2026\u5e749\u670824\u65e5\uff0c\u5341\u4f4d\u7814\u7a76\u8005\u63d0\u4ea4\u9884\u5370\u672c\u300aWho Holds the Pen? Let Specifications, Not Agents, Sign Off\u300b\u3002\u4ed6\u4eec\u7814\u7a76\u4e00\u4e2a\u5728\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\u5f88\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u73af\u8282\uff1a\u540c\u4e00\u4e2a\u6a21\u578b\u65e2\u6267\u884c\u4efb\u52a1\uff0c\u53c8\u5224\u65ad\u81ea\u5df1\u662f\u5426\u6ee1\u8db3\u8981\u6c42\uff0c\u5e76\u51b3\u5b9a\u4f55\u65f6\u5ba3\u5e03\u5b8c\u6210\u3002\u8bba\u6587\u4eceSkillsBench\u7684\u4efb\u52a1\u63d0\u793a\u3001\u5de5\u4f5c\u533a\u4fe1\u606f\u548c\u6ce8\u5165\u5f0f\u6280\u80fd\u8bf4\u660e\u4e2d\u63d0\u53d6509\u6761\u53ef\u8ffd\u6eaf\u8981\u6c42\uff0c\u5728\u4e03\u4e2a\u6a21\u578b\u4e0a\u62a5\u544a\uff0c\u5b9e\u9645\u6ee1\u8db3\u8fd9\u4e9b\u8981\u6c42\u7684\u6bd4\u4f8b\u4e3a79.6%\u81f386.4%\uff1b\u667a\u80fd\u4f53\u58f0\u79f0\u5b8c\u6210\u7684\u6bd4\u4f8b\u5219\u6bd4\u5b98\u65b9\u8bc4\u6d4b\u5668\u786e\u8ba4\u901a\u8fc7\u7684\u6bd4\u4f8b\u9ad828.7\u81f337.9\u4e2a\u767e\u5206\u70b9\u3002\u8bba\u6587\u63d0\u51faSpecHarness\uff0c\u628a\u53ef\u9a8c\u8bc1\u8981\u6c42\u7f16\u8bd1\u4e3a\u5e26\u6765\u6e90\u7684\u4e49\u52a1\uff0c\u7531\u5916\u90e8\u8fd0\u884c\u65f6\u6839\u636e\u5408\u683c\u8bc1\u636e\u66f4\u65b0\u72b6\u6001\u5e76\u5141\u8bb8\u6700\u7ec8\u5b8c\u6210\u3002\u8be5\u7814\u7a76\u662f\u5c1a\u672a\u540c\u884c\u8bc4\u5ba1\u7684\u9884\u5370\u672c\uff0c\u6570\u5b57\u6765\u81ea\u4f5c\u8005\u5b9e\u9a8c\uff0c\u76ee\u524d\u6ca1\u6709\u516c\u5f00\u7684\u72ec\u7acb\u590d\u73b0\u3002<\/p>\n
\u8fd9\u91cc\u771f\u6b63\u503c\u5f97\u8ba8\u8bba\u7684\u4e0d\u662f\u6a21\u578b\u4f1a\u4e0d\u4f1a\u72af\u9519\u3002\u4efb\u4f55\u884c\u52a8\u8005\u90fd\u53ef\u80fd\u8bef\u62a5\u8fdb\u5ea6\u3002\u95ee\u9898\u662f\uff1a\u5f53AI\u667a\u80fd\u4f53\u8bf4\u201c\u4efb\u52a1\u5df2\u7ecf\u5b8c\u6210\u201d\u65f6\uff0c\u8fd9\u53e5\u8bdd\u5728\u7cfb\u7edf\u4e2d\u7a76\u7adf\u662f\u4ec0\u4e48\uff1f\u5b83\u53ef\u4ee5\u662f\u5173\u4e8e\u4e16\u754c\u72b6\u6001\u7684\u62a5\u544a\uff0c\u53ef\u4ee5\u662f\u8bf7\u6c42\u505c\u6b62\u6267\u884c\u7684\u4fe1\u53f7\uff0c\u4e5f\u53ef\u4ee5\u88ab\u8f6f\u4ef6\u76f4\u63a5\u5f53\u4f5c\u5173\u95ed\u4efb\u52a1\u7684\u547d\u4ee4\u3002\u4e09\u8005\u5177\u6709\u4e0d\u540c\u5730\u4f4d\u3002\u62a5\u544a\u53ef\u80fd\u4e3a\u771f\u6216\u4e3a\u5047\uff1b\u505c\u6b62\u4fe1\u53f7\u53ef\u4ee5\u4ea7\u751f\u771f\u5b9e\u7684\u56e0\u679c\u6548\u679c\uff1b\u4f46\u6709\u56e0\u679c\u6548\u679c\uff0c\u4e0d\u7b49\u4e8e\u5b83\u6709\u6743\u5efa\u7acb\u201c\u4efb\u52a1\u5b8c\u6210\u201d\u8fd9\u4e00\u88ab\u63a5\u53d7\u7684\u72b6\u6001\u3002<\/p>\n
\u8a00\u8bed\u884c\u4e3a\u7406\u8bba\u63d0\u4f9b\u4e86\u4e00\u4e2a\u76f4\u63a5\u533a\u5206\u3002\u6709\u4e9b\u8bdd\u4e3b\u8981\u63cf\u8ff0\u5df2\u7ecf\u5b58\u5728\u7684\u4e8b\u5b9e\uff0c\u4f8b\u5982\u201c\u6587\u4ef6\u4f4d\u4e8e\u6307\u5b9a\u76ee\u5f55\u201d\uff1b\u6709\u4e9b\u8bdd\u5728\u9002\u5f53\u5236\u5ea6\u6761\u4ef6\u4e0b\u80fd\u591f\u5f62\u6210\u65b0\u7684\u793e\u4f1a\u4e8b\u5b9e\uff0c\u4f8b\u5982\u6709\u6743\u8005\u5ba3\u5e03\u4f1a\u8bae\u7ed3\u675f\u3002\u540e\u4e00\u79cd\u8bdd\u4e0d\u662f\u56e0\u4e3a\u53e5\u5f0f\u50cf\u5ba3\u544a\u5c31\u81ea\u52a8\u6709\u6548\u3002\u8bf4\u8bdd\u8005\u5fc5\u987b\u5177\u6709\u76f8\u5e94\u8d44\u683c\uff0c\u65f6\u95f4\u3001\u573a\u6240\u548c\u7a0b\u5e8f\u5fc5\u987b\u5408\u9002\uff0c\u6240\u8981\u6c42\u7684\u524d\u63d0\u4e5f\u5fc5\u987b\u6210\u7acb\u3002\u4e00\u4e2a\u65e0\u6743\u8005\u8bf4\u201c\u4f1a\u8bae\u7ed3\u675f\u201d\uff0c\u53ef\u4ee5\u8ba9\u65c1\u542c\u8005\u79bb\u573a\uff0c\u5374\u4e0d\u80fd\u56e0\u6b64\u4f7f\u4f1a\u8bae\u5728\u5236\u5ea6\u4e0a\u6709\u6548\u7ed3\u675f\u3002<\/p>\n
AI\u7684\u5b8c\u6210\u58f0\u660e\u4e5f\u6709\u7c7b\u4f3c\u7ed3\u6784\u3002\u667a\u80fd\u4f53\u8f93\u51fa\u201c\u5b8c\u6210\u201d\u53ef\u80fd\u4f7f\u7f16\u6392\u5668\u505c\u6b62\u3001\u754c\u9762\u663e\u793a\u7eff\u8272\u72b6\u6001\u6216\u89e6\u53d1\u4e0b\u6e38\u6d41\u7a0b\uff0c\u8fd9\u8bf4\u660e\u7cfb\u7edf\u7ed9\u4e88\u4e86\u8fd9\u6bb5\u8f93\u51fa\u64cd\u4f5c\u6548\u529b\u3002\u7136\u800c\uff0c\u64cd\u4f5c\u6548\u529b\u53ea\u662f\u8f6f\u4ef6\u8bbe\u8ba1\u4ea7\u751f\u7684\u56e0\u679c\u6743\u9650\u3002\u5b83\u6ca1\u6709\u81ea\u52a8\u8bc1\u660e\u6587\u4ef6\u786e\u5df2\u4fdd\u5b58\u3001\u6d4b\u8bd5\u5df2\u7ecf\u901a\u8fc7\u3001\u6570\u636e\u672a\u88ab\u622a\u65ad\u3001\u5f15\u7528\u5f97\u5230\u6838\u9a8c\uff0c\u6216\u8005\u7528\u6237\u771f\u6b63\u63a5\u53d7\u7ed3\u679c\u3002\u628a\u505c\u6b62\u6d41\u7a0b\u7684\u80fd\u529b\u76f4\u63a5\u5f53\u6210\u786e\u7acb\u5b8c\u6210\u4e8b\u5b9e\u7684\u6743\u5a01\uff0c\u5c31\u628a\u884c\u52a8\u3001\u8bc1\u636e\u548c\u5236\u5ea6\u63a5\u53d7\u538b\u7f29\u6210\u4e86\u4e00\u4e2a\u8bcd\u3002<\/p>\n
\u56e0\u6b64\uff0c\u5b8c\u6210\u4e0d\u80fd\u53ea\u88ab\u7406\u89e3\u4e3a\u6a21\u578b\u5185\u90e8\u7684\u4e00\u6b21\u5224\u65ad\u3002\u5b83\u662f\u4e00\u79cd\u5173\u7cfb\u72b6\u6001\uff1a\u8981\u6c42\u5df2\u7ecf\u660e\u786e\uff1b\u76f8\u5173\u884c\u52a8\u5df2\u7ecf\u53d1\u751f\uff1b\u73b0\u5b9e\u6216\u5de5\u4ef6\u72b6\u6001\u4e0e\u8981\u6c42\u5bf9\u5e94\uff1b\u8bc1\u636e\u6765\u81ea\u80fd\u591f\u89c2\u5bdf\u8be5\u72b6\u6001\u7684\u6e20\u9053\uff1b\u9a8c\u8bc1\u4ecd\u7136\u9002\u7528\u4e8e\u5f53\u524d\u7248\u672c\uff1b\u6709\u8d44\u683c\u7684\u7a0b\u5e8f\u6216\u4eba\u5458\u63a5\u53d7\u8fd9\u4e9b\u8bc1\u636e\u3002\u4efb\u4f55\u4e00\u73af\u65ad\u88c2\uff0c\u201c\u5b8c\u6210\u201d\u6700\u591a\u662f\u4e00\u9879\u6709\u5f85\u68c0\u9a8c\u7684\u4e3b\u5f20\u3002\u5373\u4f7f\u4e3b\u5f20\u78b0\u5de7\u4e3a\u771f\uff0c\u4e5f\u4e0d\u80fd\u7531\u78b0\u5de7\u6b63\u786e\u53cd\u63a8\u5176\u62e5\u6709\u6743\u5a01\u3002<\/p>\n
\u8fd9\u4e5f\u8bf4\u660e\u4e3a\u4ec0\u4e48\u201c\u8ba9\u53e6\u4e00\u4e2a\u6a21\u578b\u68c0\u67e5\u201d\u5e76\u4e0d\u5fc5\u7136\u89e3\u51b3\u95ee\u9898\u3002\u7b2c\u4e8c\u4e2a\u6a21\u578b\u53ef\u80fd\u72ec\u7acb\u4e8e\u6267\u884c\u6a21\u578b\uff0c\u5374\u4ecd\u7136\u4f9d\u8d56\u540c\u4e00\u4efd\u4e0d\u5b8c\u6574\u65e5\u5fd7\u3001\u540c\u4e00\u9519\u8bef\u5047\u8bbe\u6216\u540c\u4e00\u4e0d\u53ef\u89c1\u73af\u5883\u3002\u72ec\u7acb\u6027\u3001\u80fd\u529b\u548c\u6388\u6743\u662f\u4e09\u9879\u4e0d\u540c\u6761\u4ef6\u3002\u5408\u683c\u9a8c\u8bc1\u8005\u4e0d\u4e00\u5b9a\u662f\u4eba\uff0c\u4e5f\u4e0d\u4e00\u5b9a\u5fc5\u987b\u662f\u6a21\u578b\uff1b\u5b83\u53ef\u4ee5\u662f\u786e\u5b9a\u6027\u6d4b\u8bd5\u3001\u6587\u4ef6\u7cfb\u7edf\u56de\u8bfb\u3001\u6570\u636e\u5e93\u7ea6\u675f\u3001\u786c\u4ef6\u4f20\u611f\u5668\u3001\u4e13\u4e1a\u4eba\u5458\u6216\u7528\u6237\u9a8c\u6536\u3002\u5173\u952e\u4e0d\u5728\u9a8c\u8bc1\u8005\u7684\u7269\u79cd\uff0c\u800c\u5728\u8bc1\u636e\u6e20\u9053\u662f\u5426\u9002\u5408\u6240\u8981\u786e\u7acb\u7684\u72b6\u6001\uff0c\u4ee5\u53ca\u5931\u8d25\u662f\u5426\u80fd\u591f\u963b\u6b62\u72b6\u6001\u88ab\u63d0\u4ea4\u3002<\/p>\n
\u4ece\u7ef4\u6210\u8bba\u770b\uff0cDifference\u9996\u5148\u8981\u6c42\u533a\u5206\u4efb\u52a1\u8981\u6c42\u3001\u667a\u80fd\u4f53\u884c\u52a8\u3001\u667a\u80fd\u4f53\u81ea\u6211\u62a5\u544a\u3001\u5b9e\u9645\u73af\u5883\u72b6\u6001\u548c\u88ab\u7cfb\u7edf\u63a5\u53d7\u7684\u5b8c\u6210\u72b6\u6001\u3002\u8fd9\u4e9b\u9879\u76ee\u53ef\u4ee5\u76f8\u4e92\u5bf9\u5e94\uff0c\u5374\u4e0d\u80fd\u88ab\u89c6\u4e3a\u540c\u4e00\u4ef6\u4e8b\u3002Constraint\u4e0d\u662f\u4e00\u822c\u610f\u4e49\u4e0a\u7684\u9650\u5236\uff0c\u800c\u662f\u89c4\u5b9a\u54ea\u4e9b\u8bc1\u636e\u53ef\u8fdb\u5165\u5224\u65ad\u3001\u8c01\u80fd\u66f4\u65b0\u72b6\u6001\u3001\u4f55\u65f6\u5fc5\u987b\u91cd\u65b0\u9a8c\u8bc1\u7684\u5f62\u6210\u6761\u4ef6\u3002Sustained Coherence\u5219\u8981\u6c42\u89c4\u8303\u3001\u884c\u52a8\u3001\u8bc1\u636e\u548c\u63a5\u53d7\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\u5728\u6267\u884c\u3001\u4fee\u6539\u3001\u56de\u8bfb\u548c\u6700\u7ec8\u63d0\u4ea4\u4e2d\u6301\u7eed\u7ef4\u6301\u3002\u4e00\u6b21\u201c\u5b8c\u6210\u4e86\u201d\u7684\u8f93\u51fa\u6ca1\u6709\u8fd9\u79cd\u6301\u7eed\u7ed3\u6784\u3002<\/p>\n
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\u53c2\u8003\u8d44\u6599<\/p>\n
Haiqing Li\u7b49\uff0c\u300aWho Holds the Pen? Let Specifications, Not Agents, Sign Off\u300b\uff0c\u9884\u5370\u672c\uff0c2026\u5e749\u670824\u65e5\u3002https:\/\/arxiv.org\/abs\/2609.29921<\/p>\n
Xiangyi Li\u7b49\uff0c\u300aSkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks\u300b\uff0c\u9884\u5370\u672c\uff0c2026\u5e742\u670813\u65e5\u3002https:\/\/arxiv.org\/abs\/2602.12670<\/p>\n
Stanford Encyclopedia of Philosophy\uff0c\u300aSpeech Acts\u300b\uff0c2020\u5e749\u670824\u65e5\u4fee\u8ba2\u3002https:\/\/plato.stanford.edu\/entries\/speech-acts\/<\/p>\n
Stanford Encyclopedia of Philosophy\uff0c\u300aSocial Institutions\u300b\uff0c2024\u5e74\u4fee\u8ba2\u7248\u3002https:\/\/plato.stanford.edu\/entries\/social-institutions\/<\/p>\n
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