{"id":1083985,"date":"2026-02-06T10:33:28","date_gmt":"2026-02-06T10:33:28","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&#038;p=1083985"},"modified":"2026-02-10T16:20:45","modified_gmt":"2026-02-10T16:20:45","slug":"long-run-ai-agents-part-3-what-this-actually-means-for-organizations","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-3-what-this-actually-means-for-organizations\/","title":{"rendered":"\u957f\u671f AI \u4ee3\u7406\uff0c\u7b2c 3 \u90e8\u5206\uff1a\u8fd9\u5bf9\u7ec4\u7ec7\u7684\u5b9e\u9645\u610f\u4e49"},"content":{"rendered":"<p><em><a href=\"https:\/\/www.linkedin.com\/in\/victor-coimbra-999a02a0\/\" target=\"_blank\" rel=\"noopener\">\u7ef4\u514b\u6258-\u79d1\u82f1\u5e03\u62c9<\/a> \u4ed6\u56e0\u5728\u4eba\u5de5\u667a\u80fd\u521b\u65b0\u65b9\u9762\u7684\u6770\u51fa\u8d21\u732e\u800c\u8363\u767b\u798f\u5e03\u65af\u5df4\u897f 30 \u5c81\u4ee5\u4e0b\u7cbe\u82f1\u699c\u3002\u4ed6\u5171\u540c\u521b\u529e\u4e86 Artefact \u7684\u62c9\u4e01\u7f8e\u6d32\u4e1a\u52a1\uff0c\u8be5\u4e1a\u52a1\u73b0\u5df2\u6210\u4e3a\u62e5\u6709 200 \u540d\u5458\u5de5\u7684\u5168\u7403\u6280\u672f\u4e2d\u5fc3\u3002\u4ed6\u5728\u6269\u5c55\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u548c\u5efa\u8bbe\u8de8\u56fd\u9645\u5e02\u573a\u7684\u9ad8\u6027\u80fd\u6280\u672f\u56e2\u961f\u65b9\u9762\u62e5\u6709\u6df1\u539a\u7684\u4e13\u4e1a\u77e5\u8bc6\u3002.<\/em><\/p>\n<p>\u6211\u4eec\u5df2\u7ecf\u8ba8\u8bba\u8fc7\u8fd9\u4e2a\u95ee\u9898 (<a href=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-1-the-problem-nobody-talks-about\/\">\u7b2c\u4e00\u90e8\u5206<\/a>)\u548c\u65b9\u6cd5(<a href=\"https:\/\/www.artefact.com\/zh\/blog\/long-run-ai-agents-part-2-three-approaches-that-actually-work\/\">\u7b2c\u4e8c\u90e8\u5206<\/a>).\u73b0\u5728\u662f\u4e00\u4e2a\u66f4\u96be\u7684\u95ee\u9898\uff1a\u8fd9\u4e00\u5207\u5bf9\u7ec4\u7ec7\u7684\u5b9e\u9645\u8fd0\u4f5c\u610f\u5473\u7740\u4ec0\u4e48\uff1f<\/p>\n<p>\u4ee5\u4e0b\u662f\u6211\u7684\u771f\u5b9e\u89e3\u8bfb\u3002\u6280\u672f\u662f\u771f\u5b9e\u7684\uff0c\u4f46\u5e76\u4e0d\u6210\u719f\u3002\u53d1\u5c55\u8f68\u8ff9\u5f88\u6e05\u6670\uff0c\u4f46\u65f6\u95f4\u8868\u5e76\u4e0d\u660e\u786e\u3002\u5927\u591a\u6570\u5728 2026 \u5e74\u90e8\u7f72\u957f\u671f\u4eba\u5de5\u667a\u80fd\u7684\u7ec4\u7ec7\u90fd\u5c06\u5438\u53d6\u6602\u8d35\u7684\u6559\u8bad\u3002\u5c11\u6570\u4f01\u4e1a\u5c06\u83b7\u5f97\u771f\u6b63\u7684\u4f18\u52bf\u3002.<\/p>\n<p>\u5dee\u5f02\u5c06\u5f52\u7ed3\u4e3a\u4e09\u70b9\uff1a\u5b83\u4eec\u5728\u54ea\u91cc\u90e8\u7f72\u3001\u5b83\u4eec\u5982\u4f55\u6cbb\u7406\u4ee5\u53ca\u5b83\u4eec\u662f\u5426\u7406\u89e3 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\u7528\u6237\u9700\u8981\u4eea\u8868\u76d8\uff0c\u663e\u793a\u4eba\u5de5\u667a\u80fd\u505a\u4e86\u4ec0\u4e48\u3001\u6b63\u5728\u505a\u4ec0\u4e48\u3001\u4e0b\u4e00\u6b65\u8ba1\u5212\u505a\u4ec0\u4e48\u3002\u8f93\u51fa\u4e0d\u662f\u804a\u5929\uff0c\u800c\u662f\u72b6\u6001\u62a5\u544a\u3002.<\/li>\n<li><strong>\u68c0\u67e5\u70b9\u53d6\u4ee3\u6765\u56de\u68c0\u67e5\u3002.<\/strong> \u7528\u6237\u4e0d\u662f\u53cd\u590d\u63a8\u6572\uff0c\u800c\u662f\u5728\u89c4\u5b9a\u7684\u5173\u53e3\u6279\u51c6\u6216\u62d2\u7edd\u3002\u201c\u5728\u5f00\u59cb\u5de5\u4f5c\u524d\u5ba1\u6838\u8ba1\u5212\u201d\u3002\u201c\u5728\u6267\u884c\u524d\u7b7e\u6279\u65b9\u6cd5\u201d\u3002\u201d<\/li>\n<li><strong>\u5ba1\u8ba1\u8ffd\u8e2a\u6210\u4e3a\u5f3a\u5236\u6027\u89c4\u5b9a\u3002.<\/strong> 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\u4eba\u5de5\u667a\u80fd\u4f1a\u5931\u8d25\u3002\u95ee\u9898\u662f\uff0c\u5b83\u662f\u5426\u4f1a\u4f18\u96c5\u5730\u5931\u8d25\uff0c\u8bb0\u5f55\u4e0b\u51fa\u9519\u7684\u539f\u56e0\uff0c\u5e76\u5141\u8bb8\u4eba\u7c7b\u4ece\u5408\u7406\u7684\u72b6\u6001\u91cd\u65b0\u5f00\u59cb\u3002.<\/li>\n<\/ul>\n<p>\u76ee\u524d\u5927\u591a\u6570\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u90fd\u4e0d\u662f\u4e3a\u6b64\u800c\u8bbe\u8ba1\u7684\u3002\u5b83\u4eec\u5047\u5b9a\u4eba\u7c7b\u5728\u89c2\u770b\u3002\u957f\u671f\u8fd0\u884c\u7684\u4eba\u5de5\u667a\u80fd\u9700\u8981\u5047\u5b9a\u4eba\u7c7b\u4e0d\u4f1a\u89c2\u770b\u7684\u4ea7\u54c1\u3002.<\/p>\n<h2>\u6cbb\u7406\u4e0d\u662f\u53ef\u6709\u53ef\u65e0\u7684<\/h2>\n<p>\u5de5\u4f5c\u6570\u5c0f\u65f6\u7684\u4eba\u5de5\u667a\u80fd\u4e5f\u53ef\u80fd\u5728\u6570\u5c0f\u65f6\u5185\u72af\u9519\u3002\u5728\u4eba\u5de5\u5ba1\u6838\u53d1\u73b0\u9519\u8bef\u4e4b\u524d\uff0c\u9519\u8bef\u5c31\u4f1a\u52a0\u5267\u3002\u4e00\u5bb6\u91d1\u878d\u670d\u52a1\u516c\u53f8\u7531\u4e8e\u4eba\u5de5\u667a\u80fd\u90e8\u7f72\u7684\u72b6\u6001\u7ba1\u7406\u4e0d\u5584\uff0c\u5728\u91cd\u590d\u5904\u7406\u65b9\u9762\u635f\u5931\u4e86 $2M\u3002\u8fd9\u4e0d\u662f\u5047\u8bbe\uff0c\u800c\u662f\u53d1\u751f\u5728 2025 \u5e74\u3002.<\/p>\n<p>\u65b0\u51fa\u73b0\u7684\u6846\u67b6\u662f\u6709\u7ea6\u675f\u7684\u81ea\u4e3b\uff1a\u660e\u786e\u7684\u64cd\u4f5c\u9650\u5236\u3001\u5ba1\u8ba1\u8ddf\u8e2a\u548c\u89e6\u53d1\u4eba\u5de5\u53c2\u4e0e\u7684\u51b3\u7b56\u70b9\u3002.<\/p>\n<h3>\u5b9e\u7528\u8981\u7d20<\/h3>\n<p><strong>\u8bb8\u53ef\u8303\u56f4\u3002.<\/strong> \u4eba\u5de5\u667a\u80fd\u7684\u8bbf\u95ee\u6743\u9650\u4e0d\u5e94\u8d85\u51fa\u4efb\u52a1\u8981\u6c42\u3002\u7814\u7a76\u7ade\u4e89\u5bf9\u624b\u7684\u4eba\u5de5\u667a\u80fd\u4e0d\u5e94\u8be5\u6709\u4fee\u6539\u5ba2\u6237\u8bb0\u5f55\u7684\u6743\u9650\u3002\u8fd9\u542c\u8d77\u6765\u663e\u800c\u6613\u89c1\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u4f01\u4e1a\u4f1a\u8fc7\u5ea6\u63d0\u4f9b\u8bbf\u95ee\u6743\u9650\uff0c\u56e0\u4e3a\u8fd9\u6bd4\u786e\u5b9a\u6700\u5c0f\u5fc5\u8981\u8303\u56f4\u8981\u5bb9\u6613\u5f97\u591a\u3002.<\/p>\n<p><strong>\u51b3\u7b56\u8bb0\u5f55\u3002.<\/strong> \u4e0d\u4ec5\u662f\u7ed3\u679c\uff0c\u8fd8\u6709\u63a8\u7406\u8def\u5f84\u3002\u5f53\u4eba\u5de5\u667a\u80fd\u505a\u51fa\u9519\u8bef\u51b3\u5b9a\u65f6\uff0c\u4f60\u9700\u8981\u4e86\u89e3\u539f\u56e0\u3002\u201c\u5b83\u72af\u4e86\u4e00\u4e2a\u9519\u8bef \u201d\u5e76\u4e0d\u662f\u6839\u672c\u539f\u56e0\u5206\u6790\u3002.<\/p>\n<p><strong>\u5347\u7ea7\u89e6\u53d1\u5668\u3002.<\/strong> \u4e8b\u5148\u786e\u5b9a\u54ea\u4e9b\u4e8b\u9879\u9700\u8981\u4eba\u4e3a\u6279\u51c6\u3002\u8d85\u8fc7\u4e34\u754c\u503c\u7684\u652f\u51fa\u3002\u4fee\u6539\u5ba2\u6237 data\u3002\u5bf9\u5916\u6c9f\u901a\u3002\u8fd9\u4e9b\u89e6\u53d1\u56e0\u7d20\u9700\u8981\u660e\u786e\uff0c\u800c\u4e0d\u662f\u7531\u4eba\u5de5\u667a\u80fd\u6765\u5224\u65ad\u3002.<\/p>\n<p><strong>\u53d8\u5316\u8ddf\u8e2a\u3002.<\/strong> \u6bcf\u4e00\u6b21\u4fee\u6539\u90fd\u662f\u53ef\u8ffd\u6eaf\u548c\u53ef\u9006\u7684\u3002\u5bf9\u4e8e\u6539\u53d8\u4e8b\u7269\u7684\u4eba\u5de5\u667a\u80fd\u6765\u8bf4\uff0c\u7248\u672c\u63a7\u5236\u5e76\u975e\u53ef\u6709\u53ef\u65e0\u3002\u4f60\u9700\u8981\u80fd\u591f\u64a4\u9500\u51fa\u9519\u7684\u5730\u65b9\u3002.<\/p>\n<h3>Data \u8d28\u91cf\u6bd4\u4f60\u60f3\u8c61\u7684\u66f4\u91cd\u8981<\/h3>\n<p>\u4eba\u5de5\u667a\u80fd\u9700\u8981\u6e05\u6670\u7684\u8f93\u5165\u624d\u80fd\u4ea7\u751f\u6e05\u6670\u7684\u8f93\u51fa\u3002\u6ca1\u6709\u9ad8\u8d28\u91cf\u3001\u7ed3\u6784\u5316\u4fe1\u606f\u7684\u7ec4\u7ec7\u5f88\u96be\u4ece\u81ea\u4e3b\u7cfb\u7edf\u4e2d\u83b7\u5f97\u4ef7\u503c\u3002.<\/p>\n<p>\u8fd9\u662f\u4e0d\u6027\u611f\u7684\u90e8\u5206\u3002\u5728\u90e8\u7f72\u957f\u671f\u8fd0\u884c\u7684\u4eba\u5de5\u667a\u80fd\u4e4b\u524d\uff0c\u60a8\u9700\u8981\uff1a\u7b80\u6d01\u3001\u4e00\u81f4\u7684\u4fe1\u606f\u683c\u5f0f\uff1b\u7cfb\u7edf\u95f4\u8bb0\u5f55\u5b8c\u5907\u7684\u8fde\u63a5\uff1bdata \u8d28\u91cf\u7684\u660e\u786e\u6240\u6709\u6743\uff1b\u4ee5\u53ca\u5904\u7406\u9519\u8bef\u7684\u6d41\u7a0b\u3002.<\/p>\n<p>\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa--\u4f46\u5374\u662f\u5927\u89c4\u6a21\u7684\uff0c\u6301\u7eed\u6570\u5c0f\u65f6\u7684\uff0c\u9519\u8bef\u4e0d\u65ad\u589e\u52a0\u7684\u3002Data \u4f7f\u7528\u4eea\u8868\u76d8\u65f6\u4ee4\u4eba\u70e6\u607c\u7684\u8d28\u91cf\u95ee\u9898\uff0c\u5728\u81ea\u4e3b\u4eba\u5de5\u667a\u80fd\u7684\u5e2e\u52a9\u4e0b\u53d8\u6210\u4e86\u707e\u96be\u6027\u7684\u95ee\u9898\u3002.<\/p>\n<h2>\u60a8\u4f1a\u9047\u5230\u7684\u5931\u8d25\u6a21\u5f0f<\/h2>\n<p>2025 \u5e74\u7684\u4e00\u9879\u884c\u4e1a\u5206\u6790\u786e\u5b9a\u4e86\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684 14 \u79cd\u72ec\u7279\u6545\u969c\u6a21\u5f0f\u3002\u4ee5\u4e0b\u662f\u8ba9\u4f01\u4e1a\u731d\u4e0d\u53ca\u9632\u7684\u51e0\u79cd\u6a21\u5f0f\uff1a<\/p>\n<p><strong>\u7ea7\u8054\u9519\u8bef\u3002.<\/strong> \u4eba\u5de5\u667a\u80fd\u505a\u51fa\u4e86\u4e00\u4e2a\u9519\u8bef\u7684\u5047\u8bbe\u3002\u5b83\u6839\u636e\u8fd9\u4e2a\u5047\u8bbe\u884c\u4e8b\u3002\u4e0b\u4e00\u6b65\u662f\u5728\u6709\u7f3a\u9677\u7684\u5de5\u4f5c\u57fa\u7840\u4e0a\u8fdb\u884c\u7684\u3002\u4e4b\u540e\u7684\u6b65\u9aa4\u4f7f\u9519\u8bef\u66f4\u52a0\u4e25\u91cd\u3002\u7b49\u5230\u4eba\u7c7b\u6ce8\u610f\u5230\u65f6\uff0c\u6574\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u90fd\u662f\u5728\u9519\u8bef\u7684\u524d\u63d0\u4e0b\u8fd0\u884c\u7684\u3002\u8fd9\u4e0d\u662f\u5047\u8bbe\u3002\u8fd9\u5f88\u5e38\u89c1\u3002.<\/p>\n<p><strong>\u4ea4\u63a5\u8bbe\u8ba1\u4e0d\u5f53\u3002.<\/strong> \u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4e4b\u95f4\u6216\u4eba\u5de5\u667a\u80fd\u4e0e\u4eba\u7c7b\u4e4b\u95f4\u7684\u8fc7\u6e21\u662f\u95ee\u9898\u7684\u5173\u952e\u6240\u5728\u3002\u4e00\u5bb6\u7535\u5b50\u5546\u52a1\u516c\u53f8\u51fa\u73b0\u4e86 40% \u7684\u5ba2\u6237\u653e\u5f03\u7387\uff0c\u539f\u56e0\u662f\u5f53\u4e00\u4e2a\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5728\u4ea4\u4e92\u4e2d\u9014\u5207\u6362\u5230\u53e6\u4e00\u4e2a\u7cfb\u7edf\u65f6\uff0c\u7528\u6237\u4f1a\u611f\u5230\u56f0\u60d1\u3002\u5207\u6362\u6210\u529f\u4e86\u3002\u4f46\u4f53\u9a8c\u5374\u6ca1\u6709\u3002.<\/p>\n<p><strong>\u56fd\u5bb6\u8150\u8d25\u3002.<\/strong> \u957f\u671f\u8fd0\u884c\u7684\u7cfb\u7edf\u4f1a\u79ef\u7d2f\u95ee\u9898\u3002\u65e7\u7684\u51b3\u5b9a\u672c\u5e94\u5931\u6548\uff0c\u5374\u4e00\u76f4\u5b58\u5728\u3002\u5e76\u53d1\u64cd\u4f5c\u9020\u6210\u51b2\u7a81\u3002\u4eba\u5de5\u667a\u80fd\u4f1a\u5fd8\u8bb0\u81ea\u5df1\u60f3\u8981\u5b8c\u6210\u7684\u4efb\u52a1\u3002.<\/p>\n<p><strong>\u5171\u4eab\u6f0f\u6d1e\u3002.<\/strong> \u5982\u679c\u6240\u6709\u4eba\u5de5\u667a\u80fd\u90fd\u4f7f\u7528\u76f8\u540c\u7684\u5e95\u5c42\u80fd\u529b\uff0c\u90a3\u4e48\u5b83\u4eec\u5c31\u4f1a\u6709\u5171\u540c\u7684\u5f31\u70b9\u3002\u5b83\u4f1a\u5728\u76f8\u540c\u7684\u8fb9\u7f18\u60c5\u51b5\u4e0b\u5931\u8d25\u3002\u5b83\u4e5f\u4f1a\u6709\u540c\u6837\u7684\u76f2\u70b9\u3002\u591a\u6837\u5316\u4e0d\u4ec5\u5173\u4e4e\u80fd\u529b\uff0c\u8fd8\u5173\u4e4e\u590d\u539f\u529b\u3002.<\/p>\n<p>\u5171\u540c\u70b9\u662f\uff1a\u8fd9\u4e9b\u90fd\u4e0d\u662f\u4e2a\u4eba\u6545\u969c\u3002\u5b83\u4eec\u662f\u7cfb\u7edf\u6545\u969c\u3002\u5b64\u7acb\u5730\u6d4b\u8bd5\u5355\u4e2a\u7ec4\u4ef6\u662f\u65e0\u6cd5\u53d1\u73b0\u8fd9\u4e9b\u6545\u969c\u7684\u3002\u4f60\u9700\u8981\u5728\u73b0\u5b9e\u6761\u4ef6\u4e0b\u3001\u5728\u73b0\u5b9e\u65f6\u95f4\u8303\u56f4\u5185\u6d4b\u8bd5\u6574\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u3002.<\/p>\n<h2>\u73b0\u5b9e\u673a\u9047\u5728\u54ea\u91cc<\/h2>\n<p>\u8003\u8651\u5230\u6240\u6709\u6ce8\u610f\u4e8b\u9879\uff0c2026 \u5e74\uff0c\u4f01\u4e1a\u7a76\u7adf\u5e94\u8be5\u5728\u54ea\u91cc\u90e8\u7f72\u957f\u671f\u8fd0\u884c\u7684\u4eba\u5de5\u667a\u80fd\uff1f<\/p>\n<p><strong>\u4ece\u4e00\u81f3\u516b\u5c0f\u65f6\u533a\u5f00\u59cb\u3002.<\/strong> \u4efb\u52a1\u957f\u5230\u8db3\u4ee5\u4ece\u81ea\u4e3b\u6027\u4e2d\u53d7\u76ca\uff0c\u4efb\u52a1\u77ed\u5230\u8db3\u4ee5\u9650\u5236\u635f\u5bb3\u3002\u6709\u660e\u786e\u8bf4\u660e\u7684\u5b9e\u65bd\u9879\u76ee\u3002\u4ece\u786e\u5b9a\u7684\u6765\u6e90\u8fdb\u884c\u7814\u7a76\u7efc\u5408\u3002\u4ece\u73b0\u6709\u6750\u6599\u4e2d\u63d0\u53d6\u8fc7\u7a0b\u6587\u4ef6\u3002\u5229\u7528\u7ed3\u6784\u5316\u8f93\u5165\u751f\u6210\u62a5\u544a\u3002.<\/p>\n<p><strong>\u5bfb\u627e\u53ef\u8861\u91cf\u5b8c\u6210\u60c5\u51b5\u7684\u5de5\u4f5c\u3002.<\/strong> \u5982\u679c\u4e0d\u80fd\u660e\u786e\u5b9a\u4e49\u6210\u529f\uff0c\u4eba\u5de5\u667a\u80fd\u5c31\u65e0\u6cd5\u53ef\u9760\u5730\u5b9e\u73b0\u6210\u529f\u3002\u9700\u8981\u4eba\u7c7b\u5224\u65ad\u8bc4\u4f30\u7684\u4efb\u52a1\u4e0d\u9002\u5408\u81ea\u4e3b\u5de5\u4f5c\u3002.<\/p>\n<p><strong>\u76ee\u6807\u5de5\u4f5c\uff0c\u56e0\u4e3a\u5b83\u9700\u8981\u6301\u7eed\u7684\u5173\u6ce8\u800c\u88ab\u56de\u907f\u3002.<\/strong> \u8fd9\u4e9b\u624d\u662f\u771f\u6b63\u7684\u673a\u4f1a\u3002\u4eba\u4eec\u56e0\u4e3a\u9700\u8981\u56db\u4e2a\u5c0f\u65f6\u7684\u4e0d\u95f4\u65ad\u5de5\u4f5c\u800c\u63a8\u6389\u7684\u4efb\u52a1\u3002\u4ece\u672a\u5b9e\u73b0\u7684\u6d41\u7a0b\u6539\u8fdb\u3002\u6587\u4ef6\u603b\u662f\u8fc7\u65f6\u7684\u3002\u5206\u6790\u603b\u662f\u4e0d\u5b8c\u6574\u3002.<\/p>\n<p><strong>\u8981\u6c42\u6bcf\u9694\u9002\u5f53\u65f6\u95f4\u8bbe\u7f6e\u68c0\u67e5\u70b9\u3002.<\/strong> \u56db\u4e2a\u5c0f\u65f6\u7684\u81ea\u4e3b\u5de5\u4f5c\u4e0d\u5e94\u610f\u5473\u7740\u56db\u4e2a\u5c0f\u65f6\u6ca1\u6709\u4eba\u7684\u53c2\u4e0e\u3002\u5efa\u7acb\u5ba1\u67e5\u70b9\u3002\u8fd9\u5e76\u4e0d\u662f\u56e0\u4e3a\u4f60\u4e0d\u4fe1\u4efb\u4eba\u5de5\u667a\u80fd\uff0c\u800c\u662f\u56e0\u4e3a\u9519\u8bef\u4f1a\u52a0\u5267\uff0c\u800c\u53ca\u65e9\u53d1\u73b0\u53ef\u4ee5\u51cf\u5c11\u635f\u5931\u3002.<\/p>\n<p><strong>\u8861\u91cf\u5b9e\u9645\u6210\u529f\u7387\uff0c\u800c\u4e0d\u662f\u6f14\u793a\u7ee9\u6548\u3002.<\/strong> \u8fd9\u4e00\u70b9\u5f88\u91cd\u8981\u3002\u57fa\u51c6\u6027\u80fd\u5e76\u4e0d\u80fd\u9884\u6d4b\u771f\u5b9e\u4e16\u754c\u7684\u6027\u80fd\u3002METR \u53d1\u73b0\uff0c\u5373\u4f7f\u5728\u81ea\u52a8\u68c0\u67e5\u901a\u8fc7\u7684\u60c5\u51b5\u4e0b\uff0c\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u4f5c\u54c1\u5728\u672a\u7ecf\u6e05\u7406\u7684\u60c5\u51b5\u4e0b\u53ef\u7528\u7387\u4e5f\u4e3a\u96f6\u3002\u60a8\u7684\u5185\u90e8\u6d4b\u91cf\u9700\u8981\u53cd\u6620\u771f\u5b9e\u7684\u8d28\u91cf\u6807\u51c6\uff0c\u800c\u4e0d\u662f\u7406\u60f3\u5316\u7684\u6761\u4ef6\u3002.<\/p>\n<h2>\u91cd\u6e29\u5386\u53f2\u7684\u5e73\u884c\u7ebf<\/h2>\n<p>\u84b8\u6c7d\u673a\u7684\u53d1\u660e\u6bd4\u5de5\u5382\u7684\u91cd\u65b0\u8bbe\u8ba1\u65e9\u4e86\u51e0\u5341\u5e74\u3002\u78e8\u574a\u4e3b\u4eec\u77e5\u9053\u5982\u4f55\u7ecf\u8425\u4ee5\u6c34\u4e3a\u52a8\u529b\u7684\u78e8\u574a\u3002\u4ed6\u4eec\u7684\u5de5\u4f5c\u6d41\u7a0b\u3001\u4e13\u4e1a\u77e5\u8bc6\u548c\u6574\u4e2a\u5546\u4e1a\u6a21\u5f0f\u90fd\u5efa\u7acb\u5728\u65e7\u65b9\u6cd5\u7684\u57fa\u7840\u4e0a\u3002\u65b0\u6280\u672f\u9700\u8981\u65b0\u7684\u7ed3\u6784\u3001\u65b0\u7684\u5de5\u4f5c\u6d41\u7a0b\u3001\u65b0\u7684\u601d\u7ef4\u65b9\u5f0f\u6765\u601d\u8003\u5de5\u4f5c\u7684\u53d1\u751f\u5730\u70b9\u548c\u6d41\u7a0b\u3002.<\/p>\n<p>\u6211\u5728\u8fd9\u7bc7\u6587\u7ae0\u7684\u6700\u521d\u7248\u672c\u4e2d\u4f7f\u7528\u4e86\u8fd9\u4e2a\u6bd4\u55bb\uff0c\u4f46\u6709\u4e00\u70b9\u9700\u8981\u6ce8\u610f\uff1a\u84b8\u6c7d\u673a\u7684\u5de5\u4f5c\u662f\u53ef\u9760\u7684\u3002\u800c\u76ee\u524d\u957f\u671f\u8fd0\u884c\u7684\u4eba\u5de5\u667a\u80fd\u5e76\u4e0d\u80fd--\u8fd8\u4e0d\u80fd\uff0c\u4e5f\u4e0d\u80fd\u59cb\u7ec8\u5982\u4e00\u5730\u8fd0\u884c\u3002.<\/p>\n<p>\u8fd9\u4e00\u6ce8\u610f\u4e8b\u9879\u4ecd\u7136\u9002\u7528\u3002\u4f46\u6295\u8d44\u65b9\u5411\u662f\u660e\u786e\u65e0\u8bef\u7684\u3002\u6bcf\u5bb6\u5927\u578b\u4eba\u5de5\u667a\u80fd\u516c\u53f8\u90fd\u5728\u4e3a\u6301\u7eed\u8fd0\u884c\u8fdb\u884c\u4f18\u5316\u3002\u6bcf\u4e00\u4e2a\u8ba4\u771f\u7684\u91c7\u7528\u8005\u90fd\u4f1a\u9488\u5bf9\u5f53\u524d\u7684\u5c40\u9650\u6027\u5efa\u7acb\u53d8\u901a\u65b9\u6cd5\u3002\u6bcf\u4e2a\u4f01\u4e1a\u5e73\u53f0\u90fd\u4f1a\u4e3a\u66f4\u957f\u65f6\u95f4\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u4f5c\u589e\u52a0\u57fa\u7840\u8bbe\u65bd\u3002.<\/p>\n<p>\u5404\u7ec4\u7ec7\u9762\u4e34\u7684\u95ee\u9898\u4e0d\u662f\u662f\u5426\u53c2\u4e0e\u8fd9\u4e00\u8f6c\u53d8\u3002\u800c\u662f\u5982\u4f55\u8d1f\u8d23\u4efb\u5730\u53c2\u4e0e\uff1a\u5728\u80fd\u529b\u5efa\u8bbe\u4e4b\u524d\u5efa\u7acb\u6cbb\u7406\uff0c\u8861\u91cf\u73b0\u5b9e\u800c\u4e0d\u662f\u6f14\u793a\uff0c\u5728\u6269\u5927\u89c4\u6a21\u4e4b\u524d\u4ece\u5c0f\u89c4\u6a21\u5f00\u59cb\u3002.<\/p>\n<p>\u7b49\u5f85\u6280\u672f\u6210\u719f\u7684\u7ec4\u7ec7\u53ef\u80fd\u4f1a\u5728\u6280\u672f\u6210\u719f\u65f6\u53d1\u73b0\u81ea\u5df1\u5df2\u7ecf\u843d\u540e\u3002\u8fc7\u65e9\u90e8\u7f72\u7684\u7ec4\u7ec7\u5c06\u5438\u53d6\u6602\u8d35\u7684\u6559\u8bad\u3002\u72ed\u7a84\u7684\u9053\u8def\u662f\u5728\u9002\u5f53\u7684\u4fdd\u62a4\u63aa\u65bd\u4e0b\u8fdb\u884c\u6df1\u601d\u719f\u8651\u7684\u8bd5\u9a8c\u3002.<\/p>\n<h2>\u5411\u8d35\u7ec4\u7ec7\u63d0\u51fa\u7684\u4e09\u4e2a\u95ee\u9898<\/h2>\n<p>\u5728\u4f60\u7684\u9886\u57df\u4e2d\uff0c\u6709\u54ea\u4e9b\u6301\u7eed\u7684\u3001\u6ce8\u610f\u529b\u5bc6\u96c6\u578b\u7684\u4efb\u52a1\uff1f\u5bfb\u627e\u9700\u8981\u957f\u65f6\u95f4\u800c\u4e0d\u662f\u51e0\u5206\u949f\u96c6\u4e2d\u7cbe\u529b\u7684\u5de5\u4f5c\u3002\u4eba\u4eec\u56e0\u4e3a\u9700\u8981\u6301\u7eed\u96c6\u4e2d\u7cbe\u529b\u800c\u63a8\u6389\u7684\u4efb\u52a1\uff0c\u5c31\u662f\u8bd5\u70b9\u9879\u76ee\u7684\u5019\u9009\u5bf9\u8c61\u3002.<\/p>\n<p>\u4f60\u80fd\u53ef\u9760\u5730\u8861\u91cf\u81ea\u4e3b\u5de5\u4f5c\u662f\u5426\u6210\u529f\u5417\uff1f\u4e0d\u662f \u201c\u5b83\u662f\u5426\u4ea7\u751f\u4e86\u4ea7\u51fa\u201d\uff0c\u800c\u662f \u201c\u5b83\u662f\u5426\u4ea7\u751f\u4e86\u7b26\u5408\u4f60\u7684\u5b9e\u9645\u6807\u51c6\u7684\u4ea7\u51fa\u201d\u3002\u5982\u679c\u65e0\u6cd5\u5b9a\u4e49\u548c\u8861\u91cf\u6210\u529f\u4e0e\u5426\uff0c\u5c31\u65e0\u6cd5\u8bc4\u4f30\u4eba\u5de5\u667a\u80fd\u662f\u5426\u6709\u6548\u3002.<\/p>\n<p>\u60a8\u7684\u6cbb\u7406\u57fa\u7840\u67b6\u6784\u662f\u5426\u5df2\u51c6\u5907\u5c31\u7eea\uff0c\u53ef\u4ee5\u5728\u65e0\u4eba\u770b\u7ba1\u7684\u60c5\u51b5\u4e0b\u5f00\u5c55\u5de5\u4f5c\uff1f\u65e5\u5fd7\u8bb0\u5f55\u3002\u6743\u9650\u63a7\u5236\u3002\u5347\u7ea7\u89e6\u53d1\u5668\u3002\u6062\u590d\u673a\u5236\u3002\u5ba1\u8ba1\u8ddf\u8e2a\u3002\u6388\u6743\u7684\u57fa\u7840\u8bbe\u65bd\u5fc5\u987b\u5b58\u5728\uff0c\u6388\u6743\u624d\u6709\u610f\u4e49\u3002.<br \/>\n2026 \u5e74\u53ef\u80fd\u4e0d\u4f1a\u662f\u4eba\u5de5\u667a\u80fd\u5728\u957f\u65f6\u95f4\u4efb\u52a1\u4e2d\u53d8\u5f97\u53ef\u9760\u7684\u4e00\u5e74\u3002\u5728\u4e24\u5c0f\u65f6\u7684\u4efb\u52a1\u4e2d\uff0c50% \u7684\u6210\u529f\u7387\u4ecd\u7136\u610f\u5473\u7740\u4e00\u534a\u65f6\u95f4\u7684\u5931\u8d25\u3002.<\/p>\n<p>\u4f46\u5bf9\u4e8e\u7279\u5b9a\u7684\u4f7f\u7528\u6848\u4f8b\u6765\u8bf4\uff0c\u8fd0\u884c\u4e00\u5e74\u4e4b\u4e45\u7684\u4eba\u5de5\u667a\u80fd\u53ef\u80fd\u4f1a\u53d8\u5f97\u5207\u5b9e\u53ef\u884c--\u53ea\u8981\u6709\u9002\u5f53\u7684\u76d1\u7763\u548c\u5bf9\u5931\u8d25\u7684\u5bb9\u5fcd\u5ea6\uff0c\u5c31\u8db3\u4ee5\u8fdb\u884c\u751f\u4ea7\u90e8\u7f72\u3002.<\/p>\n<p>\u8bda\u5b9e\u7684\u56de\u7b54\u662f\uff1a\u6ca1\u6709\u4eba\u786e\u5207\u77e5\u9053\u8fd9\u4e9b\u7cfb\u7edf\u4f55\u65f6\u4f1a\u6210\u719f\u3002\u4f46\u4fe1\u53f7\u8868\u660e\uff0c\u8fd9\u503c\u5f97\u4e00\u63a2\u7a76\u7adf\u3002.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u53c2\u8003\u8d44\u6599<\/strong><\/p>\n<p><span style=\"text-decoration: underline;\">\u7814\u7a76\u8bba\u6587<\/span><\/p>\n<ul>\n<li>\u5229\u7528\u53ef\u6269\u5c55\u7684\u957f\u671f\u5b58\u50a8\u5668\u6784\u5efa\u53ef\u6295\u5165\u751f\u4ea7\u7684\u4eba\u5de5\u667a\u80fd <a href=\"http:\/\/arxiv.org\/abs\/2504.19413\" target=\"_blank\" rel=\"noopener\">arxiv.org\/abs\/2504.19413<\/a><\/li>\n<li>\u57fa\u4e8e\u591a\u56fe\u7684\u4eba\u5de5\u667a\u80fd\u5185\u5b58\u67b6\u6784 <a href=\"http:\/\/arxiv.org\/abs\/2601.03236\" target=\"_blank\" rel=\"noopener\">arxiv.org\/abs\/2601.03236<\/a><\/li>\n<li>\u8861\u91cf\u751f\u4ea7\u4e2d\u7684\u4eba\u5de5\u667a\u80fd <a href=\"http:\/\/arxiv.org\/abs\/2512.04123\" target=\"_blank\" rel=\"noopener\">arxiv.org\/abs\/2512.04123<\/a><\/li>\n<\/ul>\n<p><span style=\"text-decoration: underline;\">\u884c\u4e1a\u62a5\u544a\u548c\u767d\u76ae\u4e66<\/span><\/p>\n<ul>\n<li>\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u6545\u969c\u6a21\u5f0f - \u5fae\u8f6f<\/li>\n<li>2025 \u5e74\u4eba\u5de5\u667a\u80fd\u4e0e\u4fe1\u4efb\u7684\u7ecf\u9a8c\u6559\u8bad - \u8c37\u6b4c\u4e91<\/li>\n<li>\u4eba\u5de5\u667a\u80fd\u5de5\u7a0b\u73b0\u72b6 - LangChain<\/li>\n<li>\u57fa\u51c6\u4e0e\u771f\u5b9e\u4e16\u754c\u8bc4\u4f30 - METR<\/li>\n<\/ul>\n<p><span style=\"text-decoration: underline;\">\u6280\u672f\u6587\u6863<\/span><\/p>\n<ul>\n<li>\u6211\u4eec\u5982\u4f55\u6784\u5efa\u591a\u4ee3\u7406\u7814\u7a76\u7cfb\u7edf - \u4eba\u7c7b\u5b66<\/li>\n<li>\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\u89c4\u8303 - modelcontextprotocol.io<\/li>\n<li>Fresh-Start Cycling Documentation\uff08\u201cRalph Wiggum\u201d\uff09- Geoffrey Huntley (<a href=\"http:\/\/arxiv.org\/abs\/2512.04123\" target=\"_blank\" rel=\"noopener\">ghuntley.com\/ralph\/<\/a>)<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u9879\u6280\u672f\u867d\u7136\u771f\u5b9e\u5b58\u5728\uff0c\u4f46\u5c1a\u4e0d\u6210\u719f\u3002\u53d1\u5c55\u65b9\u5411\u867d\u5df2\u660e\u786e\uff0c\u4f46\u5177\u4f53\u65f6\u95f4\u8868\u5c1a\u4e0d\u660e\u786e\u30022026\u5e74\u90e8\u7f72\u957f\u671f\u8fd0\u884c\u7684\u4eba\u5de5\u667a\u80fd\u7684\u5927\u591a\u6570\u7ec4\u7ec7\u90fd\u5c06\u4ed8\u51fa\u9ad8\u6602\u7684\u4ee3\u4ef7\u3002\u5176\u4e2d\u5c11\u6570\u7ec4\u7ec7\u5c06\u83b7\u5f97\u771f\u6b63\u7684\u4f18\u52bf\u3002\u8fd9\u79cd\u5dee\u5f02\u5f52\u6839\u7ed3\u5e95\u53d6\u51b3\u4e8e\u4e09\u70b9\uff1a\u90e8\u7f72\u7684\u573a\u666f\u3001\u6cbb\u7406\u65b9\u5f0f\uff0c\u4ee5\u53ca\u662f\u5426\u771f\u6b63\u7406\u89e3\u201c\u81ea\u4e3b\u201d\u5728\u5b9e\u8df5\u4e2d\u7a76\u7adf\u610f\u5473\u7740\u4ec0\u4e48\u3002.<\/p>","protected":false},"featured_media":1086607,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2995],"blog-language":[2991],"class_list":["post-1083985","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-ai-technology","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/1083985","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/1086607"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=1083985"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=1083985"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=1083985"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}