{"id":16324,"date":"2026-08-10T20:09:30","date_gmt":"2026-08-10T10:09:30","guid":{"rendered":"https:\/\/geoffreychen.com\/when-is-the-cost-of-error-too-high-for-ai-automation\/"},"modified":"2026-08-10T20:09:30","modified_gmt":"2026-08-10T10:09:30","slug":"when-is-the-cost-of-error-too-high-for-ai-automation","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/when-is-the-cost-of-error-too-high-for-ai-automation\/","title":{"rendered":"\u9519\u8bef\u4ee3\u4ef7\u591a\u9ad8\u65f6\uff0c\u5fc5\u987b\u7981\u6b62AI\u81ea\u52a8\u6267\u884c\uff1f \/ When Is the Cost of Error Too High for AI Automation?"},"content":{"rendered":"<\/p>\n<p><strong>\u7b80\u77ed\u7b54\u6848<\/strong><\/p>\n<p>\u6ca1\u6709\u4e00\u4e2a\u9002\u7528\u4e8e\u6240\u6709\u4efb\u52a1\u7684\u91d1\u989d\u95e8\u69db\u3002\u5f53\u4e00\u6b21\u9519\u8bef\u53ef\u80fd\u9020\u6210\u4eba\u8eab\u4f24\u5bb3\u3001\u4e0d\u53ef\u9006\u8d44\u91d1\u8f6c\u79fb\u3001\u6cd5\u5f8b\u6743\u5229\u53d7\u635f\u3001\u654f\u611f\u8d44\u6599\u6cc4\u9732\u3001\u516c\u5171\u627f\u8bfa\u6216\u5927\u89c4\u6a21\u8fde\u9501\u5f71\u54cd\uff0c\u800c\u7cfb\u7edf\u53c8\u65e0\u6cd5\u5728\u6267\u884c\u524d\u53ef\u9760\u53d1\u73b0\u5f02\u5e38\u65f6\uff0c\u5c31\u4e0d\u5e94\u5141\u8bb8\u901a\u7528AI\u81ea\u52a8\u5b8c\u6210\u6700\u540e\u52a8\u4f5c\u3002\u5224\u65ad\u5e94\u540c\u65f6\u770b\u540e\u679c\u3001\u53d1\u751f\u6982\u7387\u3001\u66b4\u9732\u89c4\u6a21\u3001\u53ef\u9006\u6027\u548c\u53d1\u73b0\u65f6\u95f4\uff1b\u4efb\u4f55\u6781\u7aef\u9879\u90fd\u53ef\u4ee5\u89e6\u53d1\u5f3a\u5236\u4eba\u5de5\u6279\u51c6\u3002<\/p>\n<p><strong>\u4e0d\u8981\u53ea\u7528\u201c\u9519\u8bef\u6982\u7387\u4f4e\u201d\u5224\u65ad\u81ea\u52a8\u5316<\/strong><\/p>\n<p>\u98ce\u9669\u5e38\u88ab\u7b80\u5316\u6210\u6982\u7387\u4e58\u635f\u5931\uff0c\u4f46\u5b9e\u9645\u81ea\u52a8\u5316\u8fd8\u4f1a\u6539\u53d8\u901f\u5ea6\u548c\u89c4\u6a21\u3002\u4eba\u5de5\u4e00\u5929\u53ef\u80fd\u8bef\u53d1\u4e00\u5c01\u90ae\u4ef6\uff0c\u4ee3\u7406\u7cfb\u7edf\u53ef\u80fd\u4e00\u5206\u949f\u8bef\u53d1\u4e00\u4e07\u5c01\uff1b\u4e00\u4e2a\u9519\u8bef\u516c\u5f0f\u53ef\u80fd\u5728\u6240\u6709\u5ba2\u6237\u8d26\u5355\u4e0a\u91cd\u590d\uff1b\u4e00\u4e2a\u6cc4\u9732\u94fe\u63a5\u4e00\u65e6\u88ab\u641c\u7d22\u5f15\u64ce\u6536\u5f55\uff0c\u5f88\u96be\u771f\u6b63\u6536\u56de\u3002<\/p>\n<p>\u56e0\u6b64\u81f3\u5c11\u8981\u95ee\u4e94\u4ef6\u4e8b\uff1a\u5355\u6b21\u6700\u574f\u540e\u679c\u662f\u4ec0\u4e48\uff1b\u540c\u4e00\u9519\u8bef\u4f1a\u5f71\u54cd\u591a\u5c11\u5bf9\u8c61\uff1b\u635f\u5bb3\u80fd\u5426\u5b8c\u5168\u64a4\u9500\uff1b\u591a\u4e45\u624d\u80fd\u53d1\u73b0\uff1b\u53d7\u5f71\u54cd\u8005\u80fd\u5426\u5f97\u5230\u901a\u77e5\u548c\u8865\u6551\u3002\u6a21\u578b\u5728\u6d4b\u8bd5\u96c6\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u4e0d\u80fd\u56de\u7b54\u8fd9\u4e9b\u8fd0\u8425\u95ee\u9898\u3002<\/p>\n<p>NIST AI\u98ce\u9669\u7ba1\u7406\u6846\u67b6\u628a\u98ce\u9669\u89c6\u4e3a\u5bf9\u4e2a\u4eba\u3001\u7ec4\u7ec7\u548c\u793e\u4f1a\u7684\u6f5c\u5728\u5f71\u54cd\uff0c\u5e76\u8981\u6c42\u5728\u5177\u4f53\u60c5\u5883\u4e2d\u6cbb\u7406\u3001\u6620\u5c04\u3001\u6d4b\u91cf\u548c\u7ba1\u7406\u3002\u5b83\u652f\u6301\u7684\u4e0d\u662f\u4e00\u4e2a\u7edf\u4e00\u51c6\u786e\u7387\u95e8\u69db\uff0c\u800c\u662f\u6309\u7528\u9014\u548c\u540e\u679c\u51b3\u5b9a\u63a7\u5236\u5f3a\u5ea6\u3002<a href=\"https:\/\/www.nist.gov\/itl\/ai-risk-management-framework\" target=\"_blank\" rel=\"noopener\">NIST AI Risk Management Framework<\/a><\/p>\n<p><strong>\u5148\u628a\u201c\u5efa\u8bae\u9519\u8bef\u201d\u548c\u201c\u884c\u52a8\u9519\u8bef\u201d\u5206\u5f00<\/strong><\/p>\n<p>AI\u5728\u5c4f\u5e55\u4e0a\u5199\u9519\u4e00\u53e5\uff0c\u4e0e\u7cfb\u7edf\u628a\u8fd9\u53e5\u8bdd\u53d1\u7ed9\u5ba2\u6237\u3001\u6267\u884c\u4ed8\u6b3e\u6216\u4fee\u6539\u751f\u4ea7\u73af\u5883\uff0c\u662f\u4e24\u79cd\u98ce\u9669\u3002\u5efa\u8bae\u9636\u6bb5\u4ecd\u7ed9\u4eba\u548c\u8f6f\u4ef6\u89c4\u5219\u7559\u4e0b\u62e6\u622a\u673a\u4f1a\uff1b\u884c\u52a8\u9636\u6bb5\u4f1a\u628a\u6982\u7387\u53d8\u6210\u771f\u5b9e\u540e\u679c\u3002<\/p>\n<p>\u6700\u5b9e\u7528\u7684\u8fb9\u754c\u662f\u628a\u751f\u6210\u6743\u9650\u4e0e\u6267\u884c\u6743\u9650\u5206\u79bb\u3002\u6a21\u578b\u53ef\u4ee5\u8d77\u8349\u90ae\u4ef6\uff0c\u4f46\u4e0d\u80fd\u9009\u62e9\u6700\u7ec8\u6536\u4ef6\u4eba\u5e76\u53d1\u9001\uff1b\u53ef\u4ee5\u51c6\u5907\u4ed8\u6b3e\u6307\u4ee4\uff0c\u4f46\u4e0d\u80fd\u63d0\u4ea4\uff1b\u53ef\u4ee5\u63d0\u51fa\u6587\u4ef6\u5220\u9664\u6e05\u5355\uff0c\u4f46\u5220\u9664\u5fc5\u987b\u901a\u8fc7\u786e\u5b9a\u6027\u89c4\u5219\u3001\u9884\u89c8\u548c\u6279\u51c6\u3002\u4e0d\u8981\u56e0\u4e3a\u67d0\u5de5\u5177\u80fd\u8c03\u7528API\uff0c\u5c31\u9ed8\u8ba4\u5b83\u5e94\u8be5\u83b7\u5f97API\u7684\u5168\u90e8\u6743\u9650\u3002<\/p>\n<p>\u6743\u9650\u8bbe\u8ba1\u5e94\u6309\u5177\u4f53\u52a8\u4f5c\u62c6\u5206\uff0c\u5e76\u4f7f\u7528\u6700\u5c0f\u6743\u9650\u3001\u91d1\u989d\u6216\u6570\u91cf\u4e0a\u9650\u3001\u5141\u8bb8\u540d\u5355\u3001\u6c99\u76d2\u3001\u5ef6\u8fdf\u961f\u5217\u548c\u53ef\u64a4\u9500\u673a\u5236\u3002\u5bf9\u9ad8\u4ee3\u4ef7\u52a8\u4f5c\uff0c\u6a21\u578b\u8f93\u51fa\u53ea\u80fd\u6210\u4e3a\u5f85\u5ba1\u6279\u63d0\u6848\u3002<\/p>\n<p><strong>\u4eba\u8eab\u5b89\u5168\u548c\u57fa\u672c\u6743\u5229\u4e0d\u5e94\u7531\u901a\u7528\u6a21\u578b\u81ea\u52a8\u51b3\u5b9a<\/strong><\/p>\n<p>\u533b\u7597\u5904\u7f6e\u3001\u5371\u9669\u8bbe\u5907\u63a7\u5236\u3001\u6267\u6cd5\u3001\u798f\u5229\u505c\u6b62\u3001\u62db\u8058\u6dd8\u6c70\u3001\u8d37\u6b3e\u62d2\u7edd\u548c\u7c7b\u4f3c\u51b3\u5b9a\uff0c\u53ef\u80fd\u5f71\u54cd\u5065\u5eb7\u3001\u81ea\u7531\u3001\u751f\u8ba1\u4e0e\u5e73\u7b49\u673a\u4f1a\u3002\u5373\u4f7f\u5e73\u5747\u635f\u5931\u96be\u4ee5\u6362\u7b97\u6210\u91d1\u989d\uff0c\u4e5f\u5e94\u89c6\u4e3a\u9ad8\u4ee3\u4ef7\u3002<\/p>\n<p>\u8fd9\u7c7b\u7528\u9014\u9700\u8981\u9002\u7528\u9886\u57df\u7684\u9a8c\u8bc1\u3001\u6cd5\u89c4\u4e0e\u4e13\u4e1a\u6807\u51c6\u3001\u53ef\u89e3\u91ca\u7a0b\u5e8f\u3001\u6709\u6548\u7533\u8bc9\u4ee5\u53ca\u5177\u5907\u8d23\u4efb\u7684\u51b3\u5b9a\u8005\u3002\u901a\u7528\u751f\u6210\u5f0fAI\u53ef\u4ee5\u6574\u7406\u8d44\u6599\u6216\u63d0\u51fa\u9700\u8981\u68c0\u67e5\u7684\u95ee\u9898\uff0c\u4f46\u4e0d\u80fd\u56e0\u4e3a\u8868\u8fbe\u6d41\u7545\u5c31\u53d6\u5f97\u6700\u7ec8\u6743\u9650\u3002<\/p>\n<p>\u6fb3\u5927\u5229\u4e9a\u4eba\u6743\u59d4\u5458\u4f1a\u5173\u4e8e\u4eba\u6743\u4e0e\u6280\u672f\u7684\u62a5\u544a\u5f3a\u8c03\uff0cAI\u8f85\u52a9\u51b3\u7b56\u53ef\u80fd\u5f71\u54cd\u57fa\u672c\u6743\u5229\uff0c\u900f\u660e\u3001\u8d23\u4efb\u548c\u72ec\u7acb\u76d1\u7763\u81f3\u5173\u91cd\u8981\u3002<a href=\"https:\/\/humanrights.gov.au\/resource-hub\/technology-and-human-rights\/final-report-human-rights-and-technology\" target=\"_blank\" rel=\"noopener\">Australian Human Rights Commission: Human Rights and Technology Final Report<\/a><\/p>\n<p><strong>\u4e0d\u53ef\u9006\u6216\u65e0\u6cd5\u5b8c\u6574\u8865\u6551\u7684\u635f\u5931\u8981\u91c7\u7528\u66f4\u4f4e\u95e8\u69db<\/strong><\/p>\n<p>\u67d0\u4e9b\u884c\u52a8\u53ef\u4ee5\u64a4\u56de\uff0c\u4f46\u4f24\u5bb3\u4e0d\u4f1a\u5b8c\u5168\u6d88\u5931\u3002\u8bef\u53d1\u7684\u89e3\u96c7\u901a\u77e5\u5373\u4f7f\u5f53\u5929\u64a4\u56de\uff0c\u4e5f\u53ef\u80fd\u9020\u6210\u5fc3\u7406\u548c\u804c\u4e1a\u5f71\u54cd\uff1b\u516c\u5f00\u7684\u5065\u5eb7\u8d44\u6599\u5373\u4f7f\u5220\u9664\uff0c\u4e5f\u53ef\u80fd\u5df2\u88ab\u590d\u5236\uff1b\u9519\u8bef\u62a5\u8b66\u5373\u4f7f\u6f84\u6e05\uff0c\u4e5f\u53ef\u80fd\u5f71\u54cd\u4fe1\u7528\u6216\u58f0\u8a89\u3002<\/p>\n<p>\u5224\u65ad\u53ef\u9006\u6027\u4e0d\u80fd\u53ea\u770b\u7cfb\u7edf\u6709\u6ca1\u6709\u201cUndo\u201d\u6309\u94ae\u3002\u5e94\u95ee\u5916\u90e8\u63a5\u6536\u8005\u662f\u5426\u5df2\u91c7\u53d6\u884c\u52a8\u3001\u8d44\u6599\u662f\u5426\u5df2\u590d\u5236\u3001\u6cd5\u5f8b\u671f\u9650\u662f\u5426\u5df2\u9519\u8fc7\u3001\u53d7\u5f71\u54cd\u8005\u662f\u5426\u80fd\u6062\u590d\u539f\u6709\u4f4d\u7f6e\u3002\u65e0\u6cd5\u4fdd\u8bc1\u5b8c\u6574\u6062\u590d\u65f6\uff0c\u5e94\u5728\u6267\u884c\u524d\u589e\u52a0\u63a7\u5236\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u4e8b\u540e\u4fee\u590d\u3002<\/p>\n<p>\u5bf9\u5b8c\u5168\u4e0d\u53ef\u9006\u3001\u53ef\u80fd\u5371\u53ca\u751f\u547d\u6216\u5927\u8303\u56f4\u6cc4\u9732\u7684\u52a8\u4f5c\uff0c\u5408\u7406\u9ed8\u8ba4\u503c\u662f\u7981\u6b62\u901a\u7528AI\u81ea\u4e3b\u6267\u884c\u3002\u82e5\u786e\u6709\u81ea\u52a8\u5316\u9700\u8981\uff0c\u5e94\u4f7f\u7528\u7ecf\u8fc7\u7279\u5b9a\u9a8c\u8bc1\u7684\u786e\u5b9a\u6027\u7cfb\u7edf\u3001\u5197\u4f59\u5b89\u5168\u88c5\u7f6e\u548c\u6b63\u5f0f\u6388\u6743\uff0c\u800c\u4e0d\u662f\u81ea\u7531\u751f\u6210\u6307\u4ee4\u3002<\/p>\n<p><strong>\u89c4\u6a21\u4f1a\u628a\u5c0f\u9519\u8bef\u53d8\u6210\u91cd\u5927\u4e8b\u4ef6<\/strong><\/p>\n<p>\u5355\u6b21\u5c11\u6536\u4e00\u5143\u4f3c\u4e4e\u5f88\u5c0f\uff0c\u82e5\u91cd\u590d\u5230\u6570\u767e\u4e07\u4ea4\u6613\u5c31\u4f1a\u5f62\u6210\u91cd\u5927\u8d22\u52a1\u4e0e\u4fe1\u4efb\u95ee\u9898\u3002\u4e00\u6b21\u4e0d\u51c6\u786e\u7684\u4e2a\u6027\u5316\u5efa\u8bae\u4e5f\u8bb8\u5bb9\u6613\u7ea0\u6b63\uff0c\u82e5\u7cfb\u7edf\u5bf9\u6240\u6709\u7528\u6237\u91c7\u7528\u540c\u4e00\u9519\u8bef\u5047\u8bbe\uff0c\u66b4\u9732\u5c31\u4f1a\u76f8\u5173\u800c\u96c6\u4e2d\u3002<\/p>\n<p>\u98ce\u9669\u8bc4\u4f30\u5e94\u8bbe\u7f6e\u201c\u7206\u70b8\u534a\u5f84\u201d\uff1a\u6bcf\u6279\u6700\u591a\u591a\u5c11\u6536\u4ef6\u4eba\u3001\u6bcf\u5c0f\u65f6\u6700\u591a\u591a\u5c11\u4ea4\u6613\u3001\u6bcf\u6b21\u53ef\u4ee5\u4fee\u6539\u591a\u5c11\u6587\u4ef6\u3001\u6bcf\u4e2a\u8d26\u6237\u53ef\u89e6\u8fbe\u54ea\u4e9b\u6570\u636e\u3002\u5148\u5728\u5c0f\u8303\u56f4\u3001\u53ef\u89c2\u5bdf\u3001\u53ef\u64a4\u9500\u73af\u5883\u8fd0\u884c\uff0c\u518d\u9010\u6b65\u6269\u5927\u3002\u6269\u5927\u89c4\u6a21\u672c\u8eab\u5e94\u89e6\u53d1\u91cd\u65b0\u6279\u51c6\uff0c\u56e0\u4e3a\u5b83\u6539\u53d8\u4e86\u6700\u574f\u540e\u679c\u3002<\/p>\n<p>\u8fd8\u8981\u9632\u6b62\u591a\u4e2a\u4f4e\u98ce\u9669\u6b65\u9aa4\u4e32\u8054\u6210\u9ad8\u98ce\u9669\u6d41\u7a0b\u3002\u8bfb\u53d6\u90ae\u4ef6\u3001\u63d0\u53d6\u94f6\u884c\u4fe1\u606f\u3001\u521b\u5efa\u4ed8\u6b3e\u548c\u53d1\u9001\u786e\u8ba4\uff0c\u5355\u770b\u6bcf\u9879\u90fd\u50cf\u666e\u901a\u64cd\u4f5c\uff0c\u7ec4\u5408\u540e\u5374\u53ef\u80fd\u76f4\u63a5\u8f6c\u79fb\u8d44\u91d1\u3002<\/p>\n<p><strong>\u53d1\u73b0\u5f97\u8d8a\u665a\uff0c\u5141\u8bb8\u7684\u98ce\u9669\u8d8a\u4f4e<\/strong><\/p>\n<p>\u9519\u8bef\u5982\u679c\u5728\u6267\u884c\u524d\u88ab\u786e\u5b9a\u6027\u6821\u9a8c\u53d1\u73b0\uff0c\u635f\u5931\u63a5\u8fd1\u96f6\uff1b\u5982\u679c\u8981\u7b49\u5ba2\u6237\u6295\u8bc9\u6570\u5468\u540e\u624d\u77e5\u9053\uff0c\u635f\u5931\u4f1a\u79ef\u7d2f\u3002\u98ce\u9669\u63a7\u5236\u5e94\u660e\u786e\u68c0\u6d4b\u7a97\u53e3\u548c\u505c\u6b62\u65f6\u95f4\u3002<\/p>\n<p>\u5efa\u7acb\u5b9e\u65f6\u89c4\u5219\u68c0\u67e5\u3001\u5f02\u5e38\u9608\u503c\u3001\u5bf9\u8d26\u3001\u56de\u6267\u548c\u4e8b\u4ef6\u8b66\u62a5\u3002\u7b2c\u4e00\u6279\u53ef\u4ee5\u9010\u9879\u4eba\u5de5\u6279\u51c6\uff0c\u7a33\u5b9a\u540e\u4ecd\u5e94\u4fdd\u7559\u968f\u673a\u62bd\u6837\u548c\u81ea\u52a8\u505c\u673a\u6761\u4ef6\u3002\u82e5\u7cfb\u7edf\u65e0\u6cd5\u53ef\u9760\u77e5\u9053\u884c\u52a8\u662f\u5426\u6210\u529f\u3001\u5bf9\u8c61\u662f\u5426\u6b63\u786e\u6216\u7ed3\u679c\u662f\u5426\u5f02\u5e38\uff0c\u5c31\u4e0d\u5177\u5907\u81ea\u4e3b\u6267\u884c\u7684\u57fa\u672c\u53ef\u89c2\u5bdf\u6027\u3002<\/p>\n<p>\u6240\u8c13\u201c\u6301\u7eed\u76d1\u63a7\u201d\u5fc5\u987b\u8fde\u63a5\u5230\u5904\u7f6e\uff1a\u8c01\u6536\u5230\u8b66\u62a5\u3001\u591a\u4e45\u54cd\u5e94\u3001\u8c01\u80fd\u6682\u505c\u3001\u5982\u4f55\u901a\u77e5\u53d7\u5f71\u54cd\u8005\u3002\u53ea\u6709\u4eea\u8868\u677f\u800c\u6ca1\u6709\u503c\u73ed\u4e0e\u6743\u9650\uff0c\u4e0d\u662f\u63a7\u5236\u3002<\/p>\n<p><strong>\u7528\u635f\u5931\u9884\u7b97\u51b3\u5b9a\u81ea\u52a8\u5316\u7ea7\u5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8ce\u9669\uff0c\u5f3a\u8c03\u4ee5\u6d4b\u91cf\u3001\u6587\u6863\u548c\u6301\u7eed\u7ba1\u7406\u5904\u7406\u5b83\u4eec\uff0c\u800c\u4e0d\u662f\u5047\u8bbe\u6a21\u578b\u4f1a\u81ea\u6211\u7ea6\u675f\u3002<a href=\"https:\/\/doi.org\/10.6028\/NIST.AI.600-1\" target=\"_blank\" rel=\"noopener\">NIST AI 600-1: Generative AI Profile<\/a><\/p>\n<p><strong>\u4e0d\u8981\u8ba9\u4eba\u5de5\u786e\u8ba4\u53d8\u6210\u65e0\u4fe1\u606f\u7684\u70b9\u51fb<\/strong><\/p>\n<p>\u9ad8\u98ce\u9669\u6279\u51c6\u754c\u9762\u5fc5\u987b\u5c55\u793a\u6700\u7ec8\u884c\u52a8\uff0c\u800c\u4e0d\u662f\u201cAI\u5df2\u51c6\u5907\u597d\uff0c\u662f\u5426\u7ee7\u7eed\uff1f\u201d\u6279\u51c6\u8005\u5e94\u770b\u89c1\u786e\u5207\u6536\u4ef6\u4eba\u3001\u91d1\u989d\u3001\u6587\u4ef6\u53d8\u5316\u3001\u6570\u636e\u8303\u56f4\u3001\u5916\u90e8\u516c\u5f00\u72b6\u6001\u548c\u4e0d\u53ef\u9006\u540e\u679c\u3002\u91cd\u8981\u5dee\u5f02\u5e94\u7a81\u51fa\uff0c\u654f\u611f\u5b57\u6bb5\u5e94\u518d\u6b21\u9a8c\u8bc1\u3002<\/p>\n<p>\u6279\u91cf\u6279\u51c6\u9700\u8981\u663e\u793a\u603b\u89c4\u6a21\u548c\u5f02\u5e38\u9879\uff0c\u4e0d\u80fd\u628a\u4e00\u4e07\u6b21\u64cd\u4f5c\u85cf\u5728\u4e00\u4e2a\u6309\u94ae\u540e\u3002\u6781\u9ad8\u98ce\u9669\u52a8\u4f5c\u53ef\u4ee5\u8981\u6c42\u4e24\u540d\u4e0d\u540c\u89d2\u8272\u6279\u51c6\uff0c\u6216\u8bbe\u7f6e\u51b7\u9759\u671f\uff0c\u8ba9\u8bef\u64cd\u4f5c\u4e0e\u8d26\u6237\u88ab\u76d7\u90fd\u6709\u62e6\u622a\u673a\u4f1a\u3002<\/p>\n<p>\u6279\u51c6\u8005\u8fd8\u5fc5\u987b\u6709\u8db3\u591f\u65f6\u95f4\u548c\u80fd\u529b\u3002\u82e5\u7cfb\u7edf\u8bbe\u8ba1\u8ba9\u9010\u9879\u68c0\u67e5\u4e0d\u53ef\u80fd\uff0c\u5c31\u5e94\u51cf\u5c11\u6279\u91cf\u8303\u56f4\u6216\u53d6\u6d88AI\u6267\u884c\u6743\u9650\u3002<\/p>\n<p><strong>\u6211\u7684\u5224\u65ad\uff1a\u5148\u8bbe\u8ba1\u4e8b\u6545\uff0c\u518d\u51b3\u5b9a\u6743\u9650<\/strong><\/p>\n<p>\u5728\u6388\u6743AI\u6267\u884c\u524d\uff0c\u5148\u5199\u51fa\u4e09\u4e2a\u53ef\u4fe1\u7684\u5931\u8d25\u60c5\u666f\uff1a\u9519\u8bef\u5bf9\u8c61\u3001\u9519\u8bef\u5185\u5bb9\u548c\u6076\u610f\u8f93\u5165\u3002\u8bf4\u660e\u6700\u5927\u5f71\u54cd\u3001\u53d1\u73b0\u65b9\u5f0f\u3001\u505c\u6b62\u6b65\u9aa4\u3001\u6062\u590d\u80fd\u529b\u548c\u8d23\u4efb\u4eba\u3002\u5982\u679c\u56e2\u961f\u65e0\u6cd5\u5b8c\u6210\u8fd9\u4efd\u4e8b\u6545\u53d9\u8ff0\uff0c\u5c31\u8fd8\u4e0d\u4e86\u89e3\u7cfb\u7edf\u5982\u4f55\u5931\u8d25\uff0c\u4e5f\u4e0d\u5e94\u6388\u4e88\u81ea\u4e3b\u6743\u9650\u3002<\/p>\n<p>\u6700\u597d\u7684\u81ea\u52a8\u5316\u76ee\u6807\u4e0d\u662f\u201c\u5220\u9664\u6240\u6709\u4eba\u5de5\u6b65\u9aa4\u201d\uff0c\u800c\u662f\u5728\u4e0d\u7a81\u7834\u635f\u5931\u9884\u7b97\u7684\u60c5\u51b5\u4e0b\u51cf\u5c11\u4f4e\u4ef7\u503c\u64cd\u4f5c\u3002\u4fdd\u7559\u4e00\u4e2a\u5173\u952e\u6279\u51c6\u70b9\uff0c\u53ef\u80fd\u53ea\u82b1\u51e0\u5341\u79d2\uff0c\u5374\u628a\u516c\u5f00\u884c\u52a8\u4e0e\u53ef\u7f16\u8f91\u8349\u7a3f\u5206\u5f00\u3002\u8fd9\u901a\u5e38\u662f\u503c\u5f97\u7684\u6210\u672c\u3002<\/p>\n<p><strong>\u51b3\u7b56\u68c0\u67e5\u8868<\/strong><\/p>\n<ul>\n<li>\u6700\u574f\u7ed3\u679c\u4f1a\u5f71\u54cd\u5065\u5eb7\u3001\u5b89\u5168\u3001\u6743\u5229\u3001\u751f\u8ba1\u3001\u91cd\u5927\u8d22\u4ea7\u6216\u654f\u611f\u8d44\u6599\u5417\uff1f<\/li>\n<li>\u540c\u4e00\u4e2a\u9519\u8bef\u4e00\u6b21\u80fd\u5f71\u54cd\u591a\u5c11\u4eba\u3001\u4ea4\u6613\u3001\u6587\u4ef6\u6216\u7cfb\u7edf\uff1f<\/li>\n<li>\u635f\u5bb3\u80fd\u5426\u5b8c\u6574\u64a4\u9500\uff0c\u8fd8\u662f\u53ea\u80fd\u505c\u6b62\u7ee7\u7eed\u6269\u5927\uff1f<\/li>\n<li>\u9519\u8bef\u4f1a\u5728\u6267\u884c\u524d\u3001\u51e0\u5206\u949f\u5185\uff0c\u8fd8\u662f\u51e0\u5468\u540e\u88ab\u53d1\u73b0\uff1f<\/li>\n<li>\u662f\u5426\u6709\u786e\u5b9a\u6027\u89c4\u5219\u68c0\u67e5\u5bf9\u8c61\u3001\u91d1\u989d\u3001\u683c\u5f0f\u3001\u6743\u9650\u4e0e\u5f02\u5e38\uff1f<\/li>\n<li>AI\u7684\u751f\u6210\u6743\u9650\u662f\u5426\u4e0e\u53d1\u9001\u3001\u4ed8\u6b3e\u3001\u5220\u9664\u548c\u53d1\u5e03\u6743\u9650\u5206\u79bb\uff1f<\/li>\n<li>\u6279\u51c6\u8005\u80fd\u5426\u770b\u89c1\u6700\u7ec8\u884c\u52a8\u548c\u603b\u66b4\u9732\uff0c\u800c\u4e0d\u662f\u53ea\u770b\u6a21\u578b\u6458\u8981\uff1f<\/li>\n<li>\u662f\u5426\u6709\u786c\u9650\u989d\u3001\u505c\u6b62\u5f00\u5173\u3001\u4e8b\u4ef6\u8d1f\u8d23\u4eba\u3001\u901a\u77e5\u548c\u8865\u6551\u65b9\u6848\uff1f<\/li>\n<\/ul>\n<p><strong>\u7ed3\u8bba<\/strong><\/p>\n<p>\u9519\u8bef\u4ee3\u4ef7\u662f\u5426\u8fc7\u9ad8\uff0c\u4e0d\u7531\u4e00\u4e2a\u901a\u7528\u91d1\u989d\u6216\u6a21\u578b\u51c6\u786e\u7387\u51b3\u5b9a\u3002\u4eba\u8eab\u4e0e\u6743\u5229\u5f71\u54cd\u3001\u4e0d\u53ef\u9006\u6027\u3001\u5927\u89c4\u6a21\u66b4\u9732\u3001\u665a\u53d1\u73b0\u548c\u7f3a\u5c11\u8865\u6551\u90fd\u4f1a\u628a\u95e8\u69db\u964d\u5230\u5fc5\u987b\u4eba\u5de5\u6279\u51c6\uff0c\u751a\u81f3\u7981\u6b62\u6267\u884c\u3002\u5148\u9650\u5236\u6743\u9650\u548c\u7206\u70b8\u534a\u5f84\uff0c\u518d\u8003\u8651\u6548\u7387\u3002AI\u53ef\u4ee5\u5feb\u901f\u63d0\u51fa\u884c\u52a8\uff0c\u4f46\u628a\u5efa\u8bae\u53d8\u6210\u73b0\u5b9e\u7684\u6700\u540e\u4e00\u6b65\uff0c\u5e94\u7531\u4e0e\u6700\u574f\u540e\u679c\u76f8\u5339\u914d\u7684\u63a7\u5236\u6765\u51b3\u5b9a\u3002<\/p>\n<p><strong>\u76f8\u5173\u95ee\u9898<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/geoffreychen.com\/zh\/when-should-ai-not-make-the-decision\/\">\u4ec0\u4e48\u65f6\u5019\u4e0d\u5e94\u8be5\u8ba9AI\u66ff\u4f60\u505a\u51b3\u5b9a\uff1f<\/a><\/li>\n<li><a href=\"https:\/\/geoffreychen.com\/zh\/what-must-ai-agents-confirm-before-they-act\/\">AI\u66ff\u4f60\u53d1\u90ae\u4ef6\u3001\u4ed8\u6b3e\u6216\u4fee\u6539\u6587\u4ef6\u524d\uff0c\u54ea\u4e9b\u6b65\u9aa4\u5fc5\u987b\u786e\u8ba4\uff1f<\/a><\/li>\n<\/ul>\n<p><strong>\u7ee7\u7eed\u9605\u8bfb\u672c\u7cfb\u5217\uff1a<\/strong> <a href=\"https:\/\/geoffreychen.com\/zh\/ai-judgment\/\">\u300aAI\u53ef\u4ee5\u76f8\u4fe1\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff1f\u300b\u5168\u90e8\u6587\u7ae0<\/a><\/p>\n<p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":17897162,"featured_media":0,"comment_status":"","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":"Argues there\u2019s no universal error-cost dollar threshold: forbid general AI\u2019s final actions when errors could be irreversible, rights\u2011impacting, high\u2011scale or hard to 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