p>\n<ul>\n<li>\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u80fd\u529b\u7684\u6301\u7eed\u589e\u5f3a\uff0cAgent \u5728\u8bf8\u591a\u9886\u57df\u7684\u5e94\u7528\u6210\u529f\u7387\u5c06\u663e\u8457\u63d0\u5347\uff0c\u5c24\u5176\u662f\u5728 QA \u95ee\u7b54\u3001HumanEval \u4ee3\u7801\u80fd\u529b\u8bc4\u6d4b\u548c MBPP Python \u7f16\u7a0b\u95ee\u9898\u8fd9\u7c7b\u76f8\u5bf9\u6807\u51c6\u5316\u7684\u4efb\u52a1\u4e0a\uff0c\u5355\u4e00\u6a21\u578b\u5df2\u7ecf\u80fd\u591f\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u89e3\u51b3\u80fd\u529b\u3002<\/li>\n<li>\u7136\u800c\uff0c\u73b0\u5b9e\u4e16\u754c\u4e2d\u5b58\u5728\u5927\u91cf\u590d\u6742\u4e14\u5177\u6709\u957f\u5c3e\u6548\u5e94\u7684\u95ee\u9898\uff0c\u4f8b\u5982\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u3001\u4ee3\u7801\u7f3a\u9677\u4fee\u590d\uff0c\u4ee5\u53ca\u9700\u8981\u6574\u5408\u591a\u65b9\u4fe1\u606f\u624d\u80fd\u4e3a\u7528\u6237\u63d0\u4f9b\u6709\u6548\u7b54\u6848\u7684\u641c\u7d22\u7ec4\u5408\u95ee\u9898\u3002\u8fd9\u4e9b\u95ee\u9898\u4ecd\u7136\u9700\u8981\u5927\u91cf\u7684\u6280\u672f\u521b\u65b0\u6765\u63d0\u5347 Agent \u7684\u8868\u73b0\uff0c\u5c24\u5176\u662f\u5728\u89e3\u51b3\u6a21\u578b\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u65b9\u9762\u3002<\/li>\n<li>Agent \u5728\u4efb\u52a1\u89c4\u5212\u80fd\u529b\u4e0a\u7684\u8fdb\u6b65\uff0c\u65e2\u4f9d\u8d56\u4e8e\u6a21\u578b\u81ea\u8eab\u80fd\u529b\u7684\u63d0\u5347\uff0c\u4e5f\u79bb\u4e0d\u5f00\u5916\u90e8\u7ed3\u6784\u7684\u8f85\u52a9\u3002\u66f4\u7cbe\u5de7\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u80fd\u591f\u5e2e\u52a9 Agent \u66f4\u597d\u5730\u7406\u89e3\u548c\u5206\u89e3\u590d\u6742\u4efb\u52a1\u3002<\/li>\n<li>\u968f\u7740 Agent \u53ef\u4f7f\u7528\u7684\u5de5\u5177\u79cd\u7c7b\u65e5\u76ca\u4e30\u5bcc\uff0c\u5982\u4f55\u8ba9 Agent \u5728\u9762\u5bf9\u540c\u4e00\u4efb\u52a1\u65f6\uff0c\u4ece\u4f17\u591a\u529f\u80fd\u76f8\u4f3c\u7684\u5de5\u5177\u4e2d\u505a\u51fa\u7cbe\u51c6\u51b3\u7b56\uff0c\u9009\u62e9\u6700\u5408\u9002\u7684\u5de5\u5177\uff0c\u5e76\u907f\u514d\u9519\u8bef\u9009\u62e9\uff0c\u5c06\u6210\u4e3a\u65b0\u7684\u6280\u672f\u6311\u6218\u3002<\/li>\n<li>Agent \u7684\u8bb0\u5fc6\u7ba1\u7406\uff0c\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\u5982\u4f55\u5728\u6210\u672c\u548c\u6548\u7387\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u76f4\u63a5\u4f7f\u7528\u5b8c\u6574\u7684\u8bb0\u5fc6\u4fe1\u606f\uff0c\u867d\u7136\u5f53\u524d\u7684\u6a21\u578b\u53ef\u4ee5\u5904\u7406\uff0c\u4f46\u4f1a\u5bfc\u81f4\u5904\u7406\u65f6\u95f4\u548c\u6210\u672c\u663e\u8457\u589e\u52a0\uff0c\u4e25\u91cd\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\uff0c\u800c\u975e\u6027\u80fd\u4e0b\u964d\u3002<\/li>\n<li>\u76ee\u524d\uff0c\u89e3\u51b3\u8bb0\u5fc6\u7ba1\u7406\u95ee\u9898\u7684\u4e00\u79cd\u6709\u6548\u65b9\u6cd5\u662f\u91c7\u7528\u591a\u667a\u80fd\u4f53\u67b6\u6784\u6216\u5de5\u5177\u8f85\u52a9\u7b56\u7565\u3002\u4f8b\u5982\uff0cOpenManus \u7b49\u6846\u67b6\u901a\u5e38\u4f1a\u5229\u7528\u89c4\u5212\u5de5\u5177\u9884\u5148\u751f\u6210\u4efb\u52a1\u8ba1\u5212\uff0c\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u5b50\u4efb\u52a1\uff0c\u6bcf\u4e2a\u5b50\u4efb\u52a1\u4e4b\u95f4\u7684\u8bb0\u5fc6\u4e0d\u5b8c\u5168\u5171\u4eab\uff0c\u5e76\u5728\u4efb\u52a1\u6267\u884c\u5b8c\u6bd5\u540e\u8fdb\u884c\u603b\u7ed3\u6216\u538b\u7f29\u5904\u7406\uff0c\u4ece\u800c\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u3002<\/li>\n<li>\u867d\u7136\u5728\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u6211\u4eec\u80fd\u591f\u660e\u786e\u5224\u65ad Agent \u662f\u5426\u6b63\u786e\u5b8c\u6210\u4e86\u4efb\u52a1\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u5982\u4f55\u91cf\u5316\u8bc4\u4f30 Agent \u5b8c\u6210\u4efb\u52a1\u7684\u51c6\u786e\u6027\u6216\u8d28\u91cf\uff0c\u4ecd\u7136\u662f\u4e00\u4e2a\u96be\u9898\u3002<\/li>\n<li>Agent \u5546\u4e1a\u5316\u7684\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5c06\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u4efb\u52a1\u548c\u7528\u6237\u9700\u6c42\u505a\u5230\u6781\u81f4\uff0c\u5305\u62ec\u63d0\u4f9b\u9ad8\u5ea6\u4e2a\u6027\u5316\u7684\u529f\u80fd\uff0c\u53ea\u6709\u8fd9\u6837\u624d\u80fd\u5438\u5f15\u7528\u6237\u6301\u7eed\u4f7f\u7528 Agent\u3002<\/li>\n<li>\u5927\u91cf\u5e94\u7528\u5f00\u53d1\u8005\u90fd\u5728\u79ef\u6781\u63a2\u7d22 <a href=\"https:\/\/www.kdjingpai.com\/en\/tokenization\/\">Token<\/a> \u6d88\u8017\u4f18\u5316\u65b9\u6848\uff0c\u4f8b\u5982\u5728\u5de5\u7a0b\u5c42\u9762\u91c7\u7528\u7f13\u5b58\u673a\u5236\u6216\u8bb0\u5fc6\u538b\u7f29\u6280\u672f\uff0c\u4ee5\u5c3d\u53ef\u80fd\u51cf\u5c11\u6bcf\u6b21 API \u8c03\u7528\u65f6\u9700\u8981\u4f20\u9012\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u964d\u4f4e\u6210\u672c\u3002<\/li>\n<li>\u672a\u6765\uff0c\u901a\u8fc7\u6574\u5408\u591a\u4e2a\u5c0f\u578b\u6a21\u578b\u7684\u80fd\u529b\uff0c\u6709\u671b\u5b9e\u73b0\u5ab2\u7f8e\u751a\u81f3\u8d85\u8d8a\u5927\u578b\u6a21\u578b\u7684\u6548\u679c\uff0c\u5e76\u5728\u63a8\u7406\u901f\u5ea6\u3001Token \u6d88\u8017\u548c\u6210\u672c\u65b9\u9762\u53d6\u5f97\u663e\u8457\u4f18\u52bf\u3002<\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u662f\u672c\u6b21\u5206\u4eab\u5185\u5bb9\u7684\u8be6\u7ec6\u89e3\u8bfb\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>01 \u4e00\u591c\u7206\u7ea2 GitHub\uff0cOpenManus \u7684\u6280\u672f\u901f\u6210\u4e4b\u9053<\/h2>\n<p>\u6881\u65b0\u5175\uff1a\u00a0\u201c3\u67086\u65e5\u4e0b\u5348\u4e94\u70b9\u591a\uff0c\u7ec4\u4f1a\u7ed3\u675f\u540e\uff0c\u5411\u52b2\u5b87\u63d0\u8bae\uff0c\u901a\u8fc7\u51e0\u4e2a\u5173\u952e\u6b65\u9aa4\uff0c\u6211\u4eec\u6216\u8bb8\u80fd\u591f\u590d\u73b0 Manus \u7684\u6548\u679c\u3002\u201d<\/p>\n<p>\u56de\u5fc6\u8d77 OpenManus \u9879\u76ee\u542f\u52a8\u7684\u5951\u673a\uff0c\u6881\u65b0\u5175\u8fd9\u6837\u8bf4\u9053\u3002\u6700\u521d\u770b\u5230 Manus \u7684\u6f14\u793a\u89c6\u9891\u65f6\uff0c\u89c6\u9891\u4e2d\u6d41\u7545\u7684\u4ea4\u4e92\u4f53\u9a8c\u7ed9\u4ed6\u7559\u4e0b\u4e86\u6df1\u523b\u7684\u5370\u8c61\uff0c\u76f4\u89c9\u5224\u65ad Manus \u5e94\u8be5\u662f\u4e00\u4e2a\u5355\u667a\u80fd\u4f53\u7cfb\u7edf\u3002 \u201c\u4e00\u4e2a\u5355\u667a\u80fd\u4f53\u7adf\u7136\u80fd\u8fbe\u5230\u5982\u6b64\u51fa\u8272\u7684\u6548\u679c\uff0c\u5b83\u662f\u5982\u4f55\u8fdb\u884c\u4efb\u52a1\u89c4\u5212\u548c\u5b9e\u73b0\u7684\uff1f\u8fd9\u8ba9\u6211\u611f\u5230\u975e\u5e38\u9707\u60ca\u3002\u201d<\/p>\n<p>\u5728\u968f\u540e\u7684\u4ea4\u6d41\u4e2d\uff0c\u56e2\u961f\u5f00\u59cb\u63a2\u8ba8 Manus \u7684\u6280\u672f\u65b9\u6848\u3002Manus \u4f5c\u4e3a\u4e00\u6b3e\u901a\u7528 AI \u667a\u80fd\u4f53\u4ea7\u54c1\uff0c\u5176\u5353\u8d8a\u7684\u7528\u6237\u4f53\u9a8c\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002\u4f46\u4ece\u6280\u672f\u89d2\u5ea6\u5206\u6790\uff0cManus \u5b9e\u9645\u4e0a\u662f\u5de7\u5999\u5730\u878d\u5408\u4e86\u8bb8\u591a\u4e1a\u5185\u5171\u8bc6\u7684\u6838\u5fc3\u57fa\u7840\u6280\u672f\u3002\u6700\u7ec8\uff0c\u56e2\u961f\u63a8\u65ad Manus \u91c7\u7528\u4e86\u5916\u90e8\u89c4\u5212\u673a\u5236\u6765\u534f\u8c03\u591a\u667a\u80fd\u4f53\u534f\u540c\u5de5\u4f5c\u3002<\/p>\n<p>\u665a\u996d\u8fc7\u540e\uff0cOpenManus \u7684\u5f00\u53d1\u5de5\u4f5c\u6b63\u5f0f\u542f\u52a8\uff0c\u6574\u4e2a\u8fc7\u7a0b\u8017\u65f6\u7ea6\u4e09\u4e2a\u5c0f\u65f6\u3002 \u201c\u5f53\u65f6\u6211\u4eec\u5e76\u6ca1\u6709\u9884\u6599\u5230 OpenManus \u4f1a\u5982\u6b64\u8fc5\u901f\u5730\u8d70\u7ea2\u3002\u201d \u6881\u65b0\u5175\u5766\u8a00\u3002<\/p>\n<p><strong>Manus \u591a\u667a\u80fd\u4f53\u67b6\u6784\u89e3\u6790\uff1a\u89c4\u5212\u4e0e\u6267\u884c\u7684\u7cbe\u5999\u534f\u540c<\/strong><\/p>\n<p>Manus \u7684\u6838\u5fc3\u5728\u4e8e\u5176\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u67b6\u6784\u3002\u5b83\u9996\u5148\u5229\u7528\u00a0PlanningTool \u89c4\u5212\u5de5\u5177\u5bf9\u7528\u6237\u9700\u6c42\u8fdb\u884c\u4efb\u52a1\u5206\u89e3\uff0c\u751f\u6210\u4e00\u4e2a\u5305\u542b\u591a\u4e2a\u7ebf\u6027\u5b50\u4efb\u52a1\u7684\u8be6\u7ec6\u8ba1\u5212\u3002\u968f\u540e\uff0c\u7cfb\u7edf\u6309\u987a\u5e8f\u6267\u884c\u6bcf\u4e2a\u5b50\u4efb\u52a1\uff0c\u5e76\u52a8\u6001\u5206\u914d\u7ed9\u6700\u9002\u5408\u7684 Agent\u3002Agent \u5728\u6267\u884c\u5b50\u4efb\u52a1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u91c7\u7528\u00a0<a href=\"https:\/\/www.kdjingpai.com\/en\/react\/\">ReAct<\/a> \u5faa\u73af\u00a0\uff08Reason and Act\uff0c\u601d\u8003\u4e0e\u884c\u52a8\uff09\u6a21\u5f0f\uff0c\u4e0d\u65ad\u8c03\u7528\u5de5\u5177\u4ee5\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p>\u89c4\u5212\u80fd\u529b\u548c\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u662f Manus \u7684\u4e24\u5927\u652f\u67f1\u3002\u00a0Manus \u5c06 PlanningTool \u89c4\u5212\u5de5\u5177\u5f15\u5165\u591a\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u8fd9\u4e00\u521b\u65b0\u81f3\u5173\u91cd\u8981\u3002\u6b63\u5982 Claude-3.7 \u6a21\u578b\u5728 SWEBench \u4ee3\u7801\u80fd\u529b\u8bc4\u6d4b\u4e2d\u53d6\u5f97\u7684\u7a81\u7834\u6027\u8fdb\u5c55\u6240\u5370\u8bc1\u7684\u90a3\u6837\uff0c\u6027\u80fd\u7684\u63d0\u5347\u4e00\u90e8\u5206\u5f52\u529f\u4e8e\u6a21\u578b\u81ea\u8eab\u7684\u8fdb\u6b65\uff0c\u53e6\u4e00\u90e8\u5206\u5219\u5f97\u76ca\u4e8e\u66f4\u6709\u6548\u7684\u4efb\u52a1\u89c4\u5212\u3002MetaGPT \u56e2\u961f\u6b64\u524d\u5728 Data Interpreter \uff08\u6570\u636e\u89e3\u91ca\u5668\uff09\u9879\u76ee\u4e2d\u7684\u7814\u7a76\u4e5f\u8868\u660e\uff0c\u89c4\u5212\u5bf9\u4e8e\u89e3\u51b3\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u590d\u6742\u95ee\u9898\u81f3\u5173\u91cd\u8981\u4e14\u884c\u4e4b\u6709\u6548\u3002\u56e0\u6b64\uff0c\u5c06\u89c4\u5212\u80fd\u529b\u878d\u5165\u591a\u667a\u80fd\u4f53\u4e43\u81f3\u5355\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u5df2\u6210\u4e3a Agent \u6280\u672f\u53d1\u5c55\u7684\u91cd\u8981\u65b9\u5411\u3002<\/p>\n<p>\u56e2\u961f\u63a8\u6d4b\uff0cManus \u53ef\u80fd\u91c7\u7528\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/en\/claudeanquanfubai\/\">Claude<\/a> \u7684\u6a21\u578b\uff0c\u5e76\u7ed3\u5408\u4e86\u81ea\u8eab\u8fdb\u884c\u540e\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5e76\u5728\u5de5\u7a0b\u5c42\u9762\u8fdb\u884c\u4e86\u5927\u91cf\u7684\u4f18\u5316\uff0c\u8fd9\u663e\u8457\u63d0\u5347\u4e86\u5176\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u3002<\/p>\n<p><strong>OpenManus \u7684\u8bbe\u8ba1\u7406\u5ff5\uff1a\u6781\u7b80\u3001\u53ef\u63d2\u62d4\u4e0e\u5f3a\u5927\u7684\u89c4\u5212\u80fd\u529b<\/strong><\/p>\n<p>OpenManus \u7684\u8bbe\u8ba1\u601d\u8def\u53ef\u4ee5\u7528 \u201c\u6781\u7b80\u201d \u548c \u201c\u53ef\u63d2\u62d4\u201d \u4e24\u4e2a\u5173\u952e\u8bcd\u6765\u6982\u62ec\u3002 \u6881\u65b0\u5175\u8868\u793a\uff0c\u6700\u521d\u7684\u8bbe\u8ba1\u7406\u5ff5\u662f\u6784\u5efa\u4e00\u4e2a\u6781\u5176\u7b80\u6d01\u7684 Agent \u6846\u67b6\uff0c\u901a\u8fc7\u00a0\u53ef\u63d2\u62d4\u7684\u5de5\u5177\uff08Tools\uff09\u548c\u63d0\u793a\u8bcd\uff08Prompt\uff09\u7684\u7075\u6d3b\u7ec4\u5408\uff0c\u6765\u5b9e\u73b0 Agent \u7684\u5404\u79cd\u529f\u80fd\u3002\u57fa\u4e8e\u8fd9\u4e00\u601d\u8def\uff0c\u56e2\u961f\u8fc5\u901f\u5f00\u53d1\u51fa\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684 Agent \u8ff7\u4f60\u6846\u67b6\u3002<\/p>\n<p>\u63d0\u793a\u8bcd\u5f15\u5bfc\u548c\u5de5\u5177\u4f7f\u7528\u662f\u51b3\u5b9a ReAct Agent \u6548\u679c\u7684\u5173\u952e\u56e0\u7d20\u3002\u00a0\u5728 OpenManus \u4e2d\uff0cPrompt \u8d1f\u8d23\u63a7\u5236 Agent \u7684\u6574\u4f53\u884c\u4e3a\u903b\u8f91\uff0cTools \u5219\u5b9a\u4e49\u4e86 Agent \u7684\u884c\u52a8\u7a7a\u95f4\u3002\u4e24\u8005\u534f\u540c\u5de5\u4f5c\uff0c\u5b8c\u6574\u5730\u5b9a\u4e49\u4e86\u4e00\u4e2a ReAct Agent\u3002\u5728 ReAct Agent \u7684\u57fa\u7840\u4e0a\uff0cOpenManus \u56e2\u961f\u8fd8\u57fa\u4e8e\u00a0Function Call\u00a0\u6280\u672f\u5b9e\u73b0\u4e86\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u00a0ToolCall Agent\uff0c\u4f7f\u5176\u80fd\u591f\u4ee5\u66f4\u7ed3\u6784\u5316\u7684\u65b9\u5f0f\u9009\u62e9\u548c\u6267\u884c\u5de5\u5177\u3002OpenManus \u6b63\u662f\u57fa\u4e8e ToolCall Agent \u6784\u5efa\u7684\u3002<\/p>\n<p>\u201c\u53ef\u63d2\u62d4\u201d \u7684\u8bbe\u8ba1\u5e26\u6765\u4e86\u6781\u5927\u7684\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002\u00a0\u5f00\u53d1\u8005\u53ef\u4ee5\u5c06\u4e0d\u540c\u573a\u666f\u4e0b\u7684 Tools \u81ea\u7531\u7ec4\u5408\uff0c\u5feb\u901f\u521b\u5efa\u65b0\u7684 Agent\u3002\u5de5\u5177\u7684\u5b9a\u4e49\u4e5f\u975e\u5e38\u4fbf\u6377\uff0c\u65e0\u9700\u7f16\u5199\u590d\u6742\u7684\u5185\u90e8\u903b\u8f91\uff0c\u53ea\u9700\u7b80\u5355\u4fee\u6539 Agent \u7684\u52a8\u4f5c\u7a7a\u95f4\uff08Tools\uff09\u5373\u53ef\u3002Tools \u672c\u8eab\u4e5f\u5e94\u5177\u5907\u826f\u597d\u7684\u53ef\u7ec4\u5408\u6027\uff0c\u800c OpenManus \u7684\u76ee\u6807\u6b63\u662f\u5c06\u62bd\u8c61\u5c42\u505a\u5f97\u66f4\u52a0\u7b80\u6d01\u6e05\u6670\u3002\u901a\u8fc7\u63d0\u4f9b\u4e30\u5bcc\u7684\u5de5\u5177\u96c6\uff0c\u5e76\u652f\u6301\u591a\u79cd Agent \u7075\u6d3b\u88c5\u5907\u4e0d\u540c\u7684\u5de5\u5177\u7ec4\u5408\uff0cOpenManus \u80fd\u591f\u8f7b\u677e\u6269\u5c55\u5728\u5404\u79cd\u5e94\u7528\u573a\u666f\u4e0b\u7684\u80fd\u529b\u3002<\/p>\n<p>\u89c4\u5212\u80fd\u529b\u540c\u6837\u81f3\u5173\u91cd\u8981\u3002\u00a0OpenManus \u7ee7\u627f\u4e86 Manus \u7684\u89c4\u5212\u4f18\u52bf\uff0c\u901a\u8fc7 PlanningTool \u5b9e\u73b0\u4efb\u52a1\u5206\u89e3\uff0c\u4ece\u800c\u6709\u6548\u5e94\u5bf9\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u590d\u6742\u95ee\u9898\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-28528\" title=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b.jpg\" alt=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-1\" width=\"537\" height=\"768\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b.jpg 537w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-8x12.jpg 8w\" sizes=\"auto, (max-width: 537px) 100vw, 537px\" \/><\/p>\n<p><strong>OpenManus \u5de5\u4f5c\u6d41\u7a0b\uff1a\u52a8\u6001\u4efb\u52a1\u5206\u914d\u4e0e\u534f\u540c\u6267\u884c<\/strong><\/p>\n<p>OpenManus \u7684\u5de5\u4f5c\u6d41\u7a0b\u6e05\u6670\u9ad8\u6548\u3002\u5f53\u63a5\u6536\u5230\u7528\u6237\u9700\u6c42\u540e\uff0c\u7cfb\u7edf\u9996\u5148\u4f7f\u7528 PlanningTool \u751f\u6210\u4e00\u4e2a\u5305\u542b\u591a\u4e2a\u7ebf\u6027\u5b50\u4efb\u52a1\u7684\u8ba1\u5212\uff0c\u5e76\u5c06\u8ba1\u5212\u5199\u5165\u4e00\u4e2a markdown \u6587\u4ef6\u4e2d\u3002\u968f\u540e\uff0cOpenManus \u89e3\u6790\u8be5\u8ba1\u5212\uff0c\u5e76\u4f9d\u6b21\u53d6\u51fa\u6bcf\u4e2a\u5b50\u4efb\u52a1\u3002\u5728\u6267\u884c\u6bcf\u4e2a\u5b50\u4efb\u52a1\u65f6\uff0c\u7cfb\u7edf\u4f1a\u52a8\u6001\u5730\u5c06\u4efb\u52a1\u5206\u914d\u7ed9\u6700\u9002\u5408\u5904\u7406\u8be5\u4efb\u52a1\u7684 Agent\u3002\u8fd9\u4e9b Agent \u914d\u5907\u4e86\u4e0d\u540c\u7684\u5de5\u5177\u96c6\uff0c\u5728\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u4efb\u52a1\u65f6\u5404\u6709\u6240\u957f\u3002<\/p>\n<p>Agent \u7684\u52a8\u6001\u5206\u914d\u662f OpenManus \u7684\u4e00\u5927\u4eae\u70b9\u3002\u00a0\u8fd9\u79cd\u7075\u6d3b\u7684\u5206\u914d\u673a\u5236\u4f7f\u5f97\u7cfb\u7edf\u80fd\u591f\u6839\u636e\u4efb\u52a1\u7684\u5177\u4f53\u9700\u6c42\u548c\u4e0a\u4e0b\u6587\uff0c\u9009\u62e9\u6700\u5408\u9002\u7684 Agent \u6765\u6267\u884c\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u4efb\u52a1\u5904\u7406\u6548\u7387\u548c\u8d28\u91cf\u3002\u76ee\u524d\uff0cOpenManus \u91c7\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\u7684\u65b9\u5f0f\u8fdb\u884c Agent \u7684\u4efb\u52a1\u5206\u914d\u3002\u5982\u679c\u4efb\u52a1\u65e0\u6cd5\u5339\u914d\u5230\u7279\u5b9a\u7684 Agent\uff0c\u5219\u4f1a\u4f7f\u7528\u9ed8\u8ba4\u914d\u7f6e\u7684 Agent \u6765\u6267\u884c\u3002<\/p>\n<p>\u672a\u6765\uff0cOpenManus \u56e2\u961f\u4e5f\u5728\u8003\u8651\u5f15\u5165\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6765\u8d1f\u8d23\u4efb\u52a1\u5230 Agent \u7684\u5206\u914d\u3002\u7136\u800c\uff0c\u6bcf\u6b21\u6267\u884c\u4efb\u52a1\u90fd\u4f7f\u7528 LLM \u8fdb\u884c\u610f\u56fe\u8bc6\u522b\u548c Agent \u5206\u914d\uff0c\u65e0\u7591\u4f1a\u589e\u52a0\u8ba1\u7b97\u6210\u672c\u548c\u5ef6\u8fdf\u3002<\/p>\n<p><strong>OpenManus \u7684\u672a\u6765\u53d1\u5c55\u65b9\u5411\uff1a\u6301\u7eed\u4f18\u5316\u4e0e\u793e\u533a\u5171\u5efa<\/strong><\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347 OpenManus \u7684\u6027\u80fd\u548c\u7528\u6237\u4f53\u9a8c\uff0c\u56e2\u961f\u8ba1\u5212\u8fdb\u884c\u4ee5\u4e0b\u91cd\u70b9\u5de5\u4f5c\uff1a<\/p>\n<ul>\n<li>\u589e\u5f3a\u89c4\u5212\u80fd\u529b\uff1a\u00a0\u6301\u7eed\u4f18\u5316 PlanningTool\uff0c\u4f7f\u5176\u80fd\u591f\u5904\u7406\u66f4\u590d\u6742\u7684\u4efb\u52a1\u5206\u89e3\u548c\u89c4\u5212\u573a\u666f\u3002<\/li>\n<li>\u5f15\u5165\u6807\u51c6\u5316\u8bc4\u6d4b\uff1a\u00a0\u91c7\u7528 GAIA\/TAU-Bench\/SWE-Bench \u7b49\u884c\u4e1a\u57fa\u51c6\u8bc4\u6d4b\u96c6\uff0c\u5bf9 OpenManus \u7684\u6027\u80fd\u8fdb\u884c\u6301\u7eed\u8bc4\u4f30\u548c\u4f18\u5316\u3002<\/li>\n<li>\u62d3\u5c55\u6a21\u578b\u9002\u914d\uff1a\u00a0\u5c06\u6a21\u578b\u652f\u6301\u4ece Claude-3-5 \u6269\u5c55\u5230 <a href=\"https:\/\/www.kdjingpai.com\/en\/deepseek-chatshena\/\">DeepSeek<\/a> V2.5 \u7b49\u66f4\u591a\u6a21\u578b\uff0c\u4ee5\u4f18\u5316\u4f4e\u6210\u672c\u5e94\u7528\u573a\u666f\u3002<\/li>\n<li>\u5b9e\u73b0\u5bb9\u5668\u5316\u90e8\u7f72\uff1a\u00a0\u7b80\u5316 OpenManus \u7684\u5b89\u88c5\u548c\u4f7f\u7528\u6d41\u7a0b\uff0c\u964d\u4f4e\u7528\u6237\u7684\u4f7f\u7528\u95e8\u69db\u3002<\/li>\n<li>\u4e30\u5bcc\u793a\u4f8b\u5e93\uff1a\u00a0\u589e\u52a0\u66f4\u591a\u5b9e\u7528\u6848\u4f8b\uff0c\u5e76\u5bf9\u6210\u529f\u548c\u5931\u8d25\u6848\u4f8b\u8fdb\u884c\u6df1\u5165\u5206\u6790\uff0c\u5e2e\u52a9\u7528\u6237\u66f4\u597d\u5730\u7406\u89e3\u548c\u4f7f\u7528 OpenManus\u3002<\/li>\n<li>\u524d\u540e\u7aef\u5f00\u53d1\uff1a\u00a0\u5f00\u53d1\u7528\u6237\u53cb\u597d\u7684 Web UI \u754c\u9762\uff0c\u63d0\u5347\u7528\u6237\u4ea4\u4e92\u4f53\u9a8c\u3002<\/li>\n<li><a href=\"https:\/\/www.kdjingpai.com\/en\/rag\/\">RAG<\/a> \u6a21\u5757\u96c6\u6210\uff1a\u00a0\u96c6\u6210\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6a21\u5757\uff0c\u4e3a Agent \u63d0\u4f9b\u5916\u90e8\u77e5\u8bc6\u5e93\uff0c\u589e\u5f3a\u5176\u77e5\u8bc6\u83b7\u53d6\u548c\u63a8\u7406\u80fd\u529b\u3002<\/li>\n<\/ul>\n<p>\u6881\u65b0\u5175\u8868\u793a\uff0cManus \u5728\u4ea7\u54c1\u4ea4\u4e92\u65b9\u9762\u505a\u5f97\u975e\u5e38\u51fa\u8272\uff0c\u6709\u5f88\u591a\u503c\u5f97\u5b66\u4e60\u501f\u9274\u4e4b\u5904\u3002\u76ee\u524d OpenManus \u7684\u6548\u679c\u8fd8\u76f8\u5bf9\u6709\u9650\uff0c\u56e2\u961f\u5c1a\u672a\u8fdb\u884c\u4e13\u95e8\u7684\u6548\u679c\u8c03\u4f18\u3002<\/p>\n<p>OpenManus \u7684\u521d\u671f\u76ee\u6807\u662f\u8fbe\u5230\u4e0e\u539f\u59cb Manus \u76f8\u540c\u7684\u6548\u679c\u3002\u957f\u8fdc\u6765\u770b\uff0c\u56e2\u961f\u5e0c\u671b\u4f9d\u6258\u5e9e\u5927\u7684\u5f00\u6e90\u793e\u533a\uff0c\u4e0d\u65ad\u4f18\u5316 <a href=\"https:\/\/www.kdjingpai.com\/en\/tldraw-computer\/\">Computer<\/a> Use\uff08\u8ba1\u7b97\u673a\u4f7f\u7528\uff09\u3001Browser Use\uff08\u6d4f\u89c8\u5668\u4f7f\u7528\uff09\u548c Planning Use\uff08\u89c4\u5212\u4f7f\u7528\uff09\u7b49\u6838\u5fc3\u80fd\u529b\uff0c\u4ee5\u53ca\u5de5\u5177\u8c03\u7528\u80fd\u529b\uff0c\u4ece\u800c\u63a8\u52a8 OpenManus \u5b9e\u73b0\u66f4\u9ad8\u7684\u667a\u80fd\u6d8c\u73b0\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>02 MetaGPT \u56e2\u961f\uff1a \u591a\u5e74\u6280\u672f\u6c89\u6dc0\uff0c\u4e09\u5c0f\u65f6\u590d\u523b Manus<\/h2>\n<p>\u6d2a\u601d\u777f\uff1a\u00a0\u201c\u4e8b\u5b9e\u4e0a\uff0c\u6211\u4eec\u7684\u56e2\u961f\u5728 AI \u573a\u666f\u7684\u81ea\u52a8\u5316\u548c\u667a\u80fd\u4f53\u6846\u67b6\u9886\u57df\u5df2\u7ecf\u79ef\u7d2f\u4e86\u591a\u5e74\u7684\u6280\u672f\u7ecf\u9a8c\u3002\u201d<\/p>\n<p>MetaGPT \u56e2\u961f\u957f\u671f\u81f4\u529b\u4e8e Agent \u6280\u672f\u7684\u7814\u7a76\u548c\u5f00\u6e90\uff0c\u5728\u8fc7\u53bb\u4e24\u5e74\u591a\u7684\u65f6\u95f4\u91cc\uff0c\u6301\u7eed\u5c06\u56e2\u961f\u7684\u7814\u7a76\u6210\u679c\u5f00\u6e90\uff0c\u5e76\u5f62\u6210\u9ad8\u8d28\u91cf\u7684\u5b66\u672f\u8bba\u6587\u548c\u6280\u672f\u62a5\u544a\uff0c\u79ef\u6781\u8d21\u732e\u793e\u533a\u3002\u8fd9\u4e9b\u6210\u679c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>MetaGPT\uff1a\u00a0\u5f00\u521b\u6027\u7684\u591a\u667a\u80fd\u4f53\u5143\u7f16\u7a0b\u6846\u67b6\uff0c\u5960\u5b9a\u4e86\u591a\u667a\u80fd\u4f53\u534f\u540c\u7684\u6838\u5fc3\u601d\u60f3\u3002<\/li>\n<li>Data Interpreter\uff1a\u00a0\u5f3a\u5927\u7684\u6570\u636e\u79d1\u5b66 Agent\uff0c\u5c55\u73b0\u4e86 LLM \u5728\u6570\u636e\u5206\u6790\u9886\u57df\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/li>\n<li>AFlow\uff1a\u00a0\u81ea\u52a8\u5316 Agent \u5de5\u4f5c\u6d41\u751f\u6210\u6846\u67b6\uff0c\u5b9e\u73b0\u4e86 Agent \u7ec4\u5408\u7684\u81ea\u52a8\u63a2\u7d22\u4e0e\u4f18\u5316\u3002<\/li>\n<li>FACT\uff1a\u00a0\u4e0a\u4e0b\u6587\u91cd\u5199\u6280\u672f\uff0c\u6709\u6548\u63d0\u5347\u4e86\u591a\u4e8b\u5b9e\u68c0\u7d22\u7684\u51c6\u786e\u6027\u3002<\/li>\n<li>SELA\uff1a\u00a0\u57fa\u4e8e\u6811\u641c\u7d22\u589e\u5f3a\u7684 LLM Agent\uff0c\u5e94\u7528\u4e8e\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60\uff0c\u663e\u8457\u63d0\u5347\u4e86 AutoML \u7684\u6027\u80fd\u3002<\/li>\n<li>Self-Supervised Prompt Optimization\uff1a\u00a0\u81ea\u76d1\u7763\u63d0\u793a\u8bcd\u4f18\u5316\u65b9\u6cd5\uff0c\u63d0\u5347\u4e86\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u6548\u7387\u548c\u6548\u679c\u3002<\/li>\n<li>SPO (https:\/\/www.modelscope.cn\/studios\/AI-ModelScope\/SPO): \u5f00\u6e90\u7684\u63d0\u793a\u8bcd\u4f18\u5316\u5de5\u5177\uff0c\u9002\u7528\u4e8e\u5c11\u6837\u672c\u6216\u65e0\u660e\u786e\u8bc4\u5206\u7684\u573a\u666f\u3002<\/li>\n<li>Atom of Thoughts for Markov LLM Test-Time Scaling\uff1a\u00a0\u539f\u5b50\u601d\u7ef4\u65b9\u6cd5\uff0c\u63d0\u5347\u4e86 LLM \u5728\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u7684\u63a8\u7406\u80fd\u529b\u3002<\/li>\n<\/ul>\n<p><strong>MetaGPT \u6846\u67b6\uff1a\u591a\u667a\u80fd\u4f53\u534f\u540c\u7684\u57fa\u77f3<\/strong><\/p>\n<p>MetaGPT \u6846\u67b6\u4e8e 2023 \u5e74\u5f00\u6e90\uff0c\u662f\u591a\u667a\u80fd\u4f53\u5143\u7f16\u7a0b\u9886\u57df\u7684\u5148\u9a71\u3002MetaGPT \u56e2\u961f\u8ba4\u4e3a\uff0c\u5c3d\u7ba1\u5f53\u65f6\u7684\u5927\u578b\u6a21\u578b\u5728\u901a\u7528\u4efb\u52a1\u4e0a\u5df2\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u4f46\u8981\u6709\u6548\u89e3\u51b3\u4eba\u7c7b\u793e\u4f1a\u4e2d\u590d\u6742\u7684\u95ee\u9898\uff0c\u4ecd\u7136\u9700\u8981\u5c06\u95ee\u9898\u8fdb\u884c\u539f\u5b50\u5316\u62c6\u89e3\uff0c\u5e76\u878d\u5165\u66f4\u7b26\u5408\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u4e60\u60ef\u7684\u6d41\u7a0b\u3002<\/p>\n<p>\u201c\u5927\u5bb6\u53ef\u80fd\u5bf9\u6807\u51c6\u64cd\u4f5c\u6d41\u7a0b\uff08SOP\uff09\u7684\u6982\u5ff5\u6bd4\u8f83\u719f\u6089\u3002\u901a\u8fc7\u5c06 SOP \u5206\u914d\u7ed9\u4e0d\u540c\u7684\u89d2\u8272\uff0c\u5e76\u5145\u5206\u5229\u7528\u5404\u89d2\u8272\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u5de5\u5177\u80fd\u529b\uff0c\u6211\u4eec\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u5927\u578b\u6a21\u578b\u5728\u590d\u6742\u95ee\u9898\u4e0a\u7684\u8868\u73b0\u3002\u201d \u6d2a\u601d\u777f\u89e3\u91ca\u9053\u3002MetaGPT \u6846\u67b6\u6b63\u662f\u57fa\u4e8e\u8fd9\u4e00\u7406\u5ff5\uff0c\u63d0\u51fa\u4e86\u591a\u667a\u80fd\u4f53\u67b6\u6784\uff0c\u5e76\u5d4c\u5165 SOP\uff0c\u65e8\u5728\u5b9e\u73b0\u667a\u80fd\u4f53\u7684\u5143\u5b66\u4e60\uff08Meta Learning\uff09\u6216\u5143\u7f16\u7a0b\uff08Meta Programming\uff09\u80fd\u529b\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u5728 HumanEval \u548c MBPP \u7b49\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u7684\u63d0\u5347\u6548\u679c\uff0c\u8d85\u8d8a\u4e86\u5f53\u65f6\u7684 GPT-4 \u6a21\u578b\u3002MetaGPT \u56e2\u961f\u8fd8\u5728\u4e00\u4e9b\u5178\u578b\u7684\u8f6f\u4ef6\u5f00\u53d1\u5e94\u7528\u573a\u666f\u4e2d\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u601d\u8def\uff0c\u4f8b\u5982\u7ecf\u5178\u7684 2048 \u5c0f\u6e38\u620f\u548c\u8d2a\u5403\u86c7\u6e38\u620f\u3002\u4e0e\u540c\u671f\u5176\u4ed6\u5f00\u6e90\u6846\u67b6\u76f8\u6bd4\uff0cMetaGPT \u7684\u6574\u4f53\u6210\u529f\u7387\u660e\u663e\u66f4\u9ad8\u3002<\/p>\n<p><strong>Data Interpreter\uff1a\u6570\u636e\u79d1\u5b66\u9886\u57df\u7684\u667a\u80fd\u52a9\u624b<\/strong><\/p>\n<p>\u5728 MetaGPT \u6846\u67b6\u548c\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u57fa\u7840\u4e0a\uff0c\u56e2\u961f\u610f\u8bc6\u5230\u667a\u80fd\u4f53\u8fd8\u9700\u8981\u66f4\u5f3a\u5927\u7684\u89c4\u5212\u80fd\u529b\u548c\u5de5\u5177\u4f7f\u7528\u80fd\u529b\uff0c\u5c24\u5176\u662f\u5728\u89e3\u51b3\u673a\u5668\u5b66\u4e60\u6216\u6570\u636e\u5efa\u6a21\u95ee\u9898\u65f6\uff0c\u5bf9\u5de5\u5177\u4f7f\u7528\u7684\u8981\u6c42\u66f4\u52a0\u7a81\u51fa\u3002<\/p>\n<p>\u4e00\u65b9\u9762\uff0c\u673a\u5668\u5b66\u4e60\/\u6570\u636e\u5efa\u6a21\u6d41\u7a0b\u901a\u5e38\u53ef\u4ee5\u501f\u52a9\u5927\u578b\u6a21\u578b\u7684\u80fd\u529b\u8fdb\u884c\u89c4\u5212\uff0c\u5927\u578b\u6a21\u578b\u53ef\u4ee5\u66f4\u4e13\u6ce8\u4e8e\u4efb\u52a1\u7684\u6267\u884c\u548c\u5b9e\u73b0\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5728\u5904\u7406\u5927\u578b\u8868\u683c\u6570\u636e\u65f6\uff0c\u7531\u4e8e\u5927\u578b\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u9650\u5236\uff0c\u65e0\u6cd5\u76f4\u63a5\u8f93\u5165\u5168\u90e8\u6570\u636e\u3002\u56e0\u6b64\uff0c\u9700\u8981\u667a\u80fd\u4f53\u901a\u8fc7\u4ee3\u7801\u5f62\u5f0f\u4e0e\u6570\u636e\u8fdb\u884c\u4ea4\u4e92\u3002\u57fa\u4e8e\u8fd9\u4e9b\u8003\u8651\uff0cMetaGPT \u56e2\u961f\u4e8e 2023 \u5e74\u4e0b\u534a\u5e74\u5f00\u59cb\u63a2\u7d22\u89c4\u5212\u80fd\u529b\u548c\u5de5\u5177\u4f7f\u7528\u80fd\u529b\uff0c\u5e76\u63a8\u51fa\u4e86 \u201c\u6570\u636e\u89e3\u91ca\u5668\u201d\uff08Data Interpreter\uff09\u8fd9\u4e00\u521b\u65b0\u6210\u679c\u3002<\/p>\n<p>\u5728 <a href=\"https:\/\/www.kdjingpai.com\/en\/devin\/\">Devin<\/a> \u7b49\u9879\u76ee\u5f15\u53d1\u5e7f\u6cdb\u5173\u6ce8\u7684\u65f6\u671f\uff0cMetaGPT \u56e2\u961f\u53d1\u73b0 Data Interpreter \u5728\u6570\u636e\u5efa\u6a21\/\u673a\u5668\u5b66\u4e60\u7b49\u4efb\u52a1\u4e0a\u5df2\u7ecf\u8fbe\u5230\u4e86\u521d\u7ea7\u6570\u636e\u5206\u6790\u5e08\u7684\u6c34\u5e73\u3002\u7528\u6237\u53ea\u9700\u5c06\u6570\u636e\u4ea4\u7ed9 Data Interpreter\uff0c\u5b83\u5c31\u80fd\u72ec\u7acb\u5b8c\u6210\u4ece\u6570\u636e\u9884\u5904\u7406\u5230 NLP\/CV \u6a21\u578b\u8bad\u7ec3\u7b49\u590d\u6742\u7684 AI \u4efb\u52a1\u3002<\/p>\n<p><strong>SELA\uff1a\u589e\u5f3a Agent \u7684\u8c03\u8bd5\u4e0e\u53cd\u9988\u80fd\u529b<\/strong><\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347 Data Interpreter \u7684\u6027\u80fd\uff0cMetaGPT \u56e2\u961f\u8ba4\u4e3a\u9700\u8981\u589e\u5f3a\u667a\u80fd\u4f53\u7684\u8c03\u8bd5\u80fd\u529b\u548c\u5bf9\u5b9e\u9a8c\u7ed3\u679c\u7684\u53cd\u9988\u673a\u5236\u3002\u4e3a\u6b64\uff0c\u56e2\u961f\u5f00\u53d1\u4e86\u540d\u4e3a \u201cSELA\u201d \u7684\u5de5\u4f5c\u3002SELA \u5728 Data Interpreter \u7684\u57fa\u7840\u4e0a\u5f15\u5165\u4e86\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08Monte Carlo Tree Search, MCTS\uff09\u65b9\u6cd5\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u901a\u8fc7\u81ea\u4e3b\u5b9e\u9a8c\u7684\u65b9\u5f0f\uff0c\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u7684\u81ea\u52a8\u4f18\u5316\uff0c\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u591a\u6837\u6027\u63a2\u7d22\uff0c\u5e76\u6839\u636e\u6267\u884c\u7ed3\u679c\u53cd\u9988\u8c03\u6574\u7b56\u7565\u548c\u6c42\u89e3\u6b65\u9aa4\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u6574\u4f53\u4efb\u52a1\u8868\u73b0\u3002<\/p>\n<p>\u901a\u8fc7 SELA \u7684\u589e\u5f3a\uff0cData Interpreter \u5728\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u4e0a\u7684\u80fd\u529b\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\uff0c\u8fbe\u5230\u4e86\u4e0e\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60\uff08AutoML\uff09\u5de5\u5177\u76f8\u5f53\u7684\u6c34\u5e73\uff0c\u5e76\u8d85\u8d8a\u4e86\u5f53\u65f6\u4f18\u79c0\u7684\u5f00\u6e90\u9879\u76ee\uff08\u5982 AIDE\uff09\u3002<\/p>\n<p><strong>AFlow\uff1a\u81ea\u52a8\u5316 Agent \u5de5\u4f5c\u6d41\u751f\u6210<\/strong><\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0cMetaGPT \u56e2\u961f\u8fd8\u57fa\u4e8e\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u6280\u672f\uff0c\u5728\u63d0\u5347\u5927\u578b\u6a21\u578b\u63a8\u7406\u80fd\u529b\u65b9\u9762\u8fdb\u884c\u4e86\u63a2\u7d22\uff0c\u5e76\u7814\u53d1\u4e86 AFlow \u5de5\u4f5c\u3002\u4e0e\u56fa\u5b9a SOP \u7684\u65b9\u6848\u4e0d\u540c\uff0cAFlow \u80fd\u591f\u4e3a\u4e0d\u540c\u7684\u4efb\u52a1\u81ea\u52a8\u641c\u7d22\u6700\u5408\u9002\u7684\u89e3\u51b3\u65b9\u6848\u6d41\u7a0b\u3002<\/p>\n<p>AFlow \u7684\u521b\u65b0\u4e4b\u5904\u5728\u4e8e\uff1a\u5982\u4f55\u9488\u5bf9\u4e0d\u540c\u95ee\u9898\u63d0\u5347\u89e3\u51b3\u6548\u679c\uff1fAFlow \u65e8\u5728\u4f7f\u7cfb\u7edf\u80fd\u591f\u6839\u636e\u95ee\u9898\u53cd\u9988\u81ea\u4e3b\u63a2\u7d22\u6700\u4f18\u7684\u667a\u80fd\u4f53\u7ec4\u5408\uff08\u62d3\u6251\u7ed3\u6784\uff09\uff0c\u6700\u7ec8\u4f7f\u5f97\u89e3\u51b3\u95ee\u9898\u7684\u667a\u80fd\u4f53\u7ec4\u5408\u66f4\u5177\u52a8\u6001\u6027\uff0c\u4e14\u89c4\u6a21\u65e0\u9700\u9884\u5148\u8bbe\u5b9a\u3002<\/p>\n<p>AFlow \u901a\u8fc7\u5b9a\u4e49\u95ee\u9898\u539f\u5b50\u5316\u7684\u641c\u7d22\u7a7a\u95f4\uff0c\u5e76\u5229\u7528\u8499\u7279\u5361\u6d1b\u65b9\u6cd5\u63a2\u7d22\u548c\u4f18\u5316\u591a\u667a\u80fd\u4f53\u7684\u7ec4\u5408\u62d3\u6251\u7ed3\u6784\u3002\u8fd9\u9879\u5de5\u4f5c\u5728\u516d\u4e2a\u6570\u636e\u96c6\u4e0a\u5747\u53d6\u5f97\u4e86 SOTA\uff08State-of-the-art\uff0c\u6700\u5148\u8fdb\uff09 \u7684\u7ed3\u679c\uff0c\u5e76\u83b7\u5f97\u4e86 ICLR 2025 \u7684 Oral \u8ba4\u53ef\uff0c\u5145\u5206\u8bc1\u660e\u4e86\u5176\u6280\u672f\u9886\u5148\u6027\u3002<\/p>\n<p><strong>FACT\uff1a\u63d0\u5347 Agent \u7684\u8bb0\u5fc6\u7ba1\u7406\u80fd\u529b<\/strong><\/p>\n<p>MetaGPT \u56e2\u961f\u8fd8\u6ce8\u610f\u5230\uff0c\u968f\u7740\u667a\u80fd\u4f53\u89e3\u51b3\u95ee\u9898\u6b65\u9aa4\u7684\u589e\u52a0\uff0c\u5176\u8bb0\u5fc6\uff08Memory\uff09\u4f53\u91cf\u4e5f\u4f1a\u968f\u4e4b\u589e\u5927\u3002\u56e0\u6b64\uff0c\u5982\u4f55\u6709\u6548\u7ba1\u7406\u667a\u80fd\u4f53\u5728\u6574\u4e2a\u95ee\u9898\u6c42\u89e3\u8fc7\u7a0b\u4e2d\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u6210\u4e3a\u4e86\u4e9f\u9700\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4e3a\u6b64\uff0c\u56e2\u961f\u63d0\u51fa\u4e86\u540d\u4e3a \u201cFACT\u201d \u7684\u5de5\u4f5c\uff0c\u901a\u8fc7\u591a\u9488\u67e5\u627e\u673a\u5236\u63d0\u5347\u5927\u578b\u6a21\u578b\u5728\u4e8b\u5b9e\u67e5\u627e\u65b9\u9762\u7684\u51c6\u786e\u7387\uff0c\u5e76\u5728\u95ee\u7b54\uff08QA\uff09\u4efb\u52a1\u4e2d\u5c55\u73b0\u4e86\u663e\u8457\u6548\u679c\u3002\u8fd9\u9879\u5de5\u4f5c\u4e5f\u83b7\u5f97\u4e86 NAACL \u7684\u5f55\u7528\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5728\u53bb\u5e74 9 \u6708\u4efd\u5de6\u53f3\uff0cMetaGPT \u56e2\u961f\u8fd8\u5728 SWE-Bench \u4ee3\u7801\u80fd\u529b\u8bc4\u6d4b\u5e73\u53f0\u4e0a\u8fdb\u884c\u4e86\u63a2\u7d22\u3002\u4ed6\u4eec\u53d1\u73b0\uff0c\u5728\u4ee3\u7801\u4fee\u590d\u7b49\u95ee\u9898\u4e0a\uff0cAgent \u9700\u8981\u4f9d\u8d56\u6587\u4ef6\u5b9a\u4f4d\u4e0e\u67e5\u627e\uff0c\u4ee5\u53ca\u8ba1\u7b97\u673a\u4f7f\u7528\u80fd\u529b\uff0c\u540c\u65f6\u4e5f\u5bf9\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u548c\u89c4\u5212\u80fd\u529b\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\u3002\u8bb8\u591a\u7814\u7a76\u5de5\u4f5c\u91c7\u7528\u591a\u667a\u80fd\u4f53\u65b9\u5f0f\u6765\u89e3\u51b3\u8fd9\u7c7b\u957f\u94fe\u590d\u6742\u63a8\u7406\u8fc7\u7a0b\u3002\u56e0\u6b64\uff0cMetaGPT \u56e2\u961f\u4e5f\u5728 SWE-Bench \u7684\u4efb\u52a1\u4e2d\u52a0\u5165\u548c\u4f18\u5316\u4e86\u6587\u4ef6\u5b9a\u4f4d\u3001\u6587\u4ef6\u67e5\u627e\u7b49\u80fd\u529b\uff0c\u8fd9\u4e5f\u6210\u4e3a\u4e86 OpenManus \u4ee3\u7801\u7684\u57fa\u7840\u3002\u67e5\u770b OpenManus \u7684\u4ee3\u7801\u53ef\u4ee5\u53d1\u73b0\uff0c\u5176\u4e2d\u4e0d\u5c11\u5de5\u5177\u90fd\u4e0e\u4ee3\u7801\u4fee\u590d\u548c\u5b9a\u4f4d\u76f8\u5173\u3002<\/p>\n<p><strong>SPO\uff1a\u63d0\u793a\u8bcd\u4f18\u5316\u7684\u5229\u5668<\/strong><\/p>\n<p>SPO \u662f\u4e00\u5957\u5f3a\u5927\u7684\u63d0\u793a\u8bcd\u4f18\u5316\u5de5\u5177\u3002\u4e0e\u4f20\u7edf\u7684\u9700\u8981\u5927\u91cf\u6570\u636e\u96c6\u7684\u4f18\u5316\u65b9\u6cd5\u4e0d\u540c\uff0cSPO \u9002\u7528\u4e8e\u6ca1\u6709\u51c6\u786e\u8bc4\u5206\u6216\u6570\u636e\u96c6\u6709\u9650\u7684\u573a\u666f\u3002\u4f8b\u5982\uff0c\u5728\u64b0\u5199\u5c0f\u7ea2\u4e66\u6587\u6848\u6216\u8fdb\u884c SEO \u4f18\u5316\u65f6\uff0c\u7528\u6237\u53ef\u80fd\u53ea\u6709\u5c11\u91cf\u6ee1\u610f\u7684\u6837\u4f8b\u3002SPO \u80fd\u591f\u5728\u8fd9\u79cd\u6709\u9650\u6837\u4f8b\u6761\u4ef6\u4e0b\u8fdb\u884c\u6709\u6548\u7684\u63d0\u793a\u8bcd\u4f18\u5316\u3002\u8be5\u5de5\u5177\u5df2\u5f00\u6e90\uff0c\u5e76\u5728\u56fd\u5185\u9b54\u642d\u5e73\u53f0\u548c Hugging Face \u4e0a\u83b7\u5f97\u4e86\u826f\u597d\u7684\u7528\u6237\u53cd\u9988\u3002<\/p>\n<p><strong>AOT\uff1a\u539f\u5b50\u601d\u7ef4\u52a9\u529b\u4fe1\u606f\u63a8\u7406<\/strong><\/p>\n<p>AOT\uff08\u539f\u5b50\u601d\u7ef4\uff09\u65b9\u6cd5\u4e3b\u8981\u7528\u4e8e\u95ee\u7b54\u7c7b\u4fe1\u606f\u63a8\u7406\u548c\u6574\u5408\u4efb\u52a1\uff0c\u4f8b\u5982\u4ece\u4e0d\u540c\u6bb5\u843d\u6574\u5408\u4fe1\u606f\u8fdb\u884c\u9605\u8bfb\u7406\u89e3\u3002\u8fd9\u9879\u5de5\u4f5c\u76ee\u524d\u5df2\u83b7\u5f97 35 \u4e07\u7684\u6d4f\u89c8\u91cf\uff0c\u672a\u6765\u5c06\u6574\u5408\u5230 MetaGPT \u6846\u67b6\u4e2d\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u5176\u4fe1\u606f\u5904\u7406\u80fd\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>03 Agent \u7684\u73b0\u5b9e\u6311\u6218\uff1a\u5341\u4e2a\u6838\u5fc3\u95ee\u9898\u5256\u6790<\/h2>\n<p><strong>Q1\uff1a\u5927\u578b\u6a21\u578b\u80fd\u529b\u63d0\u5347\u540e\uff0c\u662f\u5426\u80fd\u5b8c\u5168\u89e3\u51b3\u590d\u6742\u95ee\u9898\uff1f<\/strong><\/p>\n<p>\u6d2a\u601d\u777f\uff1a\u00a0\u201c\u968f\u7740\u5927\u578b\u6a21\u578b\u80fd\u529b\u7684\u63d0\u5347\uff0c\u8bb8\u591a\u95ee\u9898\u7684\u89e3\u51b3\u6210\u529f\u7387\u786e\u5b9e\u4f1a\u63d0\u9ad8\uff0c\u4f46\u95ee\u9898\u672c\u8eab\u5e76\u4e0d\u4f1a\u6d88\u5931\u3002\u201d \u4f8b\u5982\uff0c\u5728 QA \u95ee\u7b54\u3001HumanEval \u548c MBPP \u8fd9\u7c7b\u76f8\u5bf9\u6807\u51c6\u5316\u7684\u5355\u51fd\u6570\u4ee3\u7801\u751f\u6210\u95ee\u9898\u4e0a\uff0c\u76ee\u524d\u7684\u5355\u4e00\u6a21\u578b\u5df2\u7ecf\u80fd\u591f\u8868\u73b0\u5f97\u975e\u5e38\u51fa\u8272\u3002<\/p>\n<p>\u4ece\u53bb\u5e74\u5230\u4eca\u5e74\uff0c\u5927\u578b\u6a21\u578b\u5728\u8fd9\u4e9b\u95ee\u9898\u4e0a\u7684\u6210\u529f\u7387\u5df2\u7ecf\u63a5\u8fd1\u5b9e\u9645\u5e94\u7528\u6c34\u5e73\u3002\u4f46\u540c\u65f6\u4e5f\u5e94\u770b\u5230\uff0c\u4eba\u7c7b\u793e\u4f1a\u4ecd\u7136\u5b58\u5728\u5927\u91cf\u6781\u5176\u590d\u6742\u4e14\u5177\u6709\u957f\u5c3e\u6548\u5e94\u7684\u95ee\u9898\uff0c\u5305\u62ec\u673a\u5668\u5b66\u4e60\u3001\u4ee3\u7801\u4fee\u590d\uff0c\u4ee5\u53ca\u9700\u8981\u901a\u8fc7\u641c\u7d22\u7ec4\u5408\u7ed3\u679c\u624d\u80fd\u63d0\u4f9b\u7ed9\u7528\u6237\u7684\u95ee\u9898\u3002\u8fd9\u4e9b\u9886\u57df\u4ecd\u7136\u9700\u8981\u5927\u91cf\u7684\u6280\u672f\u521b\u65b0\u6765\u63d0\u5347\u5927\u578b\u6a21\u578b\u7684\u8868\u73b0\uff0c\u5c24\u5176\u662f\u5728\u89e3\u51b3\u6a21\u578b\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u65b9\u9762\u3002<\/p>\n<p><strong>Q2\uff1a\u5927\u578b\u6a21\u578b\u80fd\u529b\u63d0\u5347\u4e0e Agent \u6280\u672f\u8fdb\u6b65\u4e4b\u95f4\u662f\u4f55\u79cd\u5173\u7cfb\uff1f<\/strong><\/p>\n<p>\u5411\u52b2\u5b87\uff1a\u00a0\u201cAgent \u4e0e\u5927\u578b\u6a21\u578b\u53ef\u80fd\u662f\u4e00\u79cd\u5782\u76f4\u6216\u6b63\u4ea4\u7684\u5173\u7cfb\u3002\u6846\u67b6\u672c\u8eab\u7684\u63d0\u5347\u4f1a\u56e0\u4e3a\u6a21\u578b\u80fd\u529b\u7684\u63d0\u5347\u800c\u83b7\u5f97\u66f4\u591a\u529f\u80fd\uff0c\u4e24\u8005\u5e76\u4e0d\u51b2\u7a81\u3002\u201d<\/p>\n<p>Agent \u6846\u67b6\u901a\u8fc7\u6269\u5c55\u66f4\u591a\u5de5\u5177\uff0c\u4f7f\u5f97\u5927\u578b\u6a21\u578b\u80fd\u591f\u4e0e\u7269\u7406\u4e16\u754c\u6216\u66f4\u5e7f\u6cdb\u7684\u73af\u5883\u8fdb\u884c\u4ea4\u4e92\u3002\u540c\u65f6\uff0c\u5927\u578b\u6a21\u578b\u81ea\u8eab\u7684\u8fdb\u6b65\u4e5f\u4f1a\u589e\u5f3a\u5176\u63a8\u7406\u548c\u89c4\u5212\u80fd\u529b\u3002\u4e24\u8005\u53ef\u4ee5\u76f8\u4e92\u7ed3\u5408\u4f7f\u7528\uff0c\u4e5f\u53ef\u4ee5\u72ec\u7acb\u53d1\u5c55\u3002<\/p>\n<p>\u201c\u8fd9\u79cd\u5173\u7cfb\u662f\u4e92\u8865\u800c\u975e\u51b2\u7a81\u7684\u3002\u201d \u5411\u52b2\u5b87\u603b\u7ed3\u9053\u3002<\/p>\n<p><strong>Q3. \u5f53\u524d\u7684 Foundation Agent Model \u53d1\u5c55\u5230\u4e86\u4ec0\u4e48\u6c34\u5e73\uff1f<\/strong><\/p>\n<p>\u5411\u52b2\u5b87\uff1a\u00a0\u201c\u6700\u8fd1\u6211\u6070\u597d\u5173\u6ce8\u5230\u4e00\u4e9b\u76f8\u5173\u7814\u7a76\u5de5\u4f5c\uff0c\u867d\u7136\u53ef\u80fd\u4e0d\u5b8c\u5168\u5c5e\u4e8e Foundation Agent Model \u8303\u7574\u3002\u201d<\/p>\n<p>\u4ed6\u63d0\u5230\u4e86 Pan Jiayi \u56e2\u961f\u5728 SWE-GYM \u9879\u76ee\u4e2d\u8fdb\u884c\u7684\u5c1d\u8bd5\uff0c\u8be5\u9879\u76ee\u65e8\u5728\u89e3\u51b3\u4ee3\u7801\u5e93\u4fee\u590d\u95ee\u9898\u3002\u4ed6\u4eec\u5229\u7528\u57fa\u4e8e Claude \u6216 GPT-4o \u7b49\u6a21\u578b\u8fd0\u884c\u540e\u4ea7\u751f\u7684\u6570\u636e\uff0c\u5e76\u501f\u52a9 Openhands \u7b49\u6846\u67b6\u91c7\u96c6 Agent \u8fd0\u884c\u8fc7\u7a0b\u4e2d\u7684\u8f68\u8ff9\u6570\u636e\u3002\u8fd9\u4e9b\u8f68\u8ff9\u6570\u636e\u65e2\u5305\u542b\u6210\u529f\u6848\u4f8b\uff0c\u4e5f\u5305\u542b\u5931\u8d25\u6848\u4f8b\u3002\u4ed6\u4eec\u5c06\u6536\u96c6\u5230\u7684\u8f68\u8ff9\u6570\u636e\u91cd\u65b0\u7528\u4e8e\u8bad\u7ec3 Qwen \u5f00\u6e90\u6a21\u578b\uff0c\u5e76\u89c2\u5bdf\u5230 Qwen \u6a21\u578b\u5728\u7ecf\u8fc7\u8fd9\u79cd\u8bad\u7ec3\u540e\uff0c\u4ee3\u7801\u4fee\u590d\u80fd\u529b\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\u3002\u76f8\u5173\u7814\u7a76\u7ec6\u8282\u5df2\u5728\u8bba\u6587\u4e2d\u8be6\u7ec6\u9610\u8ff0\uff0c\u7814\u7a76\u5185\u5bb9\u624e\u5b9e\u53ef\u9760\u3002<\/p>\n<p>\u201c\u76ee\u524d\u8fd9\u7c7b\u5de5\u4f5c\u7684\u6cdb\u5316\u96be\u70b9\u5728\u4e8e\uff0c\u4f8b\u5982\u5728 SWE-Bench \u8bc4\u6d4b\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u660e\u786e\u5224\u65ad\u4e00\u4e2a\u4efb\u52a1\u662f\u5426\u6b63\u786e\u5b8c\u6210\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u5f88\u591a\u60c5\u51b5\u4e0b\u6211\u4eec\u5f88\u96be\u91cf\u5316\u8bc4\u4f30\u4efb\u52a1\u5b8c\u6210\u7684\u51c6\u786e\u6027\u6216\u8d28\u91cf\uff08\u4f8b\u5982\uff0c\u64b0\u5199\u4e00\u7bc7\u5c0f\u8bf4\u6216\u7b11\u8bdd\uff09\u3002\u201d \u5411\u52b2\u5b87\u6307\u51fa\uff0c \u201c\u5c31\u50cf\u5728\u73b0\u5b9e\u5de5\u4f5c\u573a\u666f\u4e2d\uff0c\u8ba9\u5b9e\u4e60\u751f\u548c\u8d44\u6df1\u5458\u5de5\u540c\u65f6\u5b8c\u6210\u4e00\u9879\u5de5\u4f5c\uff0c\u8981\u5bf9\u4ed6\u4eec\u7684\u8868\u73b0\u8fdb\u884c\u8bc4\u5206\u65f6\uff0c\u5176\u5b9e\u5f88\u96be\u5ba2\u89c2\u5224\u65ad\uff0c\u9700\u8981\u57fa\u4e8e\u5f88\u591a\u4e3b\u89c2\u7684\u4e1a\u52a1\u903b\u8f91\u548c\u6807\u51c6\u6765\u786e\u5b9a\u3002\u8fd9\u79cd\u5f00\u653e\u4efb\u52a1\u4e0b\u7684\u8bc4\u4f30\u53cd\u9988\u81ea\u52a8\u8bbe\u8ba1\uff0c\u4e5f\u662f\u6211\u4eec\u672a\u6765\u63a2\u7d22\u7684\u4e00\u4e2a\u91cd\u8981\u65b9\u5411\u3002\u201d<\/p>\n<p><strong>Q4. Agent \u5728\u89c4\u5212\uff08Planning\uff09\u80fd\u529b\u4e0a\u7684\u8fdb\u6b65\uff0c\u662f\u5426\u4e3b\u8981\u4f9d\u8d56\u4e8e\u5927\u578b\u6a21\u578b\u672c\u8eab\uff1f<\/strong><\/p>\n<p>\u5411\u52b2\u5b87\uff1a\u00a0\u201c\u76ee\u524d\u5728\u89c4\u5212\u65b9\u9762\u7684\u8fdb\u6b65\uff0c\u4e00\u65b9\u9762\u53d6\u51b3\u4e8e\u6a21\u578b\u81ea\u8eab\u80fd\u529b\u7684\u63d0\u5347\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u79bb\u4e0d\u5f00\u5916\u90e8\u7ed3\u6784\u7684\u8f85\u52a9\uff0c\u5373\u5728 Agent \u7684\u5c42\u9762\u52a0\u5165\u66f4\u590d\u6742\u7684\u7ed3\u6784\u8fdb\u884c\u8f85\u52a9\u89c4\u5212\u3002\u201d \u4f8b\u5982\uff0c\u65e9\u671f\u7684 \u201cTree of Thought\u201d\uff08TOT\uff0c\u601d\u7ef4\u6811\uff09\u5de5\u4f5c\uff0c\u901a\u8fc7\u5f15\u5165\u989d\u5916\u7684\u7ed3\u6784\uff0c\u663e\u8457\u589e\u5f3a\u4e86\u6a21\u578b\u5728\u4efb\u52a1\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u8868\u73b0\u3002\u5728\u89c4\u5212\u9886\u57df\uff0c\u540c\u6837\u5b58\u5728\u7c7b\u4f3c\u7684\u5916\u90e8\u7ed3\u6784\u8f85\u52a9\u76f8\u5173\u7814\u7a76\u5de5\u4f5c\u3002<\/p>\n<p><strong>Q5. Agent \u4f7f\u7528\u5916\u90e8\u5de5\u5177\u7684\u96be\u70b9\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>\u6881\u65b0\u5175\uff1a\u00a0\u201c\u76ee\u524d\u5728 OpenManus \u4e2d\uff0c\u6211\u4eec\u4e3b\u8981\u8fd8\u662f\u4f7f\u7528\u4e00\u4e9b\u73b0\u6709\u7684\u5f00\u6e90\u5de5\u5177\uff0c\u4f8b\u5982 Cloud Computer \u548c Browser \u7b49\u3002\u5176\u4ed6\u56e2\u961f\u5728 Browser \u4f7f\u7528\u65b9\u9762\u7684\u7814\u7a76\u8868\u660e\uff0c\u4ec5\u51ed\u8fd9\u4e24\u4e2a\u5de5\u5177\u57fa\u672c\u4e0a\u5c31\u80fd\u5b8c\u6210\u8bb8\u591a\u4efb\u52a1\uff0c\u5df2\u7ecf\u521d\u6b65\u5f62\u6210\u4e86 Manus \u7684\u96cf\u5f62\u3002\u201d<\/p>\n<p>\u6b64\u5916\uff0c\u5173\u4e8e \u201c\u5982\u679c Agent \u60f3\u8981\u4f7f\u7528\u67d0\u4e2a\u5de5\u5177\uff0c\u4f46\u76ee\u524d\u6ca1\u6709\u8fd9\u6837\u7684\u5de5\u5177\u65f6\u201d \u8fd9\u4e2a\u95ee\u9898\uff0c\u6881\u65b0\u5175\u8868\u793a\uff0c\u56e2\u961f\u4e5f\u8bbe\u60f3\u4e86\u672a\u6765\u53ef\u80fd\u4f1a\u589e\u52a0\u4e00\u79cd\u8d4b\u4e88 Agent \u81ea\u884c\u521b\u5efa\u5de5\u5177\u7684\u80fd\u529b\u3002 \u201c\u5f53 Agent \u9700\u8981\u5de5\u5177\u6765\u5b8c\u6210\u67d0\u9879\u4efb\u52a1\u65f6\uff0c\u5982\u679c\u5f53\u524d\u73af\u5883\u4e2d\u6ca1\u6709\u5408\u9002\u7684\u5de5\u5177\uff0c\u5b83\u53ef\u4ee5\u81ea\u884c\u521b\u5efa\u5e76\u4f7f\u7528\u3002\u8fd9\u5c06\u8fdb\u4e00\u6b65\u589e\u5f3a Agent \u7684\u80fd\u529b\u3002\u201d<\/p>\n<p>\u6d2a\u601d\u777f\uff1a\u00a0\u201c\u6211\u8ba4\u4e3a\u5927\u578b\u6a21\u578b\u6216 Agent \u4f7f\u7528\u5de5\u5177\u672c\u8eab\u5e76\u4e0d\u65b0\u5947\u3002\u4f46\u662f\uff0c\u968f\u7740\u5de5\u5177\u6570\u91cf\u7684\u9010\u6b65\u589e\u52a0\uff0c\u6280\u672f\u96be\u70b9\u4e5f\u968f\u4e4b\u800c\u6765\uff1a\u5982\u679c\u6709\u5927\u91cf\u529f\u80fd\u76f8\u4f3c\u7684\u5de5\u5177\uff0cAgent \u5728\u89e3\u51b3\u540c\u4e00\u4efb\u52a1\u65f6\uff0c\u5982\u4f55\u505a\u51fa\u51c6\u786e\u51b3\u7b56\uff0c\u9009\u62e9\u6700\u5408\u9002\u7684\u5de5\u5177\uff0c\u5e76\u907f\u514d\u51b3\u7b56\u9519\u8bef\uff1f\u201d<\/p>\n<p>\u6b64\u5916\uff0c\u5982\u679c\u4e0d\u662f\u4f7f\u7528\u6807\u51c6\u5316\u7684\u5de5\u5177\u63a5\u53e3\uff0c\u800c\u662f\u4f7f\u7528\u81ea\u5b9a\u4e49\u7684\u5de5\u5177\uff0c\u8fd8\u53ef\u80fd\u9762\u4e34\u53e6\u4e00\u4e2a\u95ee\u9898\uff1a\u5de5\u5177\u7684\u53c2\u6570\u5b9a\u4e49\u4e0d\u5408\u7406\u6216\u4e0d\u591f\u660e\u786e\uff0c\u8fd9\u5c06\u5bfc\u81f4\u5927\u578b\u6a21\u578b\u5728\u751f\u6210\u8c03\u7528\u5de5\u5177\u51b3\u7b56\u65f6\u5bb9\u6613\u51fa\u9519\uff0c\u8fdb\u800c\u5f71\u54cd\u5de5\u5177\u7684\u6267\u884c\u6548\u679c\u3002\u8fd9\u4e9b\u90fd\u662f\u5de5\u5177\u4f7f\u7528\u73af\u8282\u4e2d\u9700\u8981\u89e3\u51b3\u7684\u5173\u952e\u95ee\u9898\u3002<\/p>\n<p>\u201c\u53e6\u4e00\u4e2a\u96be\u70b9\u5728\u4e8e\uff0c\u4e0d\u4ec5\u4ec5\u662f\u5de5\u5177\u7684\u9009\u62e9\u548c\u4f7f\u7528\u672c\u8eab\uff0c\u800c\u662f\u4e0a\u4e0b\u6587\u4e2d\u53ef\u80fd\u5305\u542b\u5f88\u591a\u7ec6\u8282\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u7528\u6237\u540c\u65f6\u6253\u5f00\u591a\u4e2a\u7f51\u9875\u65f6\uff0c\u8fd9\u4e9b\u7f51\u9875\u4e0a\u7684\u4fe1\u606f\u548c\u6570\u636e\uff08\u6bd4\u5982\u67d0\u4e2a\u7b80\u5386\u4e0a\u7684\u65f6\u95f4\u3001\u53e6\u4e00\u4e2a\u7f51\u9875\u4e2d\u63d0\u53ca\u7684\u4e8b\u4ef6\u8d77\u59cb\u65f6\u95f4\uff09\uff0cAgent \u5728\u6574\u5408\u751f\u6210\u6700\u7ec8\u7ed3\u679c\u65f6\u53ef\u80fd\u4f1a\u9020\u6210\u6df7\u6dc6\u6216\u9519\u8bef\u3002\u5982\u4f55\u786e\u4fdd Agent \u5728\u4f7f\u7528\u5de5\u5177\u65f6\u51c6\u786e\u5730\u5904\u7406\u8fd9\u4e9b\u7ec6\u8282\u4fe1\u606f\uff0c\u4e5f\u662f\u5b9e\u9645\u5e94\u7528\u4e2d\u9700\u8981\u91cd\u70b9\u89e3\u51b3\u7684\u95ee\u9898\u3002\u201d \u6d2a\u601d\u777f\u8865\u5145\u9053\u3002<\/p>\n<p><strong>Q6. MCP \u7b49\u534f\u8bae\u5728\u5de5\u5177\u4f7f\u7528\u65b9\u9762\u4f1a\u6210\u4e3a\u4e3b\u6d41\u5417\uff1f<\/strong><\/p>\n<p>\u6881\u65b0\u5175\uff1a\u00a0\u201cMCP \u534f\u8bae\u76ee\u524d\u6b63\u5728\u9010\u6e10\u6210\u4e3a\u4e3b\u6d41\u3002\u201d<\/p>\n<p>\u5de5\u5177\u4f7f\u7528\u80fd\u529b\uff0c\u5b9e\u9645\u4e0a\u53d6\u51b3\u4e8e\u6a21\u578b\u672c\u8eab\u662f\u5426\u5177\u5907\u826f\u597d\u7684\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u3002\u56e0\u4e3a\u67d0\u4e9b\u6a21\u578b\u53ef\u80fd\u5e76\u4e0d\u5177\u5907\u5de5\u5177\u4f7f\u7528\u80fd\u529b\uff0c\u6216\u8005\u8fd9\u65b9\u9762\u80fd\u529b\u8f83\u5f31\uff0c\u5728\u4f7f\u7528\u5de5\u5177\u65f6\u6548\u679c\u5c31\u4f1a\u53d7\u5230\u9650\u5236\u3002\u56e0\u6b64\uff0c\u5de5\u5177\u534f\u8bae\u7684\u666e\u53ca\u4e0e\u6a21\u578b\u81ea\u8eab\u5177\u5907\u8f83\u5f3a\u7684\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u5bc6\u5207\u76f8\u5173\u3002<\/p>\n<p><strong>Q7. Agent \u5728\u5904\u7406\u6d77\u91cf\u4e0a\u4e0b\u6587\uff08Memory \u7ba1\u7406\uff09\u65f6\u6709\u54ea\u4e9b\u8fdb\u5c55\u548c\u96be\u70b9\uff1f<\/strong><\/p>\n<p>\u6d2a\u601d\u777f\uff1a\u00a0\u201c\u76ee\u524d\u5927\u5bb6\u53ef\u80fd\u5df2\u7ecf\u4e86\u89e3\u4e00\u4e9b\u76f8\u5173\u7814\u7a76\u5de5\u4f5c\uff0c\u4f8b\u5982 MemoryGPT \u6216\u5f00\u6e90\u9879\u76ee Mem0\uff0c\u5b83\u4eec\u90fd\u9488\u5bf9\u8f83\u957f\u7684\u4e0a\u4e0b\u6587\u548c Agent \u7684\u8bb0\u5fc6\u7ba1\u7406\u8fdb\u884c\u4e86\u4e00\u4e9b\u4f18\u5316\u548c\u5904\u7406\u3002\u201d<\/p>\n<p>\u4f8b\u5982\uff0cMemoryGPT \u5bf9\u4e00\u5b9a\u957f\u5ea6\u7684\u4e0a\u4e0b\u6587\u8fdb\u884c\u603b\u7ed3\uff0c\u8fd9\u662f\u4e00\u79cd\u975e\u5e38\u6734\u7d20\u4f46\u6709\u6548\u7684\u601d\u8def\u3002Mem0 \u5219\u5728\u8bb0\u5fc6\u66f4\u65b0\u8fc7\u7a0b\u4e2d\u4e3b\u52a8\u4f7f\u7528\u5de5\u5177\uff0c\u6d89\u53ca\u8bb0\u5fc6\u5220\u9664\u3001\u8bb0\u5fc6\u66f4\u65b0\u548c\u65b0\u589e\u7b49\u64cd\u4f5c\u3002<\/p>\n<p>\u201c\u76ee\u524d\uff0cAgent \u5728\u5904\u7406\u590d\u6742\u3001\u957f\u7a0b\u4efb\u52a1\uff08\u4f8b\u5982\u6d4f\u89c8\u7f51\u9875\u65f6\uff0c\u7f51\u9875\u4fe1\u606f\u53ef\u80fd\u975e\u5e38\u957f\uff09\u65f6\uff0c\u5982\u4f55\u538b\u7f29\u4e0a\u4e0b\u6587\u5e76\u5b58\u50a8\u5230\u8bb0\u5fc6\u4e2d\uff0c\u662f\u4e00\u4e2a\u6781\u5177\u6311\u6218\u6027\u7684\u95ee\u9898\uff0c\u5e76\u4e14\u8981\u786e\u4fdd\u538b\u7f29\u540e\u5173\u952e\u7684\u4fe1\u606f\u4e0d\u4f1a\u88ab\u4fee\u6539\u6216\u9057\u6f0f\u3002\u201d \u6d2a\u601d\u777f\u6307\u51fa\uff0c \u201c\u65e9\u671f\u7684\u4e00\u4e9b\u7814\u7a76\u5de5\u4f5c\u8868\u660e\uff0c\u8bb0\u5fc6\u4f1a\u968f\u7740\u65f6\u95f4\u6216\u4efb\u52a1\u6b65\u9aa4\u7684\u589e\u52a0\u800c\u6d88\u9000\u3002\u201d<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u4eba\u7c7b\u7684\u8bb0\u5fc6\u5b58\u5728\u591a\u79cd\u7c7b\u578b\uff0c\u4e0d\u4ec5\u4ec5\u662f\u8bed\u4e49\u4fe1\u606f\u7684\u8bb0\u5fc6\uff0c\u8fd8\u5305\u62ec\u5de5\u5177\u4f7f\u7528\u65f6\u4ea7\u751f\u7684\u7a0b\u5e8f\u6027\u8bb0\u5fc6\uff0c\u4ee5\u53ca\u4e8b\u4ef6\u5173\u8054\u5173\u7cfb\u7684\u8bb0\u5fc6\u3002\u5b66\u672f\u754c\u4e5f\u9488\u5bf9\u4e0d\u540c\u7684\u8bb0\u5fc6\u7c7b\u578b\u5206\u522b\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n<p>\u4ee5\u4e0a\u8ba8\u8bba\u7684\u662f\u5355\u4e2a Agent \u7684\u8bb0\u5fc6\u7ba1\u7406\u60c5\u51b5\u3002\u800c\u5728\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\uff0c\u53ef\u4ee5\u66f4\u5de7\u5999\u5730\u5229\u7528\u8bb0\u5fc6\u3002\u9664\u4e86\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u9694\u79bb\u8bb0\u5fc6\u5916\uff0c\u4eba\u4eec\u8fd8\u5e0c\u671b\u590d\u7528\u5176\u4ed6 Agent \u5728\u89e3\u51b3\u95ee\u9898\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u8bb0\u5fc6\uff0c\u4ee5\u589e\u5f3a\u81ea\u8eab\u5904\u7406\u7279\u5b9a\u4efb\u52a1\u7684\u7ecf\u9a8c\u3002\u6b64\u5916\uff0cAgent \u8fd8\u53ef\u4ee5\u4e0d\u65ad\u8fdb\u5316\uff0c\u590d\u7528\u7fa4\u4f53\u89e3\u51b3\u95ee\u9898\u7684\u7ecf\u9a8c\uff0c\u6700\u7ec8\u5f62\u6210\u4e00\u79cd\u7fa4\u4f53\u667a\u80fd\u3002<\/p>\n<p>\u6881\u65b0\u5175\uff1a\u00a0\u201c\u8bb0\u5fc6\u7ba1\u7406\u7684\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\u6210\u672c\u3002\u201d \u5982\u679c\u4e0d\u8003\u8651\u8bb0\u5fc6\u7ba1\u7406\uff0c\u4e0d\u505a\u538b\u7f29\u548c\u4efb\u4f55\u5904\u7406\uff0c\u76f4\u63a5\u4f7f\u7528\u5b8c\u6574\u7684\u8bb0\u5fc6\uff0c\u76ee\u524d\u7684\u5927\u578b\u6a21\u578b\u4ecd\u7136\u53ef\u4ee5\u5904\u7406\uff0c\u4f46\u8fd9\u5e26\u6765\u7684\u95ee\u9898\u5e76\u975e\u6027\u80fd\u4e0b\u964d\uff0c\u800c\u662f\u5904\u7406\u65f6\u95f4\u548c\u6210\u672c\u4f1a\u663e\u8457\u589e\u52a0\uff0c\u4e25\u91cd\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u8bb0\u5fc6\u7ba1\u7406\u95ee\u9898\u6d89\u53ca\u5de5\u7a0b\u5c42\u9762\u7684\u4f18\u5316\u3002\u76ee\u524d\u5df2\u7ecf\u6709\u4e00\u4e9b\u516c\u53f8\u6216\u7ec4\u7ec7\u5728\u5c1d\u8bd5\u4f18\u5316\u8bb0\u5fc6\u7ba1\u7406\u65b9\u6848\u3002<\/p>\n<p>\u201c\u5f53\u524d\u89e3\u51b3\u8bb0\u5fc6\u7ba1\u7406\u95ee\u9898\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u91c7\u7528\u591a\u667a\u80fd\u4f53\u6216\u5de5\u5177\u8f85\u52a9\u7684\u65b9\u5f0f\u3002\u4f8b\u5982\uff0c\u5728 OpenManus \u7b49\u6846\u67b6\u4e2d\uff0c\u901a\u5e38\u4f1a\u901a\u8fc7\u89c4\u5212\u5de5\u5177\u5148\u751f\u6210\u4efb\u52a1\u8ba1\u5212\uff0c\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u5b50\u4efb\u52a1\uff0c\u6bcf\u4e2a\u5b50\u4efb\u52a1\u4e4b\u95f4\u7684\u8bb0\u5fc6\u4e0d\u5b8c\u5168\u5171\u4eab\uff0c\u5e76\u5728\u4efb\u52a1\u6267\u884c\u5b8c\u6bd5\u540e\u8fdb\u884c\u603b\u7ed3\u6216\u538b\u7f29\u5904\u7406\u3002\u201d \u6881\u65b0\u5175\u89e3\u91ca\u9053\u3002<\/p>\n<p><strong>Q8. Agent \u5728\u5546\u4e1a\u5316\u843d\u5730\u65b9\u9762\u6700\u7ec8\u4f1a\u6bd4\u62fc\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>\u6d2a\u601d\u777f\uff1a\u00a0\u201c\u6211\u8ba4\u4e3a\u6700\u91cd\u8981\u7684\u662f\u5c06\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u4efb\u52a1\u548c\u6548\u679c\uff0c\u5305\u62ec\u4e2a\u6027\u5316\u7684\u529f\u80fd\uff0c\u505a\u5230\u6781\u81f4\u3002\u201d \u76ee\u524d\u5b66\u672f\u754c\u7684\u8bb8\u591a\u7814\u7a76\u5de5\u4f5c\uff0c\u65e0\u8bba\u662f\u9488\u5bf9 SWEBench\u3001GAIA \u8fd8\u662f\u5176\u4ed6\u7684 Agent \u6d4b\u8bd5\u4efb\u52a1\uff0c\u4efb\u52a1\u6210\u529f\u7387\u4ecd\u7136\u6709\u9650\u3002\u5982\u679c\u5c06\u8fd9\u79cd\u76f8\u5bf9\u5fae\u5c0f\u7684\u4efb\u52a1\u6807\u51c6\u5bf9\u5e94\u5230\u771f\u5b9e\u7684\u5546\u4e1a\u573a\u666f\u4e2d\uff0c\u9762\u5bf9\u4e0d\u540c\u7528\u6237\u548c\u4e0d\u540c\u96be\u5ea6\u7684\u95ee\u9898\uff0c\u76ee\u524d\u7684 Agent \u6210\u529f\u7387\u8fd8\u76f8\u5f53\u53d7\u9650\u3002<\/p>\n<p>\u201c\u56e0\u6b64\uff0c\u65e0\u8bba\u662f\u7f16\u7a0b\u4efb\u52a1\uff0c\u8fd8\u662f\u6570\u636e\u6536\u96c6\u548c\u62a5\u544a\u751f\u6210\u4efb\u52a1\uff0c\u5982\u679c\u80fd\u591f\u9488\u5bf9\u5404\u79cd\u5404\u6837\u7684\u7528\u6237\u95ee\u9898\u548c\u573a\u666f\u505a\u5230\u6781\u81f4\uff0c\u5c06\u6210\u529f\u7387\u63d0\u5347\u5230\u4ee4\u4eba\u6ee1\u610f\u7684\u7a0b\u5ea6\uff0c\u771f\u6b63\u5b9e\u73b0 Agent \u8fbe\u5230\u4eba\u4eec\u5f53\u524d\u6240\u671f\u671b\u7684\u884c\u52a8\u80fd\u529b\uff0c\u6211\u76f8\u4fe1\u7528\u6237\u4f1a\u6301\u7eed\u4f7f\u7528 Agent\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u65e5\u5e38\u7684\u52a9\u624b\u548c\u5de5\u5177\u3002\u201d \u6d2a\u601d\u777f\u5f3a\u8c03\u3002<\/p>\n<p><strong>Q9. \u5f53\u524d Manus\u3001OpenManus \u7b49 Agent \u6210\u672c\u8f83\u9ad8\uff0c\u5982\u4f55\u8fdb\u4e00\u6b65\u964d\u4f4e\u6210\u672c\u3001\u63d0\u9ad8\u6548\u7387\uff1f<\/strong><\/p>\n<p>\u6d2a\u601d\u777f\uff1a\u00a0\u201c\u9996\u5148\uff0c\u5927\u91cf\u7684\u5e94\u7528\u5382\u5546\uff0c\u5305\u62ec\u6211\u4eec\u81ea\u5df1\u5728\u5185\uff0c\u90fd\u4f1a\u5bf9 Token \u6d88\u8017\u8fdb\u884c\u4f18\u5316\u3002\u65e0\u8bba\u662f\u5728\u5de5\u7a0b\u5c42\u9762\u901a\u8fc7\u7f13\u5b58\uff0c\u8fd8\u662f\u8bb0\u5fc6\u538b\u7f29\u6280\u672f\uff0c\u76ee\u6807\u90fd\u662f\u5c3d\u53ef\u80fd\u51cf\u5c11\u6bcf\u6b21 API \u8c03\u7528\u65f6\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u8fd9\u662f\u5728\u5e94\u7528\u5c42\u9762\u6301\u7eed\u4f18\u5316\u7684\u65b9\u5411\u3002\u201d<\/p>\n<p>\u201c\u6b64\u5916\uff0c\u672a\u6765\u5927\u5bb6\u5f88\u53ef\u80fd\u4f1a\u90e8\u7f72\u5927\u91cf\u5c0f\u578b\u6a21\u578b\uff0c\u57fa\u4e8e\u5df2\u6709\u6570\u636e\u8fdb\u884c\u5fae\u8c03\u6216\u5f3a\u5316\u5b66\u4e60\uff0c\u4e13\u6ce8\u4e8e\u4f18\u5316\u67d0\u4e9b\u7279\u5b9a\u8282\u70b9\u6216\u5de5\u5177\u7684\u4f7f\u7528\u80fd\u529b\u3002\u901a\u8fc7\u96c6\u6210\u591a\u4e2a\u5c0f\u578b\u6a21\u578b\u7684\u80fd\u529b\uff0c\u6709\u671b\u5b9e\u73b0\u5b8c\u6574\u751a\u81f3\u8d85\u8d8a\u5927\u578b\u6a21\u578b\u7684\u6548\u679c\u3002\u8fd9\u6837\u5c31\u53ef\u4ee5\u5728\u63a8\u7406\u901f\u5ea6\u3001Token \u6d88\u8017\u548c\u8d39\u7528\u65b9\u9762\u53d6\u5f97\u663e\u8457\u7684\u6210\u672c\u4f18\u52bf\u3002\u201d \u6d2a\u601d\u777f\u8865\u5145\u9053\u3002<\/p>\n<p><strong>Q10. \u5982\u4f55\u8bc4\u4f30\u591a\u667a\u80fd\u4f53\u7684\u5546\u4e1a\u524d\u666f\uff1f<\/strong><\/p>\n<p>\u6d2a\u601d\u777f\uff1a\u00a0\u201c\u9996\u5148\uff0c\u6211\u4eec\u8ba4\u4e3a\u5728\u4ee3\u7801\u751f\u6210\u9886\u57df\uff0c\u65e0\u8bba\u662f\u5355\u4e2a Agent \u8fd8\u662f\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u90fd\u6709\u671b\u66f4\u65e9\u5b9e\u73b0\u5546\u4e1a\u843d\u5730\u3002\u201d<\/p>\n<p>\u201c\u6211\u4eec\u53d1\u73b0\uff0c\u5927\u91cf\u7528\u6237\u867d\u7136\u7f16\u7a0b\u6c34\u5e73\u4e00\u822c\uff0c\u4f46\u4e86\u89e3\u4e00\u4e9b\u57fa\u672c\u6982\u5ff5\uff0c\u5f53\u4ed6\u4eec\u60f3\u8981\u81ea\u884c\u642d\u5efa\u4e2a\u4eba\u7f51\u7ad9\u6216\u7b80\u5355\u7684\u5e94\u7528\u7a0b\u5e8f\u65f6\uff0c\u975e\u5e38\u9700\u8981\u667a\u80fd\u4f53\u6216\u5927\u578b\u6a21\u578b\u7684\u8f85\u52a9\u3002\u5982\u679c\u7528\u6237\u76f4\u63a5\u4f7f\u7528\u5927\u578b\u6a21\u578b\uff0c\u53ef\u80fd\u9700\u8981\u591a\u8f6e\u4ea4\u4e92\u548c\u7e41\u7410\u7684\u8c03\u8bd5\u8fc7\u7a0b\u3002\u4f46\u5982\u679c\u4f7f\u7528\u4ea7\u54c1\u5316\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u80fd\u53d8\u5f97\u66f4\u52a0\u8f7b\u677e\u3002\u7528\u6237\u53ef\u80fd\u53ea\u9700\u8981\u82b1\u8d39 15 \u5206\u949f\u6216\u534a\u5c0f\u65f6\uff0c\u751a\u81f3\u5305\u62ec\u540e\u7eed\u7684\u9700\u6c42\u53d8\u66f4\uff0c\u4e5f\u80fd\u5feb\u901f\u83b7\u5f97\u4ee4\u4eba\u6ee1\u610f\u7684\u7f51\u7ad9\u6216\u5e94\u7528\u3002\u201d<\/p>\n<p>\u201c\u56e0\u6b64\uff0c\u6211\u8ba4\u4e3a\u5728\u771f\u6b63\u6709\u6548\u89e3\u51b3\u7528\u6237\u5b9e\u9645\u9700\u6c42\u65b9\u9762\uff0c\u591a\u667a\u80fd\u4f53\u7684\u5546\u4e1a\u524d\u666f\u662f\u660e\u786e\u4e14\u5f3a\u70c8\u7684\uff0c\u4ee3\u7801\u751f\u6210\u4e5f\u662f Agent \u6280\u672f\u76ee\u524d\u80fd\u591f\u8f83\u597d\u89e3\u51b3\u7684\u573a\u666f\u3002\u76ee\u524d\u7528\u6237\u5728\u8fd9\u65b9\u9762\u7684\u4ed8\u8d39\u610f\u613f\u4e5f\u76f8\u5bf9\u8f83\u9ad8\u3002\u201d \u6d2a\u601d\u777f\u603b\u7ed3\u9053\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>04 Agent \u5546\u4e1a\u5316\uff1a\u4ee3\u7801\u751f\u6210\u7387\u5148\u7834\u5c40<\/h2>\n<p><strong>Q1. \u80fd\u5426\u7b80\u5355\u4ecb\u7ecd\u4e00\u4e0b MGX \u8fd9\u6b3e\u591a\u667a\u80fd\u4f53\u4ea7\u54c1\uff1f<\/strong><\/p>\n<p>\u6d2a\u601d\u777f\uff1a\u00a0\u201c\u5982\u679c\u5927\u5bb6\u719f\u6089 MetaGPT\uff0c\u5c31\u4f1a\u4e86\u89e3 <a href=\"https:\/\/www.kdjingpai.com\/en\/mgx\/\">MGX<\/a> \u662f\u4e00\u6b3e\u591a\u667a\u80fd\u4f53\u540c\u65f6\u5728\u7ebf\u534f\u4f5c\uff0c\u5e2e\u52a9\u7528\u6237\u89e3\u51b3\u95ee\u9898\u7684\u4ea7\u54c1\u3002\u7528\u6237\u53ea\u9700\u50cf\u4f7f\u7528 <a href=\"https:\/\/www.kdjingpai.com\/en\/chatgpt-6\/\">ChatGPT<\/a> \u4e00\u6837\u8f93\u5165\u9700\u6c42\uff0c\u4fbf\u4f1a\u6709\u4e00\u4e2a\u5f3a\u5927\u7684\u667a\u80fd\u4f53\u5bf9\u4efb\u52a1\u8fdb\u884c\u62c6\u89e3\uff0c\u518d\u5c06\u4efb\u52a1\u5206\u53d1\u5230\u4e0d\u540c\u7684\u667a\u80fd\u4f53\u53bb\u6267\u884c\u3002\u201d<\/p>\n<p>\u201c\u6574\u4e2a\u4ea7\u54c1\u76ee\u524d\u4e3b\u8981\u4e13\u6ce8\u4e8e\u4ee3\u7801\u751f\u6210\u9886\u57df\u3002\u4f8b\u5982\uff0c\u7528\u6237\u60f3\u8981\u521b\u5efa\u4e2a\u4eba\u7f51\u7ad9\u3001\u6e38\u620f\u6216\u6570\u636e\u5206\u6790\u5e94\u7528\u7a0b\u5e8f\u7b49\uff0c\u6211\u4eec\u7684\u667a\u80fd\u4f53\u90fd\u53ef\u4ee5\u5f88\u597d\u5730\u5b8c\u6210\u4efb\u52a1\u3002\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u968f\u65f6\u4fee\u6539\u9700\u6c42\uff0c\u4f8b\u5982\u8c03\u6574\u524d\u7aef\u9879\u76ee\u7684\u98ce\u683c\u3001\u6392\u7248\u6216\u5e03\u5c40\uff0c\u6211\u4eec\u7684\u667a\u80fd\u4f53\u4e5f\u80fd\u591f\u5f88\u81ea\u7136\u5730\u5b8c\u6210\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u5f00\u53d1\u6210\u672c\u3002\u201d<\/p>\n<p>\u4e0e Manus \u548c OpenManus \u7b49\u4ea7\u54c1\u4e0d\u540c\u7684\u662f\uff0cMGX \u5177\u5907\u81ea\u52a8\u90e8\u7f72\u80fd\u529b\u3002\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u8f6f\u4ef6\u4f1a\u81ea\u52a8\u90e8\u7f72\uff0c\u7528\u6237\u53ef\u4ee5\u5b9e\u65f6\u9884\u89c8\u548c\u8c03\u6574\u6548\u679c\u3002\u6b64\u5916\uff0cMGX \u4ea7\u54c1\u4e2d\u7684\u6bcf\u4e2a\u667a\u80fd\u4f53\u4e5f\u90fd\u5177\u5907\u4e4b\u524d\u63d0\u5230\u7684\u8ba1\u7b97\u673a\u5de5\u5177\u8c03\u7528\u3001\u6d4f\u89c8\u5668\u5de5\u5177\u8c03\u7528\uff0c\u4ee5\u53ca\u89c4\u5212\u548c\u4ee3\u7801\u6267\u884c\u80fd\u529b\u3002<\/p>\n<p>\u201c\u6211\u4eec\u5185\u90e8\u4e5f\u5728\u63a2\u7d22\u5bf9\u8bbe\u8ba1\u6216\u6570\u636e\u53ef\u89c6\u5316\u6548\u679c\u8fdb\u884c\u7f8e\u5b66\u8bc4\u4f30\uff0c\u672a\u6765\u53ef\u80fd\u4f1a\u5f62\u6210\u76f8\u5e94\u7684 Benchmark\uff0c\u5e2e\u52a9\u5927\u578b\u6a21\u578b\u6216 Agent \u5b66\u4e60\u8bc4\u4f30\u751f\u6210\u7684\u9875\u9762\u6216\u6570\u636e\u4eea\u8868\u76d8\u662f\u5426\u7b26\u5408\u7528\u6237\u9884\u671f\u548c\u5ba1\u7f8e\u6807\u51c6\u3002\u201d \u6d2a\u601d\u777f\u900f\u9732\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f MGX \u751f\u6210\u7684\u4e00\u4e9b\u7f51\u7ad9\u793a\u4f8b\uff1a<\/p>\n<p>\u4e2a\u4eba\u7f51\u7ad9\uff1a<\/p>\n<ul>\n<li>https:\/\/alex-portfolio-yhx5c3-v1.mgx.world\/<\/li>\n<li>https:\/\/photographer-portfolio-myuf2t-v1.mgx.world<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-28529\" title=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-1.jpg\" alt=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-2\" width=\"1080\" height=\"513\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-1.jpg 1080w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-1-768x365.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-1-18x9.jpg 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-28530\" title=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-2.jpg\" alt=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-3\" width=\"1080\" height=\"559\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-2.jpg 1080w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-2-768x398.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-2-18x9.jpg 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e2a\u4eba\u535a\u5ba2\uff1a<\/p>\n<ul>\n<li>https:\/\/personal-blog-v7amdv-v2.mgx.world<\/li>\n<li>https:\/\/cute-cartoon-blog-p58801-v1.mgx.world<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-28531\" title=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-3.jpg\" alt=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-4\" width=\"1080\" height=\"537\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-3.jpg 1080w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-3-768x382.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-3-18x9.jpg 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-28532\" title=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-4.jpg\" alt=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-5\" width=\"1080\" height=\"559\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-4.jpg 1080w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-4-768x398.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-4-18x9.jpg 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e2a\u4eba\u540d\u7247\uff1a<\/p>\n<ul>\n<li>https:\/\/portfolio-dveerm-v1.mgx.world<\/li>\n<li>https:\/\/emma-anderson-homepage-8rnqm6-v1.mgx.world<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-28533\" title=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-5.jpg\" alt=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-6\" width=\"1080\" height=\"537\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-5.jpg 1080w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-5-768x382.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-5-18x9.jpg 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-28534\" title=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-7\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-6.jpg\" alt=\"OpenManus\u6838\u5fc3\u4f5c\u8005\u5206\u4eab\uff0c\u5982\u4f55\u5728\u4e09\u5c0f\u65f6\u5b8c\u6210\u7684 Agent \u6846\u67b6-7\" width=\"1080\" height=\"559\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-6.jpg 1080w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-6-768x398.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/4c9184f37cff01b-6-18x9.jpg 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p><strong>Q2. 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