{"id":16496,"date":"2023-11-13T13:13:48","date_gmt":"2023-11-13T05:13:48","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=16496"},"modified":"2023-11-13T13:13:48","modified_gmt":"2023-11-13T05:13:48","slug":"2028%e5%b9%b4%e4%ba%ba%e7%b1%bb%e5%b0%86%e8%bf%8e%e6%9d%a5agi%ef%bc%9adeepmind%e8%81%94%e5%90%88%e5%88%9b%e5%a7%8b%e4%ba%ba%e9%95%bf%e6%96%87%e9%a2%84%e6%b5%8b%e6%9c%aa%e6%9d%a5ai%e5%8f%91%e5%b1%95","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/11\/13\/16496\/","title":{"rendered":"2028\u5e74\u4eba\u7c7b\u5c06\u8fce\u6765AGI\uff1aDeepMind\u8054\u5408\u521b\u59cb\u4eba\u957f\u6587\u9884\u6d4b\u672a\u6765AI\u53d1\u5c55"},"content":{"rendered":"<div class=\"article-desc\">AGI\u5982\u4f55\u5b9a\u4e49\u3001\u53c8\u4f55\u65f6\u5230\u6765\uff1f\u6765\u81ea\u8c37\u6b4cDeepMind\u7684\u521b\u59cb\u4eba\u517c\u9996\u5e2dAGI\u79d1\u5b66\u5bb6Shane 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data-dominant-color=\"edefed\" data-has-transparency=\"false\" style=\"--dominant-color: #edefed;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-16501\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b257dd696f1d69859f0417f65bcddcbd85b318.png\" width=\"1045\" height=\"418\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b257dd696f1d69859f0417f65bcddcbd85b318.png 1045w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b257dd696f1d69859f0417f65bcddcbd85b318-300x120.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b257dd696f1d69859f0417f65bcddcbd85b318-1024x410.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b257dd696f1d69859f0417f65bcddcbd85b318-150x60.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b257dd696f1d69859f0417f65bcddcbd85b318-768x307.png 768w\" sizes=\"auto, (max-width: 1045px) 100vw, 1045px\" \/><\/p>\n<p>\u800c\u8fd9\u4e24\u4e2a\u9636\u6bb5\u4e4b\u95f4\u53ef\u80fd\u4f1a\u5b58\u5728\u67d0\u4e9b\u5b66\u4e60\u673a\u5236\u6216\u8fc7\u7a0b\u7684\u7f3a\u5931\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u65e0\u6cd5\u5f88\u597d\u5730\u7406\u89e3\u6216\u5904\u7406\u4fe1\u606f\u3002<\/p>\n<p>\u4f46Shane Legg\u5e76\u4e0d\u8ba4\u4e3a\u6a21\u578b\u4e0d\u5177\u5907\u60c5\u666f\u8bb0\u5fc6\u4f1a\u662f\u4e00\u79cd\u57fa\u7840\u9650\u5236\u3002<\/p>\n<p>\u76f8\u8f83\u4e8e\u8fc7\u53bb\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u53d1\u751f\u4e86\u6839\u672c\u6027\u7684\u53d8\u5316\u3002\u73b0\u5728\uff0c\u6211\u4eec\u77e5\u9053\u5982\u4f55\u6784\u5efa\u5177\u6709\u4e00\u5b9a\u7406\u89e3\u7a0b\u5ea6\u7684\u6a21\u578b\uff0c\u62e5\u6709\u53ef\u6269\u5c55\u7684\u65b9\u6cd5\u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u4ece\u800c\u4e3a\u89e3\u9501\u8bb8\u591a\u5168\u65b0\u7684\u53ef\u80fd\u6027\u6253\u5f00\u4e86\u5927\u95e8\u3002<\/p>\n<p>\u300c\u73b0\u5728\u6211\u4eec\u6709\u76f8\u5bf9\u6e05\u6670\u7684\u524d\u8fdb\u8def\u5f84\uff0c\u53ef\u4ee5\u89e3\u51b3\u73b0\u6709\u6a21\u578b\u4e2d\u5927\u90e8\u5206\u4e0d\u8db3\u4e4b\u5904\uff0c\u65e0\u8bba\u662f\u5173\u4e8e\u5984\u60f3\u3001\u4e8b\u5b9e\u6027\u3001\u5b83\u4eec\u6240\u5177\u5907\u7684\u8bb0\u5fc6\u548c\u5b66\u4e60\u65b9\u5f0f\uff0c\u8fd8\u662f\u7406\u89e3\u89c6\u9891\u7b49\u5404\u79cd\u5404\u6837\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u6211\u4eec\u53ea\u9700\u8981\u66f4\u591a\u7684\u7814\u7a76\u548c\u5de5\u4f5c\uff0c\u6240\u6709\u8fd9\u4e9b\u95ee\u9898\u90fd\u5c06\u5f97\u5230\u6539\u5584\uff0c\u6216\u8fce\u5203\u800c\u89e3\u3002\u300d<\/p>\n<p>\u56de\u5230\u4e00\u5f00\u59cb\u7684\u95ee\u9898\uff1a\u5982\u4f55\u8861\u91cf\u4eba\u5de5\u667a\u80fd\u4f55\u65f6\u8fbe\u5230\u6216\u8d85\u8d8a\u4eba\u7c7b\u6c34\u5e73\uff1f<\/p>\n<p>Shane Legg\u8868\u793a\uff0c\u300c\u8fd9\u4e0d\u662f\u4e00\u4e2a\u5355\u4e00\u7684\u56e0\u7d20\u5c31\u53ef\u4ee5\u89e3\u51b3\u7684\uff0c\u800c\u8fd9\u5c31\u662f\u95ee\u9898\u7684\u672c\u8d28\u3002<\/p>\n<p>\u56e0\u4e3a\u5b83\u6d89\u53ca\u5230\u4e86\u901a\u7528\u667a\u80fd\u3002\u6211\u4eec\u5fc5\u987b\u786e\u4fdd\u5b83\u53ef\u4ee5\u5b8c\u6210\u5f88\u591a\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u5e76\u4e14\u4e0d\u4f1a\u51fa\u73b0\u54ea\u6015\u4e00\u4e2a\u6f0f\u6d1e\u3002\u300d<\/p>\n<p>\u6211\u4eec\u5df2\u7ecf\u62e5\u6709\u53ef\u4ee5\u5728\u67d0\u4e9b\u9886\u57df\u8868\u73b0\u975e\u5e38\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u751a\u81f3\u8d85\u8d8a\u4eba\u7c7b\u6c34\u5e73\u7684\u7cfb\u7edf\u3002<\/p>\n<p>Shane Legg\u8868\u793a\uff0c\u4ed6\u60f3\u8981\u4e00\u6574\u5957\u975e\u5e38\u5168\u9762\u7684\u6d4b\u8bd5\uff0c\u5f53\u6709\u4eba\u60f3\u8981\u7528\u5bf9\u6297\u7684\u65b9\u5f0f\u63d0\u51fa\u673a\u5668\u65e0\u6cd5\u505a\u5230\u3001\u4eba\u7c7b\u5374\u80fd\u505a\u5230\u7684\u4e8b\uff0c\u5728\u8fd9\u4e9b\u4eba\u65e0\u6cd5\u6210\u529f\u65f6\u6211\u4eec\u5c31\u5230\u8fbe\u4e86AGI\u3002<\/p>\n<p>\u5728DeepMind\u7684\u65e9\u671f\u7814\u7a76\u4e2d\uff0c\u5f88\u591a\u4efb\u52a1\u90fd\u6d89\u53ca\u5230\u4e86\u4eba\u5de5\u667a\u80fd\u5728\u5f00\u653e\u73af\u5883\u4e2d\u7684\u64cd\u4f5c\u3002<\/p>\n<p>\u8fd9\u7b26\u5408Shane Legg\u8bd5\u56fe\u63d0\u51fa\u7684\u5bf9\u667a\u529b\u7684\u5b9a\u4e49\u548c\u6d4b\u91cf\uff0c\u5373\u80fd\u591f\u5728\u4e0d\u540c\u7684\u9886\u57df\u548c\u4e0d\u540c\u7684\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\u3002<\/p>\n<p>\u8fd9\u4e0e\u6a21\u578b\u6027\u80fd\u7684\u80fd\u529b\u548c\u6027\u80fd\u7684\u5e7f\u5ea6\u6709\u5173\u3002<\/p>\n<p>\u5728\u8bc4\u4f30\u667a\u80fd\u65f6\uff0c\u5b58\u5728\u4e00\u79cd\u6846\u67b6\u80fd\u591f\u6839\u636e\u4efb\u52a1\u548c\u73af\u5883\u7684\u590d\u6742\u6027\u8fdb\u884c\u52a0\u6743\u3002<\/p>\n<p>\u8fd9\u79cd\u6743\u8861\u6709\u70b9\u50cf\u5965\u5361\u59c6\u5243\u5200\u539f\u7406\uff0c\u503e\u5411\u4e8e\u52a0\u6743\u90a3\u4e9b\u66f4\u7b80\u5355\u3001\u66f4\u91cd\u8981\u7684\u4efb\u52a1\u548c\u73af\u5883\u3002<\/p>\n<p>\u67ef\u5c14\u83ab\u54e5\u6d1b\u592b\u590d\u6742\u5ea6\uff08Kolmogorov complexity \uff09\u4e2d\uff0c\u5b58\u5728\u4e00\u4e2a\u81ea\u7531\u53c2\u6570\uff0c\u5373\u53c2\u8003\u673a\u5668\uff08reference machine\uff09\u3002<\/p>\n<p>\u53c2\u8003\u673a\u5668\u7684\u9009\u62e9\u53ef\u4ee5\u5f71\u54cd\u667a\u80fd\u5ea6\u91cf\u7684\u7ed3\u679c\uff0c\u5b83\u53ef\u4ee5\u6539\u53d8\u4e0d\u540c\u4efb\u52a1\u548c\u73af\u5883\u5728\u5ea6\u91cf\u4e2d\u7684\u6743\u91cd\u548c\u5206\u5e03\u3002<\/p>\n<p>\u4f46\u9009\u62e9\u5408\u9002\u7684\u53c2\u8003\u673a\u5668\u4ecd\u7136\u662f\u4e00\u4e2a\u672a\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u6ca1\u6709\u4e00\u79cd\u901a\u7528\u7684\u53c2\u8003\u673a\u5668\uff0c\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u4eba\u4eec\u4f1a\u4f7f\u7528\u56fe\u7075\u673a\u4f5c\u4e3a\u53c2\u8003\u3002<\/p>\n<p>Shane Legg\u8ba4\u4e3a\uff0c\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u6700\u81ea\u7136\u7684\u505a\u6cd5\u662f\u601d\u8003\u5bf9\u4eba\u7c7b\u800c\u8a00\u667a\u80fd\u7684\u542b\u4e49\u3002<\/p>\n<p>\u4eba\u7c7b\u667a\u80fd\u5728\u6211\u4eec\u751f\u6d3b\u7684\u73af\u5883\u4e2d\u610f\u4e49\u91cd\u5927\uff0c\u5b83\u786e\u5b9e\u5b58\u5728\u3001\u5e76\u5bf9\u4e16\u754c\u4ea7\u751f\u4e86\u6df1\u8fdc\u7684\u5f71\u54cd\uff0c\u5177\u6709\u5f3a\u5927\u7684\u529b\u91cf\u3002<\/p>\n<p>\u5982\u679cAI\u80fd\u591f\u8fbe\u5230\u4eba\u7c7b\u6c34\u5e73\u7684\u667a\u80fd\uff0c\u8fd9\u5c06\u5728\u7ecf\u6d4e\u548c\u54f2\u5b66\u5c42\u9762\u4ea7\u751f\u91cd\u8981\u7684\u5f71\u54cd\uff0c\u5982\u6539\u53d8\u7ecf\u6d4e\u7ed3\u6784\uff0c\u5e76\u6d89\u53ca\u5230\u6211\u4eec\u5bf9\u667a\u80fd\u7684\u54f2\u5b66\u7406\u89e3\u3002<\/p>\n<p>\u800c\u4ece\u5386\u53f2\u89d2\u5ea6\u6765\u770b\uff0c\u8fd9\u4e5f\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u8f6c\u6298\u70b9\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4ee5\u4eba\u7c7b\u667a\u80fd\u4f5c\u4e3a\u53c2\u8003\u673a\u5668\u7684\u9009\u62e9\u5728\u591a\u4e2a\u65b9\u9762\u90fd\u5177\u6709\u5408\u7406\u6027\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u539f\u56e0\u5219\u662f\u7eaf\u7cb9\u7684\u79d1\u5c14\u83ab\u54e5\u6d1b\u592b\u590d\u6742\u6027\u5b9a\u4e49\u5b9e\u9645\u4e0a\u662f\u4e0d\u53ef\u8ba1\u7b97\u7684\u3002<\/p>\n<h4>\u6211\u4eec\u9700\u8981\u65b0\u7684AI\u67b6\u6784\u5417\uff1f<\/h4>\n<p>\u5173\u4e8eAI\u7684\u60c5\u5883\u8bb0\u5fc6\u7684\u7f3a\u9677\u95ee\u9898\uff0cShane Legg\u8ba4\u4e3a\u8fd9\u6d89\u53ca\u5230\u4e86\u6a21\u578b\u7684\u67b6\u6784\u95ee\u9898\u3002<\/p>\n<p>\u5f53\u524d\u7684LLMs\u67b6\u6784\u4e3b\u8981\u4f9d\u8d56\u4e8e\u4e0a\u4e0b\u6587\u7a97\u53e3\u548c\u6743\u91cd\uff0c\u4f46\u8fd9\u4e0d\u8db3\u4ee5\u6ee1\u8db3\u590d\u6742\u7684\u8ba4\u77e5\u4efb\u52a1\u3002<\/p>\n<p><img data-dominant-color=\"eeeceb\" data-has-transparency=\"false\" style=\"--dominant-color: #eeeceb;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-16502\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d1da6e068b8ea5ee051014f4ee78ad3f540d1c.png\" width=\"850\" height=\"471\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d1da6e068b8ea5ee051014f4ee78ad3f540d1c.png 850w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d1da6e068b8ea5ee051014f4ee78ad3f540d1c-300x166.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d1da6e068b8ea5ee051014f4ee78ad3f540d1c-150x83.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d1da6e068b8ea5ee051014f4ee78ad3f540d1c-768x426.png 768w\" sizes=\"auto, (max-width: 850px) 100vw, 850px\" \/><\/p>\n<p>\u5927\u8111\u5728\u5904\u7406\u60c5\u666f\u8bb0\u5fc6\u65f6\u91c7\u7528\u4e86\u4e0d\u540c\u7684\u673a\u5236\uff0c\u53ef\u4ee5\u5feb\u901f\u5b66\u4e60\u7279\u5b9a\u4fe1\u606f\uff0c\u8fd9\u4e0e\u7f13\u6162\u5b66\u4e60\u6df1\u5c42\u6b21\u7684\u901a\u7528\u6027\u6982\u5ff5\u4e0d\u540c\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4e00\u4e2a\u7efc\u5408\u7684\u667a\u80fd\u7cfb\u7edf\u5e94\u8be5\u80fd\u591f\u540c\u65f6\u5904\u7406\u8fd9\u4e24\u79cd\u4efb\u52a1\uff0c\u56e0\u6b64\u6211\u4eec\u9700\u8981\u5bf9\u67b6\u6784\u8fdb\u884c\u6539\u8fdb\u3002<\/p>\n<p>\u4ee5\u4eba\u7c7b\u667a\u80fd\u4f5c\u4e3a\u53c2\u8003\u673a\u5668\u89c2\u70b9\u51fa\u81ea\u4e8eShane Legg2008\u5e74\u7684\u8bba\u6587\u3002<\/p>\n<p>\u4ed6\u5728\u5f53\u65f6\u63d0\u51fa\u4e86\u4e00\u79cd\u7528\u4e8e\u8861\u91cf\u667a\u80fd\u7684\u65b9\u6cd5\uff0c\u5373\u538b\u7f29\u6d4b\u8bd5\uff08compression test\uff09\uff0c\u5b83\u6d89\u53ca\u586b\u5145\u6587\u672c\u6837\u672c\u4e2d\u7684\u5355\u8bcd\u4ee5\u8861\u91cf\u667a\u80fd\u3002<\/p>\n<p><img data-dominant-color=\"d5dce2\" data-has-transparency=\"false\" style=\"--dominant-color: #d5dce2;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-16503\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b94a63755406811b6091327793f817bbc88ada.png\" width=\"225\" height=\"225\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b94a63755406811b6091327793f817bbc88ada.png 225w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b94a63755406811b6091327793f817bbc88ada-150x150.png 150w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/><\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u4e0e\u5f53\u524dLLMs\u7684\u8bad\u7ec3\u65b9\u5f0f\u975e\u5e38\u543b\u5408\uff0c\u5373\u57fa\u4e8e\u5927\u91cf\u6570\u636e\u8fdb\u884c\u5e8f\u5217\u9884\u6d4b\u3002<\/p>\n<p>\u8fd9\u6d89\u53ca\u5230Marcus Hutter\u7684AIXI\u7406\u8bba\u4ee5\u53caSolomonoff\u5f52\u7eb3\u3002<\/p>\n<p>Solomonoff\u5f52\u7eb3\u662f\u4e00\u79cd\u7406\u8bba\u4e0a\u975e\u5e38\u4f18\u96c5\u4e14\u6837\u672c\u6548\u7387\u6781\u9ad8\u7684\u9884\u6d4b\u7cfb\u7edf\uff0c\u867d\u7136\u5b83\u65e0\u6cd5\u5728\u5b9e\u9645\u8ba1\u7b97\u4e2d\u5e94\u7528\u3002<\/p>\n<p>\u4f46Shane Legg\u8868\u793a\uff0c\u4f7f\u7528Solomonoff\u5f52\u7eb3\u4f5c\u4e3a\u57fa\u7840\uff0c\u5c31\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u901a\u7528\u4ee3\u7406\uff0c\u5e76\u901a\u8fc7\u6dfb\u52a0\u641c\u7d22\u548c\u5f3a\u5316\u4fe1\u53f7\u6765\u4f7f\u5176\u6210\u4e3a\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff0c\u8fd9\u5c31\u662fAIXI\u7684\u539f\u7406\u3002<\/p>\n<p><img data-dominant-color=\"f1f1f1\" data-has-transparency=\"false\" style=\"--dominant-color: #f1f1f1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-16504\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b829af312396fcc9f19807c3c085768735dbcf.png\" width=\"330\" height=\"742\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b829af312396fcc9f19807c3c085768735dbcf.png 330w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b829af312396fcc9f19807c3c085768735dbcf-133x300.png 133w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/b829af312396fcc9f19807c3c085768735dbcf-67x150.png 67w\" sizes=\"auto, (max-width: 330px) 100vw, 330px\" \/><\/p>\n<p>\u5982\u679c\u6211\u4eec\u62e5\u6709\u4e00\u4e2a\u51fa\u8272\u7684\u5e8f\u5217\u9884\u6d4b\u5668\uff0c\u6216\u8005\u662fSolomonoff\u5f52\u7eb3\u7684\u67d0\u79cd\u8fd1\u4f3c\uff0c\u90a3\u4e48\uff0c\u4ece\u8fd9\u4e00\u70b9\u51fa\u53d1\u6784\u5efa\u4e00\u4e2a\u975e\u5e38\u5f3a\u5927\u3001\u901a\u7528\u7684AGI\u7cfb\u7edf\u53ea\u662f\u53e6\u4e00\u4e2a\u6b65\u9aa4\u3002<\/p>\n<p>Shane Legg\u8bf4\uff0c\u8fd9\u6b63\u662f\u6211\u4eec\u4eca\u5929\u6240\u770b\u5230\u7684\u60c5\u51b5\uff1a<\/p>\n<p>\u8fd9\u4e9b\u6781\u5176\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\u5b9e\u9645\u4e0a\u662f\u975e\u5e38\u51fa\u8272\u7684\u5e8f\u5217\u9884\u6d4b\u5668\uff0c\u5b83\u4eec\u6839\u636e\u6240\u6709\u8fd9\u4e9b\u6570\u636e\u5bf9\u4e16\u754c\u8fdb\u884c\u4e86\u538b\u7f29\u3002<\/p>\n<p>\u7136\u540e\u6211\u4eec\u5c06\u80fd\u591f\u4ee5\u4e0d\u540c\u7684\u65b9\u5f0f\u6269\u5c55\u8fd9\u4e9b\u6a21\u578b\uff0c\u5e76\u6784\u5efa\u975e\u5e38\u5f3a\u5927\u7684\u4ee3\u7406\u3002<\/p>\n<h4>DeepMind\u7684\u300c\u8d85\u7ea7\u5bf9\u9f50\u300d<\/h4>\n<p>\u300c\u5bf9\u9f50\u300d\uff08Alignment\uff09\u6307\u7684\u662f\u786e\u4fddAI\u7cfb\u7edf\u6216\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u7cfb\u7edf\u7684\u76ee\u6807\u3001\u884c\u4e3a\u548c\u51b3\u7b56\u4e0e\u4eba\u7c7b\u4ef7\u503c\u89c2\u3001\u4f26\u7406\u51c6\u5219\u548c\u76ee\u6807\u4e00\u81f4\u7684\u8fc7\u7a0b\u3002<\/p>\n<p><img data-dominant-color=\"f4f4f4\" data-has-transparency=\"false\" style=\"--dominant-color: #f4f4f4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-16505\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d8d24a448fe69d0cb172165e6d6c446ae1435f.png\" width=\"1080\" height=\"608\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d8d24a448fe69d0cb172165e6d6c446ae1435f.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d8d24a448fe69d0cb172165e6d6c446ae1435f-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d8d24a448fe69d0cb172165e6d6c446ae1435f-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d8d24a448fe69d0cb172165e6d6c446ae1435f-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/d8d24a448fe69d0cb172165e6d6c446ae1435f-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8fd9\u662f\u4e3a\u4e86\u9632\u6b62AI\u7cfb\u7edf\u51fa\u73b0\u4e0d\u7b26\u5408\u4eba\u7c7b\u4ef7\u503c\u89c2\u6216\u53ef\u80fd\u5e26\u6765\u5371\u9669\u7684\u884c\u4e3a\uff0c\u5e76\u786e\u4fdd\u5b83\u4eec\u5728\u5904\u7406\u4f26\u7406\u95ee\u9898\u65f6\u80fd\u591f\u505a\u51fa\u7b26\u5408\u9053\u5fb7\u7684\u51b3\u7b56\u3002<\/p>\n<p>DeepMind\u5728\u5f53\u4e0b\u6d41\u884c\u7684\u5f3a\u5316\u5b66\u4e60\u548c\u81ea\u535a\u5f08\uff0c\u5982\u5982 Constitution AI \u6216 RLHF\u65b9\u9762\uff0c\u5df2\u6709\u6570\u5341\u5e74\u7684\u6df1\u8015\u3002<\/p>\n<p>\u5728\u89e3\u51b3\u5177\u6709\u4eba\u7c7b\u667a\u80fd\u6c34\u5e73\u7684\u6a21\u578b\u5b89\u5168\u95ee\u9898\u4e0a\uff0cDeepMind\u6301\u7eed\u505a\u7740\u52aa\u529b\uff1a<\/p>\n<p>\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u3001\u8fc7\u7a0b\u76d1\u7763\u3001\u7ea2\u961f\u3001\u8bc4\u4f30\u6a21\u578b\u5371\u9669\u7b49\u7ea7\uff0c\u4ee5\u53ca\u4e0e\u673a\u6784\u548c\u653f\u5e9c\u8054\u624b\u5f00\u5c55\u5de5\u4f5c&#8230;&#8230;<\/p>\n<p><img data-dominant-color=\"fafafa\" data-has-transparency=\"false\" style=\"--dominant-color: #fafafa;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-16506\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/229049813bfb34d5cea1396b7d6531cc210768.png\" width=\"1080\" height=\"361\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/229049813bfb34d5cea1396b7d6531cc210768.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/229049813bfb34d5cea1396b7d6531cc210768-300x100.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/229049813bfb34d5cea1396b7d6531cc210768-1024x342.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/229049813bfb34d5cea1396b7d6531cc210768-150x50.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/11\/229049813bfb34d5cea1396b7d6531cc210768-768x257.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u800cShane Legg\u8ba4\u4e3a\uff0c\u5f53AGI\u6c34\u5e73\u7684\u7cfb\u7edf\u51fa\u73b0\u65f6\uff0c\u8bd5\u56fe\u9650\u5236\u6216\u904f\u5236\u5176\u53d1\u5c55\u4e0d\u662f\u4e00\u4e2a\u597d\u7684\u9009\u62e9\u3002<\/p>\n<p>\u6211\u4eec\u8981\u505a\u7684\u662f\u8c03\u6574\u8fd9\u4e2a\u6a21\u578b\uff0c\u4f7f\u5176\u4e0e\u4eba\u7c7b\u7684\u4f26\u7406\u4ef7\u503c\u9ad8\u5ea6\u4e00\u81f4\uff0c\u4ece\u4e00\u5f00\u59cb\u5c31\u5177\u5907\u9ad8\u5ea6\u9053\u5fb7\u4f26\u7406\u6027\u3002<\/p>\n<p>\u8fd9\u9700\u8981\u7cfb\u7edf\u80fd\u591f\u8fdb\u884c\u6df1\u5165\u7684\u4e16\u754c\u7406\u89e3\uff0c\u826f\u597d\u7684\u9053\u5fb7\u4f26\u7406\u7406\u89e3\uff0c\u4ee5\u53ca\u7a33\u5065\u4e14\u53ef\u9760\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u53ef\u9760\u7684AGI\u4e0d\u5e94\u8be5\u50cf\u5f53\u524d\u7684\u57fa\u7840\u6a21\u578b\u90a3\u6837\u4ec5\u4ec5\u8f93\u51fa\u300c\u7b2c\u4e00\u53cd\u5e94\u300d\uff0c\u800c\u5e94\u8be5\u5177\u5907\u300c\u7b2c\u4e8c\u7cfb\u7edf\u300d\u7684\u80fd\u529b\uff0c\u8fdb\u884c\u6df1\u5165\u7684\u63a8\u7406\u548c\u9053\u5fb7\u5206\u6790\u3002<\/p>\n<p>Shane Legg\u63d0\u5230\uff0c\u8981\u786e\u4fddAGI\u7cfb\u7edf\u9075\u5faa\u4eba\u7c7b\u4f26\u7406\u51c6\u5219\u9996\u5148\u5e94\u8be5\u5bf9\u7cfb\u7edf\u8fdb\u884c\u5e7f\u6cdb\u7684\u4f26\u7406\u57f9\u8bad\uff0c\u786e\u4fdd\u5176\u5bf9\u4eba\u7c7b\u4f26\u7406\u6709\u5f88\u597d\u7684\u7406\u89e3\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u793e\u4f1a\u5b66\u5bb6\u548c\u4f26\u7406\u5b66\u5bb6\u7b49\u5404\u65b9\u9700\u8981\u5171\u540c\u51b3\u5b9a\u7cfb\u7edf\u5e94\u8be5\u9075\u5faa\u7684\u4f26\u7406\u539f\u5219\u548c\u4ef7\u503c\u89c2\u3002<\/p>\n<p>\u5e76\u4e14\uff0c\u7cfb\u7edf\u9700\u8981\u88ab\u5de5\u7a0b\u5316\uff0c\u4ee5\u786e\u4fdd\u5176\u5728\u6bcf\u6b21\u51b3\u7b56\u65f6\u90fd\u4f1a\u4f7f\u7528\u6df1\u523b\u7684\u4e16\u754c\u7406\u89e3\u548c\u4f26\u7406\u7406\u89e3\u8fdb\u884c\u4f26\u7406\u5206\u6790\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u4e5f\u9700\u8981\u4e0d\u65ad\u5bf9\u7cfb\u7edf\u7684\u51b3\u7b56\u8fc7\u7a0b\u548c\u63a8\u7406\u8fc7\u7a0b\u8fdb\u884c\u5ba1\u6838\uff0c\u4ee5\u786e\u4fdd\u5176\u6b63\u786e\u5730\u8fdb\u884c\u4e86\u4f26\u7406\u63a8\u7406\u3002<\/p>\n<p>\u4f46\u8981\u786e\u4fdd\u7cfb\u7edf\u9075\u5faa\u4f26\u7406\u539f\u5219\uff0c\u5ba1\u6838\u540c\u6837\u91cd\u8981\u3002<\/p>\n<p>\u6211\u4eec\u9700\u8981\u5411\u7cfb\u7edf\u660e\u786e\u6307\u5b9a\u5e94\u8be5\u9075\u5faa\u7684\u4f26\u7406\u539f\u5219\uff0c\u5e76\u901a\u8fc7\u5bf9\u5176\u8fdb\u884c\u5ba1\u6838\u6765\u786e\u4fdd\u7cfb\u7edf\u59cb\u7ec8\u5982\u4e00\u5730\u9075\u5faa\u8fd9\u4e9b\u539f\u5219\uff0c\u81f3\u5c11\u4e0e\u4e00\u7ec4\u4eba\u7c7b\u4e13\u5bb6\u4e00\u6837\u597d\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4e5f\u8981\u8b66\u60d5\u5f3a\u5316\u5b66\u4e60\u53ef\u80fd\u5e26\u6765\u7684\u6f5c\u5728\u5371\u9669\uff0c\u56e0\u4e3a\u8fc7\u5ea6\u5f3a\u5316\u53ef\u80fd\u5bfc\u81f4\u7cfb\u7edf\u5b66\u4e60\u6b3a\u9a97\u6027\u884c\u4e3a\u3002<\/p>\n<p>\u5bf9\u662f\u5426\u9700\u8981\u5efa\u7acb\u4e00\u79cd\u6846\u67b6\uff0c\u4ee5\u5728\u7cfb\u7edf\u8fbe\u5230\u4e00\u5b9a\u80fd\u529b\u6c34\u5e73\u65f6\u5236\u5b9a\u5177\u4f53\u7684\u5b89\u5168\u6807\u51c6\u8fd9\u4e2a\u95ee\u9898\u4e0a\uff0cShane Legg\u8ba4\u4e3a\u8fd9\u662f\u610f\u4e49\u7684\uff0c\u4f46\u4e5f\u76f8\u5f53\u56f0\u96be\u3002<\/p>\n<p>\u56e0\u4e3a\u5236\u5b9a\u4e00\u4e2a\u5177\u4f53\u6807\u51c6\uff0c\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u4efb\u52a1\u3002<\/p>\n<h4>\u5b89\u5168\u8fd8\u662f\u6027\u80fd\uff1f<\/h4>\n<p>\u5728DeepMind\u521b\u7acb\u4e4b\u524d\uff0cShane Legg\u5c31\u4e00\u76f4\u62c5\u5fc3AGI\u7684\u5b89\u5168\u6027\u3002<\/p>\n<p>\u4f46\u5728\u65e9\u671f\uff0c\u8058\u8bf7\u4e13\u4e1a\u4eba\u5458\u4ece\u4e8b\u901a\u7528\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u5de5\u4f5c\u662f\u4e00\u9879\u8270\u96be\u7684\u6311\u6218\u3002<\/p>\n<p>\u5373\u4f7f\u66fe\u5728\u8fd9\u4e2a\u9886\u57df\u53d1\u5e03\u8fc7AGI\u5b89\u5168\u6027\u7814\u7a76\u8bba\u6587\uff0c\u4ed6\u4eec\u4e5f\u4e0d\u613f\u610f\u5168\u804c\u4ece\u4e8b\u8fd9\u9879\u5de5\u4f5c\uff0c\u56e0\u4e3a\u4ed6\u4eec\u62c5\u5fc3\u8fd9\u53ef\u80fd\u4f1a\u5bf9\u4ed6\u4eec\u7684\u804c\u4e1a\u751f\u6daf\u4ea7\u751f\u5f71\u54cd\u3002<\/p>\n<p>\u800cDeepMind\u4e00\u76f4\u5728\u8fd9\u4e2a\u9886\u57df\u79ef\u6781\u5f00\u5c55\u7814\u7a76\uff0c\u5e76\u591a\u6b21\u5f3a\u8c03\u4e86AGI\u5b89\u5168\u6027\u7684\u91cd\u8981\u6027\u3002<\/p>\n<p>\u5173\u4e8eDeepMind\u5bf9AI\u8fdb\u5c55\u7684\u5f71\u54cd\uff0cShane Legg\u8868\u793a\uff0cDeepMind\u662f\u7b2c\u4e00\u5bb6\u4e13\u6ce8\u4e8eAGI\u7684\u516c\u53f8\uff0c\u4e00\u76f4\u62e5\u6709AGI\u5b89\u5168\u6027\u56e2\u961f\uff0c\u540c\u65f6\u591a\u5e74\u6765\u53d1\u8868\u4e86\u8bb8\u591a\u5173\u4e8eAGI\u5b89\u5168\u6027\u7684\u8bba\u6587\u3002<\/p>\n<p>\u8fd9\u4e9b\u5de5\u4f5c\u63d0\u9ad8\u4e86AGI\u5b89\u5168\u6027\u9886\u57df\u7684\u53ef\u4fe1\u5ea6\uff0c\u800c\u5728\u4e0d\u4e45\u4e4b\u524d\uff0cAGI\u8fd8\u662f\u4e00\u4e2a\u8f83\u4e3a\u8fb9\u7f18\u7684\u672f\u8bed\u3002<\/p>\n<p>Shane Legg\u627f\u8ba4\uff0cDeepMind\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u52a0\u901f\u4e86AI\u7684\u80fd\u529b\u53d1\u5c55\uff0c\u4f46\u4e5f\u5b58\u5728\u4e00\u4e9b\u95ee\u9898\uff0c\u4f8b\u5982\u6a21\u578b\u5e7b\u89c9\u3002<\/p>\n<p>\u4f46\u53e6\u4e00\u65b9\u9762\uff0cDeepMind\u7684AlphaGo\u9879\u76ee\u786e\u5b9e\u6539\u53d8\u4e86\u4e00\u4e9b\u4eba\u7684\u770b\u6cd5\u3002<\/p>\n<p>\u7136\u800c\uff0cShane Legg\u6307\u51faAI\u9886\u57df\u7684\u53d1\u5c55\u4e0d\u4ec5\u4ec5\u53d6\u51b3\u4e8eDeepMind\uff0c\u5176\u4ed6\u91cd\u8981\u7684\u516c\u53f8\u548c\u673a\u6784\u7684\u53c2\u4e0e\u4e5f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>Shane Legg\u8ba4\u4e3a\u5c3d\u7ba1DeepMind\u53ef\u80fd\u52a0\u901f\u4e86\u67d0\u4e9b\u65b9\u9762\u7684\u8fdb\u5c55\uff0c\u4f46\u5f88\u591a\u60f3\u6cd5\u548c\u521b\u65b0\u901a\u5e38\u5728\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u4e4b\u95f4\u81ea\u7136\u4f20\u64ad\uff0c\u56e0\u6b64\u5f88\u96be\u786e\u5b9aDeepMind\u7684\u5f71\u54cd\u7a0b\u5ea6\u3002<\/p>\n<p>\u4f46\u5728\u5173\u4e8eAGI\u5b89\u5168\u6027\u7684\u95ee\u9898\u4e0a\uff0cShane Legg\u6ca1\u6709\u9009\u62e9\u6700\u4e50\u89c2\u7684\u7814\u7a76\u65b9\u5411\uff0c\u800c\u662f\u63d0\u5230\u4e86\u4e00\u79cd\u540d\u4e3a\u300cDeliberative Dialogue\u300d\u7684\u51b3\u7b56\u65b9\u6cd5\u3002<\/p>\n<p>\u5b83\u65e8\u5728\u901a\u8fc7\u8fa9\u8bba\u6765\u8bc4\u4f30\u4ee3\u7406\u53ef\u4ee5\u91c7\u53d6\u7684\u884c\u52a8\u6216\u67d0\u4e9b\u95ee\u9898\u7684\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5c06\u5bf9\u9f50\u6269\u5c55\u5230\u66f4\u5f3a\u5927\u7684\u7cfb\u7edf\u4e2d\u3002<\/p>\n<h4>AGI\u6765\u4e34\u7684\u65f6\u95f4\u70b9<\/h4>\n<p>2011\u5e74\uff0cShane Legg\u5728\u81ea\u5df1\u7684\u4e00\u7bc7\u535a\u5ba2\u6587\u7ae0\u4e2d\u5bf9\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u5230\u6765\u7684\u65f6\u95f4\u70b9\u8fdb\u884c\u4e86\u9884\u6d4b\uff1a<\/p>\n<p>\u300c\u6211\u4e4b\u524d\u5bf9AGI\u4f55\u65f6\u5230\u6765\u505a\u4e00\u4e2a\u5bf9\u6570\u6b63\u6001\u5206\u5e03\u7684\u9884\u6d4b\uff0c\u5176\u4e2d2028\u5e74\u662f\u5747\u503c\uff0c2025\u5e74\u662f\u4f17\u6570\u3002\u6211\u73b0\u5728\u4f9d\u7136\u4fdd\u6301\u6211\u7684\u89c2\u70b9\uff0c\u4f46\u524d\u63d0\u662f\u4e0d\u53d1\u751f\u6838\u6218\u8fd9\u7c7b\u75af\u72c2\u7684\u4e8b\u4ef6\u3002\u300d<\/p>\n<p>Shane Legg\u89e3\u91ca\u4e86\u4ed6\u7684\u9884\u6d4b\u57fa\u4e8e\u4e24\u4e2a\u91cd\u8981\u89c2\u70b9\uff1a<\/p>\n<p>\u9996\u5148\uff0c\u673a\u5668\u7684\u8ba1\u7b97\u80fd\u529b\u5c06\u5728\u672a\u6765\u51e0\u5341\u5e74\u5185\u5448\u6307\u6570\u589e\u957f\uff0c\u540c\u65f6\u5168\u7403\u6570\u636e\u91cf\u4e5f\u5c06\u5448\u6307\u6570\u589e\u957f\u3002<\/p>\n<p>\u5f53\u8ba1\u7b97\u548c\u6570\u636e\u91cf\u90fd\u5448\u6307\u6570\u589e\u957f\u65f6\uff0c\u9ad8\u5ea6\u53ef\u6269\u5c55\u7b97\u6cd5\u7684\u4ef7\u503c\u4f1a\u4e0d\u65ad\u63d0\u9ad8\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u7b97\u6cd5\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u5229\u7528\u8ba1\u7b97\u548c\u6570\u636e\u3002<\/p>\n<p>\u5176\u6b21\uff0c\u901a\u8fc7\u53ef\u6269\u5c55\u7b97\u6cd5\u7684\u53d1\u73b0\u3001\u6a21\u578b\u7684\u8bad\u7ec3\uff0c\u672a\u6765\u6a21\u578b\u7684\u6570\u636e\u89c4\u6a21\u5c06\u8fdc\u8fdc\u8d85\u8fc7\u4eba\u7c7b\u4e00\u751f\u4e2d\u6240\u7ecf\u5386\u7684\u6570\u636e\u91cf\u3002<\/p>\n<p>Shane Legg\u8ba4\u4e3a\u8fd9\u5c06\u662f\u89e3\u9501AGI\u7684\u7b2c\u4e00\u6b65\u3002\u56e0\u6b64\uff0c\u4ed6\u8ba4\u4e3a\u57282028\u5e74\u4e4b\u524d\u670950%\u7684\u673a\u4f1a\u5b9e\u73b0AGI\u3002\u4f46\u90a3\u65f6\u4eba\u4eec\u4e5f\u53ef\u80fd\u9047\u5230\u73b0\u5728\u9884\u671f\u4e4b\u5916\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4f46\u5728Shane Legg\u770b\u6765\uff0c\u76ee\u524d\u6211\u4eec\u9047\u5230\u7684\u6240\u6709\u95ee\u9898\u90fd\u6709\u671b\u5728\u672a\u6765\u51e0\u5e74\u5185\u5f97\u5230\u89e3\u51b3\u3002<\/p>\n<p>\u6211\u4eec\u73b0\u6709\u7684\u6a21\u578b\u5c06\u53d8\u5f97\u66f4\u5b8c\u5584\uff0c\u66f4\u771f\u5b9e\uff0c\u66f4\u53ca\u65f6\u3002<\/p>\n<p>\u591a\u6a21\u6001\u5c06\u4f1a\u662f\u6a21\u578b\u7684\u672a\u6765\uff0c\u8fd9\u5c06\u4f7f\u5b83\u4eec\u53d8\u5f97\u66f4\u52a0\u6709\u7528\u3002<\/p>\n<p>\u4f46\u5c31\u50cf\u786c\u5e01\u7684\u4e24\u9762\uff0c\u6a21\u578b\u4e5f\u53ef\u80fd\u4f1a\u51fa\u73b0\u88ab\u6ee5\u7528\u7684\u60c5\u5f62\u3002<\/p>\n<h5>\u591a\u6a21\u6001\u672a\u6765<\/h5>\n<p>\u6700\u540e\uff0cShane Legg\u63d0\u5230\u4e86\u4e0b\u4e00\u4e2aAI\u9886\u57df\u7684\u91cc\u7a0b\u7891\u5c06\u4f1a\u662f\u591a\u6a21\u6001\u6a21\u578b\u3002<\/p>\n<p>\u591a\u6a21\u6001\u6280\u672f\u5c06\u4f1a\u628a\u8bed\u8a00\u6a21\u578b\u6240\u5177\u5907\u7684\u7406\u89e3\u80fd\u529b\u6269\u5927\u5230\u66f4\u5e7f\u6cdb\u7684\u9886\u57df\u4e2d\u3002<\/p>\n<p>\u5f53\u672a\u6765\u7684\u4eba\u4eec\u56de\u60f3\u8d77\u6211\u4eec\u73b0\u5728\u62e5\u6709\u7684\u6a21\u578b\uff0c\u4ed6\u4eec\u53ef\u80fd\u4f1a\u60f3\uff1a\u300c\u5929\u54ea\uff0c\u4ee5\u524d\u7684\u6a21\u578b\u53ea\u80fd\u7b97\u662f\u4e2a\u804a\u5929\u5bf9\u8bdd\u6846\uff0c\u5b83\u4eec\u53ea\u80fd\u5904\u7406\u6587\u672c\u3002\u300d<\/p>\n<p>\u800c\u591a\u6a21\u6001\u6a21\u578b\u53ef\u4ee5\u7406\u89e3\u56fe\u50cf\u3001\u89c6\u9891\u3001\u58f0\u97f3\uff0c\u5f53\u6211\u4eec\u548c\u5b83\u4eec\u8fdb\u884c\u4ea4\u6d41\u65f6\uff0c\u591a\u6a21\u6001\u6a21\u578b\u5c06\u66f4\u4e86\u89e3\u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/p>\n<p>\u8fd9\u79cd\u611f\u89c9\u5c31\u50cf\u662f\u7cfb\u7edf\u771f\u7684\u5d4c\u5165\u5230\u4e86\u771f\u5b9e\u7684\u4e16\u754c\u4e2d\u3002<\/p>\n<p>\u5f53\u6a21\u578b\u5f00\u59cb\u5904\u7406\u5927\u91cf\u89c6\u9891\u548c\u5176\u4ed6\u5185\u5bb9\u65f6\uff0c\u5b83\u4eec\u5c06\u4f1a\u5bf9\u4e16\u754c\u6709\u4e00\u4e2a\u66f4\u4e3a\u6839\u672c\u7684\u7406\u89e3\uff0c\u4ee5\u53ca\u5176\u4ed6\u5404\u79cd\u9690\u542b\u7684\u77e5\u8bc6\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div 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