{"id":6895,"date":"2025-06-13T09:13:48","date_gmt":"2025-06-13T09:13:48","guid":{"rendered":"http:\/\/nxhdyxdsj.com\/?p=6895"},"modified":"2025-06-13T09:13:48","modified_gmt":"2025-06-13T09:13:48","slug":"%e8%81%8a%e9%80%8f-agent%ef%bc%8c%e5%ae%83%e6%98%af%e3%80%8c%e5%90%8c%e4%ba%8b%e3%80%8d%e8%bf%98%e6%98%af%e3%80%8c%e5%b7%a5%e5%85%b7%e3%80%8d%ef%bc%8c%e5%88%9b%e4%b8%9a%e6%9c%ba%e4%bc%9a%e5%92%8c","status":"publish","type":"post","link":"http:\/\/nxhdyxdsj.com\/?p=6895","title":{"rendered":"\u804a\u900f Agent\uff0c\u5b83\u662f\u300c\u540c\u4e8b\u300d\u8fd8\u662f\u300c\u5de5\u5177\u300d\uff0c\u521b\u4e1a\u673a\u4f1a\u548c\u4ef7\u503c\u7a76\u7adf\u662f\u4ec0\u4e48\uff1f"},"content":{"rendered":"<p><\/p>\n<p style=\"text-align: left\">2025 \u5e74\uff0c\u662f Agent \u6309\u4e0b\u52a0\u901f\u952e\u7684\u4e00\u5e74\u3002<\/p>\n<p style=\"text-align: left\">\u4ece\u5e74\u521d DeepSeek \u5f15\u53d1\u7684\u60ca\u53f9\uff0c\u5230 GPT-4o \u548c Claude 3.5 \u63a5\u8fde\u767b\u573a\uff0c\u5927\u6a21\u578b\u7684\u8fb9\u754c\u4e00\u6b21\u6b21\u88ab\u91cd\u5199\u3002\u4f46\u771f\u6b63\u8ba9 AI \u4ea7\u4e1a\u94fe\u795e\u7ecf\u7ef7\u7d27\u7684\uff0c\u4e0d\u662f\u6a21\u578b\u7684\u6027\u80fd\u8fed\u4ee3\uff0c\u800c\u662f Agent \u7684\u6a2a\u7a7a\u51fa\u4e16\u3002<\/p>\n<p style=\"text-align: left\">Manus\u3001Devin \u7b49\u4ea7\u54c1\u7684\u7206\u706b\uff0c\u90fd\u5728\u91cd\u7533\u4e00\u4e2a\u5171\u8bc6\uff1a <span style=\"font-weight: bold\">\u5927\u6a21\u578b\u5c06\u4e0d\u518d\u53ea\u662f\u5de5\u5177\uff0c\u800c\u662f\u8981\u6210\u4e3a\u53ef\u4ee5\u81ea\u6211\u8c03\u5ea6\u7684\u667a\u80fd\u4f53 <\/span>\u3002<\/p>\n<p style=\"text-align: left\">Agent \u7531\u6b64\u6210\u4e3a\u7ee7\u5927\u6a21\u578b\u4e4b\u540e\uff0c\u5168\u7403\u79d1\u6280\u5708\u6700\u5feb\u5f62\u6210\u5171\u8bc6\u7684\u7b2c\u4e8c\u4e2a\u98ce\u53e3\u3002<\/p>\n<p style=\"text-align: left\">\u4ece\u5de8\u5934\u7684\u6218\u7565\u91cd\u6784\u5230\u521b\u4e1a\u8d5b\u9053\u7684\u5feb\u901f\u8ddf\u8fdb\uff0cAgent \u6b63\u6210\u4e3a\u4e0b\u4e00\u4e2a\u5168\u6c11\u4e0b\u6ce8\u7684\u65b9\u5411\u3002\u4f46\u5728 C \u7aef\u4ea7\u54c1\u5bc6\u96c6\u6d8c\u73b0\u3001\u5f00\u53d1\u8005\u4e3a\u5176\u72c2\u70ed\u7684\u540c\u65f6\uff0c\u771f\u6b63\u8dd1\u901a\u7528\u6237\u4ef7\u503c\u95ed\u73af\u7684\u9879\u76ee\u5374\u51e4\u6bdb\u9e9f\u89d2\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4ea7\u54c1\u9677\u5165\u4e86\u300c\u7528\u8001\u9700\u6c42\u5957\u65b0\u6280\u672f\u300d\u7684\u7126\u8651\u3002<\/p>\n<p style=\"text-align: left\">\u70ed\u6d6a\u8fc7\u540e\uff0c\u5e02\u573a\u4e5f\u56de\u5f52\u51b7\u9759\uff1aAgent \u7a76\u7adf\u662f\u4e00\u573a\u8303\u5f0f\u7684\u91cd\u6784\uff0c\u8fd8\u662f\u4e00\u6b21\u65b0\u7684\u5305\u88c5\uff1f\u6240\u8c13\u300c\u901a\u7528\u300d\u4e0e\u300c\u5782\u76f4\u300d\u7684\u8def\u5f84\u5206\u91ce\uff0c\u662f\u5426\u771f\u7684\u5e26\u6765\u53ef\u6301\u7eed\u7684\u5e02\u573a\u7a7a\u95f4\uff1f\u800c\u300c\u65b0\u5165\u53e3\u300d\u80cc\u540e\uff0c\u662f\u4ea4\u4e92\u65b9\u5f0f\u7684\u8fdb\u5316\uff0c\u8fd8\u662f\u65e7\u4e16\u754c\u7684\u6295\u5f71\uff1f<\/p>\n<p style=\"text-align: left\">\u987a\u7740\u8fd9\u4e9b\u7591\u95ee\u7ee7\u7eed\u4e0b\u63a2\uff0c\u6211\u4eec\u4f1a\u53d1\u73b0\uff0cAgent \u7684\u771f\u6b63\u95e8\u69db\uff0c\u6216\u8bb8\u5e76\u4e0d\u5728\u6a21\u578b\u80fd\u529b\uff0c\u800c\u5728\u5176\u8d56\u4ee5\u751f\u5b58\u7684\u5e95\u5c42\u8bbe\u65bd\u3002\u4ece\u53ef\u63a7\u8fd0\u884c\u73af\u5883\uff0c\u5230\u8bb0\u5fc6\u7cfb\u7edf\u3001\u4e0a\u4e0b\u6587\u611f\u77e5\u3001\u5de5\u5177\u8c03\u7528\uff0c\u6bcf\u4e00\u4e2a\u57fa\u7840\u6a21\u5757\u7684\u7f3a\u4f4d\uff0c\u90fd\u662f Agent \u4ece\u6f14\u793a\u8d70\u5411\u5b9e\u7528\u7684\u6700\u5927\u963b\u529b\u3002<\/p>\n<p style=\"text-align: left\">\u8fd9\u4e9b\u5e95\u5c42\u5de5\u7a0b\u95ee\u9898\uff0c\u6784\u6210\u4e86 Agent \u4ece\u300c\u6f6e\u6d41\u73a9\u5177\u300d\u8d70\u5411\u300c\u751f\u4ea7\u529b\u5de5\u5177\u300d\u7684\u6700\u5927\u963b\u788d\uff0c\u4e5f\u6070\u6070\u662f\u5f53\u4e0b\u6700\u786e\u5b9a\u3001\u6700\u9ad8\u4ef7\u503c\u7684\u521b\u4e1a\u84dd\u6d77\u3002<\/p>\n<p style=\"text-align: left\">\u5728\u8fd9\u6837\u4e00\u4e2a\u4f9b\u7ed9\u6ea2\u51fa\u3001\u9700\u6c42\u672a\u660e\u7684\u9636\u6bb5\uff0c\u6211\u4eec\u60f3\u501f\u7531\u8fd9\u573a\u5bf9\u8c08\uff0c\u56de\u7b54\u4e00\u4e2a\u8d8a\u6765\u8d8a\u7d27\u8feb\u7684\u95ee\u9898\uff1a <span style=\"font-weight: bold\">Agent \u7684\u771f\u95ee\u9898\u4e0e\u771f\u673a\u4f1a\uff0c\u7a76\u7adf\u85cf\u5728\u54ea\u4e9b\u5730\u65b9\uff1f<\/span><\/p>\n<p style=\"text-align: left\">\u5728\u672c\u6b21\u6df1\u5ea6\u5bf9\u8c08\u91cc\uff0c\u6211\u4eec\u9080\u8bf7\u5230\u4e86\u8eab\u5904\u4e00\u7ebf\u7684 <span style=\"font-weight: bold\">\u62fe\u8c61\u79d1\u6280 \u521b\u59cb\u4eba\u674e\u5e7f\u5bc6 <\/span>\u4e0e <span style=\"font-weight: bold\">\u62fe\u8c61\u79d1\u6280 AI Research Lead \u949f \u51ef\u797a <\/span>\uff0c\u4e24\u4f4d\u4ece\u4e1a\u8005\u5c06\u4ece\u4ea7\u54c1\u5f62\u6001\u3001\u6280\u672f\u8def\u5f84\u3001\u5546\u4e1a\u6a21\u5f0f\u3001\u7528\u6237\u4f53\u9a8c\u4e43\u81f3 Infra \u6784\u5efa\u7b49\u591a\u4e2a\u7ef4\u5ea6\uff0c\u4e3a\u6211\u4eec\u62c6\u89e3\u5f53\u4e0b Agent \u7684\u771f\u95ee\u9898\u4e0e\u771f\u673a\u4f1a\u3002<\/p>\n<p style=\"text-align: left\">\u6211\u4eec\u5c06\u8ddf\u968f\u4ed6\u4eec\u7684\u601d\u8003\uff0c\u63a2\u5bfb\u5728\u5de8\u5934\u73af\u4f3a\u7684\u724c\u684c\u4e0a\uff0c\u521b\u4e1a\u516c\u53f8\u7684\u771f\u5b9e\u673a\u4f1a\u85cf\u4e8e\u4f55\u5904\uff1b\u4e00\u6761\u4ece\u300cCopilot\u300d\u5e73\u6ed1\u8fc7\u6e21\u5230\u300cAgent\u300d\u7684\u52a1\u5b9e\u6210\u957f\u8def\u5f84\u662f\u5982\u4f55\u88ab\u4e00\u6b65\u6b65\u9a8c\u8bc1\u7684 \uff1b\u4ee5\u53ca\u4e3a\u4f55 Coding\uff08\u7f16\u7801\uff09\u8fd9\u4e00\u770b\u4f3c\u5782\u76f4\u7684\u9886\u57df\uff0c\u5374\u88ab\u89c6\u4f5c\u901a\u5f80 AGI \u7684\u300c\u4ef7\u503c\u9ad8\u5730\u300d\u4e0e\u300c\u5173\u952e\u6307\u6807\u300d\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/b9\/30\/b93052dd7c40c0f294b6bf31c3dad41b.png\" height=\"934\" \/><\/p>\n<p style=\"text-align: left\">\u6700\u7ec8\uff0c\u8fd9\u573a\u5bf9\u8bdd\u5c06\u63a8\u5411\u66f4\u8fdc\u7684\u672a\u6765\uff0c\u4e00\u7aa5\u4eba\u4e0e Agent \u4e4b\u95f4\u5168\u65b0\u7684\u534f\u4f5c\u5173\u7cfb\uff0c\u4ee5\u53ca\u6784\u5efa\u4e0b\u4e00\u4ee3\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\u6240\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u4e0e\u65e0\u9650\u673a\u9047\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u8981\u70b9\u7cbe\u9009<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: bold\">\u901a\u7528 Agent \u9886\u57df\u505a\u5f97\u6700\u597d\u7684\u662f\u300c\u6a21\u578b\u5373 Agent\u300d\uff08Model as Agent\uff09\u3002<\/span><\/li>\n<li><span style=\"font-weight: bold\">\u505a Agent \u8fd9\u4ef6\u4e8b\uff0c\u5e76\u4e0d\u4e00\u5b9a\u8981\u300c\u4ee5\u7ec8\u4e3a\u59cb\u300d\uff0c\u4e00\u5f00\u59cb\u5c31\u7784\u7740\u5b8c\u5168\u81ea\u52a8\u5316\u7684 Agent \u53bb\u505a\uff0c\u5b83\u53ef\u4ee5\u5148\u4ece Copilot \u505a\u8d77\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u6536\u96c6\u7528\u6237\u6570\u636e\u3001\u505a\u597d\u7528\u6237\u4f53\u9a8c\u3001\u5360\u9886\u7528\u6237\u5fc3\u667a\uff0c\u7136\u540e\u6162\u6162\u5730\u8f6c\u578b\u3002<\/span><\/li>\n<li><span style=\"font-weight: bold\">AGI \u6709\u53ef\u80fd\u6700\u5148\u5728 Coding\uff08\u7f16\u7801\uff09\u73af\u5883\u4e0b\u5b9e\u73b0\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u73af\u5883\u6700\u7b80\u5355\uff0c\u5b83\u80fd\u953b\u70bc AI \u7684\u6838\u5fc3\u80fd\u529b\u3002Coding \u662f\u8fd9\u4e2a\u4e16\u754c\u91cc\u7684\u300c\u4e07\u7528\u4e4b\u673a\u300d\uff0c\u6709\u4e86\u5b83\uff0cAI \u5c31\u53ef\u4ee5\u53bb\u6784\u5efa\u548c\u521b\u9020\u3002Coding \u6709\u53ef\u80fd\u62ff\u8d70\u6574\u4e2a\u5927\u6a21\u578b\u4ea7\u4e1a\u9636\u6bb5\u6027 90% \u7684\u4ef7\u503c\u3002<\/span><\/li>\n<li><span style=\"font-weight: bold\">AI Native \u7684\u4ea7\u54c1\u4e0d\u53ea\u662f\u7ed9\u4eba\u7528\u7684\uff0c\u5b83\u5fc5\u987b\u540c\u65f6\u670d\u52a1\u4e8e AI\u3002\u4e00\u4e2a\u771f\u6b63\u7684 AI Native \u4ea7\u54c1\uff0c\u5e94\u8be5\u662f\u5185\u5efa\u4e86\u670d\u52a1 AI \u548c\u4eba\u7c7b\u7684\u53cc\u5411\u673a\u5236\u3002<\/span><\/li>\n<li><span style=\"font-weight: bold\">\u4eca\u5929\u7684 AI \u4ea7\u54c1\u6b63\u5728\u4ece\u300c\u5de5\u5177\u300d\u8d70\u5411\u300c\u5173\u7cfb\u300d\u3002\u4eba\u4e0d\u4f1a\u548c\u5de5\u5177\u5efa\u7acb\u5173\u7cfb\uff0c\u4f46\u4f1a\u548c\u4e00\u4e2a\u6709\u8bb0\u5fc6\u3001\u61c2\u4f60\u3001\u80fd\u4e0e\u4f60\u300c\u5fc3\u6709\u7075\u7280\u300d\u7684 AI \u5efa\u7acb\u5173\u7cfb\u3002<\/span><\/li>\n<\/ul>\n<p style=\"text-align: left\">\u4ee5\u4e0b\u4e3a\u5f53\u5929\u300a\u4eca\u591c\u79d1\u6280\u8c08\u300b\u76f4\u64ad\u6c89\u6dc0\uff0c\u7531\u6781\u5ba2\u516c\u56ed\u6574\u7406\u3002<\/p>\n<hr \/>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #9ebbfe\">01 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u70ed\u6f6e\u4e4b\u4e0b\uff0c\u54ea\u4e9b Agent \u4ea7\u54c1\u5df2\u5d2d\u9732\u5934\u89d2\uff1f <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f <\/span>\uff1a <span style=\"font-weight: bold\">\u5728\u8fc7\u53bb\u4e00\u6bb5\u65f6\u95f4\uff0c\u6240\u6709\u4eba\u90fd\u5728\u8ba8\u8bba Agent\uff0c\u8ba4\u4e3a\u8fd9\u53ef\u80fd\u662f\u73b0\u9636\u6bb5\u7684\u4e00\u4e2a\u91cd\u8981\u8bae\u9898\uff0c\u4e5f\u662f\u521b\u4e1a\u516c\u53f8\u7684\u96be\u5f97\u53d1\u5c55\u673a\u4f1a\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u6211\u770b\u5230\u62fe\u8c61\u79d1\u6280\u5bf9 Agent \u4f53\u7cfb\u505a\u4e86\u6bd4\u8f83\u6df1\u5165\u7684\u7814\u7a76\uff0c\u4e5f\u4f53\u9a8c\u548c\u5206\u6790\u4e86\u5f88\u591a\u76f8\u5173\u4ea7\u54c1\u3002\u6211\u60f3\u5148\u542c\u542c\u4e24\u4f4d\uff0c\u6700\u8fd1\u54ea\u4e9b Agent \u76f8\u5173\u7684\u4ea7\u54c1\u7ed9\u4f60\u4eec\u7559\u4e0b\u4e86\u6bd4\u8f83\u6df1\u523b\u7684\u5370\u8c61\uff1f\u4e3a\u4ec0\u4e48\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u674e\u5e7f\u5bc6 <\/span>\uff1a\u6211\u81ea\u5df1\u5370\u8c61\u6700\u6df1\u7684\u662f\u4e24\u4e2a\uff1a\u4e00\u4e2a\u662f Anthropic \u7684 Claude \u5728\u7f16\u7a0b\u80fd\u529b\u4e0a\u7684\u8868\u73b0\uff0c\u53e6\u4e00\u4e2a\u662f OpenAI ChatGPT \u7684 Deep Research \u529f\u80fd\u3002<\/p>\n<p style=\"text-align: left\">\u5173\u4e8e Claude\uff0c\u4e3b\u8981\u662f\u5b83\u7684\u7f16\u7a0b\u80fd\u529b\u3002\u6211\u6709\u4e00\u4e2a\u89c2\u70b9\uff1a <span style=\"font-weight: bold\">\u7f16\u7a0b\uff08Coding\uff09\u662f\u8861\u91cf AGI \u6700\u5173\u952e\u7684\u5148\u9a8c\u6307\u6807\u3002 <\/span>\u5982\u679c AI \u4e0d\u80fd\u89c4\u6a21\u5316\u3001\u7aef\u5230\u7aef\u5730\u8fdb\u884c\u8f6f\u4ef6\u5e94\u7528\u5f00\u53d1\uff0c\u90a3\u4e48\u5728\u5176\u4ed6\u9886\u57df\u7684\u8fdb\u5c55\u4e5f\u4f1a\u6bd4\u8f83\u6162\u3002\u6211\u4eec\u5fc5\u987b\u5148\u5728 Coding \u8fd9\u4e2a\u73af\u5883\u4e0b\u5b9e\u73b0\u5f88\u5f3a\u7684 ASI\uff08Artificial Superintelligence\uff09\uff0c\u5176\u4ed6\u9886\u57df\u624d\u53ef\u80fd\u52a0\u901f\u3002\u6216\u8005\u8bf4\uff0c\u6211\u4eec\u5148\u5728\u6570\u5b57\u73af\u5883\u4e0b\u5b9e\u73b0 AGI\uff0c\u518d\u62d3\u5c55\u5230\u5176\u4ed6\u9886\u57df\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/9e\/07\/9e0756eedbf6d821b06e0d59a2f96d08.png\" height=\"386\" \/><\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">\u5168\u7403\u9996\u4f4d AI \u7a0b\u5e8f\u5458 Devin\uff5c\u56fe\u6e90\uff1aCognition Labs <\/span>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\">\u5173\u4e8e Deep Research\uff0c\u5b83\u5bf9\u6211\u81ea\u5df1\u7684\u5e2e\u52a9\u975e\u5e38\u5927\uff0c\u6211\u51e0\u4e4e\u6bcf\u5929\u90fd\u5728\u7528\u3002\u5b83\u5176\u5b9e\u5c31\u662f\u4e00\u4e2a\u641c\u7d22 Agent\uff0c\u5e2e\u6211\u68c0\u7d22\u4e86\u5927\u91cf\u7684\u7f51\u9875\u548c\u8d44\u6599\uff0c\u4f53\u9a8c\u5f88\u597d\uff0c\u6781\u5927\u5730\u62d3\u5c55\u4e86\u6211\u7684\u7814\u7a76\u7a7a\u95f4\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f <\/span>\uff1a <span style=\"font-weight: bold\">\u51ef\u797a \uff0c\u4ece\u4f60\u7684\u89c6\u89d2\u770b\uff0c\u54ea\u4e9b\u4ea7\u54c1\u7ed9\u4f60\u7559\u4e0b\u4e86\u6df1\u523b\u5370\u8c61 <\/span>\uff1f<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1a\u6211\u53ef\u4ee5\u4ecb\u7ecd\u4e00\u4e0b\u6211\u5e73\u65f6\u89c2\u5bdf\u548c\u4f7f\u7528 Agents \u7684\u601d\u7ef4\u6a21\u578b\uff0c\u7136\u540e\u5728\u6bcf\u4e2a\u5206\u7c7b\u4e0b\u4ecb\u7ecd\u4e00\u4e24\u4e2a\u4ee3\u8868\u6027\u4ea7\u54c1\u3002<\/p>\n<p style=\"text-align: left\">\u9996\u5148\uff0c\u5927\u5bb6\u7ecf\u5e38\u4f1a\u95ee\uff1a\u901a\u7528 Agent \u8fd8\u662f\u5782\u76f4 Agent\uff1f <span style=\"font-weight: bold\">\u6211\u4eec\u8ba4\u4e3a\u901a\u7528 Agent \u9886\u57df\u505a\u5f97\u6700\u597d\u7684\u662f\u300c\u6a21\u578b\u5373 Agent\u300d\uff08Model as Agent\uff09\u3002 <\/span>\u6bd4\u5982\u5e7f\u5bc6\u521a\u624d\u63d0\u5230\u7684 OpenAI \u7684 Deep Research\uff0c\u4ee5\u53ca OpenAI \u65b0\u53d1\u5e03\u7684 o3 \u6a21\u578b\uff0c\u5b83\u5176\u5b9e\u5c31\u662f\u4e00\u4e2a\u6807\u51c6\u7684\u300c\u6a21\u578b\u5373 Agent\u300d\u7684\u8303\u4f8b\u3002\u5b83\u628a Agent \u7684\u6240\u6709\u7ec4\u4ef6&mdash;&mdash;\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3001\u4e0a\u4e0b\u6587\uff08Context\uff09\u3001\u5de5\u5177\u4f7f\u7528\uff08Tool Use\uff09\u548c\u73af\u5883\uff08Environment\uff09&mdash;&mdash;\u5168\u90fd\u7f1d\u5408\u5230\u4e86\u4e00\u8d77\uff0c\u5e76\u8fdb\u884c\u4e86\u7aef\u5230\u7aef\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u3002\u8bad\u7ec3\u4e4b\u540e\u7684\u7ed3\u679c\u5c31\u662f\uff0c\u5404\u7c7b Agent \u6267\u884c\u4fe1\u606f\u68c0\u7d22\u7684\u4efb\u52a1\u5b83\u90fd\u80fd\u5b8c\u6210\u3002<\/p>\n<p style=\"text-align: left\">\u6240\u4ee5\u6211\u7684\u4e00\u4e2a\u300c\u66b4\u8bba\u300d\u662f\uff1a\u901a\u7528 Agent \u7684\u9700\u6c42\u57fa\u672c\u4e0a\u5c31\u662f\u4fe1\u606f\u68c0\u7d22\u548c\u8f7b\u5ea6\u4ee3\u7801\u7f16\u5199\u8fd9\u4e24\u7c7b\uff0c\u800c GPT-4o \u5df2\u7ecf\u5b8c\u6210\u5f97\u975e\u5e38\u597d\u4e86\u3002\u56e0\u6b64\uff0c <span style=\"font-weight: bold\">\u901a\u7528 Agent \u5e02\u573a\u57fa\u672c\u4e0a\u662f\u5927\u6a21\u578b\u516c\u53f8\u7684\u4e3b\u6218\u573a\uff0c\u521b\u4e1a\u516c\u53f8\u5f88\u96be\u4ec5\u4ec5\u670d\u52a1\u4e8e\u901a\u7528\u9700\u6c42\u6765\u505a\u5927\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u8ba9\u6211\u5370\u8c61\u6bd4\u8f83\u6df1\u523b\u7684\u521b\u4e1a\u516c\u53f8\u57fa\u672c\u90fd\u805a\u7126\u5728\u5782\u76f4\uff08Vertical\uff09\u9886\u57df\u3002<\/span><\/p>\n<p style=\"text-align: left\">\u5982\u679c\u6211\u4eec\u5148\u8bf4 ToB \u7684\u5782\u76f4\u9886\u57df\uff0c\u53ef\u4ee5 <span style=\"font-weight: bold\">\u7c7b\u6bd4\u4eba\u7684\u5de5\u4f5c \u5206\u4e3a\u524d\u53f0\u5de5\u4f5c\u548c\u540e\u53f0\u5de5\u4f5c <\/span>\u3002<\/p>\n<p style=\"text-align: left\">\u540e\u53f0\u5de5\u4f5c\u7684\u7279\u70b9\u662f\u91cd\u590d\u6027\u5f3a\u3001\u5bf9\u9ad8\u5e76\u53d1\u8981\u6c42\u9ad8\uff0c\u901a\u5e38\u6709\u4e00\u6761\u5f88\u957f\u7684 SOP\uff08Standard Operating Procedure\uff09\uff0c\u5176\u4e2d\u5f88\u591a\u4efb\u52a1\u975e\u5e38\u9002\u5408 AI Agent \u53bb\u4e00\u5bf9\u4e00\u5730\u6267\u884c\uff0c\u5e76\u4e14\u9002\u5408\u5728\u6bd4\u8f83\u5927\u7684\u63a2\u7d22\u7a7a\u95f4\u91cc\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u3002\u8fd9\u91cc\u6bd4\u8f83\u6709\u4ee3\u8868\u6027\u7684\uff0c\u6211\u60f3\u5206\u4eab\u7684\u662f\u4e00\u4e9b\u9762\u5411 AI for Science \u7684\u521b\u4e1a\u516c\u53f8\uff0c\u4ed6\u4eec\u505a\u7684\u662f Multi-agent system\uff08\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff09\u3002<\/p>\n<p style=\"text-align: left\">\u5728\u8fd9\u4e2a\u7cfb\u7edf\u91cc\uff0c\u5404\u79cd\u79d1\u7814\u4efb\u52a1\u90fd\u5305\u542b\u5728\u5185\uff0c\u6bd4\u5982\u6587\u732e\u68c0\u7d22\u3001\u5b9e\u9a8c\u89c4\u5212\u3001\u9884\u6d4b\u524d\u6cbf\u8fdb\u5c55\u4ee5\u53ca\u6570\u636e\u5206\u6790\u7b49\u3002\u5b83\u7684\u7279\u70b9\u662f\uff0c\u4e0d\u518d\u662f\u50cf Deep Research \u90a3\u6837\u7684\u5355\u4e2a Agent\uff0c\u800c\u662f\u4e00\u4e2a\u975e\u5e38\u590d\u6742\u7684\u3001\u80fd\u9488\u5bf9\u79d1\u7814\u7cfb\u7edf\u505a\u5230\u66f4\u9ad8\u5206\u8fa8\u7387\u7684\u7cfb\u7edf\u3002\u5b83\u6709\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u529f\u80fd\u53eb\u300cContradiction Finding\u300d\uff0c\u53ef\u4ee5\u5904\u7406\u5bf9\u6297\u6027\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u53d1\u73b0\u4e24\u7bc7\u9876\u7ea7\u671f\u520a\u8bba\u6587\u4e4b\u95f4\u7684\u77db\u76fe\u4e4b\u5904\u3002\u8fd9\u4ee3\u8868\u4e86\u7814\u7a76\u578b Agent \u91cc\u4e00\u79cd\u975e\u5e38\u6709\u610f\u601d\u7684\u8303\u5f0f\u3002<\/p>\n<p style=\"text-align: left\">\u524d\u53f0\u5de5\u4f5c\u5f88\u591a\u65f6\u5019\u662f\u548c\u4eba\u6253\u4ea4\u9053\uff0c\u9700\u8981\u505a\u5916\u8054\uff0c\u76ee\u524d\u6bd4\u8f83\u9002\u5408\u7684\u662f\u8bed\u97f3 Agent\uff0c\u4f8b\u5982\u533b\u7597\u9886\u57df\u7684\u62a4\u58eb\u7535\u8bdd\u56de\u8bbf\u3001\u62db\u8058\u3001\u7269\u6d41\u6c9f\u901a\u7b49\u3002<\/p>\n<p style=\"text-align: left\">\u8fd9\u91cc\u6211\u60f3\u5206\u4eab\u4e00\u5bb6\u53eb HappyRobot \u7684\u516c\u53f8\uff0c\u4ed6\u4eec\u627e\u5230\u4e86\u4e00\u4e2a\u542c\u8d77\u6765\u5f88\u5c0f\u7684\u573a\u666f\uff0c\u4e13\u95e8\u5728\u7269\u6d41\u548c\u4f9b\u5e94\u94fe\u9886\u57df\u505a\u7535\u8bdd\u6c9f\u901a\u3002\u6bd4\u5982\uff0c\u4e00\u4e2a\u5361\u8f66\u53f8\u673a\u9047\u5230\u95ee\u9898\uff0c\u6216\u8005\u8d27\u5230\u4e86\u4e4b\u540e\uff0cAgent \u80fd\u5feb\u901f\u7ed9\u4ed6\u6253\u7535\u8bdd\u3002\u8fd9\u91cc\u53d1\u6325\u4e86 AI Agent \u4e00\u4e2a\u5f88\u7279\u522b\u7684\u80fd\u529b\uff1a7 \u5929 24 \u5c0f\u65f6\u65e0\u95f4\u65ad\u5730\u54cd\u5e94\u5e76\u5feb\u901f\u505a\u51fa\u53cd\u5e94\u3002\u8fd9\u5bf9\u4e8e\u7269\u6d41\u7684\u5927\u90e8\u5206\u9700\u6c42\u6765\u8bf4\u5df2\u7ecf\u8db3\u591f\u4e86\u3002<\/p>\n<p style=\"text-align: left\">\u9664\u4e86\u4ee5\u4e0a\u4e24\u5927\u7c7b\uff0c\u8fd8\u6709\u4e00\u4e9b\u6bd4\u8f83\u7279\u522b\u7684\uff0c\u6bd4\u5982 Coding Agent\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #9ebbfe\">02 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u4ece Copilot \u5230 Agent\uff0c<\/span><\/p>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u662f\u5426\u5b58\u5728\u4e00\u6761\u66f4\u52a1\u5b9e\u7684\u6210\u957f\u8def\u5f84\uff1f <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f\u51ef\u797a\uff1a <\/span>\u5728\u4ee3\u7801\u5f00\u53d1\u8fd9\u4e2a\u9886\u57df\uff0c\u6700\u8fd1\u521b\u4e1a\u70ed\u60c5\u5f88\u706b\u70ed\uff0c\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\u662f Cursor\u3002Cursor 1.0 \u7684\u53d1\u5e03\uff0c\u57fa\u672c\u4e0a\u628a\u4e00\u4e2a\u539f\u6765\u770b\u8d77\u6765\u662f Copilot\uff08\u8f85\u52a9\u9a7e\u9a76\uff09\u7684\u4ea7\u54c1\uff0c\u53d8\u6210\u4e86\u4e00\u4e2a\u5b8c\u5168\u7684 Agent \u4ea7\u54c1\u3002\u5b83\u80fd\u540e\u53f0\u5f02\u6b65\u64cd\u4f5c\uff0c\u6709\u8bb0\u5fc6\u529f\u80fd\uff0c\u8fd9\u6b63\u662f\u6211\u4eec\u5bf9 Agent \u7684\u60f3\u8c61\u3002<\/p>\n<p style=\"text-align: left\">\u5b83\u548c Devin \u7684\u5bf9\u6bd4\u5f88\u6709\u610f\u601d\uff0c\u7ed9\u6211\u4eec\u7684\u542f\u53d1\u662f\uff1a <span style=\"font-weight: bold\">\u505a Agent \u8fd9\u4ef6\u4e8b\uff0c\u5e76\u4e0d\u4e00\u5b9a\u8981\u300c\u4ee5\u7ec8\u4e3a\u59cb\u300d\uff0c\u4e00\u5f00\u59cb\u5c31\u7784\u7740\u5b8c\u5168\u81ea\u52a8\u5316\u7684 Agent \u53bb\u505a\uff0c\u5b83\u53ef\u4ee5\u5148\u4ece Copilot \u505a\u8d77\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u6536\u96c6\u7528\u6237\u6570\u636e\u3001\u505a\u597d\u7528\u6237\u4f53\u9a8c\u3001\u5360\u9886\u7528\u6237\u5fc3\u667a\uff0c\u7136\u540e\u6162\u6162\u5730\u8f6c\u578b\u3002 <\/span>\u56fd\u5185\u505a\u5f97\u4e0d\u9519\u7684\uff0c\u50cf Minus AI\uff0c\u4ed6\u4eec\u6700\u65e9\u7684\u4ea7\u54c1\u4e5f\u662f\u4ece Copilot \u5f62\u6001\u505a\u8d77\u7684\u3002<\/p>\n<p style=\"text-align: left\">\u6700\u540e\uff0c\u6211\u8fd8\u4f1a\u7528\u300c\u73af\u5883\u300d\u8fd9\u4e2a\u601d\u7ef4\u6a21\u578b\u6765\u533a\u5206\u4e0d\u540c Agent\u3002\u6bd4\u5982\uff0cManus \u7684\u73af\u5883\u662f\u865a\u62df\u673a\uff08Virtual Machine\uff09\uff0cDevin \u7684\u73af\u5883\u662f\u6d4f\u89c8\u5668\uff0cflowith \u7684\u73af\u5883\u662f\u7b14\u8bb0\u672c\uff0cSheetZero \u7684\u73af\u5883\u662f\u8868\u683c\uff0cLovart \u7684\u73af\u5883\u662f\u753b\u5e03\u7b49\u7b49\u3002\u8fd9\u4e2a\u300c\u73af\u5883\u300d\u5c31\u5bf9\u5e94\u4e86\u5f3a\u5316\u5b66\u4e60\u91cc\u7684\u73af\u5883\u5b9a\u4e49\uff0c\u8fd9\u4e5f\u662f\u4e00\u79cd\u503c\u5f97\u53c2\u8003\u7684\u5206\u7c7b\u65b9\u5f0f\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/cf\/87\/cf87709c6bc0738808e20d91d02bb6cb.png\" height=\"827\" \/><\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">\u56fd\u5185\u521d\u521b\u56e2\u961f\u6253\u9020\u7684 flowith \uff5c\u56fe\u6e90\uff1aflowith <\/span>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1a\u6211\u4eec\u6df1\u5165\u804a\u804a Cursor \u8fd9\u4e2a\u4f8b\u5b50\uff0c\u5b83\u80cc\u540e\u7684\u6280\u672f\u6808\u548c\u6210\u957f\u8def\u5f84\u662f\u600e\u6837\u7684 <\/span>\uff1f<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1a\u81ea\u52a8\u9a7e\u9a76\u7684\u4f8b\u5b50\u5c31\u5f88\u6709\u610f\u601d\uff0c\u76f4\u5230\u4eca\u5929\uff0c\u7279\u65af\u62c9\u4e5f\u4e0d\u6562\u771f\u7684\u628a\u65b9\u5411\u76d8\u3001\u5239\u8f66\u548c\u6cb9\u95e8\u53bb\u6389\u3002\u8fd9\u8bf4\u660e\u5728\u5f88\u591a\u5173\u952e\u51b3\u7b56\u4e0a\uff0cAI \u8fd8\u6ca1\u529e\u6cd5\u5b8c\u5168\u8d85\u8d8a\u4eba\u7c7b\u3002 <span style=\"font-weight: bold\">\u53ea\u8981 AI \u7684\u80fd\u529b\u548c\u4eba\u7c7b\u5dee\u4e0d\u591a\uff0c\u4e00\u4e9b\u5173\u952e\u51b3\u7b56\u5c31\u4e00\u5b9a\u9700\u8981\u4eba\u7c7b\u4ecb\u5165\u3002\u8fd9\u6b63\u662f Cursor \u4e00\u5f00\u59cb\u5c31\u60f3\u5f97\u6bd4\u8f83\u660e\u767d\u7684\u5730\u65b9\u3002<\/span><\/p>\n<p style=\"text-align: left\">\u6240\u4ee5\u4ed6\u4eec\u6700\u65e9\u8d34\u5408\u7684\u7279\u6027\uff0c\u5c31\u662f\u4e00\u4e2a\u4eba\u7c7b\u6700\u9700\u8981\u7684\u529f\u80fd\uff1a\u81ea\u52a8\u8865\u5168\uff08Autocompletion\uff09\uff0c\u5b83\u628a\u8fd9\u4e2a\u529f\u80fd\u505a\u6210\u4e86 Tab \u952e\u89e6\u53d1\uff0c\u968f\u7740 Claude 3.5 \u8fd9\u6837\u7684\u6a21\u578b\u51fa\u6765\uff0cCursor \u628a Tab \u7684\u51c6\u786e\u7387\u63d0\u9ad8\u5230 90% \u4ee5\u4e0a\u3002\u5728\u8fd9\u79cd\u51c6\u786e\u7387\u4e0b\uff0c\u6211\u53ef\u4ee5\u5728\u4e00\u4e2a\u4efb\u52a1\u6d41\u4e2d\u8fde\u7eed\u4f7f\u7528 5 \u5230 10 \u6b21\uff0c\u5fc3\u6d41\u4f53\u9a8c\u5c31\u51fa\u73b0\u4e86\u3002\u8fd9\u662f Cursor \u4f5c\u4e3a Copilot \u7684\u7b2c\u4e00\u4e2a\u9636\u6bb5\u3002<\/p>\n<p style=\"text-align: left\">\u7b2c\u4e8c\u4e2a\u9636\u6bb5\uff0c\u4ed6\u4eec\u505a\u7684\u529f\u80fd\u662f\u4ee3\u7801\u91cd\u6784\uff08Code Refactoring\uff09\u3002Devin \u548c Cursor \u90fd\u60f3\u505a\u8fd9\u4e2a\u9700\u6c42\uff0c\u4f46 Cursor \u505a\u5f97\u66f4\u5de7\u5999\u3002\u5b83\u4f1a\u8df3\u51fa\u4e00\u4e2a\u5bf9\u8bdd\u6846\uff0c\u5f53\u6211\u8f93\u5165\u9700\u6c42\u65f6\uff0c\u5b83\u53ef\u4ee5\u5728\u6587\u4ef6\u5916\u5f00\u542f\u4e00\u4e2a\u5e73\u884c\u7684\u4fee\u6539\u6a21\u5f0f\u6765\u91cd\u6784\u4ee3\u7801\u3002<\/p>\n<p style=\"text-align: left\">\u8fd9\u4e2a\u529f\u80fd\u521a\u51fa\u6765\u65f6\u51c6\u786e\u7387\u4e5f\u4e0d\u9ad8\uff0c\u4f46\u56e0\u4e3a\u7528\u6237\u5bf9\u5b83\u7684\u9884\u671f\u662f Copilot\uff0c\u6240\u4ee5\u5927\u5bb6\u90fd\u80fd\u63a5\u53d7\u3002\u800c\u4e14\u4ed6\u4eec\u5f88\u51c6\u786e\u5730\u9884\u5224\u5230\uff0c\u6a21\u578b\u7684 coding \u80fd\u529b\u4e00\u5b9a\u4f1a\u5feb\u901f\u63d0\u5347\u3002\u6240\u4ee5\u4ed6\u4eec\u4e00\u8fb9\u6253\u78e8\u4ea7\u54c1\u529f\u80fd\uff0c\u4e00\u8fb9\u7b49\u5f85\u6a21\u578b\u80fd\u529b\u63d0\u5347\uff0cAgent \u80fd\u529b\u5c31\u5f88\u987a\u5229\u5730\u6d6e\u73b0\u4e86\u3002<\/p>\n<p style=\"text-align: left\">\u7b2c\u4e09\u6b65\u5c31\u662f\u6211\u4eec\u4eca\u5929\u770b\u5230\u7684 Cursor \u72b6\u6001\u4e86\uff0c\u4e00\u4e2a\u76f8\u5bf9\u7aef\u5230\u7aef\u7684\u3001\u5728\u540e\u53f0\uff08background\uff09\u8fd0\u884c\u7684 Agent\u3002\u5b83\u80cc\u540e\u6709\u4e00\u4e2a\u50cf\u6c99\u76d2\u4e00\u6837\u7684\u73af\u5883\uff0c\u6211\u751a\u81f3\u53ef\u4ee5\u5728\u4e0a\u73ed\u65f6\u628a\u4e0d\u60f3\u505a\u7684\u4efb\u52a1\u5e03\u7f6e\u7ed9\u5b83\uff0c\u5b83\u53ef\u4ee5\u5728\u540e\u53f0\u7528\u6211\u7684\u8ba1\u7b97\u8d44\u6e90\u53bb\u5b8c\u6210\uff0c\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u80fd\u4e13\u6ce8\u4e8e\u81ea\u5df1\u6700\u60f3\u505a\u7684\u6838\u5fc3\u4efb\u52a1\u3002<\/p>\n<p style=\"text-align: left\">\u6700\u540e\uff0c\u5b83\u4ee5\u5f02\u6b65\u4ea4\u4e92\u7684\u5f62\u5f0f\uff0c\u50cf\u53d1\u90ae\u4ef6\u6216\u98de\u4e66\u6d88\u606f\u4e00\u6837\uff0c\u628a\u7ed3\u679c\u544a\u8bc9\u6211\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5f88\u987a\u5229\u5730\u5b9e\u73b0\u4e86\u4ece Copilot \u5230 Autopilot\uff08\u6216\u8005\u8bf4 Agent\uff09\u7684\u8f6c\u578b\u3002<\/p>\n<p style=\"text-align: left\">\u5173\u952e\u8fd8\u662f\u8981\u6293\u4f4f\u4eba\u7684\u4ea4\u4e92\u5fc3\u667a\uff0c\u4ece\u4e00\u5f00\u59cb\u8ba9\u7528\u6237\u66f4\u4e50\u4e8e\u63a5\u53d7\u540c\u6b65\u4ea4\u4e92\uff0c\u8fd9\u6837\u5c31\u80fd\u6536\u96c6\u5230\u5927\u91cf\u7684\u7528\u6237\u6570\u636e\u548c\u53cd\u9988\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #9ebbfe\">03 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u4e3a\u4f55 Coding \u662f\u901a\u5f80 AGI \u7684\u300c\u5173\u952e\u8bd5\u70bc\u573a\u300d\uff1f <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1a\u5e7f\u5bc6\u521a\u624d\u8bf4\u300cCoding \u662f\u901a\u5411 AGI \u7684\u5173\u952e\uff0c\u5982\u679c\u4e0d\u80fd\u5728\u8fd9\u4e2a\u9886\u57df\u5b9e\u73b0 ASI\uff08\u8d85\u7ea7\u667a\u80fd\uff09\uff0c\u5176\u4ed6\u9886\u57df\u4e5f\u5f88\u96be\u3002\u300d\u4e3a\u4ec0\u4e48\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u674e\u5e7f\u5bc6 <\/span>\uff1a\u6709\u51e0\u4e2a\u903b\u8f91\u3002\u7b2c\u4e00\uff0cCode \u8fd9\u4e2a\u6570\u636e\u662f\u6700\u5e72\u51c0\u3001\u6700\u5bb9\u6613\u95ed\u73af\uff0c\u5e76\u4e14\u7ed3\u679c\u662f\u53ef\u4ee5\u9a8c\u8bc1\u7684\u3002\u6211\u6709\u4e00\u4e2a\u731c\u60f3\uff0cChatbot \u53ef\u80fd\u6ca1\u6709\u6570\u636e\u98de\u8f6e\uff08\u4e00\u79cd\u53cd\u9988\u5faa\u73af\u673a\u5236\uff0c\u901a\u8fc7\u4ece\u4ea4\u4e92\u6216\u6d41\u7a0b\u4e2d\u6536\u96c6\u6570\u636e\uff0c\u6301\u7eed\u4f18\u5316 AI \u6a21\u578b\uff0c\u8fdb\u800c\u4ea7\u751f\u66f4\u4f18\u7684\u7ed3\u679c\u548c\u66f4\u6709\u4ef7\u503c\u7684\u6570\u636e\uff09\u3002\u4f46 Code \u9886\u57df\u6709\u673a\u4f1a\u8dd1\u51fa\u6570\u636e\u98de\u8f6e\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u8fdb\u884c\u591a\u8f6e\u7684\u5f3a\u5316\u5b66\u4e60\uff0c\u800c Code \u662f\u8dd1\u591a\u8f6e\u5f3a\u5316\u5b66\u4e60\u7684\u5173\u952e\u73af\u5883\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u6211\u4e00\u65b9\u9762\u628a Code \u7406\u89e3\u6210\u7f16\u7a0b\u5de5\u5177\uff0c\u4f46\u66f4\u613f\u610f\u628a\u5b83\u7406\u89e3\u6210\u4e00\u4e2a\u5b9e\u73b0 AGI \u7684\u73af\u5883\u3002AGI \u6709\u53ef\u80fd\u6700\u5148\u5728\u8fd9\u4e2a\u73af\u5883\u4e0b\u5b9e\u73b0\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u73af\u5883\u6700\u7b80\u5355\uff0c\u5b83\u80fd\u953b\u70bc AI \u7684\u6838\u5fc3\u80fd\u529b\u3002\u5982\u679c AI \u8fde\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u5e94\u7528\u8f6f\u4ef6\u5f00\u53d1\u90fd\u505a\u4e0d\u4e86\uff0c\u90a3\u5728\u5176\u4ed6\u9886\u57df\u5c31\u66f4\u96be\u4e86\u3002 <\/span>\u5982\u679c\u5b83\u5728\u672a\u6765\u4e00\u6bb5\u65f6\u95f4\u65e0\u6cd5\u5927\u89c4\u6a21\u66ff\u4ee3\u57fa\u7840\u7684\u8f6f\u4ef6\u5f00\u53d1\u5de5\u4f5c\uff0c\u90a3\u5728\u5176\u4ed6\u9886\u57df\u4e5f\u5f88\u96be\u3002<\/p>\n<p style=\"text-align: left\">\u800c\u4e14\uff0ccoding \u80fd\u529b\u4e0a\u6765\u4e86\uff0c\u6a21\u578b\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u4e5f\u4f1a\u4e0a\u6765\u3002\u6bd4\u5982\u5904\u7406\u5f88\u957f\u7684 prompt\uff0cClaude \u5c31\u660e\u663e\u8981\u5f3a\u4e00\u4e9b\uff0c\u6211\u4eec\u731c\u6d4b\u8fd9\u8ddf\u5b83\u7684 coding \u80fd\u529b\u6709\u903b\u8f91\u5173\u7cfb\u3002<\/p>\n<p style=\"text-align: left\">\u53e6\u5916\u4e00\u4e2a\u70b9\uff0c\u6211\u60f3\u672a\u6765\u7684 AGI \u4f1a\u5148\u5728\u6570\u5b57\u4e16\u754c\u5b9e\u73b0\u3002\u672a\u6765\u4e24\u5e74\uff0cAgent \u80fd\u505a\u4eba\u5728\u624b\u673a\u548c\u7535\u8111\u4e0a\u64cd\u4f5c\u7684\u51e0\u4e4e\u6240\u6709\u4e8b\u60c5\u3002\u4e00\u65b9\u9762\u901a\u8fc7\u7b80\u5355\u7684 coding \u5b8c\u6210\uff0c\u5982\u679c\u4e0d\u884c\uff0c\u5b83\u8fd8\u53ef\u4ee5\u8c03\u7528\u5176\u4ed6\u865a\u62df\u5de5\u5177\u3002\u6240\u4ee5\uff0c\u5148\u5728\u6570\u5b57\u4e16\u754c\u91cc\u5b9e\u73b0 AGI\uff0c\u8ba9\u5b83\u8dd1\u5f97\u6bd4\u8f83\u5feb\uff0c\u8fd9\u662f\u4e00\u4e2a\u5927\u7684\u903b\u8f91\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #9ebbfe\">04 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u5982\u4f55\u5224\u5b9a\u4e00\u4e2a\u597d Agent\uff1f <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1aCoding \u662f\u8fd9\u4e2a\u4e16\u754c\u91cc\u7684\u300c\u4e07\u7528\u4e4b\u673a\u300d\uff0c\u6709\u4e86\u5b83\uff0cAI \u5c31\u53ef\u4ee5\u53bb\u6784\u5efa\u548c\u521b\u9020\u3002\u800c\u4e14\u7f16\u7a0b\u8fd9\u4e2a\u9886\u57df\u76f8\u5bf9\u7ed3\u6784\u5316\uff0c\u9002\u5408 AI \u53d1\u6325\u3002\u5f53\u8bc4\u4ef7\u4e00\u4e2a Agent \u7684\u597d\u574f\u65f6\uff0c\u9664\u4e86\u7528\u6237\u4f53\u9a8c\uff0c\u4f60\u4eec\u4f1a\u4ece\u4ec0\u4e48\u89c6\u89d2\u53bb\u8bc4\u4ef7\u4e00\u4e2a Agent \u7684\u6f5c\u529b\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1a\u4e00\u4e2a\u597d\u7684 Agent \u9996\u5148\u5f97\u6709\u4e00\u4e2a\u73af\u5883\u6765\u5e2e\u52a9\u6784\u5efa\u6570\u636e\u98de\u8f6e\uff0c\u800c\u4e14\u8fd9\u4e2a\u6570\u636e\u672c\u8eab\u8981\u662f\u53ef\u9a8c\u8bc1\u7684\u3002<\/p>\n<p style=\"text-align: left\">\u6700\u8fd1 Anthropic \u7684\u7814\u7a76\u5458\u63d0\u5f97\u6bd4\u8f83\u591a\u4e00\u4e2a\u8bcd\u53eb RLVR\uff08Reinforcement Learning from Verifiable Reward\uff09\uff0c\u5176\u4e2d\u7684\u300cV\u300d\u5c31\u662f\u6307\u53ef\u9a8c\u8bc1\u7684\u56de\u62a5\u3002\u4ee3\u7801\u548c\u6570\u5b66\u5c31\u662f\u975e\u5e38\u6807\u51c6\u7684\u53ef\u9a8c\u8bc1\u9886\u57df\uff0c\u4efb\u52a1\u505a\u5b8c\u540e\uff0c\u7acb\u9a6c\u80fd\u9a8c\u8bc1\u5bf9\u9519\uff0c\u6570\u636e\u98de\u8f6e\u5c31\u81ea\u7136\u5730\u5efa\u7acb\u8d77\u6765\u4e86\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/3a\/40\/3a407ffeda2ea75bfc282b0e538a9792.png\" height=\"676\" \/><\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">\u6570\u636e\u98de\u8f6e\u7684\u5de5\u4f5c\u673a\u5236\uff5c\u56fe\u6e90\uff1a\u82f1\u4f1f\u8fbe <\/span>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\">\u6240\u4ee5\uff0c\u6784\u5efa\u4e00\u4e2a Agent \u4ea7\u54c1\uff0c\u5c31\u662f\u8981\u6784\u5efa\u8fd9\u6837\u4e00\u4e2a\u73af\u5883\u3002\u5728\u8fd9\u4e2a\u73af\u5883\u91cc\uff0c\u7528\u6237\u6267\u884c\u4efb\u52a1\u7684\u6210\u529f\u6216\u5931\u8d25\u90fd\u4e0d\u91cd\u8981\uff0c\u56e0\u4e3a\u73b0\u5728\u7684 Agent \u4e00\u5b9a\u4f1a\u5931\u8d25\u3002\u5173\u952e\u662f\u5728\u5931\u8d25\u65f6\uff0c\u5b83\u80fd\u6536\u96c6\u5230\u6709\u4fe1\u53f7\u7684\u6570\u636e\uff0c\u800c\u4e0d\u662f\u566a\u97f3\u6570\u636e\uff0c\u6765\u6307\u5bfc\u4ea7\u54c1\u672c\u8eab\u7684\u4f18\u5316\u3002\u8fd9\u4e9b\u6570\u636e\u751a\u81f3\u53ef\u4ee5\u4f5c\u4e3a\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u7684\u51b7\u542f\u52a8\u6570\u636e\u3002<\/p>\n<p style=\"text-align: left\">\u7b2c\u4e8c\uff0c\u4ea7\u54c1\u662f\u5426\u505a\u5f97\u8db3\u591f\u300cAgent Native\u300d\u3002\u5c31\u662f\u8bf4\uff0c\u5728\u8bbe\u8ba1\u4ea7\u54c1\u65f6\uff0c\u8981\u540c\u65f6\u601d\u8003\u4eba\u548c Agent \u7684\u9700\u6c42\u3002\u4e00\u4e2a\u5178\u578b\u7684\u4f8b\u5b50\u662f The Browser Company\uff0c\u5b83\u4e3a\u4ec0\u4e48\u8981\u505a\u4e00\u6b3e\u65b0\u7684\u6d4f\u89c8\u5668\uff1f\u56e0\u4e3a\u4e4b\u524d\u7684 Arc \u7eaf\u7cb9\u662f\u4e3a\u4e86\u63d0\u5347\u4eba\u7c7b\u7528\u6237\u7684\u6548\u7387\u800c\u8bbe\u8ba1\u7684\u3002\u800c\u4ed6\u4eec\u65b0\u7684\u6d4f\u89c8\u5668\u5728\u8bbe\u8ba1\u65f6\uff0c\u5f88\u591a\u65b0\u529f\u80fd\u672a\u6765\u662f\u80fd\u7ed9 AI Agent \u81ea\u5df1\u4f7f\u7528\u7684\u3002\u5f53\u4ea7\u54c1\u7684\u5e95\u5c42\u8bbe\u8ba1\u903b\u8f91\u53d1\u751f\u6539\u53d8\uff0c\u8fd9\u5c31\u975e\u5e38\u91cd\u8981\u4e86\u3002<\/p>\n<p style=\"text-align: left\">\u4ece\u7ed3\u679c\u4e0a\u6765\u8bf4\uff0c\u5ba2\u89c2\u8bc4\u4f30\u4e5f\u5f88\u5173\u952e\u3002<\/p>\n<ol>\n<li><span style=\"font-weight: bold\">\u4efb\u52a1\u5b8c\u6210\u7387+\u6210\u529f\u7387<\/span><\/li>\n<li>\uff1a\u9996\u5148\u4efb\u52a1\u5f97\u80fd\u8dd1\u5b8c\uff0c\u8fd9\u6837\u7528\u6237\u81f3\u5c11\u80fd\u6536\u5230\u4e00\u4e2a\u53cd\u9988\u3002\u5176\u6b21\u662f\u6210\u529f\u7387\u3002\u4e00\u4e2a 10 \u6b65\u7684\u4efb\u52a1\uff0c\u5982\u679c\u6bcf\u4e00\u6b65\u51c6\u786e\u7387\u90fd\u662f 90%\uff0c\u90a3\u6700\u7ec8\u6210\u529f\u7387\u53ea\u6709 35%\u3002\u6240\u4ee5\u5fc5\u987b\u4f18\u5316\u597d\u6bcf\u4e00\u6b65\u4e4b\u95f4\u7684\u8854\u63a5\u3002\u76ee\u524d\u884c\u4e1a\u91cc\u4e00\u4e2a\u53ca\u683c\u7ebf\u53ef\u80fd\u662f\u4e94\u6210\u4ee5\u4e0a\u7684\u6210\u529f\u7387\u3002<\/li>\n<li><span style=\"font-weight: bold\">\u6210\u672c\u548c\u6548\u7387<\/span><\/li>\n<li>\uff1a\u5305\u62ec\u8ba1\u7b97\u6210\u672c\uff08token cost\uff09\u548c\u7528\u6237\u7684\u65f6\u95f4\u6210\u672c\u3002\u5982\u679c GPT-4o \u8dd1\u4e00\u4e2a\u4efb\u52a1 3 \u5206\u949f\uff0c\u800c\u53e6\u4e00\u4e2a Agent \u8981\u8dd1 30 \u5206\u949f\uff0c\u8fd9\u5bf9\u7528\u6237\u662f\u5f88\u5927\u7684\u6d88\u8017\u3002\u800c\u4e14\u8fd9 30 \u5206\u949f\u91cc\uff0c\u7b97\u529b\u6d88\u8017\u662f\u5de8\u5927\u7684\uff0c\u8fd9\u4f1a\u5f71\u54cd\u89c4\u6a21\u6548\u5e94\u3002<\/li>\n<li><span style=\"font-weight: bold\">\u7528\u6237\u6307\u6807<\/span><\/li>\n<li>\uff1a\u6700\u5178\u578b\u7684\u662f\u7528\u6237\u7c98\u6027\u3002\u7528\u6237\u5728\u5c1d\u9c9c\u540e\u662f\u5426\u613f\u610f\u53cd\u590d\u4f7f\u7528\uff1f\u6bd4\u5982\u65e5\u6d3b\/\u6708\u6d3b\uff08DAU\/MAU\uff09\u6bd4\u4f8b\u3001\u6b21\u6708\u7559\u5b58\u7387\u3001\u4ed8\u8d39\u7387\u7b49\uff0c\u8fd9\u4e9b\u662f\u907f\u514d\u516c\u53f8\u53ea\u6709\u300c\u865a\u5047\u7e41\u8363\u300d\uff08five minutes of fame\uff09\u7684\u6839\u672c\u6307\u6807\u3002<\/li>\n<\/ol>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u674e\u5e7f\u5bc6 <\/span>\uff1a\u6211\u518d\u8865\u5145\u4e00\u4e2a\u89c6\u89d2\uff1aAgent \u4e0e\u5f53\u524d\u6a21\u578b\u80fd\u529b\u7684\u5339\u914d\u7a0b\u5ea6\u3002\u4eca\u5929 Agent 80% \u7684\u80fd\u529b\u4f9d\u8d56\u4e8e\u6a21\u578b\u8fd9\u4e2a\u5f15\u64ce\u3002\u6bd4\u5982\uff0cGPT \u5230\u4e86 3.5\uff0c\u591a\u8f6e\u5bf9\u8bdd\u7684\u901a\u7528\u8303\u5f0f\u51fa\u73b0\u4e86\uff0cChatbot \u8fd9\u79cd\u4ea7\u54c1\u5f62\u6001\u5c31\u884c\u5f97\u901a\u4e86\u3002Cursor \u7684\u5d1b\u8d77\u4e5f\u662f\u56e0\u4e3a\u6a21\u578b\u53d1\u5c55\u5230\u4e86 Claude 3.5 \u7684\u6c34\u5e73\uff0c\u5b83\u7684\u4ee3\u7801\u8865\u5168\u80fd\u529b\u624d\u5f97\u4ee5\u6210\u7acb\u3002<\/p>\n<p style=\"text-align: left\">\u50cf Devin \u5176\u5b9e\u51fa\u6765\u5c31\u5f97\u504f\u65e9\u4e86\uff0c\u6240\u4ee5\u521b\u59cb\u56e2\u961f\u5bf9\u6a21\u578b\u80fd\u529b\u7684\u8fb9\u754c\u7406\u89e3\u975e\u5e38\u91cd\u8981\uff0c\u8981\u6e05\u695a\u4eca\u5929\u4ee5\u53ca\u672a\u6765\u516d\u4e2a\u6708\u6a21\u578b\u80fd\u5230\u54ea\u4e00\u6b65\uff0c\u8fd9\u4e0e Agent \u80fd\u5b9e\u73b0\u7684\u76ee\u6807\u606f\u606f\u76f8\u5173\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1a\u4ec0\u4e48\u53eb\u300cAI Native\u300d\u7684\u4ea7\u54c1\uff1f\u6211\u89c9\u5f97 AI Native \u7684\u4ea7\u54c1\u4e0d\u53ea\u662f\u7ed9\u4eba\u7528\u7684\uff0c\u5b83\u5fc5\u987b\u540c\u65f6\u670d\u52a1\u4e8e AI\u3002<\/span><\/p>\n<p style=\"text-align: left\">\u6362\u53e5\u8bdd\u8bf4\uff0c <span style=\"font-weight: bold\">\u5982\u679c\u4e00\u4e2a\u4ea7\u54c1\u91cc\u6ca1\u6709\u5408\u7406\u7684\u6570\u636e\u53bb\u8c03\u8bd5\uff0c\u6ca1\u6709\u4e3a\u672a\u6765 AI \u7684\u5de5\u4f5c\u73af\u5883\u505a\u642d\u5efa\uff0c\u90a3\u5b83\u53ea\u662f\u628a AI \u5f53\u6210\u4e00\u79cd\u964d\u672c\u589e\u6548\u7684\u5de5\u5177\uff0c\u8fd9\u6837\u7684\u4ea7\u54c1\u751f\u547d\u529b\u662f\u6709\u9650\u7684\uff0c\u5f88\u5bb9\u6613\u88ab\u6280\u672f\u6d6a\u6f6e\u6df9\u6ca1\u3002\u4e00\u4e2a\u771f\u6b63\u7684 AI Native \u4ea7\u54c1\uff0c\u5e94\u8be5\u662f\u5185\u5efa\u4e86\u670d\u52a1 AI \u548c\u4eba\u7c7b\u7684\u53cc\u5411\u673a\u5236\u3002 <\/span>\u7b80\u5355\u6765\u8bf4\uff0cAI \u5728\u670d\u52a1\u7528\u6237\u7684\u65f6\u5019\uff0c\u7528\u6237\u6709\u6ca1\u6709\u4e5f\u5728\u670d\u52a1 AI\uff1f<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1a\u6211\u975e\u5e38\u559c\u6b22\u8fd9\u4e2a\u6982\u5ff5\u3002Agent \u7684\u6570\u636e\u5728\u73b0\u5b9e\u4e16\u754c\u91cc\u662f\u4e0d\u5b58\u5728\u7684\uff0c\u6ca1\u6709\u4eba\u4f1a\u5728\u5b8c\u6210\u4efb\u52a1\u65f6\u628a\u601d\u8003\u8fc7\u7a0b\u4e00\u6b65\u6b65\u62c6\u89e3\u6e05\u695a\u3002\u90a3\u600e\u4e48\u529e\uff1f\u4e00\u4e2a\u65b9\u6cd5\u662f\u627e\u4e13\u4e1a\u7684\u6807\u6ce8\u516c\u53f8\uff0c\u53e6\u4e00\u4e2a\u65b9\u6cd5\u5c31\u662f\u8981\u64ac\u52a8\uff08leverage\uff09\u7528\u6237\uff0c\u628a\u7528\u6237\u7684\u771f\u5b9e\u4f7f\u7528\u65b9\u5f0f\u548c Agent \u81ea\u8eab\u7684\u8fd0\u884c\u8fc7\u7a0b\u6355\u6349\u4e0b\u6765\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1a\u90a3\u5982\u679c\u8981\u901a\u8fc7 Agent \u7684\u65b9\u5f0f\u8ba9\u4eba\u7c7b\u7ed9 AI\u300c\u6295\u5582\u300d\u6570\u636e\uff0c\u4ec0\u4e48\u6837\u7684\u4efb\u52a1\u662f\u6700\u6709\u4ef7\u503c\u7684\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1a\u4e0e\u5176\u60f3\u7740\u7528\u6570\u636e\u670d\u52a1 AI\uff0c\u4e0d\u5982\u60f3 AI \u6709\u4ec0\u4e48\u957f\u677f\u5e94\u8be5\u88ab\u653e\u5927\u3002\u6bd4\u5982\u79d1\u5b66\u7814\u7a76\uff0c\u5728 AlphaGo \u4e4b\u524d\uff0c\u4eba\u7c7b\u89c9\u5f97\u56f4\u68cb\u548c\u6570\u5b66\u662f\u6700\u96be\u7684\u3002\u4f46\u7528\u4e86\u5f3a\u5316\u5b66\u4e60\u4e4b\u540e\u53d1\u73b0\uff0c\u8fd9\u4e9b\u5bf9 AI \u53cd\u800c\u662f\u6700\u7b80\u5355\u7684\u3002\u5728\u79d1\u5b66\u9886\u57df\u4e5f\u4e00\u6837\uff0c\u4eba\u7c7b\u5386\u53f2\u4e0a\u5df2\u7ecf\u5f88\u4e45\u6ca1\u6709\u4e00\u4e2a\u5b66\u8005\u80fd\u901a\u6653\u6bcf\u4e2a\u5b66\u79d1\u7684\u7284\u89d2\u65ee\u65ef\u4e86\uff0c\u4f46 AI \u53ef\u4ee5\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a\uff0c\u79d1\u5b66\u7814\u7a76\u8fd9\u7c7b\u4efb\u52a1\u5bf9\u4eba\u7c7b\u6765\u8bf4\u5f88\u96be\uff0c\u4f46\u5bf9 AI \u4e0d\u4e00\u5b9a\u96be\u3002\u6b63\u56e0\u5982\u6b64\uff0c\u6211\u4eec\u624d\u8981\u591a\u627e\u4e00\u4e9b\u6570\u636e\u548c\u670d\u52a1\u6765\u652f\u6301\u5b83\u3002\u8fd9\u7c7b\u4efb\u52a1\u7684\u56de\u62a5\u6bd4\u5927\u90e8\u5206\u4efb\u52a1\u66f4 verifiable\uff0c\u672a\u6765\u751a\u81f3\u53ef\u80fd\u662f\u4eba\u7c7b\u5e2e AI\u300c\u6447\u8bd5\u7ba1\u300d\uff0c\u7136\u540e\u544a\u8bc9 AI \u7ed3\u679c\u662f\u5bf9\u662f\u9519\uff0c\u5e2e\u52a9 AI \u4e00\u8d77\u53bb\u70b9\u4eae\u79d1\u6280\u6811\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u674e\u5e7f\u5bc6 <\/span>\uff1a\u4e00\u5f00\u59cb\u7684\u6570\u636e\u51b7\u542f\u52a8\u662f\u5fc5\u8981\u7684\u3002\u505a\u4e00\u4e2a Agent \u5c31\u50cf\u505a\u4e00\u4e2a\u521b\u4e1a\u516c\u53f8\uff0c\u521b\u59cb\u4eba\u80af\u5b9a\u8981\u505a\u51b7\u542f\u52a8\uff0c\u8981\u4eb2\u529b\u4eb2\u4e3a\u3002\u63a5\u4e0b\u6765\uff0c\u642d\u5efa\u73af\u5883\u5c31\u5f88\u91cd\u8981\uff0c\u51b3\u5b9a\u4e86 Agent \u5f80\u54ea\u4e2a\u65b9\u5411\u8d70\u3002\u518d\u5f80\u540e\uff0c\u66f4\u91cd\u8981\u7684\u662f\u642d\u5efa\u5956\u52b1\uff08Reward\uff09\u7cfb\u7edf\u3002\u6211\u89c9\u5f97\u73af\u5883\u548c\u5956\u52b1\u8fd9\u4e24\u4e2a\u56e0\u7d20\u975e\u5e38\u5173\u952e\u3002\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\uff0cAgent \u7684\u521b\u4e1a\u8005\u505a\u597d\u8fd9\u4e2a Agent \u7684\u300cCEO\u300d\u5c31\u597d\u4e86\u3002\u4eca\u5929 AI \u5df2\u7ecf\u80fd\u5199\u51fa\u4eba\u7c7b\u770b\u4e0d\u61c2\u4f46\u80fd\u8fd0\u884c\u7684\u4ee3\u7801\uff0c\u6211\u4eec\u4e0d\u4e00\u5b9a\u975e\u8981\u7406\u89e3\u5f3a\u5316\u5b66\u4e60\u7aef\u5230\u7aef\u7684\u903b\u8f91\uff0c\u53ea\u8981\u642d\u597d\u73af\u5883\u3001\u8bbe\u597d\u5956\u52b1\u5c31\u884c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #9ebbfe\">05 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">Agent \u7684\u5546\u4e1a\u6a21\u5f0f\u5c06\u8d70\u5411\u4f55\u65b9\uff1f <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1a\u6700\u8fd1\u6211\u4eec\u770b\u5230\u5f88\u591a ToB \u9886\u57df\u7684 Agent\uff0c\u5c24\u5176\u662f\u5728\u7f8e\u56fd\uff0c\u5b83\u4eec\u7684\u5546\u4e1a\u6a21\u5f0f\u548c\u589e\u957f\u6a21\u5f0f\u6709\u4ec0\u4e48\u53d8\u5316\u5417\uff1f\u8fd8\u662f\u6709\u65b0\u7684\u6a21\u5f0f\u51fa\u73b0\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1a\u73b0\u5728\u6700\u5927\u7684\u4e00\u4e2a\u7279\u70b9\u5c31\u662f\uff0c\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u4ea7\u54c1\u4ece\u504f C \u7aef\u5207\u5165\uff0c\u5728\u516c\u53f8\u7ec4\u7ec7\u91cc\u81ea\u4e0b\u800c\u4e0a\uff08bottom-up\uff09\u5730\u88ab\u4f7f\u7528\u3002\u6700\u5178\u578b\u7684\u5c31\u662f Cursor\u3002\u9664\u4e86\u5b83\uff0c\u8fd8\u6709\u5f88\u591a AI Agent \u6216 Copilot \u4ea7\u54c1\uff0c\u5927\u5bb6\u613f\u610f\u81ea\u5df1\u5148\u7528\u8d77\u6765\u3002\u8fd9\u5c31\u4e0d\u518d\u662f\u4f20\u7edf SaaS \u90a3\u79cd\u9700\u8981\u5148\u641e\u5b9a CIO\u3001\u4e00\u5bf9\u4e00\u7b7e\u5355\u7684\u6a21\u5f0f\u4e86\uff0c\u81f3\u5c11\u7b2c\u4e00\u6b65\u4e0d\u662f\u8fd9\u6837\u3002<\/p>\n<p style=\"text-align: left\">\u53e6\u4e00\u4e2a\u6709\u610f\u601d\u7684\u4ea7\u54c1\u662f OpenEvidence\uff0c\u4ed6\u4eec\u505a\u7684\u662f\u533b\u751f\u8fd9\u4e2a\u7fa4\u4f53\u3002\u4ed6\u4eec\u5148\u628a\u533b\u751f\u7fa4\u4f53\u6253\u4e0b\u6765\uff0c\u7136\u540e\u6e10\u6e10\u690d\u5165\u533b\u7597\u5668\u68b0\u548c\u836f\u54c1\u7684\u5e7f\u544a\u3002\u8fd9\u4e9b\u4e1a\u52a1\u4e0d\u9700\u8981\u4e00\u5f00\u59cb\u5c31\u548c\u533b\u9662\u8c08\uff0c\u56e0\u4e3a\u548c\u533b\u9662\u8c08\u975e\u5e38\u6162\u3002AI \u521b\u4e1a\u6700\u5173\u952e\u7684\u5c31\u662f\u901f\u5ea6\uff0c\u5149\u9760\u6280\u672f\u62a4\u57ce\u6cb3\u662f\u6ca1\u7528\u7684\uff0c\u9700\u8981\u901a\u8fc7\u8fd9\u79cd\u81ea\u4e0b\u800c\u4e0a\u7684\u65b9\u5f0f\u589e\u957f\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/36\/26\/3626999d76fcecd6175250a4ec48f3b8.png\" height=\"471\" \/><\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">AI \u533b\u7597\u72ec\u89d2\u517d OpenEvidence\uff5c\u56fe\u6e90\uff1aOpenEvidence <\/span>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5173\u4e8e\u5546\u4e1a\u6a21\u5f0f\uff0c\u73b0\u5728\u6709\u4e00\u4e2a\u8d8b\u52bf\uff0c\u5c31\u662f\u6162\u6162\u5730\u4ece\u57fa\u4e8e\u6210\u672c\uff08Cost-based\uff09\u5b9a\u4ef7\u8d70\u5411\u57fa\u4e8e\u4ef7\u503c\uff08Value-based\uff09\u5b9a\u4ef7\u3002<\/span><\/p>\n<ol>\n<li><span style=\"font-weight: bold\">\u57fa\u4e8e\u6210\u672c<\/span><\/li>\n<li>\uff1a\u8fd9\u50cf\u4f20\u7edf\u4e91\u670d\u52a1\uff0c\u5728 CPU\/GPU \u6210\u672c\u4e4b\u4e0a\u52a0\u4e00\u5c42\u8f6f\u4ef6\u4ef7\u503c\u3002<\/li>\n<li><span style=\"font-weight: bold\">\u6309\u6b21\u6536\u8d39<\/span><\/li>\n<li>\uff1a\u5728 Agent \u8fd9\u8fb9\uff0c\u4e00\u79cd\u662f\u6309\u300c\u52a8\u4f5c\u300d\uff08Action\uff09\u6536\u8d39\u3002\u6bd4\u5982\u6211\u524d\u9762\u63d0\u5230\u7684\u7269\u6d41 Agent\uff0c\u7ed9\u5361\u8f66\u53f8\u673a\u6253\u4e00\u4e2a\u7535\u8bdd\u6536\u51e0\u6bdb\u94b1\u3002<\/li>\n<li><span style=\"font-weight: bold\">\u6309\u5de5\u4f5c\u6d41\u6536\u8d39<\/span><\/li>\n<li>\uff1a\u66f4\u9ad8\u4e00\u5c42\u7684\u62bd\u8c61\u662f\u6309\u300c\u5de5\u4f5c\u6d41\u300d\uff08Workflow\uff09\u6536\u8d39\uff0c\u6bd4\u5982\u5b8c\u6210\u4e00\u6574\u4e2a\u7269\u6d41\u8ba2\u5355\u3002\u8fd9\u79bb\u6210\u672c\u7aef\u66f4\u8fdc\uff0c\u79bb\u4ef7\u503c\u7aef\u66f4\u8fd1\u4e86\uff0c\u56e0\u4e3a\u5b83\u771f\u7684\u53c2\u4e0e\u5230\u4e86\u5de5\u4f5c\u4e2d\u3002\u4f46\u8fd9\u9700\u8981\u4e00\u4e2a\u76f8\u5bf9\u6536\u655b\u7684\u573a\u666f\u3002<\/li>\n<li><span style=\"font-weight: bold\">\u6309\u7ed3\u679c\u4ed8\u8d39<\/span><\/li>\n<li>\uff1a\u518d\u5f80\u4e0a\uff0c\u5c31\u662f\u6309\u300c\u7ed3\u679c\u300d\uff08Result\uff09\u4ed8\u8d39\u3002\u56e0\u4e3a Agent \u6210\u529f\u7387\u4e0d\u9ad8\uff0c\u7528\u6237\u5e0c\u671b\u4e3a\u6210\u529f\u7684\u7ed3\u679c\u4ed8\u8d39\u3002\u8fd9\u8981\u6c42 Agent \u516c\u53f8\u5bf9\u4ea7\u54c1\u6709\u6781\u9ad8\u7684\u6253\u78e8\u80fd\u529b\u3002<\/li>\n<li><span style=\"font-weight: bold\">\u6309 Agent \u672c\u8eab\u4ed8\u8d39<\/span><\/li>\n<li>\uff1a\u672a\u6765\u53ef\u80fd\u4f1a\u771f\u6b63\u5730\u6309\u300cAgent\u300d\u4ed8\u8d39\u3002\u6bd4\u5982\uff0c\u6709\u4e00\u5bb6\u53eb Hippocratic AI \u7684\u516c\u53f8\u505a AI \u62a4\u58eb\uff0c\u5728\u7f8e\u56fd\u62db\u4e00\u4e2a\u4eba\u7c7b\u62a4\u58eb\u5927\u6982\u662f\u6bcf\u5c0f\u65f6 40 \u7f8e\u91d1\uff0c\u800c\u4ed6\u4eec\u7684 AI \u62a4\u58eb\u6bcf\u5c0f\u65f6\u53ea\u8981 9 \u5230 10 \u7f8e\u91d1\uff0c\u964d\u4e86\u56db\u5206\u4e4b\u4e09\u7684\u6210\u672c\u3002\u5728\u7f8e\u56fd\u8fd9\u79cd\u4eba\u529b\u6602\u8d35\u7684\u5e02\u573a\uff0c\u8fd9\u975e\u5e38\u5408\u7406\u3002\u5982\u679c Agent \u672a\u6765\u80fd\u505a\u5f97\u66f4\u597d\uff0c\u6211\u751a\u81f3\u53ef\u4ee5\u7ed9\u5b83\u53d1\u5956\u91d1\u3001\u53d1\u5e74\u7ec8\u5956\u3002\u8fd9\u4e9b\u90fd\u662f\u5546\u4e1a\u6a21\u5f0f\u4e0a\u7684\u521b\u65b0\u3002<\/li>\n<\/ol>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u674e\u5e7f\u5bc6 <\/span>\uff1a\u6211\u4eec\u6700\u671f\u5f85\u7684\u662f\u6309\u4ef7\u503c\uff08Value-based\uff09\u7684\u8ba1\u4ef7\u65b9\u5f0f\u3002\u6bd4\u5982 Manus AI \u505a\u4e00\u4e2a\u7f51\u7ad9\uff0c\u8fd9\u4e2a\u4ef7\u503c\u662f\u4e0d\u662f\u503c 300 \u7f8e\u91d1\uff1f\u5b83\u505a\u4e00\u4e2a\u5e94\u7528\uff0c\u662f\u4e0d\u662f\u503c 5 \u4e07\u7f8e\u91d1\uff1f\u4f46\u4eca\u5929\u7684\u4efb\u52a1\u4ef7\u503c\u8fd8\u4e0d\u597d\u5b9a\u4ef7\u3002\u5982\u4f55\u5efa\u7acb\u4e00\u4e2a\u597d\u7684\u8861\u91cf\u8ba1\u4ef7\u65b9\u5f0f\uff0c\u662f\u503c\u5f97\u521b\u4e1a\u8005\u53bb\u63a2\u7d22\u7684\u3002<\/p>\n<p style=\"text-align: left\">\u53e6\u5916\uff0c\u521a\u624d\u51ef\u797a\u63d0\u5230\u6309 Agent \u4ed8\u8d39\uff0c\u8fd9\u5c31\u50cf\u4f01\u4e1a\u8981\u548c\u5458\u5de5\u7b7e\u5408\u540c\u4e00\u6837\u3002\u672a\u6765\u6211\u4eec\u96c7\u4f63\u4e86 Agent\uff0c\u662f\u4e0d\u662f\u8981\u7ed9\u5b83\u53d1\u300c\u8eab\u4efd\u8bc1\u300d\uff1f\u662f\u4e0d\u662f\u8981\u7b7e\u300c\u52b3\u52a8\u5408\u540c\u300d\uff1f\u8fd9\u5176\u5b9e\u5c31\u662f\u667a\u80fd\u5408\u7ea6\u3002\u6211\u6bd4\u8f83\u671f\u5f85\u672a\u6765 Crypto \u9886\u57df\u7684\u667a\u80fd\u5408\u7ea6\u5982\u4f55\u5e94\u7528\u5230\u6570\u5b57\u4e16\u754c\u7684 Agent \u4e0a\uff0c\u5f53\u4efb\u52a1\u5b8c\u6210\u540e\uff0c\u901a\u8fc7\u4e00\u4e2a\u597d\u7684\u8861\u91cf\u8ba1\u4ef7\u624b\u6bb5\uff0c\u53bb\u5206\u914d\u7ecf\u6d4e\u5229\u76ca\u3002\u8fd9\u53ef\u80fd\u662f Agent \u4e0e Crypto \u667a\u80fd\u5408\u7ea6\u7ed3\u5408\u7684\u673a\u4f1a\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #9ebbfe\">06 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u4eba\u7c7b\u4e0e Agent \u7684\u534f\u4f5c\u5173\u7cfb\u4f1a\u53d8\u6210\u4ec0\u4e48\u5f62\u6001\uff1f <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1a\u6700\u8fd1\u5728 Coding Agent \u8fd9\u4e2a\u65b9\u5411\uff0c\u6709\u4e24\u4e2a\u8bcd\u8ba8\u8bba\u5f97\u6bd4\u8f83\u591a\uff1a\u300cHuman in the loop\u300d\u548c\u300cHuman on the loop\u300d\uff0c\u8fd9\u662f\u5728\u63a2\u8ba8\u4ec0\u4e48\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1a\u300cHuman on the loop\u300d\u662f\u6307\u4eba\u5c3d\u53ef\u80fd\u51cf\u5c11\u5728\u5faa\u73af\u4e2d\u7684\u51b3\u7b56\uff0c\u53ea\u5728\u5173\u952e\u65f6\u523b\u53c2\u4e0e\u4e00\u4e0b\u3002\u6709\u70b9\u50cf\u7279\u65af\u62c9\u7684 FSD\uff0c\u5f53\u7cfb\u7edf\u9047\u5230\u5371\u9669\u51b3\u7b56\u65f6\uff0c\u4f1a\u8b66\u544a\u4eba\u7c7b\u63a5\u7ba1\u6cb9\u95e8\u5239\u8f66\u3002\u5728\u865a\u62df\u4e16\u754c\u4e2d\uff0c\u8fd9\u901a\u5e38\u6307\u975e\u5373\u65f6\u7684\u3001\u5f02\u6b65\u7684\u4eba\u673a\u534f\u4f5c\u3002\u4eba\u53ef\u4ee5\u5bf9 AI \u62ff\u4e0d\u51c6\u7684\u5173\u952e\u51b3\u7b56\u8fdb\u884c\u5e72\u9884\u3002<\/p>\n<p style=\"text-align: left\">\u300cHuman in the loop\u300d\u5219\u66f4\u504f\u5411\u4e8e AI \u4f1a\u65f6\u4e0d\u65f6\u5730\u300cping\u300d\u4f60\u4e00\u4e0b\uff0c\u6765\u786e\u8ba4\u67d0\u4ef6\u4e8b\u3002\u6bd4\u5982 Minus AI\uff0c\u5b83\u7684\u53f3\u534a\u8fb9\u6709\u4e00\u4e2a\u865a\u62df\u673a\uff0c\u6211\u53ef\u4ee5\u5b9e\u65f6\u770b\u5230\u5b83\u5728\u6d4f\u89c8\u5668\u91cc\u505a\u4ec0\u4e48\uff0c\u8fd9\u5c31\u50cf\u4e00\u4e2a\u6253\u5f00\u7684\u767d\u76d2\uff0c\u6211\u80fd\u5927\u6982\u77e5\u9053 Agent \u60f3\u505a\u4ec0\u4e48\u3002<\/p>\n<p style=\"text-align: left\">\u8fd9\u4e24\u4e2a\u6982\u5ff5\u4e0d\u662f\u975e\u9ed1\u5373\u767d\u7684\u5173\u7cfb\uff0c\u800c\u662f\u4e00\u4e2a\u5149\u8c31\u3002\u73b0\u5728\u66f4\u591a\u7684\u662f\u300cin the loop\u300d\uff0c\u4eba\u8fd8\u662f\u8981\u5728\u5f88\u591a\u5173\u952e\u70b9\u4e0a\u505a\u5ba1\u6279\u3002\u539f\u56e0\u5f88\u7b80\u5355\uff0c\u8f6f\u4ef6\u8fd8\u6ca1\u5230\u90a3\u4e2a\u9636\u6bb5\uff0c\u51fa\u4e86\u95ee\u9898\u603b\u5f97\u6709\u4eba\u8d1f\u8d23\u3002\u6cb9\u95e8\u548c\u5239\u8f66\u4e00\u5b9a\u662f\u53bb\u4e0d\u6389\u7684\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u53ef\u4ee5\u9884\u89c1\u7684\u662f\uff0c\u672a\u6765\u9ad8\u91cd\u590d\u6027\u7684\u4efb\u52a1\uff0c\u6700\u7ec8\u7ed3\u679c\u4e00\u5b9a\u662f\u4eba\u53ea\u770b\u6458\u8981\uff0c\u81ea\u52a8\u5316\u7a0b\u5ea6\u4f1a\u975e\u5e38\u9ad8\u3002 <\/span>\u5bf9\u4e8e\u4e00\u4e9b\u96be\u9898\uff0c\u6bd4\u5982\u8ba9 AI \u770b\u75c5\u7406\u62a5\u544a\uff0c\u6211\u4eec\u53ef\u4ee5\u628a Agent \u7684\u300c\u5047\u9633\u7387\u300d\u8c03\u9ad8\u4e00\u70b9\uff0c\u8ba9\u5b83\u66f4\u5bb9\u6613\u89c9\u5f97\u300c\u6709\u95ee\u9898\u300d\uff0c\u7136\u540e\u300con the loop\u300d\u5730\u628a\u8fd9\u4e9b\u6848\u4f8b\u4f5c\u4e3a\u90ae\u4ef6\u53d1\u7ed9\u4eba\u7c7b\u533b\u751f\u3002\u8fd9\u6837\uff0c\u867d\u7136\u4eba\u7c7b\u533b\u751f\u9700\u8981\u590d\u6838\u7684\u6848\u4f8b\u591a\u4e86\uff0c\u4f46 Agent \u6240\u6709\u5224\u65ad\u4e3a\u300c\u9634\u6027\u300d\u7684\u6848\u4f8b\u90fd\u53ef\u4ee5\u88ab\u987a\u5229\u5ba1\u6279\u6389\u3002\u5982\u679c\u75c5\u7406\u62a5\u544a\u4e2d\u53ea\u6709 20% \u771f\u7684\u6709\u96be\u5ea6\uff0c\u90a3\u4eba\u7c7b\u533b\u751f\u7684\u5de5\u4f5c\u5e26\u5bbd\u5c31\u5df2\u7ecf\u653e\u5927\u4e86 5 \u500d\u3002\u6240\u4ee5\u4e0d\u7528\u592a\u7ea0\u7ed3\u4e8e\u300cin\u300d\u8fd8\u662f\u300con\u300d\uff0c\u53ea\u8981\u627e\u5230\u597d\u7684\u7ed3\u5408\u70b9\uff0c\u5c31\u80fd\u628a\u4eba\u673a\u534f\u4f5c\u505a\u5f97\u5f88\u597d\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u674e\u5e7f\u5bc6 <\/span>\uff1a\u9e4f\u54e5\u95ee\u7684\u8fd9\u4e2a\u95ee\u9898\u80cc\u540e\uff0c\u5176\u5b9e\u6709\u4e00\u4e2a\u5de8\u5927\u7684\u673a\u4f1a\uff0c\u5c31\u662f\u300c\u65b0\u7684\u4ea4\u4e92\u300d\u4ee5\u53ca\u300c\u4eba\u4e0e Agent \u5982\u4f55\u534f\u540c\u300d\u3002\u8fd9\u53ef\u4ee5\u7b80\u5355\u7406\u89e3\u6210\u5728\u7ebf\uff08\u540c\u6b65\uff09\u548c\u79bb\u7ebf\uff08\u5f02\u6b65\uff09\u3002\u6bd4\u5982\u6211\u4eec\u5f00\u4f1a\u76f4\u64ad\uff0c\u5fc5\u987b\u5b9e\u65f6\u5728\u7ebf\u3002\u4f46\u5982\u679c\u6211\u4f5c\u4e3a\u4e00\u4e2a CEO \u7ed9\u540c\u4e8b\u5e03\u7f6e\u4efb\u52a1\uff0c\u9879\u76ee\u63a8\u8fdb\u662f\u5f02\u6b65\u7684\u3002<\/p>\n<p style=\"text-align: left\">\u8fd9\u91cc\u9762\u66f4\u5927\u7684\u610f\u4e49\u5728\u4e8e\uff0c\u5f53 Agent \u5927\u89c4\u6a21\u843d\u5730\u540e\uff0c\u4eba\u4e0e Agent \u5982\u4f55\u534f\u540c\u4ea4\u4e92\uff0c\u4ee5\u53ca Agent \u4e0e Agent \u4e4b\u95f4\u5982\u4f55\u534f\u540c\u4ea4\u4e92\uff0c\u8fd9\u662f\u975e\u5e38\u503c\u5f97\u63a2\u7d22\u7684\u3002\u4eca\u5929\u6211\u4eec\u8fd8\u662f\u901a\u8fc7\u6587\u672c\u4e0e AI \u4ea4\u4e92\uff0c\u4f46\u672a\u6765\u4e0e Agent \u7684\u4ea4\u4e92\u65b9\u5f0f\u4f1a\u6709\u5f88\u591a\u79cd\u3002\u6709\u4e9b\u53ef\u80fd\u5728\u540e\u53f0\u81ea\u52a8\u5316\u8fd0\u884c\uff0c\u6709\u4e9b\u5219\u9700\u8981\u4eba\u5728\u524d\u9762\u770b\u7740\u3002 <span style=\"font-weight: bold\">\u63a2\u7d22\u65b0\u7684\u4ea4\u4e92\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u673a\u4f1a\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #9ebbfe\">07 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u80fd\u529b\u8fc7\u5269\u3001\u9700\u6c42\u4e0d\u8db3\uff0c<\/span><\/p>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">Agent \u7684\u300c\u6740\u624b\u7ea7\u5e94\u7528\u300d\u4f55\u65f6\u51fa\u73b0\uff1f <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1aCoding Agent \u603b\u4f53\u8fd8\u662f\u56f4\u7ed5 IDE \u7684\u5ef6\u957f\u7ebf\u5728\u505a\u3002\u672a\u6765\u4f1a\u4e0d\u4f1a\u6709\u53d8\u5316\uff1f\u5982\u679c\u5927\u5bb6\u90fd\u6324\u5728\u8fd9\u6761\u8def\u4e0a\uff0c\u540e\u6765\u8005\u8981\u5982\u4f55\u8ffd\u8d76 Cursor\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1aIDE \u53ea\u662f\u4e00\u4e2a\u73af\u5883\uff0c\u518d\u53bb\u590d\u523b\u4e00\u4e2a IDE \u672c\u8eab\u7684\u4ef7\u503c\u4e0d\u5927\u3002\u4f46\u5728 IDE \u6216\u53e6\u4e00\u4e2a\u597d\u7684\u73af\u5883\u91cc\u505a Agent\uff0c\u672c\u8eab\u662f\u6709\u4ef7\u503c\u7684\u3002\u6211\u4f1a\u601d\u8003\u5b83\u7684\u7528\u6237\u5230\u5e95\u53ea\u662f\u4e13\u4e1a\u5f00\u53d1\u8005\uff0c\u8fd8\u662f\u80fd\u62d3\u5c55\u5230\u4e13\u4e1a\u5f00\u53d1\u8005\u4e4b\u5916\u300c\u5e73\u6c11\u5f00\u53d1\u8005\u300d&mdash;&mdash;\u90a3\u4e9b\u6709\u5f88\u591a\u81ea\u52a8\u5316\u9700\u6c42\u7684\u767d\u9886\u5de5\u4f5c\u8005\u3002<\/p>\n<p style=\"text-align: left\">\u73b0\u5728\u7f3a\u7684\u662f\u4ec0\u4e48\uff1f\u4e0d\u662f\u4f9b\u7ed9\u80fd\u529b\uff0c\u56e0\u4e3a Cursor \u8fd9\u7c7b\u4ea7\u54c1\u5df2\u7ecf\u628a AI \u7684 coding \u4f9b\u7ed9\u80fd\u529b\u653e\u5927\u4e86 10 \u500d\u751a\u81f3 100 \u500d\u3002\u4ee5\u524d\u6211\u8981\u505a\u4e00\u4e2a\u4ea7\u54c1\uff0c\u9700\u8981\u5916\u5305\u4e00\u4e2a IT \u56e2\u961f\uff0c\u8bd5\u9519\u6210\u672c\u5f88\u9ad8\u3002\u73b0\u5728\u7406\u8bba\u4e0a\u6211\u53ea\u8981\u8bf4\u4e00\u53e5\u8bdd\uff0c\u82b1 20 \u7f8e\u5143\u7684\u6708\u8d39\u5c31\u80fd\u8bd5\u9519\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u73b0\u5728\u7f3a\u7684\u662f\u9700\u6c42\u3002\u5927\u5bb6\u90fd\u5728\u7528\u8001\u7684\u9700\u6c42\u53bb\u5957\u65b0\u6280\u672f\uff0c\u6709\u70b9\u300c\u62ff\u7740\u9524\u5b50\u627e\u9489\u5b50\u300d\u7684\u72b6\u6001\u3002 <\/span>\u76ee\u524d\u7684\u9700\u6c42\u5927\u591a\u662f\u505a\u843d\u5730\u9875\uff08Landing page\uff09\u6216\u8005\u57fa\u7840\u7684\u73a9\u5177\u7f51\u7ad9\u3002\u672a\u6765\u9700\u8981\u627e\u5230\u4e00\u4e2a\u6536\u655b\u7684\u4ea7\u54c1\u5f62\u6001\u3002\u8fd9\u6709\u70b9\u50cf\u5f53\u5e74\u63a8\u8350\u5f15\u64ce\u51fa\u6765\u7684\u65f6\u5019\uff0c\u5b83\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u6280\u672f\uff0c\u540e\u6765\u51fa\u73b0\u4e86\u4e00\u79cd\u53eb\u300c\u4fe1\u606f\u6d41\u300d\u7684\u4ea7\u54c1\u5f62\u6001\uff0c\u628a\u63a8\u8350\u5f15\u64ce\u771f\u6b63\u5e26\u7ed9\u4e86\u5927\u4f17\u3002\u4f46 AI Coding \u9886\u57df\u8fd8\u6ca1\u6709\u627e\u5230\u50cf\u300c\u4fe1\u606f\u6d41\u300d\u8fd9\u6837\u7684\u6740\u624b\u7ea7\u4ea7\u54c1\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u674e\u5e7f\u5bc6 <\/span>\uff1a <span style=\"font-weight: bold\">\u6211\u89c9\u5f97 Coding \u6709\u53ef\u80fd\u62ff\u8d70\u6574\u4e2a\u5927\u6a21\u578b\u4ea7\u4e1a\u9636\u6bb5\u6027 90% \u7684\u4ef7\u503c\u3002 <\/span>\u8fd9\u4e2a\u4ef7\u503c\u600e\u4e48\u957f\u51fa\u6765\uff1f\u4eca\u5929\u7684\u7b2c\u4e00\u5e55\u8fd8\u662f\u670d\u52a1\u5168\u7403 3000 \u4e07\u7a0b\u5e8f\u5458\u3002\u6211\u4e3e\u4e2a\u4f8b\u5b50\uff0cPhotoshop \u670d\u52a1\u7684\u662f\u5168\u7403\u4e24\u4e09\u5343\u4e07\u4e13\u4e1a\u8bbe\u8ba1\u5e08\uff0c\u95e8\u69db\u5f88\u9ad8\u3002\u4f46\u662f\u5f53\u526a\u6620\u3001Canva\u3001\u7f8e\u56fe\u79c0\u79c0\u51fa\u6765\u540e\uff0c\u53ef\u80fd\u6709 5 \u4ebf\u751a\u81f3\u66f4\u591a\u7684\u7528\u6237\u90fd\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\uff0c\u5e76\u505a\u51fa\u66f4\u706b\u7206\u7684\u5185\u5bb9\u3002<\/p>\n<p style=\"text-align: left\">Code \u6709\u4e00\u4e2a\u597d\u5904\uff0c\u5b83\u662f\u4e00\u4e2a\u521b\u610f\u7684\u8868\u8fbe\u5e73\u53f0\u3002\u8fd9\u4e2a\u793e\u4f1a\u4e0a 90% \u4ee5\u4e0a\u7684\u4efb\u52a1\u90fd\u53ef\u4ee5\u901a\u8fc7 Code \u6765\u8868\u8fbe\uff0c\u6240\u4ee5\u5b83\u6709\u53ef\u80fd\u53d8\u6210\u4e00\u4e2a\u521b\u610f\u5e73\u53f0\u3002\u4ee5\u524d\u5e94\u7528\u5f00\u53d1\u95e8\u69db\u975e\u5e38\u9ad8\uff0c\u5927\u91cf\u7684\u957f\u5c3e\u9700\u6c42\u6ca1\u6709\u88ab\u6ee1\u8db3\u3002\u5f53\u95e8\u69db\u5927\u5e45\u964d\u4f4e\u540e\uff0c\u8fd9\u4e9b\u9700\u6c42\u5c31\u4f1a\u88ab\u6fc0\u53d1\u51fa\u6765\u3002\u6211\u671f\u5f85\u7684\u662f\u300c\u5e94\u7528\u7684\u5927\u7206\u53d1\u300d\u3002\u79fb\u52a8\u4e92\u8054\u7f51\u751f\u6210\u7684\u6700\u5927\u6570\u636e\u662f\u5185\u5bb9\uff0c\u800c AI \u8fd9\u4e00\u6ce2\u751f\u6210\u7684\u6700\u5927\u5185\u5bb9\u53ef\u80fd\u5c31\u662f\u65b0\u7684\u5e94\u7528\u8f6f\u4ef6\u3002\u8fd9\u5c31\u50cf\u4f18\u9177\u3001\u7231\u5947\u827a\u8fd9\u79cd\u957f\u89c6\u9891\u5e73\u53f0\u548c\u6296\u97f3\u7684\u533a\u522b\u3002\u4f60\u53ef\u4ee5\u628a\u5927\u6a21\u578b\u6bd4\u4f5c\u6444\u50cf\u5934\uff0c\u5728\u5b83\u4e4b\u4e0a\u8fd8\u80fd\u505a\u51fa\u6296\u97f3\u548c\u526a\u6620\u8fd9\u6837\u7684\u6740\u624b\u7ea7\u5e94\u7528\u3002\u8fd9\u53ef\u80fd\u5c31\u662f\u6240\u8c13\u7684\u300cVibe Coding\u300d\uff08\u6c1b\u56f4\u7f16\u7a0b\uff09\u7684\u672c\u8d28\uff0c\u5b83\u662f\u4e00\u4e2a\u65b0\u7684\u521b\u610f\u5e73\u53f0\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1a\u8981\u63d0\u5347 Agent \u7684\u8f93\u51fa\u4ef7\u503c\uff0c\u8f93\u5165\uff08input\uff09\u4e5f\u53d8\u5f97\u975e\u5e38\u91cd\u8981\u3002\u4f46\u5728\u4ea7\u54c1\u548c\u6280\u672f\u4e0a\uff0c\u6709\u4ec0\u4e48\u65b9\u6cd5\u53ef\u4ee5\u63d0\u5347\u8f93\u5165\u8d28\u91cf\uff0c\u4ece\u800c\u786e\u4fdd\u66f4\u597d\u7684\u8f93\u51fa\u5462\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1a\u5728\u4ea7\u54c1\u4e0a\uff0c\u6211\u4eec\u4e0d\u80fd\u89c9\u5f97\u7528\u6237\u7528\u4e0d\u597d\u4ea7\u54c1\u662f\u7528\u6237\u7684\u95ee\u9898\u3002\u8981\u4e0b\u529f\u592b\u6700\u5173\u952e\u7684\u4e00\u4e2a\u8bcd\u5c31\u662f\u300c\u4e0a\u4e0b\u6587\u300d\uff08Context\uff09\u3002\u4e00\u4e2a Agent \u80fd\u5426\u5efa\u7acb\u300c\u4e0a\u4e0b\u6587\u611f\u77e5\u300d\uff08Context Awareness\uff09\uff1f<\/p>\n<p style=\"text-align: left\">\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c\u6211\u5728\u4e92\u8054\u7f51\u5927\u5382\u91cc\u5199\u4ee3\u7801\uff0cAgent \u4e0d\u5149\u8981\u770b\u6211\u624b\u5934\u7684\u4ee3\u7801\uff0c\u8fd8\u8981\u770b\u6574\u4e2a\u516c\u53f8\u76f8\u5173\u7684\u4ee3\u7801\u5e93\uff08Codebase\uff09\uff0c\u751a\u81f3\u8981\u770b\u6211\u5728\u98de\u4e66\u91cc\u548c\u4ea7\u54c1\u7ecf\u7406\u3001\u540c\u4e8b\u7684\u5bf9\u8bdd\uff0c\u4ee5\u53ca\u6211\u4e4b\u524d\u7684\u7f16\u7801\u548c\u6c9f\u901a\u4e60\u60ef\u3002\u628a\u8fd9\u4e9b\u4e0a\u4e0b\u6587\u90fd\u7ed9 Agent\uff0c\u6211\u7684\u8f93\u5165\u624d\u80fd\u66f4\u9ad8\u6548\u3002<\/p>\n<p style=\"text-align: left\">\u6240\u4ee5\u5bf9\u4e8e Agent \u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u6700\u5173\u952e\u7684\u5c31\u662f\u8981\u628a\u8bb0\u5fc6\uff08Memory\uff09\u673a\u5236\u548c\u4e0a\u4e0b\u6587\u7684\u8fde\u63a5\u80fd\u529b\u505a\u5f97\u8db3\u591f\u597d\uff0c\u8fd9\u4e5f\u662f Agent \u57fa\u7840\u8bbe\u65bd\uff08Infra\uff09\u7684\u4e00\u5927\u6311\u6218\u3002<\/p>\n<p style=\"text-align: center\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/f2\/af\/f2afd1634e7e31f686a3e9805a22abed.png\" height=\"710\" \/><\/p>\n<p style=\"text-align: left\"><span style=\"color: #bbbfc4\">Agent \u7684\u6311\u6218\uff1a\u597d\u8bb0\u5fc6\u673a\u5236\u548c\u4e0a\u4e0b\u6587\u8fde\u63a5\uff5c\u56fe\u6e90\uff1a\u96f6\u552e\u79d1\u5b66 <\/span>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\">\u6b64\u5916\uff0c\u5bf9\u4e8e\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u600e\u4e48\u505a\u597d\u5f3a\u5316\u5b66\u4e60\u7684\u51b7\u542f\u52a8\u6570\u636e\u3001\u600e\u4e48\u5b9a\u4e49\u6e05\u6670\u7684\u5956\u52b1\uff08Reward\uff09\u4e5f\u5f88\u91cd\u8981\u3002\u8fd9\u4e2a\u5956\u52b1\u80cc\u540e\u610f\u5473\u7740\uff0c\u5f53\u7528\u6237\u8868\u8fbe\u4e0d\u6e05\u6670\u65f6\uff0c\u4f60\u600e\u4e48\u628a\u4ed6\u7684\u9700\u6c42\u62c6\u89e3\u51fa\u6765\u3002\u6bd4\u5982\uff0cOpenAI \u7684 Deep Research \u5728\u6211\u95ee\u5f97\u4e0d\u6e05\u6670\u65f6\uff0c\u4f1a\u5148\u7ed9\u51fa\u56db\u4e2a\u5f15\u5bfc\u6027\u95ee\u9898\u3002\u5728\u548c\u5b83\u4ea4\u4e92\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u5176\u5b9e\u4e5f\u5728\u60f3\u6e05\u695a\u81ea\u5df1\u7684\u9700\u6c42\u3002<\/p>\n<p style=\"text-align: left\">\u5bf9\u4e8e\u4eca\u5929\u7684\u7528\u6237\u6765\u8bf4\uff0c\u6700\u4e3b\u8981\u8fd8\u662f\u8981\u60f3\u600e\u4e48\u6e05\u6670\u5730\u8868\u8fbe\u9700\u6c42\uff0c\u4ee5\u53ca\u600e\u4e48\u9a8c\u6536\u9700\u6c42\u3002\u867d\u7136\u4e0d\u7528\u505a\u5230\u300c\u4ee5\u7ec8\u4e3a\u59cb\u300d\uff0c\u4f46\u8981\u5bf9\u597d\u574f\u6709\u4e00\u4e2a\u5927\u6982\u7684\u9884\u671f\u3002 <span style=\"font-weight: bold\">\u6211\u4eec\u5199 Prompt \u4e5f\u8981\u50cf\u5199\u4ee3\u7801\u4e00\u6837\uff0c\u6709\u6e05\u6670\u7684\u6307\u4ee4\u548c\u903b\u8f91\uff0c\u8fd9\u6837\u80fd\u907f\u514d\u5f88\u591a\u65e0\u6548\u7684\u8f93\u51fa\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u674e\u5e7f\u5bc6 <\/span>\uff1a\u6211\u8865\u5145\u4e24\u70b9\u3002\u7b2c\u4e00\uff0c\u4e0a\u4e0b\u6587\u7684\u91cd\u8981\u6027\u3002 <span style=\"font-weight: bold\">\u6211\u4eec\u5185\u90e8\u7ecf\u5e38\u8ba8\u8bba\uff0c\u4e0a\u4e0b\u6587\u505a\u597d\u4e86\uff0c\u4f1a\u6709\u65b0\u7684\u652f\u4ed8\u5b9d\u3001PayPal \u7ea7\u522b\u7684\u673a\u4f1a\u3002<\/span><\/p>\n<p style=\"text-align: left\">\u4ee5\u524d\u7535\u5546\u770b\u7684\u662f\u6210\u4ea4\u603b\u989d\uff08GMV\uff09\uff0c\u4ee5\u540e\u770b\u7684\u662f\u4efb\u52a1\u5b8c\u6210\u7387\u3002\u800c\u4efb\u52a1\u5b8c\u6210\uff0c\u4e00\u8fb9\u662f\u667a\u80fd\uff0c\u53e6\u4e00\u8fb9\u5c31\u662f\u4e0a\u4e0b\u6587\u3002\u6bd4\u5982\u6211\u8981\u505a\u4e00\u4e2a\u4e2a\u4eba\u7f51\u7ad9\uff0c\u5982\u679c\u628a\u6211\u7684 Notion \u7b14\u8bb0\u3001\u5fae\u4fe1\u6570\u636e\u3001\u90ae\u4ef6\u6570\u636e\u90fd\u63d0\u4f9b\u7ed9 AI\uff0c\u90a3\u6211\u7684\u4e2a\u4eba\u7f51\u7ad9\u5185\u5bb9\u80af\u5b9a\u4f1a\u975e\u5e38\u4e30\u5bcc\u3002<\/p>\n<p style=\"text-align: left\">\u7b2c\u4e8c\uff0c\u81ea\u4e3b\u5b66\u4e60\u3002\u642d\u597d\u73af\u5883\u540e\uff0cAgent \u8981\u80fd\u8fed\u4ee3\uff0c\u8fd9\u975e\u5e38\u5173\u952e\u3002\u5982\u679c\u4e0d\u80fd\u6301\u7eed\u5b66\u4e60\u8fed\u4ee3\uff0c\u7ed3\u679c\u5c31\u662f\u88ab\u6a21\u578b\u672c\u8eab\u5403\u6389\uff0c\u56e0\u4e3a\u6a21\u578b\u5c31\u662f\u4e00\u4e2a\u5b66\u4e60\u7cfb\u7edf\u3002\u4e0a\u4e00\u6ce2\u79fb\u52a8\u4e92\u8054\u7f51\uff0c\u6ca1\u6709\u505a\u673a\u5668\u5b66\u4e60\u548c\u63a8\u8350\u7684\u516c\u53f8\u90fd\u6ca1\u505a\u5927\u3002\u8fd9\u4e00\u6ce2\u5982\u679c Agent \u505a\u4e0d\u597d\u7aef\u5230\u7aef\u7684\u81ea\u4e3b\u5b66\u4e60\u548c\u8fed\u4ee3\uff0c\u6211\u89c9\u5f97\u4e5f\u505a\u4e0d\u8d77\u6765\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #9ebbfe\">08 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u5de8\u5934\u535a\u5f08\u4e0b\uff0c\u8fd8\u6709\u54ea\u4e9b\u53d8\u5316\u548c\u673a\u4f1a\uff1f <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1a\u6211\u4eec\u600e\u4e48\u5224\u65ad\u672a\u6765 Agent \u7684\u80fd\u529b\u4f1a\u4ee5\u4e00\u4e2a\u8d85\u7ea7\u63a5\u53e3\u7684\u5f62\u5f0f\u51fa\u73b0\uff0c\u8fd8\u662f\u79bb\u6563\u5730\u5206\u5e03\u5728\u5404\u4e2a\u573a\u666f\u91cc\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1a\u6211\u770b\u5230\u4e00\u4e2a\u6bd4\u8f83\u5927\u7684\u8d8b\u52bf\u662f\uff0c\u7b2c\u4e00\uff0c\u80af\u5b9a\u662f\u591a\u667a\u80fd\u4f53\uff08Multi-agent\uff09\u7684\u3002\u5373\u4fbf\u662f\u5b8c\u6210\u4e00\u4e2a\u4efb\u52a1\uff0c\u5728 Cursor \u8fd9\u7c7b\u4ea7\u54c1\u91cc\uff0c\u505a\u4ee3\u7801\u8865\u5168\u548c\u505a\u5355\u5143\u6d4b\u8bd5\u7684\u53ef\u80fd\u662f\u4e0d\u540c\u7684 Agent\uff0c\u56e0\u4e3a\u5b83\u4eec\u9700\u8981\u7684\u300c\u6027\u683c\u300d\u548c\u64c5\u957f\u7684\u70b9\u4e0d\u4e00\u6837\u3002<\/p>\n<p style=\"text-align: left\">\u7b2c\u4e8c\uff0c\u5165\u53e3\u4f1a\u4e0d\u4f1a\u6709\u53d8\u5316\uff1f\u6211\u89c9\u5f97\u5165\u53e3\u662f\u4e00\u4e2a\u4e8c\u9636\u7684\u95ee\u9898\u3002\u9996\u5148\u8981\u53d1\u751f\u7684\u662f\uff0c\u5927\u5bb6\u6709\u5f88\u591a Agent\uff0c\u5e76\u548c\u5b83\u4eec\u534f\u4f5c\u3002\u8fd9\u4e9b Agent \u80cc\u540e\u4f1a\u652f\u6491\u8d77\u4e00\u5f20\u7f51\u7edc\uff0c\u6211\u79f0\u4e4b\u4e3a\u300cBotnet\u300d\u3002\u6bd4\u5982\u672a\u6765\u8d2d\u7269\uff0c60% \u4ee5\u4e0a\u7684\u56fa\u5b9a\u6d88\u8d39\u53ef\u80fd\u90fd\u7531 Agent \u5e2e\u6211\u5b8c\u6210\u3002<\/p>\n<p style=\"text-align: left\">\u5728\u751f\u4ea7\u529b\u573a\u666f\u4e5f\u4e00\u6837\uff0c\u672a\u6765\u7a0b\u5e8f\u5458\u7684\u6bcf\u65e5\u4f8b\u4f1a\u53ef\u80fd\u4f1a\u88ab Agent \u4e4b\u95f4\u7684\u534f\u4f5c\u6240\u53d6\u4ee3\uff0c\u7531\u5b83\u4eec\u63a8\u9001\u6307\u6807\u5f02\u5e38\u548c\u4ea7\u54c1\u5f00\u53d1\u8fdb\u5c55\u3002\u5f53\u8fd9\u4e9b\u53d1\u751f\u540e\uff0c\u5165\u53e3\u7684\u53d8\u5316\u624d\u53ef\u80fd\u51fa\u73b0\u3002\u90a3\u4e2a\u65f6\u5019\uff0cAPI \u7684\u8c03\u7528\u4e5f\u4e0d\u518d\u4e3b\u8981\u662f\u4eba\u7c7b\u8c03\u7528\uff0c\u800c\u662f Agent \u4e4b\u95f4\u4e92\u76f8\u8c03\u7528\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1a\u90a3\u4e9b\u6709\u80fd\u529b\u7684\u5927\u5382\uff0c\u6bd4\u5982 OpenAI, Anthropic, Google, Microsoft\uff0c\u5728 Agent \u4e0a\u90fd\u662f\u4ec0\u4e48\u6837\u7684\u51b3\u7b56\u548c\u884c\u52a8\u72b6\u6001\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u674e\u5e7f\u5bc6 <\/span>\uff1a\u6211\u8111\u5b50\u91cc\u4e00\u4e2a\u5173\u952e\u8bcd\u662f\u300c\u5206\u5316\u300d\u3002 <span style=\"font-weight: bold\">\u53bb\u5e74\u5927\u5bb6\u90fd\u5728\u8ffd\u8d76 GPT-4\uff0c\u4f46\u73b0\u5728\u80fd\u505a\u7684\u4e8b\u66f4\u591a\u4e86\uff0c\u5404\u5bb6\u90fd\u5f00\u59cb\u5206\u5316\u3002<\/span><\/p>\n<p style=\"text-align: left\">\u7b2c\u4e00\u4e2a\u53d1\u751f\u5206\u5316\u7684\u5c31\u662f Anthropic\u3002\u56e0\u4e3a\u5b83\u6bd4 OpenAI \u665a\uff0c\u7efc\u5408\u80fd\u529b\u6ca1\u90a3\u4e48\u5f3a\uff0c\u6240\u4ee5\u5b83\u5c31\u4e13\u6ce8\u5728 Coding \u4e0a\u3002\u6211\u611f\u89c9\u5b83\u6478\u5230\u4e86\u901a\u5f80 AGI \u5927\u65b9\u5411\u7684\u7b2c\u4e00\u5f20\u5927\u724c\uff0c\u5c31\u662f Coding Agent\u3002\u4ed6\u4eec\u53ef\u80fd\u8ba4\u4e3a\uff0c\u901a\u8fc7 Coding \u53ef\u4ee5\u5b9e\u73b0 AGI\uff0c\u53ef\u4ee5\u5e26\u6765\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u548c Agent \u80fd\u529b\uff0c\u8fd9\u662f\u4e00\u4e2a\u903b\u8f91\u81ea\u6d3d\u7684\u95ed\u73af\u3002<\/p>\n<p style=\"text-align: left\">\u4f46 OpenAI \u624b\u4e0a\u7684\u5927\u724c\u5c31\u66f4\u591a\u4e86\u3002\u7b2c\u4e00\u5f20\u662f ChatGPT\uff0cSam Altman \u53ef\u80fd\u60f3\u628a\u5b83\u505a\u6210 10 \u4ebf\u65e5\u6d3b\u7684\u4ea7\u54c1\u3002\u7b2c\u4e8c\u5f20\u662f\u5b83\u7684\u300co\u300d\u7cfb\u5217\u6a21\u578b\uff08GPT-4o \u7b49\uff09\uff0c\u9884\u671f\u5f88\u9ad8\uff0c\u80fd\u5e26\u6765\u66f4\u591a\u6cdb\u5316\u80fd\u529b\u3002\u7b2c\u4e09\u5f20\u662f\u591a\u6a21\u6001\uff0c\u5b83\u7684\u591a\u6a21\u6001\u63a8\u7406\u80fd\u529b\u4e0a\u6765\u4e86\uff0c\u672a\u6765\u5728\u751f\u6210\u4e0a\u4e5f\u80fd\u4f53\u73b0\u3002\u6240\u4ee5\uff0cAnthropic \u6478\u5230\u4e86\u4e00\u5f20\u5927\u724c\uff0cOpenAI \u6478\u5230\u4e86\u4e09\u5f20\u3002<\/p>\n<p style=\"text-align: left\">\u53e6\u4e00\u4e2a\u5927\u5382\u662f Google\u3002\u6211\u89c9\u5f97\u5230\u4eca\u5e74\u5e74\u5e95\uff0cGoogle \u53ef\u80fd\u4f1a\u5728\u5168\u65b9\u4f4d\u8d76\u4e0a\u3002\u56e0\u4e3a\u5b83\u65e2\u6709 TPU\uff0c\u53c8\u6709 Google Cloud\uff0c\u6709\u9876\u5c16\u7684 Gemini \u6a21\u578b\uff0c\u8fd8\u6709 Android \u548c Chrome\u3002\u4f60\u5728\u5168\u7403\u627e\u4e0d\u5230\u7b2c\u4e8c\u5bb6\u62e5\u6709\u6240\u6709\u8fd9\u4e9b\u8981\u7d20\uff0c\u8fd8\u51e0\u4e4e\u4e0d\u4f9d\u8d56\u5916\u90e8\u7684\u516c\u53f8\u3002 <span style=\"font-weight: bold\">Google \u7aef\u5230\u7aef\u80fd\u529b\u662f\u975e\u5e38\u5f3a\u7684\uff0c\u5f88\u591a\u4eba\u62c5\u5fc3\u5b83\u7684\u5e7f\u544a\u4e1a\u52a1\u4f1a\u88ab\u98a0\u8986\uff0c\u4f46\u6211\u611f\u89c9\u5b83\u672a\u6765\u53ef\u80fd\u4f1a\u627e\u5230\u65b0\u7684\u4ea7\u54c1\u7ed3\u5408\u65b9\u5f0f\uff0c\u4ece\u4e00\u4e2a\u4fe1\u606f\u5f15\u64ce\u53d8\u6210\u4e00\u4e2a\u4efb\u52a1\u5f15\u64ce\u3002<\/span><\/p>\n<p style=\"text-align: left\">\u4f60\u770b\u82f9\u679c\uff0c\u56e0\u4e3a\u6ca1\u6709\u81ea\u5df1\u7684 AI \u80fd\u529b\uff0c\u73b0\u5728\u8fed\u4ee3\u5c31\u5f88\u88ab\u52a8\u3002\u800c\u5fae\u8f6f\u662f\u4ee5\u5f00\u53d1\u8005\u89c1\u957f\u7684\uff0c\u4f46 Cursor \u548c Claude \u5176\u5b9e\u62a2\u4e86\u4e0d\u5c11\u5f00\u53d1\u8005\u7684\u6ce8\u610f\u529b\u3002\u5f53\u7136\u5fae\u8f6f\u7684\u76d8\u5b50\u975e\u5e38\u7a33\uff0c\u6709 GitHub \u548c VS Code\uff0c\u4f46\u5b83\u4e5f\u5fc5\u987b\u62e5\u6709\u975e\u5e38\u5f3a\u7684 AGI \u548c\u6a21\u578b\u80fd\u529b\u3002\u6240\u4ee5\u4f60\u770b\u5b83\u4e5f\u5ba3\u5e03 GitHub \u7684\u9996\u9009\u6a21\u578b\u4e4b\u4e00\u53d8\u6210\u4e86 Claude\uff0c\u5e76\u8fed\u4ee3\u81ea\u5df1\u7684\u5f00\u53d1\u8005\u4ea7\u54c1\u3002\u5fae\u8f6f\u5728\u5f00\u53d1\u8005\u8fd9\u5757\u5fc5\u987b\u5b88\u4f4f\uff0c\u5426\u5219\u6839\u57fa\u5c31\u6ca1\u4e86\u3002<\/p>\n<p style=\"text-align: left\">\u6240\u4ee5\u5927\u5bb6\u5f00\u59cb\u5206\u5316\u4e86\u3002\u53ef\u80fd OpenAI \u60f3\u6210\u4e3a\u4e0b\u4e00\u4e2a Google\uff0cAnthropic \u60f3\u6210\u4e3a\u4e0b\u4e00\u4e2a Windows\uff08\u9760 API \u6d3b\u7740\uff09\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1a\u90a3\u4e0e Agent \u76f8\u5173\u7684\u57fa\u7840\u8bbe\u65bd\uff08Infra\uff09\u6709\u54ea\u4e9b\u53d8\u5316\u548c\u673a\u4f1a\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1aAgent \u6709\u51e0\u4e2a\u5173\u952e\u7ec4\u4ef6\u3002\u9664\u4e86\u6a21\u578b\uff0c\u7b2c\u4e00\u4e2a\u5c31\u662f\u73af\u5883\uff08Environment\uff09\u3002 <span style=\"font-weight: bold\">Agent \u5f00\u53d1\u6700\u65e9\u671f\uff0c80% \u7684\u95ee\u9898\u90fd\u51fa\u5728\u73af\u5883\u4e0a\u3002 <\/span>\u50cf\u65e9\u671f\u7684 AutoGPT\uff0c\u8981\u4e48\u7528 Docker \u542f\u52a8\uff0c\u975e\u5e38\u6162\uff0c\u8981\u4e48\u76f4\u63a5\u5728\u672c\u5730\u7535\u8111\u90e8\u7f72\uff0c\u975e\u5e38\u4e0d\u5b89\u5168\u3002\u5982\u679c\u4e00\u4e2a Agent \u8981\u548c\u6211\u4e00\u8d77\u300c\u4e0a\u73ed\u300d\uff0c\u6211\u5c31\u5f97\u7ed9\u5b83\u914d\u4e00\u53f0\u300c\u7535\u8111\u300d\uff0c\u6240\u4ee5\u73af\u5883\u7684\u673a\u4f1a\u5c31\u51fa\u6765\u4e86\u3002<\/p>\n<p style=\"text-align: left\">\u914d\u300c\u7535\u8111\u300d\u6709\u4e24\u5927\u9700\u6c42\uff1a<\/p>\n<ol>\n<li><span style=\"font-weight: bold\">\u865a\u62df\u673a\/\u6c99\u76d2<\/span><\/li>\n<li>\uff1a\u63d0\u4f9b\u4e00\u4e2a\u5b89\u5168\u7684\u6267\u884c\u73af\u5883\u3002\u4efb\u52a1\u505a\u9519\u4e86\u80fd\u56de\u9000\uff0c\u6267\u884c\u8fc7\u7a0b\u4e0d\u80fd\u4f24\u5bb3\u5b9e\u9645\u73af\u5883\uff0c\u5e76\u4e14\u8981\u80fd\u5feb\u901f\u542f\u52a8\u3001\u7a33\u5b9a\u8fd0\u884c\u3002\u50cf E2B\u3001Modal Labs \u8fd9\u6837\u7684\u516c\u53f8\u90fd\u5728\u63d0\u4f9b\u8fd9\u7c7b\u4ea7\u54c1\u3002<\/li>\n<li><span style=\"font-weight: bold\">\u6d4f\u89c8\u5668<\/span><\/li>\n<li>\uff1a\u4fe1\u606f\u68c0\u7d22\u662f\u6700\u5927\u9700\u6c42\uff0cAgent \u9700\u8981\u5230\u5404\u79cd\u7f51\u7ad9\u4e0a\u722c\u53d6\u4fe1\u606f\u3002\u4f20\u7edf\u7684\u722c\u866b\u5bb9\u6613\u88ab\u5c01\uff0c\u6240\u4ee5\u9700\u8981\u7ed9 Agent \u642d\u4e00\u4e2a\u4e13\u7528\u7684\u3001\u80fd\u7406\u89e3\u4fe1\u606f\u7684\u6d4f\u89c8\u5668\u3002\u8fd9\u5c31\u5e94\u8fd0\u800c\u751f\u4e86\u50cf Browserbase\u3001Browser Use \u8fd9\u6837\u7684\u516c\u53f8\u3002<\/li>\n<\/ol>\n<p style=\"text-align: left\">\u7b2c\u4e8c\u4e2a\u7ec4\u4ef6\u662f\u4e0a\u4e0b\u6587\uff08Context\uff09\u3002\u8fd9\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><span style=\"font-weight: bold\">\u4fe1\u606f\u68c0\u7d22\uff08Retrieval\uff09 <\/span>\uff1a\u4f20\u7edf\u7684 RAG \u516c\u53f8\u8fd8\u5728\uff0c\u4f46\u4e5f\u6709\u65b0\u7684\u516c\u53f8\uff0c\u6bd4\u5982 MemGPT\uff0c\u5b83\u4e3a AI Agent \u5f00\u53d1\u8f7b\u91cf\u5316\u7684\u8bb0\u5fc6\u548c\u4e0a\u4e0b\u6587\u7ba1\u7406\u5de5\u5177\u3002<\/li>\n<li><span style=\"font-weight: bold\">\u5de5\u5177\u53d1\u73b0 <\/span>\uff1a\u672a\u6765\u5de5\u5177\u4f1a\u975e\u5e38\u591a\uff0c\u9700\u8981\u4e00\u4e2a\u50cf\u300c\u5927\u4f17\u70b9\u8bc4\u300d\u4e00\u6837\u7684\u5e73\u53f0\u6765\u5e2e\u52a9 Agent \u53d1\u73b0\u548c\u6311\u9009\u597d\u7528\u7684\u5de5\u5177\u3002<\/li>\n<li><span style=\"font-weight: bold\">\u8bb0\u5fc6\uff08Memory\uff09 <\/span>\uff1a <span style=\"font-weight: bold\">Agent \u9700\u8981\u4e00\u5957\u80fd\u6a21\u62df\u4eba\u7c7b\u590d\u6742\u7684\u957f\u77ed\u671f\u8bb0\u5fc6\u7ed3\u5408\u80fd\u529b\u7684 Infra\u3002<\/span><\/li>\n<\/ul>\n<p style=\"text-align: left\">\u7b2c\u4e09\u4e2a\u7ec4\u4ef6\u662f\u5de5\u5177\uff08Tools\uff09\u3002\u5305\u62ec\u7b80\u5355\u7684\u641c\u7d22\uff0c\u4e5f\u5305\u62ec\u590d\u6742\u7684\u652f\u4ed8\u3001\u81ea\u52a8\u5316\u540e\u7aef\u5f00\u53d1\u7b49\u3002<\/p>\n<p style=\"text-align: left\">\u6700\u540e\uff0c\u5f53 Agent \u80fd\u529b\u518d\u5f3a\u4e00\u4e9b\uff0c\u4e00\u4e2a\u91cd\u8981\u7684\u673a\u4f1a\u5c31\u662f Agent \u5b89\u5168\uff08Agent Security\uff09\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u674e\u5e7f\u5bc6 <\/span>\uff1aAgent Infra \u975e\u5e38\u91cd\u8981\u3002\u6211\u4eec\u53ef\u4ee5\u300c\u4ee5\u7ec8\u4e3a\u59cb\u300d\u5730\u60f3\uff0c\u4e09\u5e74\u540e\uff0c\u5f53\u51e0\u4e07\u4ebf\u7684 Agent \u5728\u6570\u5b57\u4e16\u754c\u91cc\u6267\u884c\u4efb\u52a1\uff0c\u90a3 Infra \u7684\u9700\u6c42\u5c31\u592a\u5927\u4e86\uff0c\u8fd9\u5c06\u91cd\u6784\u6574\u4e2a\u4e91\u8ba1\u7b97\u548c\u6570\u5b57\u5316\u4e16\u754c\u3002<\/p>\n<p style=\"text-align: left\">\u4f46\u4eca\u5929\u6211\u4eec\u8fd8\u4e0d\u77e5\u9053\u4ec0\u4e48\u6837\u7684 Agent \u80fd\u505a\u5927\uff0c\u5b83\u5230\u5e95\u9700\u8981\u4ec0\u4e48\u6837\u7684 Infra\u3002\u6240\u4ee5\u73b0\u5728\u5bf9\u521b\u4e1a\u8005\u662f\u4e00\u4e2a\u975e\u5e38\u597d\u7684\u7a97\u53e3\u671f\uff0c\u53ef\u4ee5\u548c\u90a3\u4e9b\u505a\u5f97\u597d\u7684 Agent \u516c\u53f8\u5171\u540c\u8bbe\u8ba1\uff08co-design\uff09\u548c\u5171\u521b Infra \u5de5\u5177\u3002<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u6211\u89c9\u5f97\u4eca\u5929\u6700\u91cd\u8981\u7684\uff0c\u7b2c\u4e00\u662f\u865a\u62df\u673a\uff0c\u7b2c\u4e8c\u662f\u5de5\u5177\u3002 <\/span>\u6bd4\u5982\u672a\u6765\u7684 Agent \u641c\u7d22\u80af\u5b9a\u548c\u4eba\u7684\u641c\u7d22\u4e0d\u4e00\u6837\uff0c\u4f1a\u4ea7\u751f\u5929\u91cf\u7684\u673a\u5668\u641c\u7d22\u9700\u6c42\u3002\u73b0\u5728\u5168\u7f51\u4eba\u7c7b\u7684\u641c\u7d22\u6bcf\u5929\u53ef\u80fd 200 \u4ebf\u6b21\uff0c\u672a\u6765\u673a\u5668\u641c\u7d22\u53ef\u80fd\u662f\u51e0\u5343\u4ebf\u751a\u81f3\u4e0a\u4e07\u4ebf\u6b21\u3002\u8fd9\u79cd\u641c\u7d22\u4e0d\u9700\u8981\u7ed9\u4eba\u7c7b\u505a\u6392\u5e8f\u4f18\u5316\uff0c\u53ef\u80fd\u4e00\u4e2a\u5927\u7684\u6570\u636e\u5e93\u5c31\u591f\u4e86\uff0c\u8fd9\u91cc\u6709\u5f88\u5927\u7684\u6210\u672c\u4f18\u5316\u548c\u521b\u4e1a\u673a\u4f1a\u3002<\/p>\n<p>&nbsp;<\/p>\n<h1 style=\"text-align: center\"><span style=\"font-weight: bold;font-style: italic;color: #9ebbfe\">09 <\/span><\/h1>\n<p style=\"text-align: center\"><span style=\"font-weight: bold\">\u5f53 AI \u4e0d\u518d\u53ea\u662f\u5927\u6a21\u578b\uff0c\u5b83\u4f1a\u5f80\u54ea\u4e2a\u65b9\u5411\u8fdb\u5316\uff1f <\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u5f20\u9e4f\uff1aAgent \u59cb\u7ec8\u7ed5\u4e0d\u5f00\u6a21\u578b\uff0c\u7ad9\u5728\u4eca\u5929\uff0c\u4f60\u89c9\u5f97\u6a21\u578b\u6280\u672f\u5728\u8fc7\u53bb\u4e24\u5e74\u91cc\u8d70\u8fc7\u4e86\u54ea\u4e9b\u5173\u952e\u7684\u53f0\u9636\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u674e\u5e7f\u5bc6 <\/span>\uff1a\u6211\u89c9\u5f97\u5173\u952e\u7684\u91cc\u7a0b\u7891\uff08milestone\uff09\u53ef\u80fd\u5c31\u4e24\u4e2a\u3002\u4e00\u4e2a\u662f GPT-4 \u4ee3\u8868\u7684\u89c4\u6a21\u5316\u5b9a\u5f8b\uff08Scaling Law\uff09\u8303\u5f0f\uff0c\u5373\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6269\u5927\u89c4\u6a21\u4ecd\u7136\u662f\u6709\u6548\u7684\uff0c\u5b83\u80fd\u5e26\u6765\u901a\u7528\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p style=\"text-align: left\">\u7b2c\u4e8c\u4e2a\u5927\u7684\u91cc\u7a0b\u7891\u662f\u300co\u300d\u7cfb\u5217\u6a21\u578b\u6240\u4ee3\u8868\u7684\u300c\u6a21\u578b\u4f1a\u601d\u8003\u300d\u7684\u8303\u5f0f\u3002\u5b83\u901a\u8fc7\u66f4\u957f\u7684\u601d\u8003\u65f6\u95f4\uff08\u601d\u7ef4\u94fe\uff09\uff0c\u663e\u8457\u63d0\u5347\u4e86\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p style=\"text-align: left\">\u6211\u89c9\u5f97\u8fd9\u4e24\u4e2a\u8303\u5f0f\u662f\u4eca\u5929 AGI \u7684\u5de6\u8180\u53f3\u81c2\u3002\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\uff0cScaling Law \u8fdc\u8fdc\u6ca1\u6709\u505c\u6b62\uff0c\u601d\u8003\u6a21\u5f0f\u4e5f\u4f1a\u7ee7\u7eed\u3002\u6bd4\u5982\uff0c\u5728\u591a\u6a21\u6001\u4e0b\u53ef\u4ee5\u7ee7\u7eed 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bold\">\u5f20\u9e4f\uff1a\u4f60\u4f1a\u6bd4\u8f83\u671f\u5f85\u63a5\u4e0b\u6765\u4e00\u4e24\u5e74\uff0c\u5728 AI \u9886\u57df\u770b\u5230\u54ea\u4e9b\u6280\u672f\u53f0\u9636\u7684\u5b9e\u73b0\u548c\u8df3\u8dc3\uff1f<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"font-weight: bold\">\u949f \u51ef\u797a (Cage) <\/span>\uff1a\u7b2c\u4e00\u4e2a\u662f\u591a\u6a21\u6001\u3002\u73b0\u5728\u591a\u6a21\u6001\u7684\u7406\u89e3\u548c\u751f\u6210\u8fd8\u662f\u6bd4\u8f83\u96f6\u6563\u7684\uff0c\u672a\u6765\u4e00\u5b9a\u4f1a\u8d70\u5411\u300c\u5927\u4e00\u7edf\u300d\uff0c\u5373\u7406\u89e3\u548c\u751f\u6210\u4e00\u4f53\u5316\u3002\u8fd9\u4f1a\u6781\u5927\u5730\u6253\u5f00\u4ea7\u54c1\u7684\u60f3\u8c61\u529b\u3002<\/p>\n<p style=\"text-align: left\">\u7b2c\u4e8c\u4e2a\u662f\u81ea\u4e3b\u5b66\u4e60\u3002\u6211\u5f88\u559c\u6b22 Richard Sutton\uff08\u5f3a\u5316\u5b66\u4e60\u4e4b\u7236\uff09\u63d0\u51fa\u7684\u300c\u7ecf\u9a8c\u7684\u65f6\u4ee3\u300d\uff08the era of 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