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Agent=Model+Harness\uff0c\u5982\u4ecaharness\u5df2\u6210\u4e3aAgent\u751f\u6001\u7684\u5173\u952e\u4e00\u73af\u3002<\/p>\n

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\u76ee\u524dAgent\u867d\u7136\u70e7\u4e86\u5927\u91cftoken\uff0c\u4f46\u5b9e\u9645\u80fd\u5f88\u597d\u843d\u5730\u7684\u4efb\u52a1\u4ecd\u5c40\u9650\u5728coding\u548cresearch\u7b49\u5c11\u6570\u573a\u666f\u3002<\/p>\n

\u5f53\u4e0bAgent\u6240\u9762\u4e34\u7684\u4e00\u4e9b\u6838\u5fc3\u6311\u6218\uff1a<\/p>\n

\u7b2c\u4e00\uff0c\u957f\u7a0b\u4efb\u52a1\u7684\u9c81\u68d2\u6027\uff1a\u957f\u7a0b\u4efb\u52a1\u7684\u96be\u70b9\u4e0d\u5728\u4e8e\u65f6\u95f4\u957f\u6216\u6b65\u9aa4\u591a\uff0c\u800c\u5728\u4e8e\u573a\u666f\u7684\u590d\u6742\u6027\u548c\u591a\u6837\u6027\u3002\u5728\u4e30\u5bcc\u7684\u5de5\u5177\u8c03\u7528\u573a\u666f\u4e2d\uff0c\u4efb\u4f55\u4e00\u6b65\u9519\u8bef\u90fd\u53ef\u80fd\u5bfc\u81f4\u6574\u4f53\u5931\u8d25\uff0c\u8fd9\u9700\u8981\u66f4\u5f3a\u7684harness\u8bbe\u8ba1\u6765\u4fdd\u969c\u4efb\u52a1\u7684\u8fde\u7eed\u6027\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u4ece\u9519\u8bef\u4e2d\u5b66\u4e60\u7684\u81ea\u8fdb\u5316\u80fd\u529b\uff1aAgent\u9700\u8981\u5b9e\u73b0learning from real task\uff0c\u5728\u5931\u8d25\u4e2d\u8bc6\u522b\u9519\u8bef\u6a21\u5f0f\u5e76\u4f18\u5316\u7b56\u7565\u3002\u8fd9\u4e0d\u4ec5\u80fd\u63d0\u5347\u6210\u529f\u7387\uff0c\u66f4\u91cd\u8981\u7684\u662f\u80fd\u663e\u8457\u964d\u4f4etoken\u6d88\u8017\u3002<\/p>\n

\u5f53\u524d\u5927\u5bb6\u90fd\u5728\u63a2\u7d22Agent\u7684\u6027\u80fd\u4e0a\u754c\uff0c\u5374\u5ffd\u7565\u4e86\u6210\u672c\u63a7\u5236\u3002<\/p>\n

\u672a\u6765\u7684Agent\u5fc5\u987b\u5b9e\u73b0\u201c\u81ea\u8d1f\u76c8\u4e8f\u201d\u2014\u2014\u5728\u8ffd\u6c42\u80fd\u529b\u8fb9\u754c\u7684\u540c\u65f6\uff0c\u8003\u8651token\u7ecf\u6d4e\u6027\u3002\u771f\u6b63\u7684\u7a81\u7834\u5c06\u6765\u81ea\u4e8e\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u4fdd\u6301\u9ad8\u6210\u529f\u7387\u7684\u540c\u65f6\uff0c\u5927\u5e45\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u6301\u7eed\u6027\u73af\u5883\u4e0e\u4e0a\u4e0b\u6587\u5bf9\u9f50\u3002<\/p>\n

\u7b80\u5355\u7684sandbox\u5df2\u7ecf\u4e0d\u591f\u4e86\uff0cAgent\u9700\u8981\u4e00\u4e2a\u5b8c\u6574\u7684\u8ba1\u7b97\u73af\u5883\u2014\u6587\u4ef6\u7cfb\u7edf\u3001\u6570\u636e\u5b58\u50a8\u3001\u4ea4\u4e92\u754c\u9762\u8fd9\u4e9b\u90fd\u5f97\u6709\u3002\u73b0\u5728sandbox\u6bcf\u6b21\u65b0\u5efaloop\u5c31\u91cd\u7f6e\uff0c\u5bf9\u957f\u7a0b\u4efb\u52a1\u5f88\u4e0d\u53cb\u597d\u3002<\/p>\n

Human-Agent\u5bf9\u9f50\u4e5f\u5b58\u5728\u73b0\u5b9e\u95ee\u9898\u3002\u5982\u679c\u6211\u4eec\u80fd\u5199\u51fa\u8d85\u8be6\u7ec6\u7684\u6587\u6863\uff0c\u544a\u8bc9Agent\u5728\u4ec0\u4e48\u60c5\u51b5\u4e0b\u8c03\u7528\u4ec0\u4e48\u5de5\u5177\uff08\u6bd4\u5982\u6570\u503c\u52307.5\u65f6\u505a\u4ec0\u4e48\uff09\uff0cAgent\u5e72\u6d3b\u8d28\u91cf\u633a\u597d\u3002\u4f46\u73b0\u5b9e\u4e2d\u8c01\u80fd\u5199\u51fa\u8fd9\u6837\u7684\u6587\u6863\uff1f<\/p>\n

\u6838\u5fc3\u96be\u9898\u5728\u4e8e\uff0c\u4eba\u90fd\u5f88\u61d2\uff0c\u600e\u4e48\u5728\u6709\u9650\u7684\u4ea4\u4e92\u4e2d\u8ba9Agent\u7406\u89e3\u6211\u4eec\u7684\u771f\u5b9e\u610f\u56fe\u3002\u8fd9\u4e0d\u53ea\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u600e\u4e48\u8bbe\u8ba1\u4ea4\u4e92\u2014\u2014\u7528\u6700\u5c11\u7684\u6c9f\u901a\uff0c\u4f20\u9012\u6700\u51c6\u786e\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n

Agent harness\u9700\u8981\u66f4\u806a\u660e\u7684\u73af\u5883\u7ba1\u7406\uff0c\u4e5f\u8981\u66f4\u4f1a\u201c\u8bfb\u61c2\u201d\u4eba\u7684\u610f\u601d\uff0c\u800c\u4e0d\u662f\u6307\u671b\u4eba\u7c7b\u63d0\u4f9b\u5b8c\u7f8e\u7684\u4efb\u52a1\u63cf\u8ff0\u3002<\/p>\n

\u6211\u4eec\u7528nanobot\u5f00\u53d1\u4e86\u4e00\u6b3e\u5b8c\u6574\u7684\u9a6c\u91cc\u5965\u6e38\u620f\uff0c\u6765\u9a8c\u8bc1Agent\u5728\u957f\u7a0b\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u66b4\u9732\u4e86\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1aAgent\u9700\u8981\u5728\u6bcf\u4e00\u6b65\u90fd\u505a\u597d\u6d4b\u8bd5\u548cevaluation\uff0c\u624d\u80fd\u4fdd\u8bc1\u6574\u4e2a\u6d41\u7a0b\u7684\u53ef\u9760\u6027\u3002<\/p>\n

ToC vs ToB\u7684\u5bb9\u9519\u5dee\u5f02\u5f88\u660e\u663e\u3002ToC\u573a\u666f\u7528\u6237\u5bf9\u7cbe\u5ea6\u5bb9\u5fcd\u5ea6\u8f83\u9ad8\uff0c\u4f46ToB\u5bf9Agent\u7684\u4ea4\u4ed8\u80fd\u529b\u8981\u6c42\u6781\u5176\u4e25\u683c\u3002\u8fd9\u610f\u5473\u7740\u9762\u5411\u4f01\u4e1a\u7684Agent\u5fc5\u987b\u5177\u5907\u751f\u4ea7\u7ea7\u7684\u7a33\u5b9a\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n

\u4ece\u6e38\u620f\u5f00\u53d1\u8fd9\u6837\u7684\u590d\u6742\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u771f\u6b63\u5177\u5907\u751f\u4ea7\u529b\u7684Agent\u4e0d\u4ec5\u8981\u80fd\u5199\u4ee3\u7801\uff0c\u66f4\u8981\u80fd\u505a\u7cfb\u7edf\u6027\u7684\u6d4b\u8bd5\u3001\u8c03\u8bd5\u548c\u8fed\u4ee3\u3002\u8fd9\u79cd\u7aef\u5230\u7aef\u7684\u80fd\u529b\u624d\u662fAgent\u4ece\u201c\u73a9\u5177\u201d\u5411\u201c\u5de5\u5177\u201d\u8f6c\u53d8\u7684\u5173\u952e\u3002<\/p>\n

\u8981\u8ba9Agent\u4ece\u52a9\u624b\u5347\u7ea7\u4e3a\u771f\u6b63\u7684AI\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u4ec5\u6709Agent\u672c\u4f53\u662f\u4e0d\u591f\u7684\uff0c\u5173\u952e\u5728\u4e8e\u6784\u5efa\u4e00\u5957Agent-native\u7684\u8f6f\u4ef6\u4ea4\u4e92\u751f\u6001\u3002<\/p>\n

\u6211\u4eec\u7684\u65e5\u5e38\u5de5\u4f5c\u9ad8\u5ea6\u4f9d\u8d56Office\u5957\u4ef6\u3001\u8bbe\u8ba1\u8f6f\u4ef6\u30013D\u5efa\u6a21\u5de5\u5177\u7b49\u4e13\u4e1a\u5e94\u7528\uff0c\u4f46\u73b0\u6709\u7684\u901a\u7528Agent\u5f88\u96be\u4e0e\u8fd9\u4e9b\u8f6f\u4ef6\u5efa\u7acb\u6709\u6548\u8fde\u63a5\u3002<\/p>\n

\u8fc7\u53bb\u51e0\u5e74\uff0cComputer Use\u4e3b\u8981\u4f9d\u8d56GUI\u8def\u5f84\u2014\u2014\u8ba9Agent\u6a21\u4eff\u4eba\u7c7b\u7684\u89c6\u89c9\u611f\u77e5\u548c\u9f20\u6807\u64cd\u4f5c\u3002\u7136\u800c\u8fd9\u79cd\u201d\u62df\u4eba\u5316\u201d\u65b9\u6848\u5b58\u5728\u4e24\u4e2a\u6839\u672c\u6027\u7f3a\u9677\uff1a<\/p>\n

\u4e00\u662f\u6210\u672c\u8fc7\u9ad8\uff08\u6bcf\u6b21\u4ea4\u4e92\u90fd\u9700\u8981\u5904\u7406\u590d\u6742\u7684\u591a\u6a21\u6001\u8f93\u5165\u94fe\uff09\uff0c\u4e8c\u662f\u53ef\u9760\u6027\u53d7\u9650\uff08\u57fa\u4e8e\u591a\u6a21\u6001\u5206\u6790\u7684\u50cf\u7d20\u7ea7\u7684\u7cbe\u51c6\u70b9\u51fb\uff0c\u5bf9\u5f53\u4e0bAI\u6765\u8bf4\u672c\u8eab\u5c31\u662f\u6311\u6218\uff09\u3002<\/p>\n

\u95ee\u9898\u7684\u6838\u5fc3\u5728\u4e8e\uff0cGUI\u5929\u7136\u662f\u4e3a\u4eba\u7c7b\u8ba4\u77e5\u6a21\u5f0f\u8bbe\u8ba1\u7684\u4ea4\u4e92\u8bed\u8a00\uff0c\u5f3a\u5236Agent\u53bb\u9002\u914d\u4eba\u7c7b\u754c\u9762\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u524a\u8db3\u9002\u5c65\u201d\u7684\u59a5\u534f\u3002<\/p>\n

\u771f\u6b63\u7684\u7a81\u7834\u53ef\u80fd\u9700\u8981\u6211\u4eec\u91cd\u65b0\u601d\u8003\u4ea4\u4e92\u8303\u5f0f\u2014\u2014\u4e0d\u662f\u6559\u4f1aAgent\u4f7f\u7528\u4eba\u7c7b\u5de5\u5177\uff0c\u800c\u662f\u4e3aAgent\u91cd\u65b0\u5b9a\u4e49\u6570\u5b57\u4e16\u754c\u7684\u4ea4\u4e92\u534f\u8bae\u3002<\/p>\n

\u4e0e\u5176\u8ba9Agent\u5b66\u4f1a\u7528\u9f20\u6807\uff0c\u4e0d\u5982\u8ba9\u8f6f\u4ef6\u5b66\u4f1a\u8bf4Agent\u7684\u8bed\u8a00\u2014\u2014CLI\u53ef\u80fd\u66f4\u662fAgent-native\u7684Computer Use\u65b9\u5f0f\u3002<\/p>\n

\u6211\u4eec\u53cd\u601d\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u4e3a\u4ec0\u4e48\u4e00\u5b9a\u8981\u8ba9AI\u50cf\u4eba\u4e00\u6837\u64cd\u4f5c\u754c\u9762\uff1f AI\u5b8c\u5168\u53ef\u4ee5\u6709\u81ea\u5df1\u66f4\u9ad8\u6548\u7684\u4ea4\u4e92\u6a21\u5f0f\u3002<\/p>\n

\u6240\u4ee5\u6211\u4eec\u505a\u4e86CLI Anything\uff0c\u628a\u5404\u79cd\u8f6f\u4ef6\u5305\u88c5\u6210\u547d\u4ee4\u884c\u63a5\u53e3\uff0c\u8ba9Agent\u76f4\u63a5\u901a\u8fc7CLI\u64cd\u4f5c\uff0c\u800c\u4e0d\u662f\u8d39\u529b\u6a21\u62df\u4eba\u7c7b\u70b9\u51fb\u3002<\/p>\n

\u73b0\u5728CLI Hub\u4e0a\u5df2\u7ecf\u670980\u4e2a\u8f6f\u4ef6\uff0c31\u4e2a\u5206\u7c7b\u3002\u6211\u4eec\u89c9\u5f97\u672a\u6765\u8f6f\u4ef6\u4f7f\u7528\u5e94\u8be5\u662fCLI+GUI\u7684\u6df7\u5408\u6a21\u5f0f\uff1aAgent\u901a\u8fc7CLI\u9ad8\u6548\u5b8c\u6210\u590d\u6742\u4efb\u52a1\uff0c\u4eba\u7c7b\u901a\u8fc7GUI\u4eab\u53d7\u76f4\u89c2\u4f53\u9a8c\u3002<\/p>\n

\u60f3\u60f3\u770b\uff0cAgent\u76f4\u63a5\u7528\u547d\u4ee4\u884c\u64cd\u4f5c3D\u5efa\u6a21\u3001\u8bbe\u8ba1\u8f6f\u4ef6\u8fd9\u4e9b\u4e13\u4e1a\u5de5\u5177\uff0c\u7528\u6237\u4e0d\u7528\u5b66\u590d\u6742\u8f6f\u4ef6\uff0c\u5f00\u53d1\u8005\u4e5f\u4e0d\u7528\u5199\u4e00\u5806API\u6587\u6863\u3002<\/p>\n

\u8fd9\u79cd\u5206\u5de5\u66f4\u5408\u7406\u2014\u540c\u4e00\u4e2a\u8f6f\u4ef6\uff0c\u7ed9AI\u63d0\u4f9bCLI\u63a5\u53e3\u5e72\u6d3b\uff0c\u7ed9\u4eba\u7c7b\u63d0\u4f9bGUI\u754c\u9762\u4eab\u53d7\uff0c\u5404\u81ea\u7528\u6700\u9002\u5408\u7684\u65b9\u5f0f\uff0c\u8fd9\u624d\u662f\u771f\u6b63\u7684AI-native\u67b6\u6784\u3002<\/p>\n

\u521a\u624d\u8bb2\u4e86\u751f\u6001\u4e2d\u7684\u8f6f\u4ef6\u64cd\u4f5c\uff0c\u63a5\u4e0b\u6765\u8bf4\u8bf4\u81ea\u8fdb\u5316\u3002<\/p>\n

\u4e3a\u4ec0\u4e48Agent\u9700\u8981\u81ea\u8fdb\u5316\uff1f\u56e0\u4e3a\u6211\u4eec\u5e0c\u671b\u5b83\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u80fd\u603b\u7ed3\u7ecf\u9a8c\u3001\u6c89\u6dc0\u4ef7\u503c\u4fe1\u606f\u3002<\/p>\n

\u76ee\u524d\u6709\u4e09\u79cd\u81ea\u8fdb\u5316\u8def\u7ebf\uff1a<\/p>\n

\u7b2c\u4e00\u548c\u7b2c\u4e09\u79cd\u8def\u7ebf\u90fd\u6709\u6cdb\u5316\u6027\u5dee\u7684\u95ee\u9898\u2014\u2014\u9488\u5bf9\u7279\u5b9a\u573a\u666f\u8fdb\u5316\u7684Agent\u5f88\u96be\u590d\u7528\u5230\u5176\u4ed6\u5730\u65b9\u3002<\/p>\n

\u6240\u4ee5\u6211\u4eec\u9009\u62e9\u7b2c\u4e8c\u79cd\u8def\u7ebf\uff0c\u505a\u4e86Open Space\u6765\u5b9e\u73b0skill-based\u7684Agent\u81ea\u8fdb\u5316\u3002\u4f46\u73b0\u5b9e\u4e2d\u57fa\u4e8eskill\u7684\u8fdb\u5316\u4e5f\u9762\u4e34\u51e0\u4e2a\u6838\u5fc3\u6311\u6218\uff1a<\/p>\n

\u7b2c\u4e00\uff0c\u9ad8\u8d28\u91cfskill\u7a00\u7f3a\uff1b<\/p>\n

\u7b2c\u4e8c\uff0c\u7cbe\u51c6\u5339\u914d\u56f0\u96be\u2014\u2014\u6bd4\u5982\u505a\u91cf\u5316\u4ea4\u6613\uff0cskill\u5e93\u91cc\u6709\u5e02\u573a\u7ea7\u3001\u80a1\u7968\u7ea7\u3001\u4e00\u7ea7\u5e02\u573a\u3001\u4e8c\u7ea7\u5e02\u573a\u5404\u79cd\u7c92\u5ea6\uff0c\u5230\u5e95\u8be5\u9009\u54ea\u4e2a\uff1f<\/p>\n

\u7b2c\u4e09\uff0c\u7c92\u5ea6\u7ba1\u7406\u590d\u6742\u2014\u2014\u4e0d\u540c\u5c42\u7ea7\u7684skill\u5982\u4f55\u6709\u6548\u7ec4\u7ec7\u548c\u68c0\u7d22\u3002<\/p>\n

\u4eceMCP\u6f14\u8fdb\u5230skill\uff0c\u8fd9\u4e9b\u6839\u672c\u95ee\u9898\u5e76\u6ca1\u6709\u89e3\u51b3\u3002\u6211\u4eec\u5e0c\u671b\u501f\u9274wiki\u7684\u68c0\u7d22\u673a\u5236\u6765\u7ba1\u7406skill\uff0c\u89e3\u51b3\u591a\u7c92\u5ea6\u5339\u914d\u7684\u6311\u6218\uff0c\u8fd9\u6837\u624d\u80fd\u5b9e\u73b0\u771f\u6b63\u6709\u6548\u7684\u81ea\u8fdb\u5316\u3002<\/p>\n

\u6211\u4eec\u5728\u6765\u81ea44\u4e2a\u884c\u4e1a\u3001\u4e00\u5171220\u4e2a\u4efb\u52a1\u4e0a\u6d4b\u8bd5\u4e86Agent\u8fdb\u5316\u524d\u540e\u7684\u5dee\u522b\uff0c\u53d1\u73b0token\u6d88\u8017\u663e\u8457\u51cf\u5c11\uff0c\u4efb\u52a1\u5b8c\u6210\u5ea6\u660e\u663e\u63d0\u5347\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0cAgent\u80fd\u901a\u8fc7\u5b66\u4e60\u5927\u5e45\u964d\u4f4e\u81ea\u5df1\u7684\u8fd0\u884c\u6210\u672c\u3002<\/p>\n

\u63a5\u4e0b\u6765\u6211\u4eec\u505a\u4e86\u4e2a\u66f4\u5927\u80c6\u7684\u5b9e\u9a8c\uff1a<\/p>\n

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