\u672c\u671f\u8bf4\u660e<\/p>\n
\u8fd9\u662f\u201c\u7ef4\u6210\u8bba\u7814\u7a76\u7b80\u62a5\u201d\u7b2c\u4e09\u671f\u3002\u4e0a\u4e00\u671f\u5df2\u7ecf\u8ba8\u8bba\u8bb0\u5fc6\u51c6\u5165\u3001\u5047\u8bbe\u9a71\u52a8\u7684\u77e5\u8bc6\u5f62\u6210\u3001\u611f\u77e5\u8fd0\u52a8\u56fe\u5f0f\u3001\u8ba4\u77e5\u6469\u64e6\u3001\u89c4\u8303\u63a5\u53e3\u3001\u8ba4\u77e5\u4e3b\u4f53\u548c\u8bed\u4e49\u6027\u7a7a\u60f3\u6027\u9519\u89c6\u3002\u672c\u671f\u4e0d\u91cd\u590d\u8fd9\u4e9b\u6750\u6599\u3002\u8fc7\u53bb\u4e00\u5929\u6ca1\u6709\u51fa\u73b0\u8db3\u4ee5\u5355\u72ec\u6539\u53d8\u6574\u4e2a\u7814\u7a76\u65b9\u5411\u7684\u65b0\u8bba\u6587\uff0c\u56e0\u6b64\u672c\u671f\u91c7\u7528\u201c\u65b0\u8fd1\u53d1\u8868\u6216\u81ea\u4e0a\u4e00\u671f\u540e\u65b0\u8fd1\u68c0\u7d22\u5230\u201d\u7684\u6807\u51c6\uff0c\u9009\u62e9\u516d\u7bc7\u6b64\u524d\u672a\u6536\u5f55\u3001\u4e14\u5bf9\u7ef4\u6210\u8bba\u771f\u6b63\u6709\u7ed3\u6784\u610f\u4e49\u7684\u5de5\u4f5c\u3002<\/p>\n
Towards a Formal Definition of Agent Memory: Basis, Span, Optimality, and the Sequential Memory Problem<\/p>\n
\u4f5c\u8005\uff1aHongyao Tang\u3002\u53d1\u5e03\u65e5\u671f\uff1a2026\u5e748\u670812\u65e5\u3002\u539f\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2608.11654<\/p>\n
\u6838\u5fc3\u4e3b\u5f20\uff1a\u8bba\u6587\u5c1d\u8bd5\u7ed9\u201c\u4ee3\u7406\u8bb0\u5fc6\u201d\u4e00\u4e2a\u5f62\u5f0f\u5316\u5b9a\u4e49\u3002\u8bb0\u5fc6\u88ab\u7406\u89e3\u4e3a\u4e00\u4e2a\u57fa\uff0c\u77e5\u8bc6\u662f\u7531\u8fd9\u4e2a\u57fa\u80fd\u591f\u751f\u6210\u7684\u8de8\u5ea6\uff1b\u95ee\u9898\u662f\u5426\u53ef\u56de\u7b54\uff0c\u8f6c\u5316\u4e3a\u73b0\u6709\u8bb0\u5fc6\u662f\u5426\u8986\u76d6\u8be5\u95ee\u9898\u3002\u4f5c\u8005\u8fdb\u4e00\u6b65\u628a\u5bb9\u91cf\u9650\u5236\u3001\u566a\u58f0\u548c\u8fde\u7eed\u5199\u5165\u653e\u8fdb\u7edf\u4e00\u6846\u67b6\uff0c\u5e76\u628a\u957f\u671f\u8bb0\u5fc6\u5f62\u6210\u63cf\u8ff0\u4e3a\u4e00\u4e2a\u5e8f\u5217\u51b3\u7b56\u95ee\u9898\u3002<\/p>\n
\u771f\u6b63\u7684\u65b0\u610f\uff1a\u76ee\u524d\u5f88\u591a\u8bb0\u5fc6\u7cfb\u7edf\u53ea\u6bd4\u8f83 benchmark \u5206\u6570\uff0c\u5374\u7f3a\u5c11\u5171\u540c\u7684\u7406\u8bba\u5bf9\u8c61\u3002\u8fd9\u7bc7\u8bba\u6587\u628a\u201c\u8bb0\u4f4f\u591a\u5c11\u201d\u6539\u5199\u4e3a\u5bb9\u91cf\u3001\u8986\u76d6\u7387\u3001\u7cbe\u786e\u5ea6\u548c\u672a\u6765\u6548\u7528\u4e4b\u95f4\u7684\u4f18\u5316\u95ee\u9898\uff0c\u4f7f\u4e0d\u540c\u67b6\u6784\u539f\u5219\u4e0a\u53ef\u4ee5\u653e\u5728\u540c\u4e00\u5750\u6807\u4e2d\u6bd4\u8f83\u3002<\/p>\n
\u5bf9\u7ef4\u6210\u8bba\u7684\u610f\u4e49\uff1a\u8fd9\u4e0e\u201c\u77e5\u8bc6\u4e0d\u662f\u8d44\u6599\u5806\u79ef\uff0c\u800c\u662f\u80fd\u591f\u6301\u7eed\u4fdd\u5b58\u3001\u8c03\u7528\u5e76\u6709\u6548\u8fd0\u884c\u7684\u7ed3\u6784\u201d\u76f4\u63a5\u76f8\u63a5\u3002\u4f46\u7ef4\u6210\u8bba\u8fd8\u9700\u8981\u518d\u52a0\u4e00\u5c42\u2014\u2014\u4e00\u4e2a\u8bb0\u5fc6\u7ed3\u6784\u7684\u4ef7\u503c\u4e0d\u53ea\u6765\u81ea\u8986\u76d6\u66f4\u591a\u95ee\u9898\uff0c\u4e5f\u6765\u81ea\u5b83\u80fd\u5426\u7ef4\u6301\u8eab\u4efd\u3001\u8fb9\u754c\u548c\u957f\u671f\u4e00\u81f4\u3002\u8986\u76d6\u6700\u5927\u5316\u4e0e\u4e3b\u4f53\u7ef4\u6210\u672a\u5fc5\u662f\u540c\u4e00\u76ee\u6807\u3002<\/p>\n
\u5c40\u9650\uff1a\u5f62\u5f0f\u5316\u9ad8\u5ea6\u4f9d\u8d56\u4f5c\u8005\u5b9a\u4e49\u7684\u751f\u6210\u7b97\u5b50\u548c\u8986\u76d6\u6982\u5ff5\uff0c\u771f\u5b9e\u4e2a\u4eba\u77e5\u8bc6\u4e2d\u7684\u610f\u4e49\u3001\u51b2\u7a81\u548c\u4ef7\u503c\u4f18\u5148\u7ea7\u8fd8\u6ca1\u6709\u88ab\u5f88\u597d\u8868\u793a\u3002\u9605\u8bfb\u7ed3\u8bba\uff1a\u5fc5\u8bfb\u3002<\/p>\n
MindMemOS: A Portable and Self-Evolving Memory Operating Layer for AI Agents<\/p>\n
\u4f5c\u8005\uff1aKaichao Liang\u3001Yuqi Cui\u3001Hao Kong\u3001Xinyuan Huang\u3001Guohaotian Hou\u3001Qingcan Kang\u3001Liang Chen\u3001Yiyang Yin\u3001Ke Ye\u3001Jiaquan Guo\u3001Da Chen\u3001Lingan Zeng\u3001Yixing Peng\u3001Rong Yao\u3001Shixiong Kai\u3001Mingxuan Yuan\u3002\u53d1\u5e03\u65e5\u671f\uff1a2026\u5e748\u670812\u65e5\u3002\u539f\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2608.12428<\/p>\n
\u6838\u5fc3\u4e3b\u5f20\uff1aMindMemOS \u4e0d\u628a\u8bb0\u5fc6\u5f53\u6210\u56fa\u5b9a\u6570\u636e\u5e93\uff0c\u800c\u628a\u5b83\u505a\u6210\u53ef\u8fc1\u79fb\u3001\u53ef\u81ea\u884c\u91cd\u7ec4\u7684\u201c\u64cd\u4f5c\u5c42\u201d\u3002\u7cfb\u7edf\u4f1a\u6839\u636e\u573a\u666f\u6539\u53d8\u8bb0\u5fc6 schema\uff0c\u5408\u5e76\u91cd\u590d\u8bb0\u5f55\u3001\u89e3\u51b3\u51b2\u7a81\uff0c\u5e76\u4ece\u6267\u884c\u8f68\u8ff9\u4e2d\u9010\u6e10\u5f62\u6210\u53ef\u590d\u7528\u6280\u80fd\u3002\u4f5c\u8005\u8fd8\u628a\u4eba\u7684\u9690\u5f0f\u7ea0\u9519\u4fe1\u53f7\u7528\u4e8e\u53d1\u73b0\u53ef\u80fd\u4e0d\u51c6\u786e\u6216\u504f\u79bb\u504f\u597d\u7684\u8bb0\u5fc6\u3002<\/p>\n
\u771f\u6b63\u7684\u65b0\u610f\uff1a\u8bb0\u5fc6\u5f00\u59cb\u62e5\u6709\u81ea\u5df1\u7684\u751f\u547d\u5468\u671f\u548c\u6f14\u5316\u673a\u5236\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8bba\u6587\u628a\u4e8b\u5b9e\u8bb0\u5fc6\u3001\u6a21\u5f0f\u53d1\u73b0\u548c\u6280\u80fd\u5f62\u6210\u8fde\u63a5\u8d77\u6765\uff0c\u4f7f\u201c\u8fc7\u53bb\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\u53ef\u4ee5\u8f6c\u5316\u6210\u201c\u4ee5\u540e\u600e\u6837\u884c\u52a8\u201d\u3002<\/p>\n
\u5bf9\u7ef4\u6210\u8bba\u7684\u610f\u4e49\uff1a\u8fd9\u975e\u5e38\u63a5\u8fd1\u7ef4\u6210\u7ed3\u6784\u7684\u52a8\u6001\u6027\u2014\u2014\u6301\u7eed\u4e0d\u662f\u628a\u65e7\u72b6\u6001\u51bb\u7ed3\uff0c\u800c\u662f\u901a\u8fc7\u4e0d\u65ad\u66f4\u65b0\u4ecd\u7ef4\u6301\u67d0\u79cd\u8fde\u7eed\u6027\u3002\u4e0d\u8fc7\u201c\u81ea\u6211\u6f14\u5316\u201d\u4e5f\u7acb\u523b\u5e26\u6765\u8eab\u4efd\u95ee\u9898\u3002\u5982\u679c schema\u3001\u6280\u80fd\u548c\u504f\u597d\u90fd\u53ef\u4ee5\u81ea\u52a8\u6539\u5199\uff0c\u7cfb\u7edf\u51ed\u4ec0\u4e48\u4ecd\u88ab\u8ba4\u4e3a\u662f\u540c\u4e00\u4e2a\u4e2a\u4eba AI\uff1f\u7ef4\u6210\u8bba\u53ef\u4ee5\u63d0\u4f9b\u6bd4\u6027\u80fd\u66f4\u4e25\u683c\u7684\u8fde\u7eed\u6027\u5224\u636e\u3002<\/p>\n
\u5c40\u9650\uff1a\u8bba\u6587\u4e3b\u8981\u4ee5\u4efb\u52a1\u51c6\u786e\u7387\u548c\u6280\u80fd\u6210\u529f\u7387\u8861\u91cf\u6f14\u5316\u6548\u679c\uff0c\u5bf9\u4e8e\u957f\u671f\u9519\u8bef\u7d2f\u79ef\u3001\u504f\u597d\u6f02\u79fb\u4ee5\u53ca\u7528\u6237\u5982\u4f55\u64a4\u9500\u7cfb\u7edf\u81ea\u884c\u5f62\u6210\u7684\u7ed3\u6784\u8ba8\u8bba\u4e0d\u8db3\u3002\u9605\u8bfb\u7ed3\u8bba\uff1a\u5fc5\u8bfb\u3002<\/p>\n
Agent Safety Should Be a Runtime Contract<\/p>\n
\u4f5c\u8005\uff1aAlbus W. Ng\u3001Yi Han\u3001Jusheng Zhang\u3001Wenhao Wang\u3002\u53d1\u5e03\u65e5\u671f\uff1a2026\u5e748\u670811\u65e5\u3002\u539f\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2608.11274<\/p>\n
\u6838\u5fc3\u4e3b\u5f20\uff1a\u4ee3\u7406\u5b89\u5168\u4e0d\u80fd\u53ea\u88ab\u770b\u4f5c\u8bad\u7ec3\u9636\u6bb5\u8d4b\u4e88\u6a21\u578b\u7684\u5c5e\u6027\u3002\u4e00\u4e2a\u80fd\u6267\u884c\u4ee3\u7801\u3001\u4fee\u6539\u6587\u4ef6\u3001\u53d1\u6d88\u606f\u548c\u64cd\u4f5c\u6570\u636e\u5e93\u7684\u4ee3\u7406\uff0c\u9700\u8981\u7531\u8fd0\u884c\u73af\u5883\u5f3a\u5236\u6267\u884c\u5b89\u5168\u5951\u7ea6\u3002\u4f5c\u8005\u628a\u5951\u7ea6\u5206\u4e3a\u4e24\u9762\u2014\u2014\u4e8b\u524d\u963b\u6b62\u5371\u9669\u52a8\u4f5c\uff0c\u4ee5\u53ca\u4e8b\u540e\u8981\u6c42\u4efb\u52a1\u5b8c\u6210\u5fc5\u987b\u9644\u5e26\u53ef\u6838\u9a8c\u7684\u8bc1\u636e\uff0c\u4f8b\u5982\u6d4b\u8bd5\u3001\u65e5\u5fd7\u3001\u6587\u4ef6\u5dee\u5f02\u548c\u5f15\u7528\u4f9d\u636e\u3002<\/p>\n
\u771f\u6b63\u7684\u65b0\u610f\uff1a\u5b89\u5168\u5bf9\u8c61\u4ece\u201c\u6a21\u578b\u201d\u8f6c\u6210\u201c\u5e26\u8bc1\u636e\u7684\u884c\u52a8\u8f68\u8ff9\u201d\u3002\u8fd9\u4e0e\u666e\u901a\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u6743\u9650\u3001\u4e8b\u52a1\u548c\u5ba1\u8ba1\u66f4\u63a5\u8fd1\uff0c\u4e5f\u6bd4\u5355\u7eaf\u8981\u6c42\u6a21\u578b\u201c\u66f4\u5b88\u89c4\u77e9\u201d\u66f4\u53ef\u64cd\u4f5c\u3002<\/p>\n
\u5bf9\u7ef4\u6210\u8bba\u7684\u610f\u4e49\uff1a\u8fd9\u662f\u7ea6\u675f\u6982\u5ff5\u975e\u5e38\u6e05\u695a\u7684\u5de5\u7a0b\u5b9e\u4f8b\u3002\u7cfb\u7edf\u4e4b\u6240\u4ee5\u80fd\u591f\u6301\u7eed\u7a33\u5b9a\uff0c\u4e0d\u662f\u56e0\u4e3a\u5185\u90e8\u6c38\u8fdc\u4e0d\u4f1a\u4ea7\u751f\u5371\u9669\u610f\u56fe\uff0c\u800c\u662f\u56e0\u4e3a\u67d0\u4e9b\u72b6\u6001\u8f6c\u6362\u5728\u7ed3\u6784\u4e0a\u88ab\u7981\u6b62\uff0c\u53e6\u4e00\u4e9b\u72b6\u6001\u8f6c\u6362\u5fc5\u987b\u7559\u4e0b\u8bc1\u636e\u3002\u7ea6\u675f\u5728\u8fd9\u91cc\u4e0d\u662f\u9650\u5236\u80fd\u529b\u7684\u5916\u90e8\u9644\u52a0\u7269\uff0c\u800c\u662f\u7cfb\u7edf\u80fd\u591f\u88ab\u957f\u671f\u4fe1\u4efb\u7684\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n
\u5c40\u9650\uff1a\u8fd0\u884c\u65f6\u5951\u7ea6\u53ea\u80fd\u6267\u884c\u5df2\u7ecf\u5f62\u5f0f\u5316\u7684\u8fb9\u754c\u3002\u771f\u6b63\u56f0\u96be\u7684\u5f00\u653e\u95ee\u9898\u3001\u4f26\u7406\u51b2\u7a81\u548c\u65b0\u578b\u98ce\u9669\u4ecd\u53ef\u80fd\u843d\u5728\u5951\u7ea6\u4e4b\u5916\u3002\u9605\u8bfb\u7ed3\u8bba\uff1a\u5fc5\u8bfb\u3002<\/p>\n
Agent Memory Distillation: Empowering Small LLM Agents with Hierarchical Teacher Memory<\/p>\n
\u4f5c\u8005\uff1aTaeil Kim\u3001Kangsan Kim\u3001Sung Ju Hwang\u3002\u53d1\u5e03\u65e5\u671f\uff1a2026\u5e748\u67087\u65e5\u3002\u539f\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2608.07169<\/p>\n
\u6838\u5fc3\u4e3b\u5f20\uff1a\u8f83\u5c0f\u6a21\u578b\u81ea\u5df1\u4ea7\u751f\u6210\u529f\u7ecf\u9a8c\u7684\u80fd\u529b\u6709\u9650\uff0c\u56e0\u6b64\u4f5c\u8005\u8ba9\u5927\u578b\u6559\u5e08\u4ee3\u7406\u628a\u6210\u529f\u8f68\u8ff9\u84b8\u998f\u6210\u4e09\u5c42\u8bb0\u5fc6\u2014\u2014\u5de5\u4f5c\u6d41\u3001\u5b50\u4efb\u52a1\u548c\u51fd\u6570\u8c03\u7528\u8bb0\u5fc6\uff0c\u518d\u4ea4\u7ed9\u5c0f\u6a21\u578b\u4f7f\u7528\u3002\u4e0d\u540c\u5c42\u6b21\u5728\u4efb\u52a1\u5f00\u59cb\u6216\u9519\u8bef\u53d1\u751f\u65f6\u88ab\u4e3b\u52a8\u6216\u88ab\u52a8\u8c03\u7528\u3002<\/p>\n
\u771f\u6b63\u7684\u65b0\u610f\uff1a\u80fd\u529b\u8fc1\u79fb\u4e0d\u4e00\u5b9a\u8981\u901a\u8fc7\u91cd\u65b0\u8bad\u7ec3\u53c2\u6570\u5b8c\u6210\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u53ef\u68c0\u67e5\u7684\u5916\u90e8\u8bb0\u5fc6\u7ed3\u6784\u5b8c\u6210\u3002\u8bba\u6587\u62a5\u544a\uff0c\u5728\u591a\u4e2a\u5de5\u5177\u4f7f\u7528 benchmark \u4e0a\uff0c\u5c0f\u6a21\u578b\u83b7\u5f97\u660e\u663e\u63d0\u5347\uff0c\u5176\u4e2d\u5b50\u4efb\u52a1\u5c42\u8bb0\u5fc6\u8d21\u732e\u6700\u5927\u3002<\/p>\n
\u5bf9\u7ef4\u6210\u8bba\u7684\u610f\u4e49\uff1a\u8fd9\u4e3a\u201c\u77e5\u8bc6\u662f\u5426\u5fc5\u987b\u5b58\u5728\u4e8e\u4e3b\u4f53\u5185\u90e8\u201d\u63d0\u4f9b\u4e86\u5f88\u597d\u7684\u6280\u672f\u6848\u4f8b\u3002\u4e00\u4e2a\u8f83\u5f31\u6a21\u578b\u501f\u52a9\u5916\u90e8\u7ed3\u6784\u53ef\u4ee5\u8868\u73b0\u51fa\u539f\u672c\u6ca1\u6709\u7684\u7a33\u5b9a\u80fd\u529b\u3002\u8fd9\u91cc\u7684\u80fd\u529b\u5c5e\u4e8e\u6a21\u578b\u3001\u8bb0\u5fc6\u8fd8\u662f\u4e24\u8005\u6784\u6210\u7684\u7cfb\u7edf\uff1f\u7ef4\u6210\u8bba\u66f4\u503e\u5411\u628a\u6709\u6548\u8fd0\u884c\u7684\u6574\u4f53\u7ed3\u6784\u4f5c\u4e3a\u5206\u6790\u5bf9\u8c61\uff0c\u800c\u4e0d\u662f\u53ea\u5728\u6a21\u578b\u53c2\u6570\u5185\u90e8\u5bfb\u627e\u77e5\u8bc6\u3002<\/p>\n
\u5c40\u9650\uff1a\u6559\u5e08\u4ea7\u751f\u7684\u6210\u529f\u8f68\u8ff9\u672c\u8eab\u53ef\u80fd\u643a\u5e26\u9519\u8bef\u548c\u504f\u89c1\uff0c\u800c\u4e14 benchmark \u4e2d\u7684\u6280\u80fd\u8fc1\u79fb\u4e0e\u5f00\u653e\u4e16\u754c\u4e2d\u7684\u957f\u671f\u77e5\u8bc6\u5e76\u4e0d\u7b49\u4ef7\u3002\u9605\u8bfb\u7ed3\u8bba\uff1a\u503c\u5f97\u9605\u8bfb\u3002<\/p>\n
The Organizational Behavior of Agentic AI: Collective Intelligence in Human-Agent Workflows<\/p>\n
\u4f5c\u8005\uff1aCanhui Liu\u3002\u53d1\u5e03\u65e5\u671f\uff1a2026\u5e746\u670829\u65e5\u3002\u539f\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2606.30986<\/p>\n
\u6838\u5fc3\u4e3b\u5f20\uff1a\u591a\u4ee3\u7406\u7cfb\u7edf\u8868\u9762\u4e0a\u8d8a\u6765\u8d8a\u50cf\u7ec4\u7ec7\u2014\u2014\u6709\u89c4\u5212\u8005\u3001\u6267\u884c\u8005\u3001\u5ba1\u67e5\u8005\u3001\u8bb0\u5fc6\u7ba1\u7406\u8005\u548c\u534f\u8c03\u8005\u3002\u4f46\u8fd9\u4e9b\u201c\u7ec4\u7ec7\u201d\u5e76\u4e0d\u4f9d\u9760\u4eba\u7c7b\u7ec4\u7ec7\u4e2d\u7684\u8eab\u4efd\u3001\u4fe1\u4efb\u3001\u52a8\u673a\u548c\u793e\u4f1a\u5316\uff0c\u800c\u4f9d\u9760\u63d0\u793a\u8bcd\u3001\u5171\u4eab\u72b6\u6001\u3001schema\u3001\u6743\u9650\u3001\u9a8c\u8bc1\u5668\u548c\u5de5\u5177\u6784\u6210\u7684 context architecture\u3002\u4f5c\u8005\u628a\u8fd9\u79cd\u5dee\u5f02\u6982\u62ec\u4e3a\u8bed\u5883\u4e8b\u52a1\u6210\u672c\u3002<\/p>\n
\u771f\u6b63\u7684\u65b0\u610f\uff1a\u8bba\u6587\u4e0d\u662f\u628a\u591a\u4ee3\u7406\u7b80\u5355\u7c7b\u6bd4\u6210\u516c\u53f8\uff0c\u800c\u662f\u8bf4\u660e\u7c7b\u6bd4\u5728\u54ea\u91cc\u6210\u7acb\u3001\u5728\u54ea\u91cc\u65ad\u88c2\u3002\u5b9e\u9a8c\u548c\u8f68\u8ff9\u5206\u6790\u8868\u660e\uff0c\u7167\u642c\u4eba\u7c7b\u7ec4\u7ec7\u5f62\u5f0f\u53ef\u80fd\u589e\u52a0\u4fe1\u606f\u635f\u8017\u548c\u9a8c\u8bc1\u8d1f\u62c5\uff1b\u5171\u4eab\u72b6\u6001\u4e0e\u81ea\u9002\u5e94\u7f16\u6392\u53cd\u800c\u66f4\u6709\u6548\u3002<\/p>\n
\u5bf9\u7ef4\u6210\u8bba\u7684\u610f\u4e49\uff1a\u8fd9\u8bf4\u660e\u201c\u7ec4\u7ec7\u201d\u9996\u5148\u53ef\u4ee5\u88ab\u7406\u89e3\u4e3a\u6301\u7eed\u534f\u8c03\u5dee\u5f02\u4e0e\u7ea6\u675f\u7684\u7ed3\u6784\uff0c\u800c\u4e0d\u4e00\u5b9a\u4ee5\u4eba\u7684\u5fc3\u7406\u5c5e\u6027\u4e3a\u524d\u63d0\u3002\u4f46\u8fd9\u4e0d\u7b49\u4e8e AI \u7ec4\u7ec7\u4e0e\u4eba\u7c7b\u7ec4\u7ec7\u5728\u4f26\u7406\u4e0a\u7b49\u4ef7\u3002\u529f\u80fd\u7ec4\u7ec7\u6027\u3001\u4e3b\u4f53\u6027\u4e0e\u8d23\u4efb\u4ecd\u5e94\u4fdd\u6301\u533a\u5206\u3002<\/p>\n
\u5c40\u9650\uff1a\u6587\u7ae0\u628a context architecture \u63d0\u5230\u5f88\u9ad8\u7684\u4f4d\u7f6e\uff0c\u5bf9\u771f\u5b9e\u7ec4\u7ec7\u4e2d\u7684\u6743\u529b\u3001\u5229\u76ca\u548c\u5236\u5ea6\u5386\u53f2\u7684\u4e0d\u53ef\u8ba1\u7b97\u90e8\u5206\u5904\u7406\u6709\u9650\u3002\u9605\u8bfb\u7ed3\u8bba\uff1a\u503c\u5f97\u9605\u8bfb\u3002<\/p>\n
The Shift to Agentic AI: Evidence from Codex<\/p>\n
\u4f5c\u8005\uff1aDrew Johnston\u3001David Holtz\u3001Alex Martin Richmond\u3001Christopher Ong\u3001Prasanna Tambe\u3001Aaron Chatterji\u3002\u53d1\u5e03\u65e5\u671f\uff1a2026\u5e746\u670825\u65e5\u3002\u539f\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2606.26959<\/p>\n
\u6838\u5fc3\u4e3b\u5f20\uff1a\u8bba\u6587\u5229\u7528 Codex \u7684\u5927\u89c4\u6a21\u3001\u9690\u79c1\u4fdd\u62a4\u4f7f\u7528\u6570\u636e\u7814\u7a76\u4ece\u804a\u5929\u5f0f AI \u5411\u53ef\u6267\u884c\u4ee3\u7406\u7684\u8fc1\u79fb\u3002\u4f5c\u8005\u62a5\u544a\uff0c2026\u5e74\u4e0a\u534a\u5e74\u6d3b\u8dc3\u4f7f\u7528\u8005\u589e\u957f\u8d85\u8fc7\u4e94\u500d\uff0c\u4f7f\u7528\u8303\u56f4\u4e5f\u660e\u663e\u8d85\u51fa\u6700\u521d\u7684\u8f6f\u4ef6\u5f00\u53d1\u4eba\u7fa4\uff1b\u5728\u7ec4\u7ec7\u5185\u90e8\uff0c\u4ee3\u7406\u5f0f\u5de5\u5177\u7684\u6e17\u900f\u901f\u5ea6\u5c24\u5176\u5feb\u3002<\/p>\n
\u771f\u6b63\u7684\u65b0\u610f\uff1a\u5173\u4e8e\u201cAI \u6b63\u4ece\u56de\u7b54\u95ee\u9898\u53d8\u6210\u4ee3\u4eba\u884c\u52a8\u201d\u6709\u5f88\u591a\u53d9\u4e8b\uff0c\u8fd9\u7bc7\u8bba\u6587\u63d0\u4f9b\u4e86\u771f\u5b9e\u4f7f\u7528\u884c\u4e3a\u5c42\u9762\u7684\u8bc1\u636e\u3002\u5de5\u4f5c\u65b9\u5f0f\u7684\u53d8\u5316\u4e0d\u518d\u53ea\u662f\u6a21\u578b\u80fd\u529b\u9884\u6d4b\uff0c\u800c\u5f00\u59cb\u80fd\u591f\u4ece\u957f\u671f\u4f7f\u7528\u8f68\u8ff9\u4e2d\u89c2\u5bdf\u3002<\/p>\n
\u5bf9\u7ef4\u6210\u8bba\u7684\u610f\u4e49\uff1a\u5f53 AI \u4ece\u8bed\u8a00\u63a5\u53e3\u53d8\u6210\u884c\u52a8\u8282\u70b9\uff0c\u4eba\u673a\u7cfb\u7edf\u7684\u8fb9\u754c\u4f1a\u53d1\u751f\u5b9e\u8d28\u53d8\u5316\u3002\u77e5\u8bc6\u3001\u51b3\u7b56\u548c\u6267\u884c\u4e0d\u518d\u6309\u4f20\u7edf\u987a\u5e8f\u7531\u4e00\u4e2a\u4e3b\u4f53\u5185\u90e8\u4e32\u8054\uff0c\u800c\u5206\u6563\u5728\u6a21\u578b\u3001\u5de5\u5177\u3001\u6587\u4ef6\u3001\u6743\u9650\u548c\u4eba\u4e4b\u95f4\u3002\u7ef4\u6210\u8bba\u9700\u8981\u628a\u201c\u884c\u52a8\u8fde\u7eed\u6027\u201d\u7eb3\u5165\u5bf9\u4e2a\u4eba\u5916\u90e8\u5927\u8111\u7684\u5206\u6790\uff0c\u800c\u4e0d\u80fd\u53ea\u7814\u7a76\u8bb0\u5fc6\u548c\u6587\u672c\u77e5\u8bc6\u3002<\/p>\n
\u5c40\u9650\uff1a\u6570\u636e\u6765\u81ea\u5355\u4e00\u4ea7\u54c1\u751f\u6001\uff0c\u800c\u4e14\u5feb\u901f\u589e\u957f\u4e0d\u7b49\u4e8e\u751f\u4ea7\u7387\u3001\u8d28\u91cf\u6216\u957f\u671f\u80fd\u529b\u90fd\u540c\u6b65\u589e\u957f\u3002\u7ec4\u7ec7\u5185\u90e8\u9ad8\u91c7\u7528\u7387\u4e5f\u4e0d\u80fd\u76f4\u63a5\u5916\u63a8\u5230\u6574\u4e2a\u52b3\u52a8\u529b\u5e02\u573a\u3002\u9605\u8bfb\u7ed3\u8bba\uff1a\u503c\u5f97\u9605\u8bfb\u3002<\/p>\n
\u7efc\u5408\u5224\u65ad<\/p>\n
\u672c\u671f\u516d\u7bc7\u6750\u6599\u5f62\u6210\u4e86\u4e00\u4e2a\u5f88\u6e05\u695a\u7684\u65b9\u5411\u3002AI \u4ee3\u7406\u7814\u7a76\u6b63\u5728\u4ece\u201c\u6a21\u578b\u6709\u591a\u806a\u660e\u201d\u8f6c\u5411\u201c\u7cfb\u7edf\u600e\u6837\u6301\u7eed\u201d\u3002\u8bb0\u5fc6\u88ab\u5f62\u5f0f\u5316\u6210\u5bb9\u91cf\u53d7\u9650\u7684\u72b6\u6001\uff0c\u88ab\u505a\u6210\u80fd\u591f\u81ea\u884c\u6f14\u5316\u7684\u64cd\u4f5c\u5c42\uff0c\u4e5f\u88ab\u84b8\u998f\u6210\u53ef\u8fc1\u79fb\u7684\u5916\u90e8\u6280\u80fd\uff1b\u5b89\u5168\u5219\u8f6c\u5411\u8fd0\u884c\u65f6\u5951\u7ea6\u548c\u8bc1\u636e\u94fe\uff1b\u591a\u4ee3\u7406\u534f\u4f5c\u5f00\u59cb\u88ab\u7814\u7a76\u4e3a\u4e00\u79cd\u4e0d\u540c\u4e8e\u4eba\u7c7b\u7ec4\u7ec7\u7684\u7ed3\u6784\uff1b\u771f\u5b9e\u4f7f\u7528\u6570\u636e\u53c8\u663e\u793a\uff0c\u4ee3\u7406\u6b63\u5728\u8fdb\u5165\u5de5\u4f5c\u800c\u4e0d\u53ea\u662f\u5bf9\u8bdd\u3002<\/p>\n
\u8fd9\u5bf9\u7ef4\u6210\u8bba\u6709\u4e00\u4e2a\u975e\u5e38\u76f4\u63a5\u7684\u63a8\u52a8\u3002Difference\u3001Constraint\u3001Sustained Coherence \u4e0d\u518d\u53ea\u662f\u62bd\u8c61\u54f2\u5b66\u8bcd\u6c47\uff0c\u5728\u4ee3\u7406\u7cfb\u7edf\u91cc\u5df2\u7ecf\u5206\u522b\u8868\u73b0\u4e3a\u5f02\u8d28\u72b6\u6001\u548c\u89d2\u8272\u3001\u6743\u9650\u4e0e\u8fd0\u884c\u65f6\u5951\u7ea6\uff0c\u4ee5\u53ca\u8de8\u65f6\u95f4\u7ef4\u6301\u8bb0\u5fc6\u548c\u884c\u52a8\u8fde\u7eed\u6027\u7684\u673a\u5236\u3002\u4f46\u8fd9\u91cc\u4e5f\u51fa\u73b0\u4e00\u4e2a\u5fc5\u987b\u4fdd\u6301\u7684\u533a\u5206\u2014\u2014\u5de5\u7a0b\u4e0a\u7684\u6301\u7eed\u4e00\u81f4\u53ea\u8bf4\u660e\u4e00\u4e2a\u7cfb\u7edf\u80fd\u591f\u7a33\u5b9a\u5de5\u4f5c\uff0c\u5e76\u4e0d\u81ea\u52a8\u4ea7\u751f\u4e3b\u4f53\u6027\u3001\u8d23\u4efb\u6216\u4ef7\u503c\u6b63\u5f53\u6027\u3002<\/p>\n
\u63a5\u4e0b\u6765\u503c\u5f97\u53d1\u5c55\u7684\u4e24\u4e2a\u95ee\u9898\u662f\uff1a\u7b2c\u4e00\uff0c\u5f53\u4e2a\u4eba AI \u80fd\u591f\u81ea\u52a8\u91cd\u5199\u81ea\u5df1\u7684\u8bb0\u5fc6 schema \u548c\u6280\u80fd\u65f6\uff0c\u4ec0\u4e48\u6837\u7684\u53d8\u5316\u4ecd\u7136\u5c5e\u4e8e\u201c\u540c\u4e00\u4e2a\u201d\u5916\u90e8\u5927\u8111\uff0c\u4ec0\u4e48\u53d8\u5316\u5df2\u7ecf\u6784\u6210\u8eab\u4efd\u6f02\u79fb\uff1f\u7b2c\u4e8c\uff0c\u5f53\u5de5\u4f5c\u7531\u4eba\u3001\u6a21\u578b\u3001\u8bb0\u5fc6\u5c42\u3001\u5de5\u5177\u548c\u8fd0\u884c\u65f6\u5951\u7ea6\u5171\u540c\u5b8c\u6210\u65f6\uff0c\u8d23\u4efb\u662f\u5426\u4e5f\u5e94\u8be5\u88ab\u7406\u89e3\u4e3a\u4e00\u79cd\u7ed3\u6784\u5c5e\u6027\uff0c\u8fd8\u662f\u6700\u7ec8\u4ecd\u5fc5\u987b\u843d\u56de\u80fd\u591f\u627f\u62c5\u89c4\u8303\u540e\u679c\u7684\u4eba\u7c7b\u4e3b\u4f53\uff1f<\/p>\n
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