{"id":16748,"date":"2026-08-11T23:11:10","date_gmt":"2026-08-11T13:11:10","guid":{"rendered":"https:\/\/geoffreychen.com\/?p=16748"},"modified":"2026-08-11T23:18:31","modified_gmt":"2026-08-11T13:18:31","slug":"how-many-steps-before-human-review","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/how-many-steps-before-human-review\/","title":{"rendered":"\u4e00\u4e2aAI\u4ee3\u7406\u53ef\u4ee5\u8fde\u7eed\u884c\u52a8\u591a\u5c11\u6b65\uff0c\u624d\u4e0d\u81f3\u4e8e\u5931\u53bb\u63a7\u5236\uff1f"},"content":{"rendered":"<\/p>\n<p><em>\u300aAI\u8fdb\u5165\u5de5\u4f5c\u4e4b\u540e\u300b\u00b7 \u7b2c\u4e00\u5b63\u201c\u4ece\u56de\u7b54\u95ee\u9898\u5230\u53c2\u4e0e\u5de5\u4f5c\u201d\u00b7 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href=\"https:\/\/www.anthropic.com\/research\/trustworthy-agents\" target=\"_blank\" rel=\"noopener\">Anthropic\uff1a\u300aTrustworthy agents in practice\u300b<\/a><\/p>\n<p>\u8fd9\u79cd\u7075\u6d3b\u6027\u6b63\u662f\u4ee3\u7406\u6709\u7528\u7684\u539f\u56e0\u3002\u590d\u6742\u4efb\u52a1\u65e0\u6cd5\u9884\u5148\u628a\u6bcf\u4e00\u6b65\u5199\u6b7b\uff0c\u6a21\u578b\u53ef\u4ee5\u5904\u7406\u4f8b\u5916\u3001\u9009\u62e9\u5de5\u5177\u5e76\u5728\u8f83\u957f\u65f6\u95f4\u5185\u4fdd\u6301\u76ee\u6807\u3002<\/p>\n<p>\u4f46\u7075\u6d3b\u6027\u4e5f\u6539\u53d8\u4e86\u63a7\u5236\u65b9\u5f0f\u3002\u7cfb\u7edf\u4e0d\u80fd\u53ea\u9a8c\u8bc1\u67d0\u4e00\u6761\u56fa\u5b9a\u811a\u672c\uff0c\u8fd8\u8981\u63a7\u5236\u4ee3\u7406\u7684\u76ee\u6807\u89e3\u91ca\u3001\u5de5\u5177\u6743\u9650\u3001\u884c\u52a8\u9884\u7b97\u548c\u4e2d\u95f4\u72b6\u6001\u3002\u4e00\u6b21\u6ca1\u6709\u9884\u6599\u7684\u5de5\u5177\u9009\u62e9\uff0c\u53ef\u80fd\u628a\u4efb\u52a1\u5e26\u5230\u8bbe\u8ba1\u8005\u4ece\u672a\u6d4b\u8bd5\u7684\u8def\u5f84\u3002<\/p>\n<p>\u201c\u8ba9AI\u591a\u60f3\u51e0\u6b65\u201d\u4e3b\u8981\u5f71\u54cd\u7b54\u6848\uff1b\u201c\u8ba9AI\u591a\u884c\u52a8\u51e0\u6b65\u201d\u5219\u53ef\u80fd\u6539\u53d8\u5916\u90e8\u4e16\u754c\u3002\u540e\u8005\u9700\u8981\u5b8c\u5168\u4e0d\u540c\u7684\u5b89\u5168\u7ed3\u6784\u3002<\/p>\n<h2>\u98ce\u9669\u53d6\u51b3\u4e8e\u56db\u4e2a\u7ef4\u5ea6\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u6b65\u6570<\/h2>\n<p>\u7b2c\u4e00\u662f<strong>\u6743\u9650\u8303\u56f4<\/strong>\u3002\u4ee3\u7406\u53ea\u80fd\u8bfb\u53d6\u516c\u5f00\u7f51\u9875\uff0c\u8fd8\u662f\u80fd\u591f\u8bfb\u53d6\u5ba2\u6237\u8d44\u6599\u3001\u4fee\u6539\u4ee3\u7801\u3001\u53d1\u9001\u90ae\u4ef6\u3001\u652f\u4ed8\u8d44\u91d1\uff1f\u6743\u9650\u8d8a\u63a5\u8fd1\u771f\u5b9e\u8d44\u4ea7\u548c\u5bf9\u5916\u627f\u8bfa\uff0c\u68c0\u67e5\u70b9\u8d8a\u5e94\u63d0\u524d\u3002<\/p>\n<p>\u7b2c\u4e8c\u662f<strong>\u53ef\u9006\u6027<\/strong>\u3002\u521b\u5efa\u4e00\u4e2a\u4e34\u65f6\u8349\u7a3f\u5bb9\u6613\u64a4\u56de\uff1b\u5220\u9664\u751f\u4ea7\u6570\u636e\u3001\u516c\u5f00\u53d1\u5e03\u5185\u5bb9\u6216\u63d0\u4ea4\u4ea4\u6613\u53ef\u80fd\u96be\u4ee5\u6062\u590d\u3002\u4e0d\u53ef\u9006\u52a8\u4f5c\u5373\u4f7f\u53ea\u6709\u4e00\u6b65\uff0c\u4e5f\u5e94\u5355\u72ec\u6279\u51c6\u3002<\/p>\n<p>\u7b2c\u4e09\u662f<strong>\u53ef\u68c0\u6d4b\u6027<\/strong>\u3002\u683c\u5f0f\u9519\u8bef\u5bb9\u6613\u88ab\u7a0b\u5e8f\u53d1\u73b0\uff0c\u9519\u8bef\u5bf9\u8c61\u3001\u9519\u8bef\u6cd5\u5f8b\u89e3\u91ca\u6216\u5177\u6709\u8bf4\u670d\u529b\u7684\u865a\u5047\u4e8b\u5b9e\u53ef\u80fd\u5f88\u4e45\u4ee5\u540e\u624d\u66b4\u9732\u3002\u8d8a\u96be\u53d1\u73b0\u7684\u9519\u8bef\uff0c\u8d8a\u4e0d\u80fd\u4f9d\u8d56\u4e8b\u540e\u62bd\u67e5\u3002<\/p>\n<p>\u7b2c\u56db\u662f<strong>\u4f20\u64ad\u6027<\/strong>\u3002\u4e00\u4e2a\u9519\u8bef\u662f\u5426\u53ea\u505c\u7559\u5728\u5f53\u524d\u6587\u4ef6\uff0c\u8fd8\u662f\u4f1a\u6210\u4e3a\u4e0b\u4e00\u6b65\u7684\u8f93\u5165\u3001\u89e6\u53d1\u66f4\u591a\u4ee3\u7406\u3001\u8fdb\u5165\u77e5\u8bc6\u5e93\u6216\u5f71\u54cd\u5ba2\u6237\uff1f\u9519\u8bef\u4f1a\u6cbf\u94fe\u6761\u6269\u6563\u65f6\uff0c\u4e2d\u95f4\u68c0\u67e5\u6bd4\u6700\u7ec8\u68c0\u67e5\u66f4\u91cd\u8981\u3002<\/p>\n<p>\u53ef\u4ee5\u628a\u8fd9\u56db\u9879\u7406\u89e3\u4e3a\u4e00\u4e2a\u63a7\u5236\u95ee\u9898\uff1a\u4ee3\u7406\u53ef\u4ee5\u8fde\u7eed\u884c\u52a8\u7684\u8303\u56f4\uff0c\u5e94\u968f\u7740\u6743\u9650\u3001\u4e0d\u53ef\u9006\u6027\u3001\u68c0\u6d4b\u5ef6\u8fdf\u548c\u4f20\u64ad\u80fd\u529b\u7684\u589e\u52a0\u800c\u7f29\u5c0f\u3002<\/p>\n<h2>\u6b65\u9aa4\u8d8a\u591a\uff0c\u9519\u8bef\u4e0d\u4e00\u5b9a\u7ebf\u6027\u589e\u52a0<\/h2>\n<p>\u591a\u6b65\u4efb\u52a1\u5e38\u5177\u6709\u4f9d\u8d56\u5173\u7cfb\u3002\u7b2c\u4e00\u6b65\u8bc6\u522b\u5ba2\u6237\uff0c\u7b2c\u4e8c\u6b65\u8bfb\u53d6\u5408\u540c\uff0c\u7b2c\u4e09\u6b65\u8ba1\u7b97\u91d1\u989d\uff0c\u7b2c\u56db\u6b65\u751f\u6210\u901a\u77e5\u3002\u5982\u679c\u7b2c\u4e00\u6b65\u8ba4\u9519\u5bf9\u8c61\uff0c\u540e\u9762\u4e09\u6b65\u53ef\u80fd\u5404\u81ea\u6267\u884c\u5f97\u975e\u5e38\u51c6\u786e\uff0c\u5374\u5171\u540c\u4ea7\u751f\u9519\u8bef\u7ed3\u679c\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u9519\u8bef\u5e76\u4e0d\u603b\u662f\u6bcf\u4e00\u6b65\u589e\u52a0\u4e00\u70b9\uff0c\u800c\u53ef\u80fd\u5728\u5173\u952e\u5206\u53c9\u5904\u6539\u53d8\u6574\u6761\u8def\u7ebf\u3002\u6700\u7ec8\u68c0\u67e5\u5982\u679c\u53ea\u770b\u7ed3\u679c\u683c\u5f0f\uff0c\u5f88\u96be\u53d1\u73b0\u65e9\u671f\u8eab\u4efd\u6216\u524d\u63d0\u9519\u8bef\u3002<\/p>\n<p>\u53ef\u9760\u4ee3\u7406\u9700\u8981\u8bc6\u522b\u201c\u627f\u91cd\u6b65\u9aa4\u201d\uff1a<\/p>\n<ul>\n<li>\u786e\u8ba4\u4efb\u52a1\u5bf9\u8c61\uff1b<\/li>\n<li>\u9009\u62e9\u6743\u5a01\u8d44\u6599\uff1b<\/li>\n<li>\u51b3\u5b9a\u4e0d\u53ef\u9006\u65b9\u6848\uff1b<\/li>\n<li>\u4ece\u5206\u6790\u8f6c\u5165\u6267\u884c\uff1b<\/li>\n<li>\u6269\u5927\u6743\u9650\u6216\u6539\u53d8\u76ee\u6807\uff1b<\/li>\n<li>\u5411\u5916\u90e8\u4eba\u5458\u4f5c\u51fa\u627f\u8bfa\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u4f4d\u7f6e\u5e94\u5f53\u8bbe\u7f6e\u68c0\u67e5\u70b9\uff0c\u5373\u4f7f\u5b83\u4eec\u53ea\u53d1\u751f\u5728\u4efb\u52a1\u5f00\u59cb\u540e\u7684\u7b2c\u4e8c\u6b65\u3002\u76f8\u53cd\uff0c\u5927\u91cf\u91cd\u590d\u3001\u4f4e\u98ce\u9669\u3001\u5bb9\u6613\u590d\u7b97\u7684\u6b65\u9aa4\u53ef\u4ee5\u5728\u9694\u79bb\u73af\u5883\u4e2d\u8fde\u7eed\u6267\u884c\u3002<\/p>\n<p>METR\u5173\u4e8eAI\u4efb\u52a1\u65f6\u95f4\u8de8\u5ea6\u7684\u7814\u7a76\u5c1d\u8bd5\u6d4b\u91cf\u6a21\u578b\u80fd\u591f\u72ec\u7acb\u5b8c\u6210\u591a\u957f\u7684\u4eba\u7c7b\u4efb\u52a1\u3002\u968f\u7740\u4ee3\u7406\u80fd\u529b\u63d0\u9ad8\uff0c\u80fd\u591f\u7ef4\u6301\u7684\u4efb\u52a1\u957f\u5ea6\u4e0d\u65ad\u589e\u52a0\u3002<a href=\"https:\/\/metr.org\/research\/\" target=\"_blank\" rel=\"noopener\">METR\uff1a\u300aTime Horizon 1.1\u300b<\/a><\/p>\n<p>\u4f46\u80fd\u529b\u65f6\u95f4\u8de8\u5ea6\u4e0d\u662f\u5b89\u5168\u6388\u6743\u65f6\u95f4\u8de8\u5ea6\u3002\u6a21\u578b\u80fd\u591f\u6301\u7eed\u5de5\u4f5c\u66f4\u4e45\uff0c\u53ea\u8bf4\u660e\u5b83\u53ef\u80fd\u5b8c\u6210\u66f4\u590d\u6742\u4efb\u52a1\uff1b\u662f\u5426\u5e94\u5f53\u5141\u8bb8\u5b83\u5728\u771f\u5b9e\u7cfb\u7edf\u4e2d\u4e0d\u7ecf\u68c0\u67e5\u5730\u6301\u7eed\u884c\u52a8\uff0c\u8fd8\u8981\u770b\u5177\u4f53\u6743\u9650\u548c\u540e\u679c\u3002<\/p>\n<h2>\u201c\u6bcf\u4e00\u6b65\u90fd\u8be2\u95ee\u201d\u4e5f\u4e0d\u662f\u6709\u6548\u63a7\u5236<\/h2>\n<p>\u4e00\u79cd\u76f4\u89c9\u65b9\u6848\u662f\u8981\u6c42\u4ee3\u7406\u5728\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u524d\u90fd\u8ba9\u4eba\u6279\u51c6\u3002\u8fd9\u6837\u770b\u4f3c\u6700\u5b89\u5168\uff0c\u5b9e\u9645\u5f88\u5bb9\u6613\u4ea7\u751f\u6279\u51c6\u75b2\u52b3\u3002<\/p>\n<p>\u5f53\u7528\u6237\u8fde\u7eed\u770b\u5230\u201c\u662f\u5426\u5141\u8bb8\u8bfb\u53d6\u6587\u4ef6\u201d\u201c\u662f\u5426\u5141\u8bb8\u641c\u7d22\u201d\u201c\u662f\u5426\u5141\u8bb8\u5199\u5165\u4e34\u65f6\u76ee\u5f55\u201d\uff0c\u4ed6\u4f1a\u5f62\u6210\u673a\u68b0\u70b9\u51fb\u4e60\u60ef\u3002\u771f\u6b63\u5371\u9669\u7684\u64cd\u4f5c\u5939\u5728\u51e0\u5341\u6b21\u4f4e\u98ce\u9669\u786e\u8ba4\u4e2d\uff0c\u53cd\u800c\u66f4\u5bb9\u6613\u88ab\u5ffd\u7565\u3002<\/p>\n<p>\u6709\u6548\u76d1\u7763\u4e0d\u5728\u4e8e\u786e\u8ba4\u6846\u6570\u91cf\uff0c\u800c\u5728\u4e8e\u786e\u8ba4\u662f\u5426\u53d1\u751f\u5728\u7406\u89e3\u5f97\u4e86\u3001\u6765\u5f97\u53ca\u963b\u6b62\u7684\u5173\u952e\u4f4d\u7f6e\u3002\u7cfb\u7edf\u5e94\u628a\u91cd\u590d\u4f4e\u98ce\u9669\u52a8\u4f5c\u7ec4\u6210\u6e05\u695a\u7684\u6388\u6743\u8303\u56f4\uff0c\u4f8b\u5982\uff1a\u201c\u5141\u8bb8\u4ee3\u7406\u5728\u8fd9\u4e2a\u53ea\u8bfb\u8d44\u6599\u5e93\u5185\u641c\u7d22\uff0c\u5e76\u5728\u9694\u79bb\u76ee\u5f55\u751f\u6210\u5206\u6790\uff1b\u4e0d\u5f97\u53d1\u9001\u6d88\u606f\u3001\u4fee\u6539\u539f\u6587\u4ef6\u6216\u8bbf\u95ee\u5176\u4ed6\u7cfb\u7edf\u3002\u201d<\/p>\n<p>\u7528\u6237\u6279\u51c6\u7684\u662f\u4e00\u6bb5\u53ef\u7406\u89e3\u7684\u884c\u52a8\u8fb9\u754c\uff0c\u800c\u4e0d\u662f\u6bcf\u6b21\u90fd\u731c\u4e00\u4e2a\u6280\u672f\u8c03\u7528\u610f\u5473\u7740\u4ec0\u4e48\u3002<\/p>\n<p>\u6b27\u76df\u300a\u4eba\u5de5\u667a\u80fd\u6cd5\u300b\u7b2c14\u6761\u5bf9\u9ad8\u98ce\u9669AI\u7cfb\u7edf\u7684\u4eba\u7c7b\u76d1\u7763\u63d0\u51fa\u7684\u8981\u6c42\uff0c\u5305\u62ec\u76d1\u7763\u8005\u80fd\u591f\u7406\u89e3\u80fd\u529b\u4e0e\u9650\u5236\u3001\u76d1\u6d4b\u5f02\u5e38\u3001\u5ffd\u7565\u6216\u63a8\u7ffb\u8f93\u51fa\uff0c\u5e76\u901a\u8fc7\u505c\u6b62\u673a\u5236\u5b89\u5168\u4e2d\u65ad\u7cfb\u7edf\u3002<a href=\"https:\/\/ai-act-service-desk.ec.europa.eu\/en\/ai-act\/article-14\" target=\"_blank\" rel=\"noopener\">EU AI Act\uff1aArticle 14\u2014Human oversight<\/a><\/p>\n<p>\u8fd9\u9879\u6cd5\u5f8b\u5e76\u4e0d\u4e3a\u666e\u901a\u4ee3\u7406\u89c4\u5b9a\u901a\u7528\u6b65\u6570\uff0c\u4f46\u5b83\u8bf4\u660e\u76d1\u7763\u5fc5\u987b\u5177\u6709\u5b9e\u8d28\u80fd\u529b\u3002\u4e0d\u80fd\u505c\u6b62\u3001\u4e0d\u80fd\u7406\u89e3\u3001\u4e0d\u80fd\u63a8\u7ffb\u7684\u201c\u4eba\u5728\u56de\u8def\u4e2d\u201d\uff0c\u53ea\u662f\u754c\u9762\u4e0a\u7684\u4eba\u3002<\/p>\n<h2>\u4e00\u6bb5\u53d7\u63a7\u884c\u52a8\u8303\u56f4\u5e94\u5305\u542b\u4ec0\u4e48<\/h2>\n<p>\u7b2c\u4e00\u662f<strong>\u6e05\u695a\u76ee\u6807<\/strong>\u3002\u4efb\u52a1\u4e0d\u80fd\u53ea\u662f\u201c\u628a\u8fd9\u4ef6\u4e8b\u5904\u7406\u597d\u201d\uff0c\u800c\u5e94\u8bf4\u660e\u5bf9\u8c61\u3001\u6210\u529f\u6761\u4ef6\u548c\u4e0d\u5f97\u8d8a\u8fc7\u7684\u8fb9\u754c\u3002<\/p>\n<p>\u7b2c\u4e8c\u662f<strong>\u6700\u5c0f\u6743\u9650<\/strong>\u3002\u53ea\u8bfb\u4efb\u52a1\u4e0d\u5e94\u83b7\u5f97\u5199\u6743\u9650\uff0c\u8349\u7a3f\u4efb\u52a1\u4e0d\u5e94\u81ea\u52a8\u83b7\u5f97\u53d1\u9001\u6743\u9650\uff0c\u6d4b\u8bd5\u73af\u5883\u7684\u6743\u9650\u4e0d\u5e94\u5ef6\u4f38\u5230\u751f\u4ea7\u73af\u5883\u3002<\/p>\n<p>\u7b2c\u4e09\u662f<strong>\u9694\u79bb\u73af\u5883<\/strong>\u3002\u4ee3\u7801\u3001\u6587\u4ef6\u548c\u6570\u636e\u4fee\u6539\u5e94\u5c3d\u53ef\u80fd\u5148\u53d1\u751f\u5728\u6c99\u76d2\u3001\u4e34\u65f6\u76ee\u5f55\u3001\u8349\u7a3f\u533a\u6216\u53ef\u5ba1\u67e5\u5206\u652f\u4e2d\u3002<\/p>\n<p>\u7b2c\u56db\u662f<strong>\u9884\u7b97\u4e0e\u505c\u6b62\u6761\u4ef6<\/strong>\u3002\u9650\u5236\u8fd0\u884c\u65f6\u95f4\u3001\u8c03\u7528\u6b21\u6570\u3001\u8d39\u7528\u3001\u6587\u4ef6\u6570\u91cf\u548c\u5931\u8d25\u91cd\u8bd5\u3002\u4ee3\u7406\u53cd\u590d\u7ed5\u5708\u65f6\u5e94\u505c\u6b62\uff0c\u800c\u4e0d\u662f\u65e0\u9650\u6d88\u8017\u8d44\u6e90\u3002<\/p>\n<p>\u7b2c\u4e94\u662f<strong>\u5173\u952e\u68c0\u67e5\u70b9<\/strong>\u3002\u5728\u6269\u5927\u6743\u9650\u3001\u91c7\u7528\u65b0\u8d44\u6599\u3001\u5411\u5916\u90e8\u53d1\u9001\u3001\u4ed8\u6b3e\u3001\u5220\u9664\u3001\u53d1\u5e03\u548c\u90e8\u7f72\u524d\u6682\u505c\u3002<\/p>\n<p>\u7b2c\u516d\u662f<strong>\u53ef\u8bfb\u8bb0\u5f55<\/strong>\u3002\u4fdd\u5b58\u4ee3\u7406\u4f7f\u7528\u4e86\u54ea\u4e9b\u8f93\u5165\u3001\u8c03\u7528\u4e86\u54ea\u4e9b\u5de5\u5177\u3001\u6539\u53d8\u4e86\u4ec0\u4e48\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u9009\u62e9\u4e0b\u4e00\u6b65\u3002\u8bb0\u5f55\u9700\u8981\u8ba9\u540e\u6765\u7684\u4eba\u80fd\u591f\u91cd\u5efa\u8fc7\u7a0b\uff0c\u800c\u4e0d\u53ea\u662f\u4fdd\u5b58\u96be\u4ee5\u9605\u8bfb\u7684\u5185\u90e8\u65e5\u5fd7\u3002<\/p>\n<p>\u7b2c\u4e03\u662f<strong>\u64a4\u56de\u4e0e\u6062\u590d<\/strong>\u3002\u4f18\u5148\u4f7f\u7528\u8349\u7a3f\u3001\u7248\u672c\u63a7\u5236\u3001\u4e8b\u52a1\u3001\u5907\u4efd\u548c\u5ef6\u8fdf\u53d1\u9001\uff0c\u4f7f\u9519\u8bef\u5728\u6b63\u5f0f\u751f\u6548\u524d\u4ecd\u53ef\u53d6\u6d88\u3002<\/p>\n<p>\u7f8e\u56fd\u56fd\u5bb6\u6807\u51c6\u4e0e\u6280\u672f\u7814\u7a76\u9662\u7684AI\u98ce\u9669\u7ba1\u7406\u6846\u67b6\u5f3a\u8c03\uff0c\u7ec4\u7ec7\u5e94\u6839\u636e\u4f7f\u7528\u60c5\u5883\u914d\u7f6e\u6cbb\u7406\u3001\u6d4b\u91cf\u4e0e\u7ba1\u7406\u63aa\u65bd\uff0c\u5e76\u660e\u786e\u4eba\u673a\u914d\u7f6e\u4e2d\u7684\u89d2\u8272\u548c\u8d23\u4efb\u3002<a href=\"https:\/\/www.nist.gov\/publications\/artificial-intelligence-risk-management-framework-ai-rmf-10\" target=\"_blank\" rel=\"noopener\">NIST\uff1a\u300aAI RMF 1.0\u300b<\/a><\/p>\n<p>\u8fd9\u4e9b\u539f\u5219\u5171\u540c\u8bf4\u660e\uff0c\u4ee3\u7406\u63a7\u5236\u662f\u4e00\u79cd\u7cfb\u7edf\u8bbe\u8ba1\uff0c\u4e0d\u662f\u4e00\u53e5\u201c\u8bf7\u8c28\u614e\u884c\u4e8b\u201d\u7684\u63d0\u793a\u8bcd\u3002<\/p>\n<h2>\u4eba\u5de5\u76d1\u7763\u4e5f\u5e94\u968f\u4ee3\u7406\u80fd\u529b\u6539\u53d8<\/h2>\n<p>\u5f53\u4ee3\u7406\u53ea\u80fd\u7ed9\u51fa\u5efa\u8bae\uff0c\u4eba\u5728\u884c\u52a8\u524d\u53ef\u4ee5\u9010\u9879\u8bc4\u4f30\u3002\u4ee3\u7406\u80fd\u591f\u8fde\u7eed\u6267\u884c\u540e\uff0c\u4eba\u53ef\u80fd\u4ece\u76f4\u63a5\u64cd\u4f5c\u8005\u53d8\u6210\u76d1\u7763\u8005\uff1a\u5148\u8bbe\u5b9a\u4efb\u52a1\uff0c\u518d\u89c2\u5bdf\u8fc7\u7a0b\uff0c\u6700\u540e\u5904\u7406\u4f8b\u5916\u3002<\/p>\n<p>\u8fd9\u4e2a\u53d8\u5316\u63d0\u9ad8\u4e86\u76d1\u7763\u8005\u6240\u9700\u7684\u80fd\u529b\u3002\u4ed6\u9700\u8981\u7406\u89e3\u7cfb\u7edf\u6743\u9650\u3001\u8bfb\u61c2\u4e2d\u95f4\u4ea7\u7269\u3001\u8bc6\u522b\u5f02\u5e38\u5e76\u77e5\u9053\u4f55\u65f6\u505c\u6b62\u3002\u5982\u679c\u7ec4\u7ec7\u56e0\u4e3aAI\u81ea\u52a8\u5316\u800c\u51cf\u5c11\u4eba\u5458\uff0c\u5374\u4ecd\u8981\u6c42\u5269\u4e0b\u7684\u4eba\u5feb\u901f\u6279\u51c6\u5927\u91cf\u884c\u52a8\uff0c\u76d1\u7763\u53ef\u80fd\u6bd4\u539f\u6765\u66f4\u5f31\u3002<\/p>\n<p>Anthropic\u5173\u4e8e\u73b0\u5b9e\u4ee3\u7406\u81ea\u4e3b\u6027\u7684\u7814\u7a76\u8ba4\u4e3a\uff0c\u6709\u6548\u76d1\u7763\u9700\u8981\u65b0\u7684\u90e8\u7f72\u540e\u76d1\u6d4b\u57fa\u7840\u8bbe\u65bd\u548c\u4eba\u673a\u4ea4\u4e92\u65b9\u5f0f\uff0c\u4f7f\u4eba\u548cAI\u5171\u540c\u7ba1\u7406\u81ea\u4e3b\u7a0b\u5ea6\u4e0e\u98ce\u9669\u3002<a href=\"https:\/\/www.anthropic.com\/research\/measuring-agent-autonomy\" target=\"_blank\" rel=\"noopener\">Anthropic\uff1a\u300aMeasuring AI agent autonomy in practice\u300b<\/a><\/p>\n<p>\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u68c0\u67e5\u70b9\u4e0d\u662f\u6c38\u4e45\u56fa\u5b9a\u7684\u3002\u7cfb\u7edf\u7ecf\u8fc7\u6301\u7eed\u8bc4\u4f30\u3001\u5931\u8d25\u6a21\u5f0f\u66f4\u52a0\u6e05\u695a\u3001\u81ea\u52a8\u68c0\u6d4b\u66f4\u52a0\u53ef\u9760\u540e\uff0c\u67d0\u4e9b\u4f4e\u98ce\u9669\u6b65\u9aa4\u53ef\u4ee5\u653e\u5bbd\u3002\u73af\u5883\u3001\u6a21\u578b\u3001\u5de5\u5177\u6216\u4efb\u52a1\u6539\u53d8\u65f6\uff0c\u539f\u6709\u6388\u6743\u8303\u56f4\u53c8\u9700\u8981\u91cd\u65b0\u8bc4\u4f30\u3002<\/p>\n<h2>\u7ed3\u8bba\uff1a\u4e0d\u8981\u95ee\u56fa\u5b9a\u6b65\u6570\uff0c\u8981\u95ee\u4e0b\u4e00\u6b65\u662f\u5426\u8d8a\u8fc7\u63a7\u5236\u8fb9\u754c<\/h2>\n<p>\u4e00\u4e2a\u53ea\u8bfb\u7814\u7a76\u4ee3\u7406\u53ef\u4ee5\u5728\u9694\u79bb\u73af\u5883\u4e2d\u8fde\u7eed\u5b8c\u6210\u51e0\u767e\u6b65\uff0c\u4e00\u4e2a\u5177\u6709\u4ed8\u6b3e\u6216\u53d1\u5e03\u6743\u9650\u7684\u4ee3\u7406\u53ef\u80fd\u5728\u7b2c\u4e00\u6b65\u884c\u52a8\u524d\u5c31\u9700\u8981\u6279\u51c6\u3002\u6b65\u9aa4\u6570\u91cf\u53ea\u80fd\u63cf\u8ff0\u4efb\u52a1\u957f\u5ea6\uff0c\u4e0d\u80fd\u72ec\u81ea\u63cf\u8ff0\u98ce\u9669\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u66f4\u51c6\u786e\u7684\u89c4\u5219\u662f\uff1a<\/p>\n<blockquote>\n<p>AI\u4ee3\u7406\u53ef\u4ee5\u8fde\u7eed\u884c\u52a8\u5230\u4e0b\u4e00\u6b65\u5c06\u663e\u8457\u6269\u5927\u6743\u9650\u3001\u4ea7\u751f\u96be\u4ee5\u64a4\u56de\u7684\u540e\u679c\u3001\u4f9d\u8d56\u672a\u7ecf\u9a8c\u8bc1\u7684\u5173\u952e\u524d\u63d0\uff0c\u6216\u628a\u9519\u8bef\u4f20\u64ad\u5230\u5176\u4ed6\u7cfb\u7edf\u4e3a\u6b62\u3002<\/p>\n<\/blockquote>\n<p>\u5728\u6b64\u4e4b\u524d\uff0c\u7cfb\u7edf\u4ecd\u5e94\u4fdd\u7559\u9884\u7b97\u3001\u65e5\u5fd7\u3001\u81ea\u52a8\u68c0\u67e5\u548c\u505c\u6b62\u6761\u4ef6\uff1b\u5230\u8fbe\u8fb9\u754c\u65f6\uff0c\u5fc5\u987b\u7531\u771f\u6b63\u7406\u89e3\u60c5\u5883\u5e76\u6709\u6743\u62d2\u7edd\u7684\u4eba\u51b3\u5b9a\u662f\u5426\u7ee7\u7eed\u3002<\/p>\n<p>\u4ee3\u7406\u80fd\u529b\u7684\u8fdb\u6b65\u4e0d\u5e94\u4ee5\u201c\u591a\u4e45\u4e0d\u7528\u770b\u5b83\u201d\u4f5c\u4e3a\u552f\u4e00\u6307\u6807\u3002\u66f4\u6210\u719f\u7684\u76ee\u6807\u662f\uff1a\u5373\u4f7f\u5b83\u5de5\u4f5c\u5f88\u4e45\uff0c\u4eba\u4ecd\u7136\u77e5\u9053\u5b83\u5728\u505a\u4ec0\u4e48\uff1b\u5373\u4f7f\u5b83\u8d70\u9519\uff0c\u4eba\u4ecd\u80fd\u53ca\u65f6\u505c\u6b62\uff1b\u5373\u4f7f\u9519\u8bef\u53d1\u751f\uff0c\u7cfb\u7edf\u4ecd\u80fd\u6062\u590d\u5e76\u8bf4\u660e\u539f\u56e0\u3002<\/p>\n<p>\u63a7\u5236\u4e0d\u662f\u4e0d\u65ad\u6253\u65ad\u4ee3\u7406\uff0c\u800c\u662f\u628a\u81ea\u4e3b\u6027\u653e\u5728\u6e05\u695a\u3001\u53ef\u6d4b\u91cf\u3001\u53ef\u64a4\u56de\u7684\u8303\u56f4\u5185\u3002<\/p>\n<h3>\u4e3b\u8981\u8d44\u6599<\/h3>\n<ul>\n<li><a href=\"https:\/\/www.anthropic.com\/research\/trustworthy-agents\" target=\"_blank\" rel=\"noopener\">Anthropic\uff1aTrustworthy agents in practice<\/a><\/li>\n<li><a href=\"https:\/\/www.anthropic.com\/research\/measuring-agent-autonomy\" target=\"_blank\" rel=\"noopener\">Anthropic\uff1aMeasuring AI agent autonomy in practice<\/a><\/li>\n<li><a href=\"https:\/\/metr.org\/research\/\" target=\"_blank\" rel=\"noopener\">METR\uff1aResearch\u2014Time Horizon 1.1<\/a><\/li>\n<li><a href=\"https:\/\/www.nist.gov\/publications\/artificial-intelligence-risk-management-framework-ai-rmf-10\" target=\"_blank\" rel=\"noopener\">NIST\uff1aArtificial Intelligence Risk Management Framework 1.0<\/a><\/li>\n<li><a href=\"https:\/\/ai-act-service-desk.ec.europa.eu\/en\/ai-act\/article-14\" target=\"_blank\" rel=\"noopener\">EU AI Act Service Desk\uff1aArticle 14\u2014Human oversight<\/a><\/li>\n<\/ul>\n<p><strong>\u7ee7\u7eed\u9605\u8bfb\uff1a<\/strong><a href=\"https:\/\/geoffreychen.com\/zh\/category\/ai-frontiers\/after-ai-enters-the-workflow\/\">\u6d4f\u89c8\u300aAI\u8fdb\u5165\u5de5\u4f5c\u4e4b\u540e\u300b\u7cfb\u5217\u6587\u7ae0<\/a><\/p>\n<p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":17897162,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":true,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_geoff_meta_description_en":"Explains why step limits alone can\u2019t ensure safe AI agent oversight, and argues for task-specific action envelopes based on permission, consequence and reversibility.","_geoff_meta_description_zh":"\u6587\u7ae0\u6307\u51fa\u4ec5\u7528\u56fa\u5b9a\u6b65\u6570\u65e0\u6cd5\u8861\u91cfAI\u4ee3\u7406\u98ce\u9669\uff0c\u6838\u5fc3\u5728\u4e8e\u6309\u6743\u9650\u3001\u540e\u679c\u3001\u53ef\u9006\u6027\u4e0e\u68c0\u6d4b\u96be\u5ea6\u4e3a\u4e0d\u540c\u4efb\u52a1\u8bbe\u5b9a\u53d7\u63a7\u884c\u52a8\u8303\u56f4\u5e76\u8bbe\u7f6e\u5173\u952e\u68c0\u67e5\u70b9\u3002","_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[787296333],"tags":[787296336,787295121,787296338,787295122,787296334,787295105,787295106,787296335],"class_list":["post-16748","post","type-post","status-publish","format-standard","hentry","category-after-ai-enters-the-workflow","tag-after-ai-enters-the-workflow","tag-ai-agents","tag-after-ai-enters-the-workflow-zh","tag-ai-agents-zh","tag-from-answering-questions-to-participating-in-work","tag-human-oversight","tag-human-oversight-zh","tag-from-answering-questions-to-participating-in-work-zh",""],"translatepress_titles":{"en_AU":"How Many Steps Should an AI Agent Be Allowed to Take Before Human 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