{"id":61057,"date":"2025-06-20T21:32:26","date_gmt":"2025-06-20T13:32:26","guid":{"rendered":"https:\/\/swarma.org\/?p=61057"},"modified":"2025-06-20T21:32:26","modified_gmt":"2025-06-20T13:32:26","slug":"ai-%e7%9c%9f%e7%9a%84%e6%9c%89%e6%89%80%e8%b0%93%e7%9a%84%e6%99%ba%e8%83%bd%e5%90%97%ef%bc%9fdeepmind-%e6%96%b0%e8%ae%ba%e6%96%87%e7%bb%99%e5%87%ba%e4%ba%86%e4%b8%80%e4%b8%aa","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=61057","title":{"rendered":"AI \u771f\u7684\u6709\u6240\u8c13\u7684\u201c\u667a\u80fd\u201d\u5417\uff1fDeepMind \u65b0\u8bba\u6587\u7ed9\u51fa\u4e86\u4e00\u4e2a\u98a0\u8986\u6027\u7684\u7b54\u6848"},"content":{"rendered":"
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\u300c<\/span>\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027<\/span><\/a>\u300d\u8bfb\u4e66\u4f1a\u4e3b\u8981\u805a\u7126\u4e8e\u4eba\u7c7b\u7406\u89e3AI\u7684\u89c6\u89d2\u8ffd\u95ee\uff1a\u81ea\u4e0b\u800c\u4e0a\uff1aTransformer circuit \u4e3a\u4ec0\u4e48\u6709\u6548\uff1f\u81ea\u4e0a\u800c\u4e0b\uff1a\u795e\u7ecf\u7f51\u7edc\u7684\u7cbe\u7ec6\u51b3\u7b56\u903b\u8f91\u548c\u6027\u80fd\u6839\u56e0\u662f\u5426\u53ef\u4ee5\u88ab\u4e25\u8c28\u3001\u6e05\u6670\u5730\u89e3\u91ca\u6e05\u695a\uff1f\u590d\u6742\u79d1\u5b66\uff1a\u6e17\u6d41\u76f8\u53d8\u3001\u6d8c\u73b0\u3001\u81ea\u7ec4\u7ec7\u7b49\u590d\u6742\u79d1\u5b66\u7406\u8bba\u5982\u4f55\u7406\u89e3\u5927\u6a21\u578b\u7684\u63a8\u7406\u4e0e\u5b66\u4e60\u80fd\u529b\uff1f\u7cfb\u7edf\u5de5\u7a0b\uff1a\u5982\u4f55\u62e5\u62b1\u4e0d\u786e\u5b9a\u6027\uff0c\u5728\u5177\u4f53\u7684\u4e1a\u754c\u5b9e\u8df5\u4e2d\u521b\u9020\u4ef7\u503c\uff1f<\/span><\/span><\/p>\n

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\u8fd8\u8bb0\u5f97 AlphaGo \u6218\u80dc\u674e\u4e16\u77f3\u7684\u90a3\u4e00\u523b\u5417\uff1f\u5168\u4e16\u754c\u90fd\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u201c\u667a\u80fd\u201d\u6240\u9707\u64bc\uff0c\u4eba\u4eec\u60ca\u547c\u201c\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u201d\u5df2\u7ecf\u5230\u6765\u3002\u4f46 Google DeepMind \u6700\u8fd1\u7684\u4e00\u7bc7\u8bba\u6587\uff0c\u5374\u7ed9\u8fd9\u79cd\u201c\u667a\u80fd\u201d\u6253\u4e0a\u4e86\u4e00\u4e2a\u5927\u5927\u7684\u95ee\u53f7\u3002\u8fd9\u7bc7\u540d\u4e3a\u300a<\/span><\/span>Agency Is Frame-Dependent<\/span><\/span><\/span>[1]<\/span><\/span><\/sup>\u300b\u7684\u8bba\u6587\u6307\u51fa\uff0cAI \u7684\u201c\u667a\u80fd\u4f53\u6027\u201d<\/span>\uff08Agency\uff09<\/span>\uff0c\u5e76\u975e\u5176\u56fa\u6709\u5c5e\u6027\uff0c\u800c\u662f\u53d6\u51b3\u4e8e\u6211\u4eec\u89c2\u5bdf\u548c\u8bc4\u4f30\u5b83\u7684\u201c\u6846\u67b6\u201d\u3002<\/span><\/span><\/p>\n

\u7b49\u7b49\uff0c\u201c\u667a\u80fd\u4f53\u6027\u201d\uff1f\u201c\u6846\u67b6\u201d\uff1f\u8fd9\u90fd\u4ec0\u4e48\u610f\u601d\uff1f\u522b\u6025\uff0c\u8fd9\u6b63\u662f\u672c\u6587\u8981\u6df1\u5165\u63a2\u8ba8\u7684\u95ee\u9898\u3002<\/span><\/span>DeepMind \u8fd9\u7bc7\u8bba\u6587\uff0c\u4e0d\u4ec5\u6709\u54f2\u5b66\u601d\u8fa8\u4ef7\u503c\uff0c\u66f4\u5bf9\u6211\u4eec\u7406\u89e3 AI\uff0c\u4e43\u81f3 AGI\uff08\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff09\u7684\u672a\u6765\u53d1\u5c55\uff0c\u6709\u7740\u6df1\u8fdc\u7684\u5f71\u54cd\uff0c\u751a\u81f3\u4f1a\u98a0\u8986\u4f60\u5bf9\u201c\u667a\u80fd\u201d\u7684\u770b\u6cd5\u3002<\/span><\/span><\/strong><\/p>\n


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\u4e00\u76f4\u4ee5\u6765\uff0c\u6211\u4eec\u4f3c\u4e4e\u90fd\u5728\u5bfb\u627e\u4e00\u4e2a\u5ba2\u89c2\u7684\u3001\u7edf\u4e00\u7684 AI \u667a\u80fd\u6807\u51c6\u3002\u4ece\u201c\u56fe\u7075\u6d4b\u8bd5\u201d\u5230\u201c\u4e2d\u6587\u623f\u95f4\u201d\uff0c\u5404\u79cd\u601d\u60f3\u5b9e\u9a8c\u5c42\u51fa\u4e0d\u7a77\uff0c\u8bd5\u56fe\u63ed\u5f00 AI\u201c\u7406\u89e3\u201d\u7684\u771f\u76f8\u3002\u4f46 DeepMind \u7684\u7814\u7a76\u544a\u8bc9\u6211\u4eec\uff1a<\/span><\/span>\u522b\u518d\u6267\u8ff7\u4e8e\u201c\u5ba2\u89c2\u667a\u80fd\u201d\u4e86\uff0c\u6839\u672c\u4e0d\u5b58\u5728\uff01<\/span><\/span><\/strong><\/p>\n

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\u90a3\u4e48\uff0cGPT-4 \u5462\uff1f\u5b83\u5728\u5404\u79cd\u8bed\u8a00\u4efb\u52a1\u4e0a\u90fd\u8868\u73b0\u51fa\u4e86\u60ca\u4eba\u7684\u80fd\u529b\uff0c\u751a\u81f3\u80fd\u591f\u751f\u6210\u6d41\u7545\u3001\u8fde\u8d2f\u3001\u5bcc\u6709\u903b\u8f91\u7684\u6587\u672c\u3002\u5728\u4e2d\u6587\u8bed\u5883\u4e0b\uff0c\u5b83\u4e5f\u80fd\u5bf9\u7b54\u5982\u6d41\uff0c\u751a\u81f3\u80fd\u5199\u8bd7\u3001\u5199\u4ee3\u7801\u3002\u5b83\u771f\u7684\u201c\u7406\u89e3\u201d\u4e86\u4e2d\u6587\u5417\uff1f<\/span><\/span><\/p>\n

Anthropic\u56e2\u961f\u5728\u5176\u7814\u7a76\u8bba\u6587\u300aOn the Biology of a Large Language Model\u300b\u4e2d\uff0c\u5f15\u5165\u4e86\u4e00\u79cd\u540d\u4e3a\u201c\u5f52\u56e0\u56fe\u201d\uff08Attribution Graphs\uff09\u7684\u65b0\u65b9\u6cd5\u6765\u7406\u89e3\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5de5\u4f5c\u673a\u5236\u3002\u96c6\u667a\u4ff1\u4e50\u90e8\u5bf9\u5176\u8fdb\u884c\u4e86\u7ffb\u8bd1\uff0c\u8fd9\u7bc7\u6587\u7ae0\u4e3b\u8981\u63a2\u7a76 1. \u5927\u8bed\u8a00\u6a21\u578b\u5728\u63a8\u7406\u65f6\u4f1a\u8d70\u6377\u5f84\u5417\uff1f2. \u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u8bd7\u662f\u5373\u5174\u8fd8\u662f\u89c4\u5212\u7684\uff1f3. \u5927\u8bed\u8a00\u6a21\u578b\u6709\u81ea\u5df1\u72ec\u7acb\u7684\u539f\u751f\u8bed\u8a00\u5417\uff1f<\/span>\u4ece\u5f52\u56e0\u56fe\u5230 AI \u7684\u201c\u751f\u7269\u5b66\u201d\uff1a\u63a2\u7d22\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5185\u90e8\u673a\u5236\u300c\u4e0a\u300d<\/span><\/a><\/span><\/strong><\/p><\/blockquote>\n

\u4ece\u201c\u4e2d\u6587\u623f\u95f4\u201d\u7684\u89d2\u5ea6\u6765\u770b\uff0cGPT-4 \u4ecd\u7136\u662f\u4e00\u4e2a\u7b26\u53f7\u64cd\u4f5c\u7cfb\u7edf\u3002\u5b83\u901a\u8fc7\u5b66\u4e60\u6d77\u91cf\u7684\u6587\u672c\u6570\u636e\uff0c\u638c\u63e1\u4e86\u7b26\u53f7\u4e4b\u95f4\u7684\u5173\u8054\u89c4\u5219\uff0c\u4f46\u8fd9\u4e9b\u89c4\u5219\u4ecd\u7136\u662f\u57fa\u4e8e\u7edf\u8ba1\u7684\uff0c\u800c\u4e0d\u662f\u57fa\u4e8e\u8bed\u4e49\u7684\u3002<\/span><\/span><\/p>\n

\u4e0d\u4fe1\uff1f\u4f60\u53ef\u4ee5\u8bd5\u8bd5\u8ba9 GPT-4 \u89e3\u91ca\u4e00\u4e0b\u201c\u706b\u94b3\u5218\u660e\u201d\u662f\u4ec0\u4e48\u610f\u601d\u3002\u5b83\u5f88\u53ef\u80fd\u4e00\u672c\u6b63\u7ecf\u5730\u7ed9\u4f60\u5206\u6790\u201c\u706b\u94b3\u201d\u548c\u201c\u5218\u660e\u201d\u8fd9\u4e24\u4e2a\u8bcd\u7684\u542b\u4e49\uff0c\u5374\u4e0d\u77e5\u9053\u8fd9\u5176\u5b9e\u662f\u201c\u706b\u524d\u7559\u540d\u201d\u7684\u8c10\u97f3\uff0c\u662f\u7f51\u53cb\u4eec\u5728\u8bba\u575b\u91cc\u704c\u6c34\u65f6\u5e38\u7528\u7684\u8868\u8fbe\u3002<\/span><\/span><\/p>\n

\u518d\u6bd4\u5982\uff0c\u4f60\u8ba9 GPT-4 \u7ffb\u8bd1\u4e00\u9996\u53e4\u8bd7\uff0c\u5b83\u6216\u8bb8\u80fd\u628a\u6bcf\u4e2a\u5b57\u7684\u610f\u601d\u90fd\u7ffb\u8bd1\u51fa\u6765\uff0c\u4f46\u5374\u5f88\u96be\u4f20\u8fbe\u51fa\u8bd7\u6b4c\u7684\u610f\u5883\u548c\u97f5\u5473\u3002\u56e0\u4e3a\u5b83\u7f3a\u4e4f\u5bf9\u4e2d\u56fd\u4f20\u7edf\u6587\u5316\u7684\u7406\u89e3\uff0c\u7f3a\u4e4f\u5bf9\u8bd7\u4eba\u60c5\u611f\u7684\u5171\u9e23\u3002<\/span><\/span>\u8fd9\u5c31\u50cf\u4e00\u4e2a\u6ca1\u6709\u7075\u9b42\u7684\u7ffb\u8bd1\u673a\u5668\uff0c\u867d\u7136\u5b57\u5b57\u5bf9\u5e94\uff0c\u5374\u5931\u53bb\u4e86\u7075\u9b42\u3002<\/span><\/span><\/strong><\/p>\n

<\/span>\u201c\u56fe\u7075\u6d4b\u8bd5\u201d\u7684\u9677\u9631\uff1a\u6211\u4eec\u53ef\u80fd\u4e00\u76f4\u88ab AI\u201c\u9a97\u201d\u4e86\uff1f<\/span><\/span><\/span><\/span><\/h3>\n

\u65e2\u7136\u201c\u7406\u89e3\u201d\u5982\u6b64\u96be\u4ee5\u5b9a\u4e49\uff0c\u90a3\u4e48\u6211\u4eec\u80fd\u5426\u901a\u8fc7\u201c\u884c\u4e3a\u201d\u6765\u5224\u65ad AI \u662f\u5426\u5177\u6709\u667a\u80fd\u5462\uff1f\u201c\u56fe\u7075\u6d4b\u8bd5\u201d\u5c31\u662f\u8fd9\u6837\u4e00\u79cd\u5c1d\u8bd5\u3002<\/span><\/span><\/p>\n

\u201c\u56fe\u7075\u6d4b\u8bd5\u201d\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u5982\u679c\u4e00\u53f0\u673a\u5668\u80fd\u591f\u4e0e\u4eba\u7c7b\u8fdb\u884c\u5bf9\u8bdd\uff0c\u5e76\u4e14\u8ba9\u4eba\u7c7b\u65e0\u6cd5\u533a\u5206\u5b83\u662f\u673a\u5668\u8fd8\u662f\u771f\u4eba\uff0c\u90a3\u4e48\u8fd9\u53f0\u673a\u5668\u5c31\u5e94\u8be5\u88ab\u8ba4\u4e3a\u5177\u6709\u667a\u80fd\u3002<\/span><\/span><\/p>\n

\u7136\u800c\uff0cAI \u771f\u7684\u80fd\u901a\u8fc7\u201c\u56fe\u7075\u6d4b\u8bd5\u201d\u5417\uff1f\u6216\u8005\u8bf4\uff0c\u901a\u8fc7\u4e86\u201c\u56fe\u7075\u6d4b\u8bd5\u201d\u7684 AI\uff0c\u5c31\u771f\u7684\u5177\u6709\u201c\u667a\u80fd\u201d\u5417\uff1f<\/span><\/span><\/p>\n

\u6050\u6015\u6ca1\u90a3\u4e48\u7b80\u5355\u3002<\/span><\/span><\/strong> \u8fd1\u5e74\u6765\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7814\u7a76\u8868\u660e\uff0c\u201c\u56fe\u7075\u6d4b\u8bd5\u201d\u5b58\u5728\u7740\u4e25\u91cd\u7684\u5c40\u9650\u6027\u3002<\/span><\/span><\/p>\n

\u4e00\u65b9\u9762\uff0cAI \u7cfb\u7edf\u8d8a\u6765\u8d8a\u64c5\u957f\u201c\u6b3a\u9a97\u201d\u4eba\u7c7b\u30022014 \u5e74\uff0c\u4e00\u4e2a\u540d\u4e3a\u201c\u5c24\u91d1\u00b7\u53e4\u65af\u7279\u66fc\u201d\uff08Eugene Goostman\uff09\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u5c31\u6210\u529f\u5730\u8ba9 33% \u7684\u8bc4\u59d4\u76f8\u4fe1\u5b83\u662f\u4e00\u4e2a 13 \u5c81\u7684\u4e4c\u514b\u5170\u7537\u5b69\u3002<\/span><\/span><\/p>\n

\u53e6\u4e00\u65b9\u9762\uff0c\u4eba\u7c7b\u5bf9 AI \u7684\u8ba4\u77e5\u4e5f\u5728\u53d1\u751f\u53d8\u5316\u3002\u6211\u4eec\u8d8a\u6765\u8d8a\u503e\u5411\u4e8e\u5c06 AI \u7684\u201c\u884c\u4e3a\u201d\u8868\u73b0\u4e0e\u201c\u7406\u89e3\u201d\u80fd\u529b\u6df7\u6dc6\u3002\u53ea\u8981 AI \u7684\u56de\u7b54\u770b\u8d77\u6765\u201c\u50cf\u201d\u4eba\u7c7b\uff0c\u6211\u4eec\u5c31\u5bb9\u6613\u8ba4\u4e3a\u5b83\u5177\u6709\u4e86\u667a\u80fd\u3002<\/span><\/span><\/p>\n

\u66f4\u4ee4\u4eba\u62c5\u5fe7\u7684\u662f\uff0c\u8fd1\u5e74\u6765\u51fa\u73b0\u4e86\u4e00\u79cd\u201c\u9006\u5411\u56fe\u7075\u6d4b\u8bd5\u201d\u7684\u73b0\u8c61\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c<\/span><\/span>\u4eba\u7c7b\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f AI\uff01<\/span><\/span><\/strong><\/p>\n

\u5728\u4e00\u9879\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u8981\u6c42\u53c2\u4e0e\u8005\u5728\u7f51\u4e0a\u4e0e\u4e00\u4e2a\u672a\u77e5\u7684\u5bf9\u8c61\u8fdb\u884c\u5bf9\u8bdd\uff0c\u5e76\u5224\u65ad\u5bf9\u65b9\u662f\u4eba\u7c7b\u8fd8\u662f AI\u3002\u7ed3\u679c\u53d1\u73b0\uff0c\u4eba\u7c7b\u8bc6\u522b AI \u7684\u51c6\u786e\u7387\u53ea\u6709 60% \u5de6\u53f3\u3002\u800c\u5f53\u4eba\u7c7b\u88ab\u8981\u6c42\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f AI \u65f6\uff0c\u4ed6\u4eec\u7684\u201c\u901a\u8fc7\u7387\u201d\u4e5f\u53ea\u6709 63%\uff01<\/span><\/span><\/p>\n

\u8fd9\u610f\u5473\u7740\u4ec0\u4e48\uff1f\u201c\u56fe\u7075\u6d4b\u8bd5\u201d\u7684\u201c\u95e8\u69db\u201d\u6b63\u5728\u53d8\u5f97\u8d8a\u6765\u8d8a\u4f4e\u3002AI \u8d8a\u6765\u8d8a\u5bb9\u6613\u901a\u8fc7\u201c\u56fe\u7075\u6d4b\u8bd5\u201d\uff0c\u800c\u4eba\u7c7b\u5374\u8d8a\u6765\u8d8a\u96be\u4ee5\u8bc1\u660e\u81ea\u5df1\u662f\u4eba\u7c7b\u3002\u751a\u81f3\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u4eba\u7c7b\u4e3a\u4e86\u901a\u8fc7\u201c\u9006\u5411\u56fe\u7075\u6d4b\u8bd5\u201d\uff0c\u4e0d\u5f97\u4e0d\u4e3b\u52a8\u6a21\u4eff AI \u7684\u8bf4\u8bdd\u65b9\u5f0f\uff0c\u6bd4\u5982\u6545\u610f\u72af\u4e00\u4e9b\u62fc\u5199\u9519\u8bef\uff0c\u6216\u8005\u4f7f\u7528\u4e00\u4e9b\u751f\u786c\u7684\u8868\u8fbe\u3002<\/span><\/span>\u8fd9\u7b80\u76f4\u662f\u5bf9\u4eba\u7c7b\u667a\u529b\u7684\u4fae\u8fb1\uff01\u96be\u9053\uff0c\u6211\u4eec\u771f\u7684\u8981\u5411 AI \u5b66\u4e60\u5982\u4f55\u201c\u4e0d\u50cf AI\u201d\u5417\uff1f<\/span><\/span><\/strong><\/p>\n


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DeepMind \u7684\u201c\u7075\u9b42\u62f7\u95ee\u201d\uff1aAI \u7684\u201c\u667a\u80fd\u4f53\u6027\u201d\u662f\u4ec0\u4e48\uff1f<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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\u9762\u5bf9 AI\u201c\u667a\u80fd\u201d\u7684\u79cd\u79cd\u4e89\u8bae\uff0cDeepMind \u7684\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u89c6\u89d2\uff1a\u6211\u4eec\u5e94\u8be5\u5173\u6ce8 AI \u7684\u201c\u667a\u80fd\u4f53\u6027\u201d\uff08Agency\uff09\uff0c\u800c\u4e0d\u662f\u7b3c\u7edf\u7684\u201c\u667a\u80fd\u201d\u3002<\/span><\/span><\/p>\n

<\/span>\u4ec0\u4e48\u662f\u201c\u667a\u80fd\u4f53\u6027\u201d\uff1f<\/span><\/span><\/span><\/span><\/h3>\n

DeepMind \u5c06\u201c\u667a\u80fd\u4f53\u6027\u201d\u5b9a\u4e49\u4e3a\uff1a\u201c<\/span><\/span>\u7cfb\u7edf\u671d\u5411\u76ee\u6807\u5f15\u5bfc\u7ed3\u679c\u7684\u80fd\u529b<\/span><\/span><\/strong>\u201d\u3002<\/span><\/span><\/p>\n

\u8fd9\u4e2a\u5b9a\u4e49\u5305\u542b\u56db\u4e2a\u5173\u952e\u8981\u7d20\uff0c\u7f3a\u4e00\u4e0d\u53ef\uff1a<\/span><\/span><\/p>\n

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  1. \n
    \u4e2a\u4f53\u6027\uff08Individuality\uff09\uff1a<\/span><\/span><\/strong> \u7cfb\u7edf\u5fc5\u987b\u6709\u4e00\u4e2a\u660e\u786e\u7684\u8fb9\u754c\uff0c\u5c06\u5b83\u4e0e\u5916\u90e8\u73af\u5883\u533a\u5206\u5f00\u6765\u3002\u5c31\u50cf\u4eba\u7684\u76ae\u80a4\uff0c\u628a\u201c\u6211\u201d\u548c\u201c\u975e\u6211\u201d\u533a\u5206\u5f00\u3002<\/span><\/span><\/section>\n<\/li>\n
  2. \n
    \u884c\u52a8\u6e90\uff08Source of Action\uff09\uff1a<\/span><\/span><\/strong> \u7cfb\u7edf\u7684\u884c\u4e3a\u5fc5\u987b\u662f\u81ea\u4e3b\u4ea7\u751f\u7684\uff0c\u800c\u4e0d\u662f\u5b8c\u5168\u7531\u5916\u90e8\u73af\u5883\u51b3\u5b9a\u7684\u3002\u5c31\u50cf\u6211\u7684\u624b\uff0c\u662f\u6211\u8ba9\u5b83\u52a8\uff0c\u800c\u4e0d\u662f\u98ce\u5439\u52a8\u7684\u3002<\/span><\/span><\/section>\n<\/li>\n
  3. \n
    \u89c4\u8303\u6027\uff08Normativity\uff09\uff1a<\/span><\/span><\/strong> \u7cfb\u7edf\u5fc5\u987b\u6709\u4e00\u4e2a\u76ee\u6807\uff0c\u6216\u8005\u8bf4\uff0c\u6709\u4e00\u5957\u89c4\u8303\u6765\u6307\u5bfc\u5b83\u7684\u884c\u4e3a\u3002\u5c31\u50cf\u4e0b\u68cb\uff0c\u76ee\u6807\u5c31\u662f\u8d62\u3002<\/span><\/span><\/section>\n<\/li>\n
  4. \n
    \u9002\u5e94\u6027\uff08Adaptivity\uff09\uff1a<\/span><\/span><\/strong> \u7cfb\u7edf\u5fc5\u987b\u80fd\u591f\u6839\u636e\u73af\u5883\u7684\u53d8\u5316\uff0c\u8c03\u6574\u81ea\u5df1\u7684\u884c\u4e3a\uff0c\u4ee5\u66f4\u597d\u5730\u5b9e\u73b0\u76ee\u6807\u3002\u5c31\u50cf\u5f00\u8f66\uff0c\u9047\u5230\u7ea2\u706f\u8981\u505c\uff0c\u9047\u5230\u969c\u788d\u8981\u7ed5\u3002<\/span><\/span><\/section>\n<\/li>\n<\/ol>\n

    \u8fd9\u56db\u4e2a\u8981\u7d20\uff0c\u6784\u6210\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u201c\u667a\u80fd\u4f53\u201d\u6846\u67b6\u3002\u53ea\u6709\u540c\u65f6\u6ee1\u8db3\u8fd9\u56db\u4e2a\u6761\u4ef6\uff0c\u4e00\u4e2a\u7cfb\u7edf\u624d\u80fd\u88ab\u8ba4\u4e3a\u662f\u5177\u6709\u201c\u667a\u80fd\u4f53\u6027\u201d\u7684\u3002<\/span><\/span><\/p>\n

    <\/span>\u201c\u6846\u67b6\u201d\uff1a\u51b3\u5b9a AI\u201c\u667a\u80fd\u201d\u7684\u201c\u9690\u5f62\u773c\u955c\u201d<\/span><\/span><\/span><\/span><\/h3>\n

    \u7136\u800c\uff0cDeepMind \u7684\u7814\u7a76\u4eba\u5458\u8fdb\u4e00\u6b65\u6307\u51fa\uff0c\u8fd9\u56db\u4e2a\u8981\u7d20\u7684\u5224\u65ad\uff0c\u90fd\u4f9d\u8d56\u4e8e\u4e00\u4e2a\u201c\u6846\u67b6\u201d\uff08Frame\uff09\u3002<\/span><\/span><\/p>\n

    \u5982\u679c\u8bf4\u201c\u667a\u80fd\u4f53\u6027\u201d\u7684\u56db\u4e2a\u8981\u7d20\u662f\u201c\u786c\u4ef6\u201d\uff0c\u90a3\u4e48\u201c\u6846\u67b6\u201d\u5c31\u662f\u201c\u8f6f\u4ef6\u201d\u3002\u5b83\u662f\u6211\u4eec\u89c2\u5bdf\u548c\u8bc4\u4f30 AI \u7684\u201c\u89c6\u89d2\u201d\u6216\u8005\u8bf4\u201c\u53c2\u8003\u7cfb\u201d\u3002<\/span><\/span>\u5b83\u51b3\u5b9a\u4e86\u6211\u4eec\u5982\u4f55\u770b\u5f85 AI\uff0c\u5982\u4f55\u5b9a\u4e49 AI \u7684\u201c\u667a\u80fd\u201d\u3002<\/span><\/span><\/strong><\/p>\n

    \u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u201c\u6846\u67b6\u201d\u5305\u542b\u4ee5\u4e0b\u56db\u4e2a\u8981\u7d20\uff1a<\/span><\/span><\/p>\n

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      \u8fb9\u754c\u5b9a\u4e49\uff08Boundary Definition\uff09\uff1a<\/span><\/span><\/strong> \u6211\u4eec\u5982\u4f55\u754c\u5b9a AI \u7cfb\u7edf\u7684\u8fb9\u754c\uff1f\u662f\u6574\u4e2a\u7cfb\u7edf\uff0c\u8fd8\u662f\u5176\u4e2d\u7684\u67d0\u4e2a\u6a21\u5757\uff1f<\/span><\/span><\/section>\n<\/li>\n
        \n
      • \n
        \u4f8b\u5b50\uff1a<\/span><\/span><\/strong> \u6211\u4eec\u53ef\u4ee5\u628a\u4e00\u4e2a\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u770b\u4f5c\u4e00\u4e2a\u6574\u4f53\u7684\u7cfb\u7edf\uff08\u5305\u542b\u6240\u6709\u4f20\u611f\u5668\u3001\u8ba1\u7b97\u5355\u5143\u3001\u6267\u884c\u673a\u6784\u7b49\uff09\uff0c\u4e5f\u53ef\u4ee5\u53ea\u5173\u6ce8\u5176\u4e2d\u7684\u67d0\u4e2a\u6a21\u5757\uff0c\u6bd4\u5982\u611f\u77e5\u6a21\u5757\uff08\u8d1f\u8d23\u8bc6\u522b\u8def\u51b5\u3001\u884c\u4eba\u7b49\uff09\u3001\u51b3\u7b56\u6a21\u5757\uff08\u8d1f\u8d23\u89c4\u5212\u884c\u9a76\u8def\u7ebf\u3001\u63a7\u5236\u8f66\u901f\u7b49\uff09\u7b49\u3002\u4e0d\u540c\u7684\u8fb9\u754c\u5b9a\u4e49\uff0c\u4f1a\u5f71\u54cd\u6211\u4eec\u5bf9\u7cfb\u7edf\u201c\u667a\u80fd\u4f53\u6027\u201d\u7684\u5224\u65ad\u3002<\/span><\/span><\/section>\n<\/li>\n<\/ul>\n
      • \n
        \u56e0\u679c\u53d8\u91cf\u9009\u62e9\uff08Causal Variables\uff09\uff1a<\/span><\/span><\/strong> \u6211\u4eec\u5c06 AI \u7684\u884c\u4e3a\u5f52\u56e0\u4e8e\u4ec0\u4e48\uff1f\u662f\u5185\u90e8\u7684\u7b97\u6cd5\uff0c\u8fd8\u662f\u5916\u90e8\u7684\u6570\u636e\uff1f<\/span><\/span><\/section>\n<\/li>\n
          \n
        • \n
          \u4f8b\u5b50\uff1a<\/span><\/span><\/strong> \u6211\u4eec\u53ef\u4ee5\u628a\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u7684\u884c\u4e3a\u5f52\u56e0\u4e8e\u8f66\u8f7d\u8ba1\u7b97\u673a\u7684\u51b3\u7b56\uff08\u5185\u90e8\u7b97\u6cd5\uff09\uff0c\u4e5f\u53ef\u4ee5\u5f52\u56e0\u4e8e\u8bad\u7ec3\u6570\u636e\u3001\u8def\u51b5\u4fe1\u606f\u3001\u4ea4\u901a\u89c4\u5219\u7b49\u5916\u90e8\u56e0\u7d20\u3002\u4e0d\u540c\u7684\u56e0\u679c\u53d8\u91cf\u9009\u62e9\uff0c\u4f1a\u5f71\u54cd\u6211\u4eec\u5bf9\u7cfb\u7edf\u201c\u884c\u52a8\u6e90\u201d\u7684\u5224\u65ad\u3002<\/span><\/span><\/section>\n<\/li>\n<\/ul>\n
        • \n
          \u76ee\u6807\u8bc6\u522b\u539f\u5219\uff08Goal Identification\uff09\uff1a<\/span><\/span><\/strong> \u6211\u4eec\u5982\u4f55\u5224\u65ad AI \u7684\u76ee\u6807\u662f\u4ec0\u4e48\uff1f\u662f\u8bbe\u8ba1\u8005\u8d4b\u4e88\u7684\uff0c\u8fd8\u662f AI \u81ea\u4e3b\u4ea7\u751f\u7684\uff1f<\/span><\/span><\/section>\n<\/li>\n
            \n
          • \n
            \u4f8b\u5b50\uff1a<\/span><\/span><\/strong> \u6211\u4eec\u53ef\u4ee5\u8ba4\u4e3a\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u7684\u76ee\u6807\u662f\u5b89\u5168\u5230\u8fbe\u76ee\u7684\u5730\uff0c\u4e5f\u53ef\u4ee5\u8ba4\u4e3a\u5b83\u7684\u76ee\u6807\u662f\u9075\u5b88\u4ea4\u901a\u89c4\u5219\uff0c\u6216\u8005\u6700\u5927\u5316\u71c3\u6cb9\u6548\u7387\uff0c\u751a\u81f3\u53ef\u4ee5\u662f\u201c\u4e0d\u51fa\u4e8b\u6545\u5c31\u597d\u201d\u3002\u4e0d\u540c\u7684\u76ee\u6807\u8bc6\u522b\u539f\u5219\uff0c\u4f1a\u5f71\u54cd\u6211\u4eec\u5bf9\u7cfb\u7edf\u201c\u89c4\u8303\u6027\u201d\u7684\u5224\u65ad\u3002<\/span><\/span><\/section>\n<\/li>\n<\/ul>\n
          • \n
            \u9002\u5e94\u6027\u6807\u51c6\uff08Adaptivity Criteria\uff09\uff1a<\/span><\/span><\/strong> \u6211\u4eec\u5982\u4f55\u8861\u91cf AI \u7684\u9002\u5e94\u6027\uff1f\u662f\u770b\u5b83\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u8fd8\u662f\u770b\u5b83\u5728\u4e0d\u540c\u73af\u5883\u4e0b\u7684\u6cdb\u5316\u80fd\u529b\uff1f<\/span><\/span><\/section>\n<\/li>\n
              \n
            • \n
              \u4f8b\u5b50\uff1a<\/span><\/span><\/strong> \u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u5728\u4e0d\u540c\u8def\u51b5\uff08\u57ce\u5e02\u9053\u8def\u3001\u9ad8\u901f\u516c\u8def\u3001\u4e61\u6751\u5c0f\u8def\u7b49\uff09\u4e0b\u7684\u8868\u73b0\u6765\u8bc4\u4f30\u5b83\u7684\u9002\u5e94\u6027\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u5b83\u5728\u6a21\u62df\u73af\u5883\u4e2d\u7684\u5b66\u4e60\u901f\u5ea6\u6765\u8bc4\u4f30\u3002\u4e0d\u540c\u7684\u9002\u5e94\u6027\u6807\u51c6\uff0c\u4f1a\u5f71\u54cd\u6211\u4eec\u5bf9\u7cfb\u7edf\u201c\u9002\u5e94\u6027\u201d\u7684\u5224\u65ad\u3002<\/span><\/span><\/section>\n<\/li>\n<\/ul>\n<\/ul>\n

              \u4e0b\u56fe\u5c55\u793a\u4e86\u201c\u6846\u67b6\u201d\u7684\u56db\u4e2a\u8981\u7d20\uff1a<\/span><\/span><\/p>\n

              <\/span><\/figure>\n

              DeepMind \u7528\u201c\u9690\u5f62\u773c\u955c\u201d\u6765\u6bd4\u55bb\u201c\u6846\u67b6\u201d\u3002<\/span><\/span>\u6211\u4eec\u6234\u4e0a\u4e0d\u540c\u7684\u201c\u773c\u955c\u201d\uff0c\u770b\u5230\u7684 AI \u5c31\u4f1a\u5448\u73b0\u51fa\u4e0d\u540c\u7684\u201c\u667a\u80fd\u201d\u5f62\u6001\u3002<\/span><\/span><\/strong> \u4e0d\u540c\u7684\u201c\u6846\u67b6\u201d\uff0c\u4f1a\u5bfc\u81f4\u5bf9\u540c\u4e00\u4e2a AI \u7cfb\u7edf\u4ea7\u751f\u5b8c\u5168\u4e0d\u540c\u7684\u201c\u667a\u80fd\u4f53\u6027\u201d\u5224\u65ad\u3002<\/span><\/span><\/p>\n

              \u4e3a\u4e86\u66f4\u6e05\u6670\u7684\u9610\u8ff0\u201c\u6846\u67b6\u201d\u7684\u6982\u5ff5\uff0c\u6211\u4eec\u6765\u770b\u4e00\u4e2a\u81ea\u52a8\u9a7e\u9a76\u7684\u4f8b\u5b50\uff1a<\/span><\/span><\/p>\n

              \n\n\n\n\n\n\n\n\n\n
              \n
              \u53c2\u8003\u7cfb\u8981\u7d20<\/span><\/span><\/section>\n<\/th>\n
              		\n
              \u6846\u67b6A\uff08\u7cfb\u7edf\u7ea7\uff09<\/span><\/span><\/section>\n<\/th>\n
              		\n
              \u6846\u67b6B\uff08\u6a21\u5757\u7ea7\uff09<\/span><\/span><\/section>\n<\/th>\n<\/tr>\n<\/thead>\n
              \n
              \u8fb9\u754c<\/span><\/span><\/section>\n<\/td>\n
              		\n
              \u5305\u542b\u6240\u6709\u4f20\u611f\u5668\u3001\u8ba1\u7b97\u5355\u5143\u3001\u6267\u884c\u673a\u6784<\/span><\/span><\/section>\n<\/td>\n
              		\n
              \u4ec5\u611f\u77e5\u6a21\u5757\uff08\u6444\u50cf\u5934\u3001\u6fc0\u5149\u96f7\u8fbe\u7b49\uff09<\/span><\/span><\/section>\n<\/td>\n<\/tr>\n
              \n
              \u56e0\u679c\u53d8\u91cf<\/span><\/span><\/section>\n<\/td>\n
              		\n
              \u8f66\u8f7d\u8ba1\u7b97\u673a\u7684\u51b3\u7b56<\/span><\/span><\/section>\n<\/td>\n
              		\n
              \u4f20\u611f\u5668\u63a5\u6536\u5230\u7684\u73af\u5883\u4fe1\u606f<\/span><\/span><\/section>\n<\/td>\n<\/tr>\n
              \n
              \u76ee\u6807<\/span><\/span><\/section>\n<\/td>\n
              		\n
              \u5b89\u5168\u3001\u9ad8\u6548\u5730\u5230\u8fbe\u76ee\u7684\u5730<\/span><\/span><\/section>\n<\/td>\n
              		\n
              \u51c6\u786e\u8bc6\u522b\u9053\u8def\u3001\u8f66\u8f86\u3001\u884c\u4eba\u7b49<\/span><\/span><\/section>\n<\/td>\n<\/tr>\n
              \n
              \u9002\u5e94\u6027<\/span><\/span><\/section>\n<\/td>\n
              		\n
              \u5e94\u5bf9\u590d\u6742\u8def\u51b5\u3001\u7a81\u53d1\u4e8b\u4ef6<\/span><\/span><\/section>\n<\/td>\n
              		\n
              \u5bf9\u4e0d\u540c\u5149\u7167\u3001\u5929\u6c14\u6761\u4ef6\u7684\u9c81\u68d2\u6027<\/span><\/span><\/section>\n<\/td>\n<\/tr>\n
              \u667a\u80fd\u4f53\u6027\u5224\u5b9a<\/span><\/span><\/strong><\/td>\n\u5177\u5907<\/span><\/span><\/strong><\/p>\n
              \uff08\u6ee1\u8db3\u56db\u8981\u7d20\uff09<\/span><\/span><\/section>\n<\/td>\n
              		\u53ef\u80fd\u4e0d\u5177\u5907<\/span><\/span><\/strong><\/p>\n
              \uff08\u53d6\u51b3\u4e8e\u6a21\u5757\u7684\u5177\u4f53\u8bbe\u8ba1\uff09<\/span><\/span><\/section>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/section>\n

              \u770b\u5230\u4e86\u5417\uff1f\u540c\u4e00\u4e2a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\uff0c\u5728\u4e0d\u540c\u7684\u201c\u6846\u67b6\u201d\u4e0b\uff0c\u53ef\u4ee5\u88ab\u8ba4\u4e3a\u662f\u201c\u667a\u80fd\u201d\u7684\uff0c\u4e5f\u53ef\u4ee5\u88ab\u8ba4\u4e3a\u662f\u201c\u4e0d\u667a\u80fd\u201d\u7684\u3002\u8fd9\u5c31\u50cf\u201c\u7f57\u751f\u95e8\u201d\uff0c\u6bcf\u4e2a\u4eba\u770b\u5230\u7684\u771f\u76f8\uff0c\u90fd\u53ea\u662f\u771f\u76f8\u7684\u4e00\u90e8\u5206\u3002<\/span><\/span><\/p>\n

              <\/span>\u6362\u4e2a\u201c\u89d2\u5ea6\u201d\u770b AlphaGo\uff1a\u5b83\u771f\u7684\u201c\u65e0\u654c\u201d\u5417\uff1f<\/span><\/span><\/span><\/span><\/h3>\n

              AlphaGo \u65e0\u7591\u662f AI \u53d1\u5c55\u53f2\u4e0a\u7684\u4e00\u4e2a\u91cc\u7a0b\u7891\u3002\u5b83\u5728\u56f4\u68cb\u9886\u57df\u6218\u80dc\u4e86\u4eba\u7c7b\u9876\u5c16\u68cb\u624b\uff0c\u5c55\u73b0\u51fa\u4e86\u60ca\u4eba\u7684\u201c\u667a\u80fd\u201d\u3002<\/span><\/span><\/p>\n

              \u4f46\u662f\uff0c\u5982\u679c\u6211\u4eec\u4ece\u201c\u6846\u67b6\u4f9d\u8d56\u6027\u201d\u7684\u89d2\u5ea6\u6765\u770b\uff0cAlphaGo \u7684\u201c\u667a\u80fd\u201d\u53c8\u662f\u600e\u6837\u7684\u5462\uff1f<\/span><\/span><\/p>\n

              \u5982\u679c\u6211\u4eec\u628a AlphaGo \u770b\u4f5c\u4e00\u4e2a\u6574\u4f53\uff0c\u90a3\u4e48\u5b83\u65e0\u7591\u5177\u6709\u5f3a\u5927\u7684\u201c\u667a\u80fd\u4f53\u6027\u201d\uff1a\u5b83\u80fd\u591f\u5728\u590d\u6742\u7684\u68cb\u5c40\u4e2d\u81ea\u4e3b\u51b3\u7b56\uff0c\u76ee\u6807\u662f\u8d62\u5f97\u6bd4\u8d5b\uff0c\u5e76\u4e14\u80fd\u591f\u901a\u8fc7\u5b66\u4e60\u4e0d\u65ad\u63d0\u5347\u81ea\u5df1\u7684\u68cb\u529b\u3002<\/span><\/span><\/p>\n

              \u4f46\u662f\uff0c\u5982\u679c\u6211\u4eec\u628a\u201c\u6846\u67b6\u201d\u7f29\u5c0f\u5230 AlphaGo \u7684\u5185\u90e8\uff0c\u53ea\u5173\u6ce8\u5176\u4e2d\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u90a3\u4e48\u5b83\u5c31\u53ea\u662f\u4e00\u4e2a\u590d\u6742\u7684\u51fd\u6570\uff0c\u6839\u636e\u8f93\u5165\u7684\u68cb\u76d8\u72b6\u6001\uff0c\u8f93\u51fa\u4e00\u4e2a\u843d\u5b50\u4f4d\u7f6e\u3002\u5b83\u7684\u884c\u4e3a\u5b8c\u5168\u7531\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u51b3\u5b9a\uff0c\u4e0d\u5177\u5907\u4efb\u4f55\u201c\u81ea\u4e3b\u6027\u201d\u3002<\/span><\/span><\/p>\n

              \u66f4\u8fdb\u4e00\u6b65\uff0c\u5982\u679c\u6211\u4eec\u628a AlphaGo \u4e0e AlphaGo Zero \u548c AlphaZero \u8fdb\u884c\u5bf9\u6bd4\uff0c\u6211\u4eec\u4f1a\u53d1\u73b0\uff0c\u5b83\u4eec\u7684\u201c\u667a\u80fd\u4f53\u6027\u201d\u4e5f\u5b58\u5728\u7740\u5fae\u5999\u7684\u5dee\u5f02\u3002<\/span><\/span><\/p>\n

              AlphaGo \u7684\u8bad\u7ec3\uff0c\u4f9d\u8d56\u4e8e\u5927\u91cf\u7684\u4eba\u7c7b\u68cb\u8c31\u6570\u636e\u3002\u800c <\/span><\/span>AlphaGo Zero<\/span><\/span><\/span>[2]<\/span><\/span><\/sup> \u5219\u5b8c\u5168\u4ece\u96f6\u5f00\u59cb\uff0c\u901a\u8fc7\u81ea\u6211\u5bf9\u5f08\u6765\u5b66\u4e60\u3002<\/span><\/span>AlphaZero<\/span><\/span><\/span>[3]<\/span><\/span><\/sup> \u5219\u66f4\u8fdb\u4e00\u6b65\uff0c\u5c06\u8fd9\u79cd\u201c\u81ea\u6211\u5b66\u4e60\u201d\u7684\u80fd\u529b\u63a8\u5e7f\u5230\u4e86\u5176\u4ed6\u68cb\u7c7b\u6e38\u620f\uff08\u5982\u56fd\u9645\u8c61\u68cb\u3001\u5c06\u68cb\uff09\u3002<\/span><\/span><\/p>\n

              \u4ece\u201c\u667a\u80fd\u4f53\u6027\u201d\u7684\u89d2\u5ea6\u6765\u770b\uff0cAlphaGo Zero \u548c AlphaZero \u6bd4 AlphaGo \u66f4\u5177\u6709\u201c\u81ea\u4e3b\u6027\u201d\u3002\u56e0\u4e3a\u5b83\u4eec\u4e0d\u4f9d\u8d56\u4e8e\u4eba\u7c7b\u7684\u5148\u9a8c\u77e5\u8bc6\uff0c\u800c\u662f\u901a\u8fc7\u81ea\u8eab\u7684\u63a2\u7d22\u548c\u5b66\u4e60\uff0c\u6765\u6784\u5efa\u5bf9\u68cb\u7c7b\u6e38\u620f\u7684\u7406\u89e3\u3002AlphaZero \u66f4\u662f\u901a\u8fc7\u5728\u4e0d\u540c\u68cb\u7c7b\u6e38\u620f\u4e2d\u7684\u51fa\u8272\u8868\u73b0\uff0c\u8bc1\u660e\u4e86\u5176\u201c\u667a\u80fd\u4f53\u6027\u201d\u7684\u201c\u53ef\u8fc1\u79fb\u6027\u201d\u3002<\/span><\/span><\/p>\n


              <\/span><\/p>\n

              \n
              \n
              \n
              \n
              \n

              <\/span><\/section>\n

              <\/span><\/section>\n
              \n
              <\/section>\n<\/section>\n<\/section>\n
              \n

              \u91cd\u65b0\u5b9a\u4e49 AI\u201c\u667a\u80fd\u201d\uff1a\u4ece\u201c\u5ba2\u89c2\u201d\u5230\u201c\u4e3b\u89c2\u201d<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

              \n

              <\/span><\/section>\n

              <\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


              <\/span><\/p>\n

              DeepMind \u7684\u201c\u6846\u67b6\u4f9d\u8d56\u6027\u201d\u7406\u8bba\uff0c\u5bf9 AI \u7814\u7a76\u548c\u5e94\u7528\u5177\u6709\u6df1\u8fdc\u7684\u542f\u793a\u3002\u5b83\u8ba9\u6211\u4eec\u610f\u8bc6\u5230\uff0c<\/span><\/span>AI \u7684\u201c\u667a\u80fd\u201d\u5e76\u975e\u5ba2\u89c2\u5b58\u5728\uff0c\u800c\u662f\u6211\u4eec\u4e3b\u89c2\u5efa\u6784\u7684\u4ea7\u7269\u3002<\/span><\/span><\/strong><\/p>\n

              <\/span>AGI \u7684\u201cN \u79cd\u53ef\u80fd\u201d\uff1a\u6ca1\u6709\u6700\u597d\uff0c\u53ea\u6709\u6700\u9002\u5408<\/span><\/span><\/span><\/span><\/h3>\n

              \u201c\u6846\u67b6\u4f9d\u8d56\u6027\u201d\u610f\u5473\u7740\uff0c\u4e0d\u5b58\u5728\u4e00\u4e2a\u5ba2\u89c2\u7684\u3001\u7edd\u5bf9\u7684 AGI\uff08\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff09\u6807\u51c6\u3002\u6211\u4eec\u5bf9 AGI \u7684\u7406\u89e3\u548c\u8bc4\u4f30\uff0c\u59cb\u7ec8\u662f\u76f8\u5bf9\u7684\u3001\u4e3b\u89c2\u7684\u3002<\/span><\/span><\/p>\n

              \u4e0d\u540c\u7684\u201c\u6846\u67b6\u201d\uff0c\u4f1a\u5bfc\u81f4\u5bf9 AGI \u63d0\u51fa\u4e0d\u540c\u7684\u8981\u6c42\u3002<\/span><\/span><\/p>\n