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\u667a\u4e1c\u897f<\/strong><\/p>\n

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\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u4ed6\u535a\u58eb\u8bba\u6587\u7ed3\u5c3e\u7684\u201c\u672a\u6765\u5de5\u4f5c\u201d\u4e2d\uff0c\u5c31\u63d0\u5230\u4e86\u201c\u4e3aAgent\u8bad\u7ec3\u6a21\u578b\u201d\uff0c<\/strong>\u76ee\u524d\u770b\u6765\uff0c\u8fd9\u786e\u5b9e\u662f\u4ed6\u6240\u505a\u7684\uff0c\u59da\u987a\u96e8\u8bf4\u5f53\u65f6\u4ed6\u89c9\u5f97\u81ea\u5df1\u5df2\u7ecf\u60f3\u5f97\u591f\u5927\u4e86\uff0c\u4f46\u73b0\u5728\u770b\u6765\u53ef\u80fd\u8fd8\u662f\u4e0d\u591f\u5927\u3002<\/p>\n

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\u59da\u987a\u96e8\uff1a<\/strong><\/p>\n

·AI\u4e0b\u534a\u573a\u65b9\u6cd5\u8bba\u5df2\u7ecf\u6210\u719f\uff0c\u627e\u95ee\u9898\u53d8\u5f97\u66f4\u52a0\u56f0\u96be\uff0cAI\u4e0b\u534a\u573a\u7684\u76ee\u6807\u662f\u5728\u4e2d\u56fd\u5efa\u7acb\u4e00\u4e2a\u957f\u671f\u7684\u57fa\u4e8eAGI\u7684\u7ec4\u7ec7\u3002<\/p>\n

·\u6211\u89c9\u5f97LLM\u65f6\u4ee3\u548c\u8fc7\u53bb\u7684AI\u6700\u672c\u8d28\u7684\u533a\u522b\u5c31\u662f\u6cdb\u5316\u6027\u3002<\/p>\n

·Co-Design\u9996\u5148\u6700\u96be\u7684\u4e00\u70b9\u662f\u8981\u5efa\u7acbTrust\uff0c\u5f88\u91cd\u8981\u7684\u4e00\u70b9\u662f\u8981\u6709\u6362\u4f4d\u601d\u8003\u7684\u80fd\u529b\u3002<\/p>\n

·Agent\u6280\u672f\u6700\u91cd\u8981\u7684\u4e24\u4e2a\u90e8\u5206\u662f\u5916\u90e8Agent\u548cCoding Agent\u3002<\/p>\n

·\u5728\u4e2d\u56fd\u66f4\u6709\u4ef7\u503c\u7684\u4e8b\u60c5\u662f\uff0c\u7528\u4e00\u4e2a\u66f4\u5c0f\u7684\u6a21\u578b\u628a\u66f4\u9ad8\u4ef7\u503c\u7684\u4efb\u52a1\u505a\u597d\uff0c\u201c\u6ca1\u6709\u6027\u80fd\uff0c\u6027\u4ef7\u6bd4\u5c31\u65e0\u4ece\u8c08\u8d77\u201d\u3002<\/p>\n

\u6c64\u9053\u751f\uff1a<\/strong><\/p>\n

·Agent\u65f6\u4ee3\u6211\u4eec\u4f1a\u770b\u5230\u66f4\u591a\u89d2\u8272\u7684\u878d\u5408\uff0c\u5927\u5bb6\u90fd\u662f\u4ea7\u54c1\u7ecf\u7406\uff0c\u90fd\u8981\u53bb\u4e86\u89e3\u900f\u5f7b\u7528\u6237\u7684\u9700\u6c42\u3002<\/p>\n

·\u4eca\u5929 AI \u65f6\u4ee3\u505a\u4ea7\u54c1\uff0c\u8981\u6c42\u7684\u7684\u80fd\u529b\u66f4\u5168\u9762\u3001\u66f4\u96be\u4e86\u3002<\/p>\n

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\u6c64\u9053\u751f\uff1a<\/strong>AI\u80fd\u529b\u8981\u771f\u6b63\u843d\u5230\u573a\u666f\u4e2d\uff0c\u80cc\u540e\u8fd8\u6709\u5f88\u591a\u590d\u6742\u5de5\u4f5c\u8981\u505a\u3002\u4eca\u5929\u6211\u7279\u522b\u9080\u8bf7\u5230\u817e\u8baf\u9996\u5e2dAI\u79d1\u5b66\u5bb6\u59da\u987a\u96e8\uff0c\u548c\u5927\u5bb6\u804a\u804a\u817e\u8baf\u5927\u6a21\u578b\u4e0eAI\u4ea7\u54c1\u7684\u601d\u8003\u4e0e\u8fdb\u5c55\u3002<\/p>\n

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\u4f46\u662f\u6709\u4e86\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\u4e4b\u540e\u6211\u4eec\u53d1\u73b0\uff0c\u6211\u4eec\u50cf\u6709\u4e00\u4e2a\u4e07\u80fd\u9524\u5b50\uff0c\u5b83\u53ef\u4ee5\u7838\u4efb\u4f55\u9489\u5b50\uff0c\u5b83\u662f\u4e00\u4e2a\u901a\u7528\u65b9\u6cd5\u8bba\uff0c\u53ef\u4ee5\u89e3\u51b3\u5404\u79cd\u5404\u6837\u7684\u95ee\u9898\uff0c\u53cd\u800c\u66f4\u56f0\u96be\u7684\u662f\u600e\u4e48\u5bfb\u627e\u597d\u7684\u95ee\u9898\u53bb\u89e3\u51b3\u3002<\/p>\n

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\u4e00\u65b9\u9762\uff0c\u597d\u7684\u4ea7\u54c1\u80fd\u591f\u89e3\u51b3\u7b2c\u4e00\u4e2a\u95ee\u9898\uff1a\u6211\u4eec\u505a\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\u4e4b\u540e\u5230\u5e95\u8981\u628a\u5b83\u5e94\u7528\u5728\u4ec0\u4e48\u5730\u65b9\u4ea7\u751f\u4ef7\u503c\uff1b\u7b2c\u4e8c\u4e2a\u662f\u73af\u5883\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u5982\u679c\u6ca1\u6709\u597d\u7684\u73af\u5883\uff0c\u90a3Agent\u6ca1\u6709\u529e\u6cd5\u505a\u5404\u79cd\u5404\u6837\u7684\u4e8b\u60c5\uff0c\u6bd4\u5982\u8bf4\u5982\u679c\u6ca1\u6709\u4e00\u4e2a\u70b9\u5916\u5356<\/a>\u7684tool\u7684\u8bdd\uff0c\u5c31\u6ca1\u6709\u529e\u6cd5\u70b9\u5916\u5356\uff0c\u5f88\u591a\u4e8b\u60c5\u505a\u4e0d\u5230\uff0c\u6211\u89c9\u5f97\u6700\u91cd\u8981\u7684\u662fcontext\uff0c\u65e0\u8bba\u662f\u4f01\u4e1a\u8fd8\u662f\u4e2a\u4eba\uff0c\u5c31\u50cf\u6211\u4e0a\u4e00\u6b21\u5728AGI-Next\u8bf4\u7684\u4e00\u6837\uff0c\u6211\u89c9\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\u7684\u4e8b\u60c5\u662fcontext\uff0c\u56e0\u4e3a\u6a21\u578b\u8d8a\u6765\u8d8a\u64c5\u957f\u628a\u4e00\u4e2a\u975e\u5e38\u590d\u6742\u7684\u8f93\u5165\u53d8\u6210\u8f93\u51fa\uff0c\u5f88\u591a\u65f6\u5019\u4f60\u7684\u7ade\u4e89\u58c1\u5792\u5c31\u5728\u4e8e\u4f60\u6709\u6ca1\u6709\u6700\u539f\u59cb\u7684\u8f93\u5165\uff0c\u4f60\u77e5\u4e0d\u77e5\u9053\u8fd9\u4e2a\u4eba\u4ed6\u5230\u5e95\u5728\u5e72\u4ec0\u4e48\uff0c\u4f60\u77e5\u4e0d\u77e5\u9053\u8fd9\u4e2a\u4f01\u4e1a\u5404\u79cd\u5404\u6837\u7684\u4fe1\u606f\uff0c\u8fd9\u4e00\u70b9\u6211\u89c9\u5f97\u817e\u8baf\u6709\u975e\u5e38\u5f3a\u7684\u4f18\u52bf\u3002<\/p>\n

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\u7b2c\u4e8c\u4e2a\u5c31\u662f\u8bf4\u817e\u8baf\u603b\u4f53\u662f\u4e00\u4e2a\u57fa\u4e8etrust\uff0c\u800c\u4e0d\u662f\u57fa\u4e8emetric\u53bb\u8fd0\u8f6c\u7684\u516c\u53f8\uff0c\u6211\u89c9\u5f97\u8fd9\u4e00\u70b9\u5bf9\u4e8e\u505aAI\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u5305\u62ec\u6211\u89c9\u5f97\u6211\u4eec\u7684\u6587\u5316\u6709\u975e\u5e38low ego\uff0c\u6709\u975e\u5e38solid\u7684\u8fd9\u4e00\u9762\uff0c\u6211\u89c9\u5f97\u8fd9\u4e9b\u6587\u5316\u5bf9\u4e8e\u957f\u671f\u505a\u4e00\u4e2aAI\u7684\u7ec4\u7ec7\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u5305\u62ec\u6211\u4eec\u5bf9\u957f\u671f\u4e3b\u4e49\u7684\u575a\u6301\uff0c\u6240\u4ee5AI\u4e0b\u534a\u573a\u6700\u91cd\u8981\u662f\u4ec0\u4e48\uff1f\u6211\u4e2a\u4eba\u89c9\u5f97\u5c31\u662f\uff0c\u6211\u4eec\u5e94\u8be5\u5728\u4e2d\u56fd\u5efa\u7acb\u4e00\u4e2a\u957f\u671f\u7684\u57fa\u4e8eAGI\u7684\u7ec4\u7ec7\uff0c\u4eca\u5929\u7684AI\u4e3b\u8981\u6709\u4e09\u90e8\u5206\uff1a<\/p>\n

\u9996\u5148\u662ffoundation\u7684\u90e8\u5206\uff0c\u6211\u4eec\u600e\u4e48\u6837\u628a\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\u6700\u57fa\u7840\u7684\u4e1c\u897f\u505a\u5f97\u975e\u5e38solid\u3002<\/p>\n

\u7b2c\u4e8c\u90e8\u5206\u662f\u4ea7\u54c1\uff0c\u6211\u4eec\u600e\u4e48\u6837\u628a\u8fd9\u6837\u7684\u6280\u672f\uff0c\u771f\u7684\u4e3a\u4eba\u548c\u793e\u4f1a\u4ea7\u751f\u4ef7\u503c\u3002<\/p>\n

\u7b2c\u4e09\u4e2a\u662ffrontier\uff0c\u6211\u4eec\u600e\u4e48\u6837\u63a2\u7d22\u65b0\u7684\u7814\u7a76\u8303\u5f0f\uff0c\u63a2\u7d22\u65b0\u7684\u673a\u4f1a\u3002<\/p>\n

\u6211\u89c9\u5f97\u6700\u91cd\u8981\u7684\u662f\u6211\u4eec\u6784\u5efa\u4e00\u4e2a\u975e\u5e38\u5747\u8861\u7684\u4e09\u89d2\u5f62\u4e00\u6837\u7684\u7ec4\u7ec7\u3002<\/p>\n

\u6211\u89c9\u5f97\u5bf9\u4e8e\u505afoundation\u6765\u8bf4\uff1a\u7b2c\u4e00\u6700\u91cd\u8981\u7684\u662f\u6709\u5145\u8db3\u8d44\u6e90<\/a>\uff1b\u7b2c\u4e8c\u5c31\u662f\u9700\u8981\u6b63\u786e\u7684\u505a\u4e8b\u7684\u65b9\u5f0f\uff0c\u8fd9\u4e9b\u548c\u6211\u521a\u624d\u8bf4\u7684\u6587\u5316\u4e5f\u662f\u543b\u5408\u7684\u3002\u5bf9\u4e8e\u4ea7\u54c1\u6765\u8bf4\uff0c\u6709\u597d\u7684\u4ea7\u54c1\u7684sense\uff0c\u6709\u8fd9\u79cd\u505a\u4ea7\u54c1\u7684\u4eba\u662f\u81f3\u5173\u91cd\u8981\u7684\uff1b\u7b2c\u4e09\u4e2a\uff0c\u5728\u4e2d\u56fd\u6211\u4eec\u4eca\u5929\u6240\u505a\u7684\u524d\u6cbf\u63a2\u7d22\u4e0d\u591f\u591a\uff0c\u6240\u4ee5\u6211\u5e0c\u671b\u80fd\u628afrontier exploration\u7684\u7cbe\u795e\u80fd\u66f4\u591a\u5730\u6ce8\u5165\u5230\u6211\u4eec\u7ec4\u7ec7\u4e2d\u3002<\/p>\n

\u6c64\u9053\u751f\uff1a<\/strong>\u4f60\u63d0\u5230\u7684\u804a\u7684\u8fc7\u7a0b\u4e2d\u611f\u53d7\u5230\u7684\u771f\u8bda\u6216\u8005\u52a1\u5b9e\u7684\u6c1b\u56f4\uff0c\u4e5f\u662f\u7ecf\u5e38\u6211\u8ddf\u5ba2\u6237\u4ea4\u6d41\u5f97\u5230\u7684\u53cd\u9988\uff0c\u6211\u89c9\u5f97\u6211\u4eec\u7684\u505a\u4e8b\u65b9\u5f0f\uff0c\u505a\u4ea7\u54c1\u7684\u7406\u5ff5\uff0c\u5176\u5b9e\u4e5f\u662f\u6bd4\u8f83\u5b9e\u4e8b\u6c42\u662f\u7684\uff0c\u6bd5\u7adfAI\u8d5b\u9053\u662f\u957f\u8dd1\uff0c\u6211\u89c9\u5f97\u6709\u65f6\u5019\u8ba4\u77e5\u4e5f\u5f88\u91cd\u8981\uff0c\u6211\u4eec\u505a\u7684\u597d\u7684\u548c\u4e0d\u597d\u7684\u4e5f\u5f97\u8ba4\uff0c\u4f46\u5173\u952e\u662f\u4e00\u4e2a\u591a\u7ef4\u5ea6\u7684\u7ade\u8d5b\uff0c\u6211\u4eec\u770b\u5230\u73b0\u5728\u6a21\u578b\u6709\u5f88\u591a\u8fdb\u6b65\uff0c\u6211\u4eec\u505a\u4ea7\u54c1\u5176\u5b9e\u4e5f\u662f\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u5f62\u6001\uff0c\u4e0d\u540c\u7684\u573a\u666f\u6709\u4e0d\u540c\u7684\u9700\u6c42\uff0c\u6211\u89c9\u5f97\u672a\u6765\u8fd8\u662f\u975e\u5e38\u53ef\u671f\u7684\u3002<\/p>\n

\u4e8c\u3001Co-Design\uff0c\u6a21\u578b\u548c\u4ea7\u54c1\u5982\u4f55\u76f8\u4e92\u6210\u5c31\uff1f<\/p>\n

\u6c64\u9053\u751f\uff1a<\/strong>\u4f60\u521a\u521a\u63d0\u5230\u6a21\u578b\u8ddf\u4ea7\u54c1\uff0c\u4ea7\u54c1\u53ef\u4ee5\u8bf4\u63d0\u4f9b\u4e00\u4e2a\u73af\u5883\uff0c\u91cc\u9762\u8981\u7ed9\u6a21\u578b\u63d0\u4f9bcontext\u4e0a\u4e0b\u6587\uff0c\u6211\u60f3\u95ee\u4e00\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u5e73\u65f6\u5f00\u4f1a\u63d0\u7684\u6709\u4e00\u4e2a\u8bcd\u6bd4\u8f83\u591a\u662fCo-Design\uff0c\u600e\u4e48\u628a\u4ea7\u54c1\u5173\u6a21\u578b\u80fd\u591f\u6bd4\u8f83\u7d27\u5bc6\u5e95\u7ed3\u5408\u8d77\u6765\uff0c\u5c24\u5176\u4eca\u5929\u6709\u8fd9\u4e48\u591a\u4e30\u5bcc\u7684\u4ea7\u54c1\uff0c\u4ece\u6211\u4eec\u5408\u4f5c\u975e\u5e38\u7d27\u5bc6\u7684\u50cf\u5143\u5b9d\u8fd9\u6837\u7684\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff0c\u5305\u62ecAI\u641c\u7d22\uff0c\u4f01\u4e1a\u91cc\u9762\u4e5f\u6709\u90e8\u7f72\u667a\u80fd\u5ba2\u670d\u3001\u667a\u80fd\u8425\u9500\uff0c\u53e6\u5916\u6700\u8fd1\u975e\u5e38\u706b\u7684\u7c7b\u9f99\u867e\u50cfCodeBuddy\u3001WorkBuddy\u8fd9\u6837\u7684\u4ea7\u54c1\uff0c\u5176\u5b9e\u5bf9\u4e8e\u6a21\u578b\u4f9d\u8d56\u5f88\u6df1\uff0c\u4f60\u600e\u4e48\u601d\u8003Co-Design\u8fd9\u4e2a\u65b9\u5f0f\uff1f<\/p>\n

\u59da\u987a\u96e8\uff1a<\/strong>\u6709\u4e09\u70b9\uff1a\u9996\u5148CoDesign\u7684\u524d\u63d0\u5c31\u662f\u8bf4\u6a21\u578b\u672c\u8eab\u8981\u505a\u7684\u5f88solid\uff0c\u6709\u5f88\u591afoundational\u7684work\u8981\u505a\u597d\u3002\u9996\u5148\u6211\u89c9\u5f97\u9884\u8bad\u7ec3\u662f\u4e00\u4e2a\u76f8\u5bf9\u5c31\u662f\u4ea7\u54c1agnostic\u7684\u4e8b\u60c5\uff0c\u5b83\u505a\u7684\u975e\u5e38solid\u53ef\u4ee5\u63d0\u4f9b\u975e\u5e38\u5f3a\u7684foundation\uff0c\u800c\u4e14\u9884\u8bad\u7ec3\u5b83\u6700\u5927\u7684\u7279\u70b9\u5c31\u662f\u5b83\u662f\u4e00\u4e2a\u53ef\u6cdb\u5316\u5b66\u4e60\u8fc7\u7a0b\uff0c\u5b83\u7684\u8fdb\u6b65\u53ef\u4ee5\u5e26\u7ed9\u5404\u79cd\u5404\u6837\u4e0b\u6e38\u4efb\u52a1\u6301\u7eed\u7684\u4ef7\u503c\u63d0\u5347\u3002\u540e\u8bad\u7ec3\u6211\u89c9\u5f97\u6700\u91cd\u8981\u4e00\u70b9\u662f\u8981\u8bbe\u7acb\u597d\u6b63\u786e\u7684Eval\uff0c\u4e2d\u56fd\u5927\u5bb6\u6709\u4e2a\u4e0d\u597d\u7684\u503e\u5411\u662f\u5927\u5bb6\u559c\u6b22\u5237\u699c\uff0c\u4f46\u662f\u6211\u89c9\u5f97\u66f4\u91cd\u8981\u7684\u662f\u5982\u4f55\u5b9e\u4e8b\u6c42\u662f\u7684\u57fa\u4e8e\u4ea7\u54c1\uff0c\u57fa\u4e8e\u771f\u6b63\u7684\u5e94\u7528\uff0c\u6784\u9020\u66f4\u52a0\u771f\u5b9e\u7684Eval\u3002<\/p>\n

\u7b2c\u4e8c\u8981\u610f\u8bc6\u5230\u53ef\u80fd\u201c\u5b9e\u7528\u6027\u201d\u4ef7\u503c\u662f\u5927\u4e8e\u5237\u699c\u4ef7\u503c\uff0c\u8fd9\u4e00\u70b9\u6211\u4eec\u505a\u5927\u91cf\u5de5\u4f5c\uff0c\u8ddf\u5404\u79cd\u5404\u6837\u4ea7\u54c1\u8fdb\u884c\u4e86\u6df1\u5ea6Co-Design\uff0cCo-Design\u5f88\u5173\u952e\u4e00\u70b9\u5c31\u662f\u8981\u4ea7\u751f\u76f8\u4e92\u4fe1\u4efb\uff0c\u8fd9\u4e00\u70b9\u6211\u4eec\u505a\u4e86\u5927\u91cf\u5de5\u4f5c\uff0c\u53d6\u5f97\u4e92\u4fe1\uff0c\u600e\u4e48\u628a\u4ea7\u54c1\u6570\u636e\u7528\u597d\uff0c\u600e\u4e48\u628a\u56de\u6d41\uff0c\u600e\u4e48\u628aEval\u505a\u597d\uff0c\u6709\u5f88\u591a\u7ec6\u8282\uff0c\u6211\u5c31\u4e0d\u8d58\u8ff0\u3002<\/p>\n

\u7b2c\u4e09\u70b9\u6211\u60f3\u8bf4\uff0cLLM\u65f6\u4ee3\u548c\u8fc7\u53bb\u7684AI\u6700\u672c\u8d28\u7684\u533a\u522b\u5c31\u662f\u6cdb\u5316\u6027\uff0c\u5728LLM\u4e4b\u524d\u6bd4\u5982\u8bf4\u505a\u7ffb\u8bd1\u4ea7\u54c1\uff0c\u53ea\u8981\u628a\u7ffb\u8bd1\u6570\u636e\u505a\u7684\u7279\u522b\u597d\u5c31\u884c\u4e86\u3002\u4f60\u505a\u4e00\u4e2a\u56f4\u68cb\u7684\u7a0b\u5e8f\uff0c\u4f60\u53ea\u9700\u8981\u628a\u56f4\u68cb\u7684\u6570\u636e\u51c6\u5907\u7279\u522b\u597d\u5c31\u884c\u3002\u4f46\u662f\u4eca\u5929\u5373\u4f7f\u4f60\u60f3\u53ea\u505a\u4e00\u4e2aCoding Agent\uff0c\u4f60\u4f1a\u53d1\u73b0\u5176\u5b9e\u9700\u8981\u7684\u4e0d\u4ec5\u662fCoding Agent\u7684\u6570\u636e\uff0c\u4f60\u9700\u8981\u975e\u5e38\u597d\u7684\u804a\u5929\u80fd\u529b\uff0c\u975e\u5e38\u5f3a\u7684\u641c\u7d22\u80fd\u529b\uff0c\u975e\u5e38\u5f3a\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\uff0c\u975e\u5e38\u5f3a\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5b83\u5176\u5b9e\u662f\u975e\u5e38\u590d\u5408\u7684data\u7684taxonomy\uff0c\u6211\u89c9\u5f97\u9700\u8981\u5bf9\u8fd9\u4e2a\u4e8b\u60c5\u6709\u4e00\u4e2ataste\u3002<\/p>\n

\u8fd9\u4e2a\u4e8b\u60c5\u7684\u63a8\u8bba\u5c31\u662f\u8bf4\u6709\u5f88\u591a\u4ea7\u54c1\u7684\u4f53\u7cfb\u5316\u5730\u65b9\uff0c\u4f1a\u6709\u6bd4\u8f83\u5927\u7684\u4f18\u52bf\uff0c\u6bd4\u5982\u8bf4\u6211\u4eec\u548c\u5143\u5b9d\u7684Co-Design\u4f7f\u6211\u4eec\u6a21\u578b\u4ea7\u751f\u5f88\u5f3a\u7684\u804a\u5929\u548c\u641c\u7d22\u80fd\u529b\uff0c\u8fd9\u6837\u7684\u80fd\u529b\u53c8\u53ef\u4ee5\u88ab\u8fc1\u79fb\u5230ima\u548cWorkBuddy\u5176\u4ed6\u7684\u4ea7\u54c1\uff0c\u6240\u4ee5\u8fd9\u4e9b\u4ea7\u54c1\u80fd\u591f\u63d0\u4f9b\u4e0d\u540c\u7684\u6570\u636e\uff0c\u4f46\u662f\u8fd9\u4e9b\u6570\u636e\u4e4b\u95f4\u53c8\u53ef\u4ee5\u76f8\u4e92\u6cdb\u5316\uff0c\u5b83\u5f62\u6210\u4e00\u4e2a\u50cf\u7f51\u7edc\u4e00\u6837\u7684\u4f53\u7cfb\uff0c\u6211\u89c9\u5f97\u8fd9\u4e00\u70b9\u7684\u4ef7\u503c\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<\/p>\n

\u6c64\u9053\u751f\uff1a<\/strong>\u5bf9\uff0c\u5916\u90e8\u7684\u699c\u4e5f\u5c5e\u4e8eEval\u7684\u4e00\u79cd\uff0c\u6240\u4ee5\u6211\u4eec\u5185\u90e8\u505aEval\u8ddf\u5916\u90e8\u7684\u8fd9\u79cd\u699c\u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/p>\n

\u59da\u987a\u96e8\uff1a<\/strong>\u9996\u5148benchmark\u8fd8\u662f\u6709\u5b83\u7684\u4ef7\u503c\u7684\uff0c\u4e0d\u662f\u5b8c\u5168\u6ca1\u6709\u4ef7\u503c\uff0c\u53ea\u662f\u8bf4\u8fd9\u4e9b\u699c\u975e\u5e38\u5bb9\u6613 overfitting\u3002\u57fa\u4e8e\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\u4f1a\u5bf9\u6a21\u578b\u7684\u7814\u53d1\u6709\u5e2e\u52a9\uff1a\u9996\u5148\u5c31\u662f\u4f60\u80fd\u53d1\u73b0\u6a21\u578b\u5f88\u591a\u5e95\u7ebf\u95ee\u9898\uff0c\u5b9e\u9645\u4e0a\u6211\u4eec\u5148\u53d1\u4e00\u4e2aPreview\u6a21\u578b\u6700\u4e3b\u8981\u7684\u76ee\u7684\u4e4b\u4e00\u662f\u5e0c\u671b\u80fd\u591f\u83b7\u5f97\u771f\u5b9e\u4e16\u754c\u53cd\u9988\uff0c\u80fd\u4fee\u590d\u5404\u79cd\u5404\u6837\u699c\u5355\u4e2d\u6ca1\u6709\u53d1\u73b0\u7684\u95ee\u9898\uff0c\u8fd9\u4e2a\u5728\u4f1a\u5728\u6b63\u5f0f\u7248\u4e0a\u9762\u6709\u5f88\u5927\u7684\u6539\u8fdb\u3002<\/p>\n

\u7b2c\u4e8c\u70b9\uff0c\u4f60\u5bf9\u771f\u5b9e\u7684Prompt distribution\u4f1a\u6709\u4e00\u4e2a\u66f4\u6df1\u7684\u4e86\u89e3\u3002\u6211\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6bd4\u5982\u8bf4benchmark\u4e0a\u9762\u7684\u8fd9\u4e9b\u9898\u76ee\u53ef\u80fd\u5b83\u90fd\u662f\u975e\u5e38\u7cbe\u786e\u7684\uff0c\u6709\u975e\u5e38\u957f\u7684concrete description\uff0c\u5b83\u53ef\u80fd\u4e00\u822c\u6765\u8bf4\u662f\u4e00\u4e2a\u5355\u7eaf\u7684\u95ee\u9898\uff0c\u4f46\u662f\u6211\u4eec\u77e5\u9053\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\u53ef\u80fd\u5927\u5bb6\u95ee\u7684\u95ee\u9898\u90fd\u662f\u6bd4\u8f83\u6a21\u7cca\u7684\uff0c\u53ef\u80fd\u5c31\u4e00\u4e24\u53e5\u8bdd\uff0c\u5b83\u4f1a\u4e0d\u505c\u8ffd\u95ee\uff0c\u8fd9\u4e9b\u573a\u666f\u53ef\u4ee5\u542f\u53d1\u6211\u4eec\u600e\u4e48\u53bb\u66f4\u597d\u505a\u8fd9\u6837\u7684\u8bad\u7ec3\u3002<\/p>\n

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\u6c64\u9053\u751f\uff1a<\/strong>\u6b22\u8fce\u3002<\/p>\n

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\u4f46\u786e\u5b9e\u6211\u89c9\u5f97\u5728PC\u4e92\u8054\u7f51\u3001\u79fb\u52a8\u4e92\u8054\u7f51\u65f6\u4ee3\u505a\u4ea7\u54c1\u8ddf\u4eca\u5929\u5728AI\u65f6\u4ee3\u505a\u4ea7\u54c1\u8fd8\u662f\u6709\u86ee\u591a\u4e0d\u4e00\u6837\u7684\u5730\u65b9\u3002\u9996\u5148\u4ece\u8303\u5f0f\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5728AI\u65f6\u4ee3\u4ee5\u524d\u6211\u4eec\u505a\u4ea7\u54c1\u5f88\u591a\u65f6\u5019\u60f3\u7684\u662f\u901a\u8fc7\u529f\u80fd\u6765\u6ee1\u8db3\u7528\u6237\u7684\u9700\u6c42\uff0c\u4f60\u4f5c\u4e3a\u4e00\u4e2a\u4ea7\u54c1\u63d0\u4f9b\u65b9\u3001\u670d\u52a1\u63d0\u4f9b\u65b9\uff0c\u4f60\u60f3\u6e05\u695a\u6211\u63d0\u4f9b\u600e\u4e48\u6837\u7684\u4e00\u4e2a\u80fd\u529b\uff0c\u8ba9\u7528\u6237\u53ef\u80fd\u901a\u8fc7\u67d0\u4e9b\u83dc\u5355\u53bb\u9009\uff0c\u597d\u50cf\u662f\u4e00\u4e9b\u201c\u9884\u5236\u83dc\u201d\uff0c\u4f60\u53ea\u80fd\u5728\u91cc\u9762\u53bb\u70b9\u4e00\u6837\u3002<\/p>\n

\u4f46\u5728AI\u65f6\u4ee3\u505a\u4ea7\u54c1\uff0c\u5b83\u7684\u90a3\u79cd\u5f00\u653e\u5f0f\u7684\u670d\u52a1\u5f62\u6001\u5c31\u4f1a\u5e26\u6765\u5f88\u4e0d\u4e00\u6837\u7684\u8981\u6c42\u8ddf\u6311\u6218\uff0c\u7528\u7b80\u5355\u7684\u4ea4\u4e92\u65b9\u5f0f\u53ef\u80fd\u662f\u81ea\u7136\u8bed\u8a00\uff0c\u53ef\u80fd\u662f\u8bed\u97f3\uff0c\u5176\u5b9e\u4f5c\u4e3a\u4ea7\u54c1\u65b9\u4f60\u4e5f\u4e0d\u77e5\u9053\u7528\u6237\u4f1a\u95ee\u4ec0\u4e48\u3002\u6240\u4ee5\u8981\u5145\u5206\u5229\u7528\u6a21\u578b\u80fd\u529b\u53bb\u7406\u89e3\u7528\u6237\u7684\u9700\u6c42\uff0c\u7136\u540e\u901a\u8fc7\u6bd4\u5982\u8bf4\u4eca\u5929\u5927\u6a21\u578b\u7684\u8fd9\u79cd\u903b\u8f91\u63a8\u7406\uff0c\u80fd\u53bb\u8c03\u7528\u5de5\u5177\u7684\u80fd\u529b\uff0c\u4ea7\u54c1\u53bb\u7ed9\u6a21\u578b\u63d0\u4f9b\u5404\u79cd\u5404\u6837\u53ef\u4ee5\u7528\u7684\u5de5\u5177\uff0c\u6765\u5e94\u5bf9\u8fd9\u79cd\u5f00\u653e\u5f0f\u7684\u9700\u6c42\uff0c\u8fd9\u4e2a\u662f\u6211\u89c9\u5f97\u8ddf\u6211\u4eec\u8fc7\u53bb\u505a\u4ea7\u54c1\u5f88\u4e0d\u4e00\u6837\u7684\u5730\u65b9\u3002<\/p>\n

\u751a\u81f3\u4e5f\u5305\u62ec\u4f60\u521a\u521a\u63d0\u5230\u7684Eval\uff0c\u4ee5\u524d\u6211\u4eec\u505a\u4ea7\u54c1\u6709\u5f88\u6e05\u6670\u5f88\u5177\u4f53\u7684\u4ea7\u54c1\u7684\u7ec6\u8282\u529f\u80fd\u7684\u63cf\u8ff0\uff0c\u600e\u4e48\u53bb\u505a\u8bbe\u8ba1\u3001\u505a\u7814\u53d1\u3001\u505a\u6d4b\u8bd5\uff0c\u6211\u89c9\u5f97\u90a3\u4e2a\u7011\u5e03\u5f0f\u7684\u6d41\u7a0b\u4e5f\u6bd4\u8f83\u6e05\u6670\u3002\u4f46\u662f\u505aAI\u4ea7\u54c1\uff0c\u6211\u53d1\u73b0\u6700\u5927\u7684\u53d8\u5316\u662f\u6211\u4eec\u6574\u4e2a\u6d41\u7a0b\u53ef\u80fd\u90fd\u8981\u91cd\u65b0\u8bbe\u8ba1\uff0c\u5c24\u5176\u4eca\u5e74\u5927\u90e8\u5206\u7684\u4ee3\u7801\u90fd\u7531AI\u751f\u6210\uff0c\u6211\u4eec\u7684\u5de5\u7a0b\u5e08\u53ef\u80fd\u4f1a\u82b1\u66f4\u591a\u7684\u65f6\u95f4\u53bb\u505a\u8bbe\u8ba1\uff0c\u67b6\u6784\u7684\u8bbe\u8ba1\uff0c\u628a\u5199\u4ee3\u7801\u7684\u5de5\u4f5c\u90fd\u4ea4\u7ed9AI\u4e86\uff0c\u7136\u540e\u5b9a\u671f\u53bb\u6307\u5bfc\u4e00\u4e0b\u3001\u4fee\u6b63\u4e00\u4e0b\u3002\u7136\u540e\u6d4b\u8bd5\u4e5f\u8981\u5de6\u79fb\uff0c\u66f4\u524d\u7f6e\u53bb\u60f3\u6e05\u695a\u9488\u5bf9\u6211\u4eec\u5404\u79cd\u6848\u4f8bEval\u3001\u73af\u5883\uff0c\u6211\u4eec\u5bf9\u4e8e\u5f00\u653e\u5f0f\u7b54\u6848\u7684\u8981\u6c42\uff0c\u751a\u81f3alignment\u600e\u4e48\u5bf9\u9f50\uff0c\u6211\u4eec\u7528\u6237\u6240\u9700\u8981\u7684\u90a3\u79cd\u98ce\u683c\uff0c\u6211\u611f\u89c9\u4eca\u5929\u65f6\u4ee3\u505a\u4ea7\u54c1\u5176\u5b9e\u8981\u6c42\u7684\u80fd\u529b\u66f4\u5168\u9762\u3002<\/p>\n

\u59da\u987a\u96e8\uff1a<\/strong>\u66f4\u96be\u4e86\u3002<\/p>\n

\u6c64\u9053\u751f\uff1a<\/strong>\u66f4\u96be\u4e86\u3002\u6211\u95ee\u4f60\u4e00\u4e0b\u6df7\u51433\uff0c\u5927\u5bb6\u90fd\u5728\u8bf4Hy3 preview\u662f\u4f60\u817e\u8baf\u7684\u9996\u79c0\uff0c\u5177\u4f53\u6df7\u51433\u505a\u4ec0\u4e48\u6539\u53d8\uff0c\u4f60\u80fd\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e0b\u5417\uff1f<\/p>\n

\u59da\u987a\u96e8\uff1a<\/strong>\u5176\u5b9e\u6211\u89c9\u5f97\u6ca1\u6709\u4ec0\u4e48\u79d8\u5bc6\uff0c\u4eca\u5929\u505a\u5927\u6a21\u578b\u4ece\u67d0\u79cd\u7a0b\u5ea6\u6765\u8bf4\u6bd4\u8f83Trivial\u7684\u4e8b\u60c5\uff0c\u6211\u4eec\u5e94\u8be5\u628aInfrastructure\u505a\u597d\uff0c\u6211\u4eec\u5e94\u8be5\u628a\u6570\u636e\u505a\u597d\uff0c\u7b97\u6cd5\u7684\u90e8\u5206\u53cd\u800c\u662f\u6bd4\u8f83\u7b80\u5355\u7684\u3002\u5176\u5b9e\u6211\u89c9\u5f97\u4e3b\u8981\u51e0\u4e2a\u70b9\u5427\u3002<\/p>\n

\u7b2c\u4e00\uff0c\u6211\u4eec\u628aInfrastructure\u91cd\u5efa\u4e86\uff0c\u65e0\u8bba\u662f\u9884\u8bad\u7ec3\u8fd8\u662f\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n

\u7b2c\u4e8c\u662f\u6211\u4eec\u628a\u6570\u636e\u548cEval\u505a\u4e86\u5f88\u5927\u7684\u6539\u53d8\uff0c\u5982\u4f55\u53bb\u5b9a\u4e49\u66f4\u771f\u5b9e\u7684\u95ee\u9898\uff0c\u5982\u4f55\u4e30\u5bcc\u6570\u636e\u7684 taxonomy\uff0c\u5982\u4f55\u53bb\u63d0\u9ad8\u6570\u636e\u7684\u8d28\u91cf\uff0c\u8fd9\u662f\u4e00\u4e2a\u6c38\u65e0\u6b62\u5883\u7684\u8ffd\u6c42\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u6211\u89c9\u5f97\u5f88\u91cd\u8981\u7684\u5f88\u591a\u51b3\u7b56\u5176\u5b9e\u5305\u62ec\u600e\u4e48\u53bb\u62db\u4eba\uff0c\u600e\u4e48\u53bb\u8bbe\u7acb\u6a21\u578b\u7684\u8282\u594f\uff0c\u600e\u4e48\u53bb\u6bcf\u5929\u6709\u5f88\u591a\u7684Decision \u8981\u8003\u8651\u5f88\u591aTrade off\uff0c\u6211\u89c9\u5f97\u53ef\u80fd\u6ca1\u6709\u4e00\u4e2a\u5f88\u6e05\u6670\u7684\u516c\u5f0f\uff0c\u6211\u89c9\u5f97\u662f\u4e00\u4e2a\u5f88Taste driven\u7684\u4e8b\u60c5\u3002\u6240\u4ee5\u6211\u5176\u5b9e\u633a\u597d\u5947\u95ee\u4f60\u4e00\u4e2a\u95ee\u9898\u7684\uff0c\u56e0\u4e3a\u60a8\u521a\u521a\u8ddf\u6211\u8ba8\u8bbaCo-Design\u8fd9\u4e2a\u6982\u5ff5\uff0c\u6211\u5f88\u597d\u5947\u60a8\u5bf9Co-Design\u8fd9\u4ef6\u4e8b\u60c5\u662f\u600e\u4e48\u60f3\u7684\uff0c\u4f60\u89c9\u5f97\u54ea\u4e9b\u4e8b\u60c5\u662f\u5e94\u8be5\u6a21\u578b\u505a\u7684\uff0c\u54ea\u4e9b\u662f\u4ea7\u54c1\u5e94\u8be5\u505a\u7684\uff1f<\/p>\n

\u6c64\u9053\u751f\uff1a<\/strong>\u6211\u89c9\u5f97Co-Design\u5728\u4e0d\u540c\u9636\u6bb5\uff0c\u8fc7\u53bb\u8fd9\u4e24\u5e74\u5176\u5b9e\u662f\u4e00\u76f4\u5728\u53d8\u5316\u7684\uff0c\u6211\u89c9\u5f97\u8fd9\u4e2a\u53d8\u5316\u67d0\u79cd\u7a0b\u5ea6\u6765\u8bb2\u662f\u968f\u7740\u6a21\u578b\u80fd\u529b\u7684\u5347\u7ea7\u800c\u53d8\u5316\uff0c\u5f53\u7136\u6574\u4e2a\u884c\u4e1a\u3001\u5e02\u573a\u3001\u7528\u6237\u7684\u9700\u6c42\u4ed6\u5728\u53d8\u5316\u7684\u8fc7\u7a0b\u4e2d\u4e5f\u4f1a\u5e26\u6765\u6211\u4eec\u4e24\u8fb9\u6a21\u578b\u8ddf\u4ea7\u54c1\u9700\u8981\u66f4\u597d\u53bb\u6ee1\u8db3\u3002\u7ed9\u6211\u4e00\u4e2a\u6bd4\u8f83\u6df1\u7684\u611f\u53d7\u662f\u600e\u4e48\u53bb\u5bf9\u9f50\uff0c\u56e0\u4e3a\u5728\u6211\u4eec\u4e00\u8d77\u53bb\u505a\u4ea7\u54c1\uff0c\u53bb\u505a\u5bf9\u9f50\u4f1a\u7684\u65f6\u5019\uff0c\u6211\u4eec\u6709\u5f88\u591a\u4e0d\u540c\u7684\u51b3\u7b56\uff0c\u4ea7\u54c1\u53ef\u80fd\u8981\u9488\u5bf9\u67d0\u4e2a\u65b9\u5411\u53bb\u89e3\u51b3\u4e00\u4e9b\u95ee\u9898\uff0c\u6a21\u578b\u5230\u5e95\u600e\u4e48\u505a\u53bb\u6ee1\u8db3\u8fd9\u4e2a\u9700\u6c42\uff0c\u4f46\u662f\u4f60\u8981\u56de\u5230\u6a21\u578b\u9700\u8981\u6570\u636e\uff0c\u6570\u636e\u5e94\u8be5\u600e\u4e48\u6807\u6ce8\uff0c\u5230\u4ec0\u4e48\u9897\u7c92\u5ea6\uff0c\u5230\u5e95\u4ec0\u4e48\u662f\u597d\u7684\u6807\u6ce8\uff0c\u4ec0\u4e48\u662f\u4e0d\u597d\u7684\u6807\u6ce8\uff0c\u56e0\u4e3a\u6709\u4e00\u4e9b\u5730\u65b9\u8981\u5956\u52b1\uff0c\u6709\u4e00\u4e9b\u5730\u65b9\u8981\u60e9\u7f5a\u3002<\/p>\n

\u7136\u540e\u8fd8\u6709Eval\uff0c\u8fd8\u6709\u8bc4\u6d4b\uff0c\u56e0\u4e3a\u5982\u679c\u4ea7\u54c1\u8ba4\u4e3a\u597d\u7684\u4ea7\u54c1\u4f53\u9a8c\uff0c\u8bc4\u6d4b\u662f\u4e0d\u8ba4\u540c\u7684\u8bdd\uff0c\u5927\u5bb6\u5176\u5b9e\u505a\u51fa\u6765\u7684\u4ea7\u54c1\u5c31\u4f1a\u4e0d\u4e00\u81f4\u4e86\u3002\u6240\u4ee5Co-Design\u7ed9\u6211\u7684\u611f\u89c9\u66f4\u591a\u662f\u5728\u9879\u76ee\u7ec4\u91cc\u9762\u4e0d\u540c\u7684\u89d2\u8272\u53c2\u4e0e\u5230\u4ea7\u54c1\u7684\u8bbe\u8ba1\uff0c\u5b9a\u4e86\u4e00\u4e9b\u4ea7\u54c1\u7684\u76ee\u6807\u65b9\u5411\uff0c\u600e\u4e48\u8ba9\u591a\u4e2a\u89d2\u8272\u80fd\u591f\u5bf9\u4e8e\u4e00\u4e9b\u5f00\u653e\u5f0f\u95ee\u9898\u6709\u6bd4\u8f83\u597d\u7684\u5bf9\u9f50\uff0c\u5982\u679c\u6ca1\u6709\u505a\u5230\u8fd9\u6837\u4e00\u4e2a\u5bf9\u9f50\u7684\u8bdd\uff0c\u4f60\u4f1a\u53d1\u73b0\u4ea7\u54c1\u7684\u884c\u4e3a\u4f1a\u4e0d\u53ef\u9884\u6d4b\u3002\u751a\u81f3\u6709\u65f6\u5019\u4f1a\u6709\u4e00\u4e9b\u968f\u673a\u6027\uff0c\u56e0\u4e3a\u6a21\u578b\u8bad\u7ec3\u7684\u8fc7\u7a0b\u53ef\u80fd\u4e5f\u88ab\u6df7\u6dc6\u4e86\u3002\u6240\u4ee5\u8fd9\u662f\u6211\u8fd9\u4e24\u5e74\u8ddf\u505a\u4ea7\u54c1\u8ddf\u6a21\u578b\u56e2\u961f\u505aCo-Design\u7684\u4e00\u4e2a\u6bd4\u8f83\u6df1\u7684\u611f\u53d7\u3002\u60a8\u89c9\u5f97\u5462\uff1f<\/p>\n

\u59da\u987a\u96e8\uff1a<\/strong>\u5176\u5b9e\u6211\u662f\u89c9\u5f97\uff0c\u5c31\u50cf\u6211\u521a\u521a\u8bf4\u7684\uff0c\u9996\u5148\u6700\u96be\u7684\u4e00\u70b9\u662f\u8981\u5efa\u7acbTrust\uff0c\u6bd5\u7adf\u6211\u89c9\u5f97\u540c\u7406\u5fc3\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u8bf4\u5230\u5e95\u505a\u6a21\u578b\u7684\u76ee\u6807\u548c\u505a\u4ea7\u54c1\u7684\u76ee\u6807\u6709\u5f88\u591aalign\u7684\u90e8\u5206\uff0c\u4e5f\u6709\u5f88\u591a\u4e0dalign\u7684\u90e8\u5206\u3002\u5c31\u662f\u6a21\u578b\u4eba\u5e0c\u671b\u6211\u80fd\u529b\u8d8a\u5f3a\u8d8a\u597d\uff0c\u4f46\u662f\u4ea7\u54c1\u7684\u4eba\u89c9\u5f97\u7528\u6237\u9700\u6c42\u8d8a\u6ee1\u8db3\u8d8a\u597d\u3002\u6240\u4ee5\u5929\u7136\u6709\u5f88\u591a\u4e0dalign\u7684\u90e8\u5206\uff0c\u6211\u89c9\u5f97\u5f88\u91cd\u8981\u7684\u4e00\u70b9\u662f\u8981\u6709\u6362\u4f4d\u601d\u8003\u7684\u80fd\u529b\u3002<\/p>\n

\u5176\u5b9e\u5c31\u662f\u4f60\u521a\u521a\u95ee\u6211\u5143\u5b9d\u6211\u4eec\u662f\u600e\u4e48\u4e00\u6b65\u4e00\u6b65Co-Design\u7684\uff0c\u5176\u5b9e\u4e00\u4e2a\u5f88\u91cd\u8981\u7684\u7ec6\u8282\u662f\uff0c\u6211\u4eec\u5f53\u65f6\u662f\u6d3e\u4e86\u540e\u8bad\u7ec3\u6700\u5f3a\u7684\u9aa8\u5e72\u529b\u91cf\uff0c\u53bb\u5e2e\u52a9\u5143\u5b9d\u628a\u540e\u8bad\u7ec3\u505a\u597d\u3002\u5f53\u65f6\u6211\u4eec\u81ea\u5df1\u7684\u9884\u8bad\u7ec3\u8fd8\u6ca1\u6709\u51c6\u5907\u597d\uff0c\u4f46\u662f\u6211\u4eec\u77e5\u9053\u7ef4\u62a4\u5143\u5b9d\u8fd9\u6837\u7684\u4ea7\u54c1\u4ee5\u53ca\u5b83\u7684DAU\u4f1a\u5bf9\u6211\u4eec\u63a5\u4e0b\u6765\u505a\u6a21\u578b\u4e5f\u975e\u5e38\u975e\u5e38\u91cd\u8981\uff0c\u800c\u4e14\u5bf9\u4e8e\u521b\u65b0<\/a>\u7684\u5408\u4f5c\u975e\u5e38\u91cd\u8981\u3002<\/p>\n

\u6240\u4ee5\u5f53\u65f6\u5176\u5b9e\u5f88\u591a\u7b97\u6cd5\u540c\u5b66\u4e0d\u7406\u89e3\uff0c\u6211\u9700\u8981\u53bb\u5f88\u52aa\u529b\u89e3\u91ca\uff0c\u4f46\u662f\u73b0\u5728\u770b\u8d77\u6765\u8fd9\u4e9b\u52aa\u529b\u90fd\u662fpay off\u7684\uff0c\u6211\u89c9\u5f97\u8fd9\u6837\u4e00\u4e2a\u52a8\u4f5c\u8ba9\u4ea7\u54c1\u610f\u8bc6\u5230\u6a21\u578b\u7684\u540c\u5b66\u662f\u771f\u7684\u5728\u4e3a\u4ea7\u54c1\u7740\u60f3\uff0c\u6211\u89c9\u5f97\u8fd9\u4e2a\u5176\u5b9e\u5bf9\u4e8e\u6211\u4eec\u4e4b\u540e\u7684\u5408\u4f5c\uff0c\u5305\u62ecHy3 preview\u5728\u5143\u5b9d\u4e0a\u6210\u529f\u4e0a\u7ebf\u8d77\u5230\u4e86\u975e\u5e38\u91cd\u8981\u7684\u4f5c\u7528\u3002\u5f53\u7136\u6709\u5f88\u591a\u6280\u672f\u7684\u90e8\u5206\u53ef\u4ee5\u63a2\u8ba8\uff0c\u4f46\u662f\u6700\u96be\u7684\u90e8\u5206\u53cd\u800c\u662f\u600e\u4e48\u6837\u5efa\u7acb\u4fe1\u4efb\uff0c\u600e\u4e48\u6837\u6362\u4f4d\u601d\u8003\u3002<\/p>\n

\u4e09\u3001Agent\u6280\u672f\u5f80\u54ea\u8d70\uff1f\u4ea7\u4e1a\u600e\u4e48\u843d\uff1f<\/p>\n

\u6c64\u9053\u751f\uff1a<\/strong>\u5bf9\uff0c\u975e\u5e38\u8ba4\u540c\u3002\u6211\u6362\u4e00\u4e2a\u8bdd\u9898\uff0c\u4f60\u662fReAct\u67b6\u6784\u7684\u63d0\u51fa\u8005\uff0c\u535a\u58eb\u7814\u7a76\u4e5f\u662f\u56f4\u7ed5\u7740\u8bed\u8a00\u667a\u80fd\u4f53\u5c55\u5f00\u7684\uff0c\u4f60\u51e0\u5e74\u524d\u7684\u4e00\u4e9b\u89c2\u70b9\u5230\u4eca\u5929\u5151\u73b0\u4e86\u5417\uff1f\u6bd4\u5982\u6709\u54ea\u4e9b\uff1f<\/p>\n

\u59da\u987a\u96e8\uff1a<\/strong>\u90a3\u5929\u6211\u633a\u611f\u6168\u7684\uff0c\u6211\u91cd\u65b0\u8bfb\u4e86\u81ea\u5df1\u7684\u535a\u58eb\u8bba\u6587\uff0c\u611f\u89c9\u53c8\u56de\u5230\u4e00\u4e2a\u5f88\u8fdc\u53e4\u65f6\u4ee3\uff0c\u6211\u7684\u535a\u58eb\u8bba\u6587\u7684title\u53eb\u505aLanguage Agents: From Next-Token Prediction to Digital Automation\uff0c\u662f2019\u5e74\u3002<\/p>\n

\u6c64\u9053\u751f\uff1a<\/strong>7\u5e74\u524d\u3002<\/p>\n

\u59da\u987a\u96e8\uff1a<\/strong>\u90a3\u4e2a\u65f6\u5019Literally\u5c31\u662f\u6211\u4eec\u7684GPT-2\uff0c\u90a3\u4e2a\u65f6\u5019\u5b83\u53ea\u80fd\u505aNext token prediction\uff0c\u800c\u4e14\u5b83\u4ea7\u751f\u4e00\u6bb5\u8bdd\u4e0d\u592a\u8fde\u7eed\uff0c\u6216\u8005\u6709\u5f88\u591a\u6bdb\u523a\uff0c\u6240\u4ee5\u5f53\u65f6\u4eba\u4eec\u5f88\u96be\u60f3\u8c61\u5230\u5b83\u6709\u4e00\u5929\u6210\u4e3a\u4e00\u4e2a\u6539\u53d8\u4e16\u754c\u7684\u529b\u91cf\uff0c\u5f53\u65f6\u6211\u89c9\u5f97\u53ef\u80fd\u5927\u5bb6\u505a\u7684\u7814\u7a76\uff0c\u7a0d\u5fae\u6709\u60f3\u50cf\u529b\u505a\u4e00\u4e9b\u7814\u7a76\uff0c\u6bd4\u5982\u8bf4\u4e2d\u56fd\u9996\u90fd\u662f\uff0c\u5982\u679c\u505aNext token prediction\u5b83\u4f1a\u56de\u7b54\u5317\u4eac\uff0csomehow\u5b83\u662f\u4e00\u4e2a\u6709Knowledge\u7684\u4e8b\u60c5\uff0c\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\u5927\u5bb6\u5f53\u65f6\u975e\u5e38\u5f00\u5fc3\uff0c\u89c9\u5f97\u8fd9\u4e2a\u6280\u672f\u5f88\u6709\u610f\u601d\u3002<\/p>\n

\u5f53\u65f6\u6211\u7684\u60f3\u8c61\u529b\u6bd4\u8f83\u72c2\u91ce\uff0c\u6211\u89c9\u5f97GPT\u662f\u4e00\u4e2a\u975e\u5e38\u4f18\u7f8e\u7684\u4e1c\u897f\uff0c\u5410\u4e0b\u4e00\u4e2aToken\u662f\u4e00\u4e2a\u975e\u5e38\u6781\u7b80\u4e14\u975e\u5e38\u901a\u7528\u7684\u4e8b\u60c5\uff0c\u6211\u89c9\u5f97\u5b83\u6709\u4e00\u5929\u6f5c\u529b\u4e0d\u4ec5\u4ec5\u662f\u5728\u4e8e\u5410\u51fa\u4e0b\u4e00\u4e2aToken\uff0c\u800c\u5728\u4e8e\u628a\u8fd9\u4e2a\u4e16\u754c\u4e0a\u6240\u6709\u7684\u4e8b\u60c5\u5168\u90e8automate\uff0c\u6211\u5f53\u65f6\u60f3\u7684\u8fd8\u4e0d\u591f\u5927\uff0c\u6211\u60f3\u7684\u662fdigital automation\uff0c\u4f46\u662f\u73b0\u5728\u770b\u8d77\u6765\u4e5f\u6709\u53ef\u80fd\u662fdigital and physical automation\u3002<\/p>\n

\u6211\u89c9\u5f97\u5176\u5b9e\u6211\u535a\u58eb\u671f\u95f4\u4e3b\u8981\u505a\u4e24\u90e8\u5206\uff0c\u7b2c\u4e00\u90e8\u5206\u5c31\u662f\u5982\u4f55\u5efa\u7acb\u4e00\u4e2aAgent\u65b9\u6cd5\u8bba\uff0c\u5982\u4f55\u628a\u4e00\u4e2aNext Token prediction\u7684\u673a\u5668\u53d8\u6210\u4e00\u4e2aAgent\uff0c\u53d8\u6210\u4e00\u4e2a\u81ea\u52a8\u5316\u7684\u673a\u5668\uff0c\u6700\u91cd\u8981\u7684\u5de5\u4f5c\u53ef\u80fd\u662f\u4f60\u8bf4\u7684ReAct\u3002<\/p>\n

\u6211\u8bb0\u5f972022\u5e747\u6708\u4efd\u7684\u65f6\u5019\u67d0\u4e00\u5929\u665a\u4e0a\uff0c\u5f53\u6211\u7b2c\u4e00\u6b21\u628aPaLM 2\u7684API\u548c\u5f53\u65f6\u624b\u5199\u7684\u4e00\u4e2aWikipedia API\u8fde\u5728\u4e00\u8d77\uff0c\u5b83\u7b2c\u4e00\u6b21\u53ef\u4ee5\u57fa\u4e8e\u8fd9\u4e2a\u7f51\u9875\u56de\u7b54\u95ee\u9898\uff0c\u5e76\u4e14\u591a\u8f6e\u4ea4\u4e92\u7684\u65f6\u5019\uff0c\u6211\u5f53\u65f6\u611f\u89c9\u5c31\u50cf\u5fae\u5f31\u7535\u706f\u706f\u7a81\u7136\u4eae\u7684\u611f\u89c9\u4e00\u6837\uff0c\u6211\u611f\u89c9\u636e\u6211\u6240\u77e5\uff0c\u4eba\u7c7b\u7b2c\u4e00\u6b21\u628aLLM\u548c\u4e92\u8054\u7f51\u8fde\u5728\u4e00\u8d77\u5e76\u4e14\u505a\u591a\u8f6e\u4ea4\u4e92\uff0c\u6211\u5f53\u65f6\u7684\u611f\u89c9\u662f\uff0c\u8fd9\u4e2a\u611f\u89c9\u53ef\u80fd\u57285\u5e74\u6216\u800510\u5e74\u4f1a\u6539\u53d8\u8fd9\u4e2a\u4e8b\u60c5\uff0c\u4f46\u662f\u53ef\u80fd\u6bd4\u6211\u60f3\u8c61\u4e2d\u8fd8\u8981\u66f4\u5feb\u3002<\/p>\n

\u6211\u8bb0\u5f97\u5f53\u65f6\u6211\u4eec\u7b2c\u4e00\u6b21\u63d0\u51faSWE-bench\u7684\u65f6\u5019\uff0c\u6211\u89c9\u5f97OK\uff0c\u5982\u679c\u8fd9\u4e2a\u4e8b\u60c5\u80fd\u505a\u5230\uff0c\u90a3\u5f88\u663e\u7136\u5b83\u4f1a\u5e26\u6765\u5de8\u5927\u4ef7\u503c\uff0c\u5f53\u65f6\u53ef\u80fd\u662f\u51e0\u767e\u4ebf\u3001\u4e0a\u5343\u4ebf\uff0c\u4f46\u73b0\u5728\u53ef\u80fd\u662f\u6570\u4e07\u4ebf\uff0c\u6570\u662f\u4e07\u4ebf\uff0c\u53ef\u80fd\u6211\u60f3\u7684\u8fd8\u662f\u592a\u5c0f\u4e86\u3002<\/p>\n

\u53e6\u4e00\u90e8\u5206\u6211\u505a\u7684\u5de5\u4f5c\u5c31\u662f\u600e\u4e48\u5b9a\u4e49Digital automation\u7684\u4efb\u52a1\uff0c\u6bd4\u5982\u8bf4WebShop\u662f\u7b2c\u4e00\u4e2a\u57fa\u4e8e\u4e92\u8054\u7f51\u7684Web Agent task\uff0c\u5305\u62ecInterCode\u548cSWE-bench\u662f\u6700\u65e9\u7684Coding Agent\u8fd9\u6837\u7684\u4efb\u52a1\u3002\u73b0\u5728\u770b\u8d77\u6765Agent\u6280\u672f\u6700\u91cd\u8981\u4e24\u4e2a\u90e8\u5206\u786e\u5b9e\u662f\u5916\u90e8Agent\u548cCoding Agent\u3002<\/p>\n

\u90a3\u5929\u6211\u5728\u7fa4\u91cc\u8ddf\u5927\u5bb6\u804a\u5929\uff0c\u6211\u770b\u6211\u535a\u58eb\u8bba\u6587\u7ed3\u5c3e\uff0c\u5c31\u662f\u6211\u57282024\u5e74\u5199\u6211\u7684future work\uff0c\u7b2c\u4e00\u4e2a\u662ftrain models for Agent\uff0c\u7b2c\u4e8c\u4e2a\u662fshift and robust deployment\uff0c\u7b2c\u4e09\u4e2a\u662fscientific discovery\uff0c\u7b2c\u56db\u4e2a\u662f\u600e\u4e48\u6837\u53bbhelp human\uff0c\u6211\u5f88\u611f\u6168\uff0c\u6211\u8bf4\u6211\u73b0\u5728\u5f88\u5e78\u8fd0\u786e\u5b9e\u5728\u505a\u5f53\u65f6\u5217\u7684future direction\u3002<\/p>\n

\u6c64\u9053\u751f\uff1a<\/strong>\u592a\u5389\u5bb3\u4e86\uff0c\u90fd\u4e00\u4e00\u770b\u5230\u6574\u4e2a\u884c\u4e1a\u8fd9\u4e9b\u65b9\u5411\u5728\u63a8\u8fdb\u3002<\/p>\n

\u59da\u987a\u96e8\uff1a<\/strong>\u53ef\u80fd\u60f3\u7684\u8fd8\u662f\u4e0d\u591f\u5927\uff0c\u6211\u89c9\u5f97\u5df2\u7ecf\u89c9\u5f97\u81ea\u5df1\u60f3\u7684\u591f\u5927\u4e86\uff0c\u4f46\u662f\u53ef\u80fd\u8fd8\u662f\u4e0d\u591f\u5927\uff0c\u6211\u89c9\u5f97\u3002<\/p>\n

\u6c64\u9053\u751f\uff1a<\/strong>\u6280\u672f\u7684\u53d1\u5c55\u5f80\u5f80\u8d85\u4e4e\u6211\u4eec\u7684\u9884\u671f\u3002\u667a\u80fd\u4f53\u4eca\u5929\u5927\u5bb6\u90fd\u8bf4\u9700\u8981\u6d88\u8017\u5f88\u591a\u7684Token\uff0cToken\u7684\u8c03\u7528\uff0c\u8fd9\u5bf9\u4e8e\u6df7\u5143\u505a\u4e0b\u4e00\u4ee3\u6a21\u578b\u7814\u53d1\uff0c\u4f60\u89c9\u5f97\u4ec0\u4e48\u662f\u4f60\u7684\u4fa7\u91cd\uff0c\u6709\u54ea\u4e9b\u5730\u65b9\u6bd4\u8f83\u91cd\u8981\uff1f<\/p>\n

\u59da\u987a\u96e8\uff1a<\/strong>\u6beb\u65e0\u7591\u95ee\u4eca\u5929Agent\u6216\u8005Coding Agent\u6709\u70b9\u50cf\u9884\u8bad\u7ec3\u4e00\u6837\uff0c\u662f\u4e0d\u5f97\u4e0d\u505a\u7684\u4e8b\u60c5\uff0c\u662f\u6700\u57fa\u7840\u80fd\u529b\u3002\u6211\u4e2a\u4eba\u89c9\u5f97Coding Agent\u975e\u5e38\u672c\u8d28\u6709\u5f88\u591a\u539f\u56e0\u3002\u8fd8\u6709\u4e00\u4e2a\u91cd\u8981\u539f\u56e0\u5c31\u662f\u8bf4\u5b83\u662f\u4e00\u4e2a\u6709\u70b9\u50cf\u56fe\u7075\u5b8c\u5907\u7684\u4e8b\u60c5\uff0c\u5f53\u4f60\u6709\u80fd\u529b\u53bb\u63a7\u5236\u81ea\u5df1\u7684file system\uff0c\u5f53\u4f60\u6709\u4e00\u4e2acontainer\u7684\u65f6\u5019\uff0c\u5176\u5b9e\u4f60\u662f\u4e00\u4e2acomplete\u8fd9\u6837\u4e00\u4e2asystem\uff0c\u4eca\u5929\u6211\u89c9\u5f97Agent\u6beb\u65e0\u7591\u95ee\u662f\u6bcf\u4e00\u5bb6\u6a21\u578b\u6240\u53d1\u529b\u7684\u91cd\u70b9\uff0c\u6211\u89c9\u5f97\u6211\u4eec\u505a\u7684\u65b9\u6cd5\u53ef\u80fd\u4f1a\u6709\u51e0\u4e2a\u533a\u522b\uff1a<\/p>\n

\u7b2c\u4e00\uff0c\u5373\u4f7f\u4eca\u5929Coding\u5df2\u7ecf\u662f\u6700\u91cd\u8981\u7684\u4e8b\u60c5\uff0c\u4f46\u662f\u6211\u4eec\u8fd8\u662f\u4f1a\u5f3a\u8c03\u4f53\u7cfb\u7684\u5168\u9762\u5316\uff0c\u6211\u59cb\u7ec8\u8ba4\u4e3a\u8981\u628aCoding\u505a\u597d\uff0c\u5176\u5b9e\u9700\u8981\u8fdc\u8fdc\u4e0d\u6b62Coding\u7684\u6570\u636e\uff0c\u4e5f\u9700\u8981\u804a\u5929\u3001\u63a8\u7406\uff0c\u5404\u79cd\u5404\u6837\u4e0d\u540c\u7684\u4e1c\u897f\uff0c\u56e0\u4e3a\u5927\u6a21\u578b\u6700\u91cd\u8981\u7684\u70b9\u662f\u6cdb\u5316\u6027\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u5f88\u663e\u7136\u4ea7\u54c1\u4f5c\u7528\u8d8a\u6765\u8d8a\u91cd\u8981\uff0c\u5982\u4f55\u5229\u7528\u597d\u7ebf\u4e0a\u56de\u6d41\uff0c\u6211\u89c9\u5f97\u662f\u4e00\u4e2a\u6bcf\u4e2a\u6a21\u578b\u5382\u5546\u90fd\u5728\u5e94\u5bf9\u548c\u601d\u8003\u7684\u95ee\u9898\u3002\u8fd9\u91cc\u521a\u521a\u79ef\u7d2f\u5f88\u591aCoDesign\u7ecf\u9a8c\u53d8\u5f97\u975e\u5e38\u91cd\u8981\u3002<\/p>\n

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\u7b2c\u4e8c\u90e8\u5206\u5c31\u662f\u6210\u672c\u5b83\u672c\u8eab\uff0c\u6027\u4ef7\u6bd4\u7b2c\u4e00\u662f\u6027\u80fd\uff0c\u5982\u679c\u6027\u80fd\u4e0d\u597d\u6027\u4ef7\u6bd4\u65e0\u4ece\u8c08\u8d77\u3002\u7b2c\u4e8c\u70b9\u662f\u6210\u672c\uff0c\u4e2d\u56fd\u662f\u9886\u5148\u4e8e\u4e16\u754c\u7684\uff0c\u5c31\u662f\u6211\u4eec\u505a\u5927\u91cf\u5de5\u4f5c\u4f18\u5316\u6211\u4eec\u7684\u6210\u672c\uff0c\u6210\u672c\u53ef\u80fd\u6700\u91cd\u8981\u7684\u4e8b\u60c5\u662f\u600e\u4e48\u7528\u4e00\u4e2a\u66f4\u5c0f\u7684\u6a21\u578b\u628a\u66f4\u9ad8\u7684\u4ef7\u503c\u4efb\u52a1\u505a\u597d\uff0c\u5728\u8fd9\u57fa\u7840\u4e0a\u67b6\u6784\u521b\u65b0\uff0c\u5305\u62ec\u957f\u6587\u7ba1\u7406\uff0c\u811a\u624b\u67b6\u6709\u5f88\u591a\u9700\u8981\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n

\u5982\u679c\u6211\u4eec\u505a\u4e00\u4e2a\u76f8\u5bf9\u8f83\u5c0f\u7684\u6a21\u578b\uff0c\u4f46\u662f\u5b83\u6bd4\u80a9\u5927\u6a21\u578b\u6027\u80fd\uff0c\u800c\u4e14\u5728\u5927\u90e8\u5206\u4efb\u52a1\u4e0a\u505a\u5f88\u5f3a\u7684robustness\uff0c\u8fd9\u53ef\u80fd\u5728\u5f88\u591a\u957f\u7a0b\u7684\u4e0a\u9762\u63d0\u5347\u4e00\u4e24\u4e2a\u70b9\u7684\u63d0\u5347\uff0c\u53ef\u80fd\u5728\u4eca\u5929\u7684\u4e2d\u56fd\u66f4\u6709\u4ef7\u503c\u3002<\/p>\n

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\u59da\u987a\u96e8\uff1a<\/strong>\u6700\u8fd1\u6211\u4eec\u786e\u5b9e\u63a8\u51fa\u4e00\u4e9b\u50cfWorkBuddy\u53e3\u7891\u4e0d\u9519\u7684\u4ea7\u54c1\uff0c\u80cc\u540e\u5f88\u591a\u5c0f\u56e2\u961f\u5728\u5feb\u901f\u8fed\u4ee3\u4ea7\u54c1\uff0c\u6211\u5176\u5b9e\u633a\u597d\u5947\uff0c\u76f8\u5bf9\u4e8e\u4f20\u7edf\u7684\u4ea7\u54c1\u7814\u53d1\uff0c\u4f60\u89c9\u5f97\u5728\u65b0\u7684Agent\u65f6\u4ee3\u7684\u7814\u53d1\u548c\u7ec4\u7ec7\u7ba1\u7406\u4e0a\uff0c\u4ea7\u54c1\u56e2\u961f\u53d1\u751f\u4ec0\u4e48\u53d8\u5316\uff0c\u4f60\u7684\u601d\u8003\u662f\u4ec0\u4e48\uff1f<\/p>\n

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\u56db\u3001AI\u4e0b\u534a\u573a\uff0c\u65b0\u7684\u673a\u4f1a\u5728\u54ea\u91cc\uff1f<\/p>\n

\u6c64\u9053\u751f\uff1a<\/strong>\u6211\u4e5f\u60f3\u518d\u95ee\u4e00\u4e0b\u4e00\u4e2a\u53ef\u80fd\u5927\u5bb6\u6bd4\u8f83\u591a\u8ba8\u8bba\u7684\u4e00\u4e2a\u95ee\u9898\uff0c\u5f88\u591a\u4eba\u90fd\u4f1a\u63d0\u5230\u817e\u8baf\u6162\uff0c\u8bf4\u5728AI\u4e0a\u9762\u6211\u4eec\u6ca1\u6709\u53ca\u65f6\u6293\u4f4f\u4e00\u4e9b\u673a\u4f1a\uff0c\u4f60\u89c9\u5f97\u6211\u4eec\u771f\u7684\u6162\u4e86\u5417\uff1f\u5230\u5e95\u4e0b\u534a\u573a\u662f\u4ec0\u4e48\uff1f\u4f60\u80fd\u518d\u591a\u8bf4\u4e00\u4e0b\u5417\uff1f<\/p>\n

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