{"id":40579,"date":"2025-11-07T21:05:45","date_gmt":"2025-11-07T13:05:45","guid":{"rendered":"https:\/\/17aitech.com\/?p=40579"},"modified":"2025-11-07T21:05:45","modified_gmt":"2025-11-07T13:05:45","slug":"%e6%ac%a7%e6%b4%b2%e7%a7%91%e5%ad%a6%e4%b8%8e%e8%89%ba%e6%9c%af%e9%99%a2%e9%95%bf-klaus-mainzer%ef%bc%9a%e9%80%9a%e7%94%a8%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%bb%88%e6%9e%81%e9%80%9a","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40579","title":{"rendered":"\u6b27\u6d32\u79d1\u5b66\u4e0e\u827a\u672f\u9662\u957f Klaus Mainzer\uff1a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u7ec8\u6781\u901a\u5173\u79d8\u7c4d\uff0c\u85cf\u5728\u601d\u60f3\u53f2\u91cc GAIR Live | 018"},"content":{"rendered":"<p>\u5f53\u4e00\u4f4d\u5fb7\u56fd\u9876\u5c16\u79d1\u5b66\u5bb6\u628a\u300a\u6613\u7ecf\u300b\u79f0\u4f5c\u201c\u4e8c\u8fdb\u5236\u7956\u5148\u201d\uff0c\u5e76\u65ad\u8a00\u4e0b\u4e00\u4ee3 AI \u5fc5\u987b\u9760\u201c\u4eba\u6587\u5b66\u8005\u7684\u60f3\u8c61\u529b\u201d\u7a81\u56f4\uff0c\u8fd9\u6216\u8bb8\u610f\u5473\u7740\uff1a\u771f\u6b63\u7684\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff0c\u6216\u8bb8\u8981\u5148\u5728\u601d\u60f3\u53f2\u91cc\u901a\u5173\u3002<\/p>\n<p>\u4f5c\u4e3a\u4e00\u4f4d\u4eab\u8a89\u56fd\u9645\u7684\u79d1\u5b66\u54f2\u5b66\u5bb6\u548c\u590d\u6742\u7cfb\u7edf\u7406\u8bba\u6743\u5a01\uff0c\u6b27\u6d32\u79d1\u5b66\u4e0e\u827a\u672f\u9662\u9662\u957f\u3001\u6155\u5c3c\u9ed1\u5de5\u4e1a\u5927\u5b66\u8363\u4f11\u6559\u6388 Klaus Mainzer \u4e0d\u4ec5\u662f\u8fde\u63a5\u6570\u5b66\u903b\u8f91\u4e0e\u73b0\u4ee3\u79d1\u6280\u7684\u6865\u6881\uff0c\u66f4\u662f\u6d1e\u5bdf\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u4eba\u7c7b\u547d\u8fd0\u4e0e\u8d23\u4efb\u7684\u6218\u7565\u601d\u60f3\u5bb6\u3002<\/p>\n<p>\u5728\u6700\u8fd1\u96f7\u5cf0\u7f51\u5bf9 Mainzer \u9662\u957f\u7684\u6df1\u5ea6\u4e13\u8bbf\u4e2d\uff0c\u4ed6\u4e0d\u4ec5\u5168\u9762\u56de\u987e\u4e86 AI \u7406\u8bba\u4ece\u56fe\u7075\u5230\u91cf\u5b50\u8ba1\u7b97\u7684\u53d1\u5c55\u8109\u7edc\uff0c\u66f4\u7280\u5229\u5730\u6307\u51fa\u4e86 AGI \u65e0\u6cd5\u7ed5\u5f00\u7684\u54f2\u5b66\u56f0\u5883\u3001\u5de5\u7a0b\u521b\u65b0\u7684\u5168\u7403\u8f6c\u79fb\uff0c\u4ee5\u53ca\u57f9\u517b\u672a\u6765\u4eba\u624d\u6700\u8feb\u5207\u9700\u8981\u7684\u6559\u80b2\u7cfb\u7edf\u53d8\u9769\u3002<\/p>\n<p>\u4ece\u83b1\u5e03\u5c3c\u8328\uff08Leibniz\uff09\u5728 17 \u4e16\u7eaa\u5bf9\u300a\u6613\u7ecf\u300b\u9634\u9633\u7b26\u53f7\u7684\u6269\u5c55\u7814\u7a76\uff0c\u5230 1936 \u5e74\u56fe\u7075\u90a3\u7bc7\u5960\u5b9a\u6570\u5b57\u65f6\u4ee3\u7684\u300a\u8bba\u53ef\u8ba1\u7b97\u6570\u300b\uff0c\u518d\u5230\u4eca\u5929\u8bd5\u56fe\u7528\u201c\u6a21\u62df\u8ba1\u7b97\u201d\u7834\u89e3\u505c\u673a\u95ee\u9898\u7684\u63a5\u53e3\u9879\u76ee\u2014\u2014Mainzer \u7528\u4e00\u6761\u6e05\u6670\u7684\u201c\u601d\u60f3\u94fe\u201d\u544a\u8bc9\u6211\u4eec\uff1aAI \u7684\u6bcf\u4e00\u6b21\u8dc3\u8fc1\uff0c\u80cc\u540e\u90fd\u7ad9\u7740\u54f2\u5b66\u5bb6\u3001\u8bed\u8a00\u5b66\u5bb6\u3001\u903b\u8f91\u5b66\u5bb6\u3001\u73b0\u8c61\u5b66\u5bb6\u751a\u81f3\u5916\u4ea4\u5b98\uff1b\u4eba\u6587\u4e0e\u79d1\u5b66\u5e76\u975e\u201c\u4e24\u79cd\u6587\u5316\u201d\uff0c\u800c\u662f\u4e00\u6761\u9ebb\u82b1\u8fab\uff0c\u8d8a\u62e7\u8d8a\u7d27\u3002<\/p>\n<p>\u8bbf\u8c08\u4f0a\u59cb\uff0cMainzer \u9662\u957f\u5c31\u76f4\u6307\u73b0\u4ee3 AI \u7684\u7406\u8bba\u9650\u5236\u3002\u4ed6\u627f\u8ba4 AI \u5728\u6570\u636e\u9a71\u52a8\u7684\u6a21\u62df\u65b9\u9762\u80fd\u529b\u60ca\u4eba\uff0c\u4f46\u5176\u6839\u57fa\u4ecd\u53d7\u5236\u4e8e\u5f62\u5f0f\u5316\u601d\u7ef4\u3002\u4ed6\u63f4\u5f15\u903b\u8f91\u5b66\u53f2\u4e0a\u54e5\u5fb7\u5c14\uff08G\u00f6del\uff09\u7684\u201c\u4e0d\u5b8c\u5907\u6027\u201d\u6700\u7ec8\u88ab\u6839\u5c91\uff08Gentzen\uff09\u4ee5\u201c\u8d85\u9650\u6570\u201d\u6982\u5ff5\u6240\u514b\u670d\u7684\u6848\u4f8b\uff0c\u5f3a\u8c03 AI \u7684\u903b\u8f91\u56f0\u5883\u5e76\u975e\u4e0d\u53ef\u903e\u8d8a\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4e00\u65e6\u8fdb\u5165 AGI \u7684\u6838\u5fc3\u5730\u5e26\uff0cMainzer \u9662\u957f\u63d0\u51fa\u4e86\u4e00\u4e2a\u5c16\u9510\u7684\u54f2\u5b66\u6311\u6218\uff1a\u673a\u5668\u80fd\u6a21\u62df\u60c5\u611f\uff0c\u4f46\u80fd\u62e5\u6709\u201c\u7075\u611f\u201d\u5417\uff1f<\/p>\n<p>\u201c\u673a\u5668\u53ef\u4ee5\u6a21\u62df\u5404\u79cd\u60c5\u611f\u8868\u8fbe\uff0c\u6211\u5bf9\u6b64\u6beb\u4e0d\u6000\u7591\u3002\u4f46\u533a\u522b\u5728\u4e8e\u521b\u9020\u529b\u3002\u4e00\u4e2a\u4f5c\u66f2\u5bb6\u9700\u8981\u7684\u662f\u60c5\u611f\u548c\u7075\u611f\u3002\u201d<\/p>\n<p>\u4ed6\u6307\u51fa\uff0cAGI \u9762\u4e34\u7684\u771f\u6b63\u969c\u788d\u662f\u201c\u5177\u8eab\u6027\u201d\uff08Embodiment\uff09\u7684\u54f2\u5b66\u9e3f\u6c9f\u3002Mainzer \u9662\u957f\u63a8\u6d4b\uff0c\u672a\u6765\u6216\u8bb8\u80fd\u901a\u8fc7\u795e\u7ecf\u751f\u7269\u5b66\u521b\u9020\u51fa\u5177\u5907\u201c\u6d3b\u4f53\u7ec4\u7ec7\u201d\u548c\u201c\u60c5\u611f\u201d\u7684\u4eba\u9020\u6709\u673a\u4f53\uff0c\u5c4a\u65f6 AGI \u624d\u6709\u53ef\u80fd\u5177\u5907\u771f\u6b63\u7684\u521b\u9020\u529b\u3002<\/p>\n<p>\u5728\u6280\u672f\u57fa\u7840\u7684\u8ba8\u8bba\u4e2d\uff0cMainzer \u9662\u957f\u6307\u51fa\uff0c\u5f53\u524d\u7684 AI \u67b6\u6784\u4ecd\u6cbf\u7528\u51af\u00b7\u8bfa\u4f9d\u66fc\uff08Von Neumann\uff09\u67b6\u6784\uff0c\u6838\u5fc3\u662f\u56fe\u7075\u673a\u5b9a\u4e49\u4e0b\u7684\u53ef\u8ba1\u7b97\u51fd\u6570\u7406\u8bba\u3002\u8fd9\u662f\u6240\u6709\u73b0\u4ee3\u8ba1\u7b97\u673a\u7684\u6570\u5b66\u57fa\u7840\uff0c\u4ece\u672a\u6539\u53d8\u3002<\/p>\n<p>\u7136\u800c\u56fe\u7075\u5728\u751f\u547d\u7684\u6700\u540e\u4e24\u5e74\uff0c\u53d1\u8868\u4e86\u5173\u4e8e\u201c\u5f62\u6001\u53d1\u751f\u7684\u5316\u5b66\u57fa\u7840\u201d\u7684\u8bba\u6587\uff0c\u8fd9\u7bc7\u8bba\u6587\u6b63\u662f\u5173\u4e8e\u8017\u6563\u76f8\u4e92\u4f5c\u7528\u7684\u7b80\u5355\u7cfb\u7edf\u5982\u4f55\u4ea7\u751f\u590d\u6742\u7ed3\u6784\u6d8c\u73b0\uff08Emergence\uff09\u7684\u5f00\u7aef\u3002\u800cMainzer \u9662\u957f\u7684\u201c\u590d\u6742\u7cfb\u7edf\u3001\u4eba\u5de5\u667a\u80fd\u4e0e\u65b0\u5174\u6280\u672f\u201d\u4e66\u7cfb\uff0c\u6b63\u662f\u6e90\u4e8e\u56fe\u7075\u6240\u5f00\u8f9f\u7684\u4e24\u6761\u7406\u8bba\u8def\u7ebf\u3002<\/p>\n<p>\u7ed3\u8bba\u6bcb\u5eb8\u7f6e\u7591\uff1a \u65e0\u8bba\u662f AI \u7684\u7b26\u53f7\u8ba1\u7b97\uff0c\u8fd8\u662f\u672a\u6765\u5bf9\u590d\u6742\u7ed3\u6784\u6d8c\u73b0\u7684\u7814\u7a76\uff0c\u5176\u601d\u60f3\u6839\u6e90\u90fd\u6307\u5411\u56fe\u7075\u8fd9\u4f4d\u4f1f\u5927\u7684\u8de8\u754c\u601d\u60f3\u5bb6\u3002<\/p>\n<p>\u5728\u8c08\u53ca AI \u7684\u53d1\u5c55\u524d\u666f\u53ca\u65b0\u5174\u6280\u672f\u5bf9 AI \u7684\u534f\u540c\u6548\u5e94\uff0cMainzer \u9662\u957f\u8ba4\u4e3a\uff0c\u91cf\u5b50\u8ba1\u7b97\u7684\u53e0\u52a0\u539f\u7406\u7b49\u65b0\u539f\u5219\uff0c\u6709\u671b\u6253\u7834\u6570\u5b57\u8ba1\u7b97\u673a\u5728\u533b\u5b66\u5f71\u50cf\u91cd\u6784\u7b49\u9ad8\u98ce\u9669\u9886\u57df\u7cbe\u5ea6\u4e0a\u7684\u7406\u8bba\u4e0b\u9650\uff0c\u662f\u89e3\u51b3 XAI\uff08\u53ef\u89e3\u91ca\u6027 AI\uff09 \u6743\u8861\u56f0\u5883\u7684\u5173\u952e\u6280\u672f\u3002<\/p>\n<p>\u540c\u65f6\u4ed6\u8fd8\u6307\u51fa\uff0c21 \u4e16\u7eaa\u7684\u7ade\u4e89\u5df2\u4e0d\u518d\u662f\u5355\u7eaf\u7684\u201c\u7406\u8bba\u521b\u610f\u201d\u7ade\u4e89\uff0c\u800c\u662f\u201c\u5de5\u7a0b\u5b9e\u73b0\u201d\u7684\u7ade\u4e89\u3002<\/p>\n<p>\u201c\uff08\u5728\u6b27\u6d32\uff09\u4eba\u4eec\u6709\u5f88\u591a\u7f8e\u597d\u7684\u60f3\u6cd5\uff0c\u4f46\u6280\u672f\u7a81\u7834\u4e3b\u8981\u4e0d\u5728\u6b27\u6d32\uff0c\u800c\u662f\u5728\u7f8e\u56fd\u6216\u4e2d\u56fd\u3002\u201d<\/p>\n<p>\u4ed6\u4ee5\u91cf\u5b50\u901a\u4fe1\uff08\u6b27\u6d32\u63d0\u51fa\u7406\u8bba\uff0c\u4e2d\u56fd\u5b9e\u73b0\u536b\u661f\u901a\u4fe1\uff09\u3001\u706b\u7bad\u6280\u672f\uff08\u5fb7\u56fd\u53d1\u660e\uff0c\u7f8e\u56fd\u5b9e\u73b0\u767b\u6708\uff09\u548c\u7279\u65af\u62c9\uff08\u6b27\u6d32\u4eba\u53d1\u660e\uff0c\u53bb\u7f8e\u56fd\u5b9e\u73b0\u5546\u4e1a\u6210\u529f\uff09\u4e3a\u4f8b\uff0c\u5f3a\u8c03\u201c\u521b\u65b0\u4e0d\u4ec5\u5728\u4e8e\u60f3\u6cd5\u201d\uff0c\u66f4\u5728\u4e8e\u5c06\u7406\u8bba\u8f6c\u5316\u4e3a\u5927\u89c4\u6a21\u5de5\u7a0b\u5b9e\u8df5\u7684\u51b3\u5fc3\u548c\u80fd\u529b\u3002<\/p>\n<p>\u9762\u5bf9 AI \u65f6\u4ee3\u5bf9\u4eba\u624d\u63d0\u51fa\u7684\u5168\u65b0\u8981\u6c42\uff0cMainzer \u9662\u957f\u53d1\u51fa\u4e86\u6700\u8feb\u5207\u7684\u547c\u5401\uff1a\u6559\u80b2\u7cfb\u7edf\u5fc5\u987b\u8fdb\u884c\u6574\u5408\u6027\u53d8\u9769\uff0c\u6d88\u9664\u5b66\u79d1\u58c1\u5792\u3002<\/p>\n<p>\u4ed6\u6beb\u4e0d\u7559\u60c5\u5730\u6279\u8bc4\u4e86\u5f53\u524d\u8ba1\u7b97\u673a\u79d1\u5b66\u6559\u80b2\u7684\u201c\u5931\u8d25\u201d\uff1a\u8fc7\u4e8e\u4fa7\u91cd\u7f16\u7a0b\u8bad\u7ec3\uff0c\u800c\u7f3a\u4e4f\u5efa\u6a21\u80fd\u529b\u3002\u4ed6\u8ba4\u4e3a\uff0c\u7269\u7406\u5b66\u5bb6\u6240\u5177\u5907\u7684\u201c\u7cfb\u7edf\u601d\u7ef4\u201d\u548c\u201c\u5efa\u6a21\u4e16\u754c\u201d\u7684\u80fd\u529b\uff0c\u624d\u662f\u5b9e\u73b0\u672a\u6765\u7a81\u7834\u7684\u57fa\u77f3\u3002<\/p>\n<p>\u201c\u4f60\u5fc5\u987b\u63a5\u53d7\u8fd9\u79cd\u6559\u80b2\uff1a\u5efa\u7acb\u6a21\u578b\uff0c\u7528\u6570\u5b66\u63cf\u8ff0\u5b83\u3002\u201d<\/p>\n<p>\u4ed6\u9f13\u52b1\u5e74\u8f7b\u4e00\u4ee3\uff1a\u8981\u201c\u4fdd\u6301\u5f00\u653e\u5fc3\u6001\u201d\uff0c\u5728\u7535\u6c14\u5de5\u7a0b\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u3001\u7269\u7406\u5b66\u548c\u4eba\u6587\u5b66\u79d1\u7684\u8fb9\u754c\u4e0a\uff0c\u52c7\u6562\u5730\u5bfb\u627e\u201c\u8fde\u63a5\u201d\u3002<\/p>\n<p>\u5728\u8bbf\u8c08\u7684\u6700\u540e\uff0cMainzer \u9662\u957f\u603b\u7ed3\u4e86 AI \u65f6\u4ee3\u4eba\u7c7b\u5fc5\u987b\u95ee\u81ea\u5df1\u7684\u6700\u91cd\u8981\u95ee\u9898\uff1a\u8d23\u4efb\uff08Responsibility\uff09\u3002\u4eba\u7c7b\u662f\u5730\u7403\u4e0a\u552f\u4e00\u65e0\u6cd5\u505c\u6b62\u521b\u9020\u529b\u7684\u7269\u79cd\uff0c\u4f46\u8fd9\u79cd\u529b\u91cf\u4e5f\u8d4b\u4e88\u4e86\u6211\u4eec\u6467\u6bc1\u7684\u80fd\u529b\u3002\u6211\u4eec\u5fc5\u987b\u540c\u65f6\u610f\u8bc6\u5230\u81ea\u5df1\u7684\u529b\u91cf\uff0c\u4ee5\u53ca\u5bf9\u6c14\u5019\u5371\u673a\u3001\u80fd\u6e90\u95ee\u9898\u548c\u6240\u6709\u7269\u79cd\u6240\u627f\u62c5\u7684\u4f26\u7406\u8d23\u4efb\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u5bf9 Klaus Mainzer \u9662\u957f\u91c7\u8bbf\u7684\u5b9e\u5f55\u3002\u6211\u4eec\u8bda\u631a\u9080\u8bf7\u60a8\uff0c\u6df1\u5165\u9605\u8bfb\u8bbf\u8c08\u5168\u6587\uff0c\u53bb\u63a2\u7d22 Mainzer \u9662\u957f\u6240\u63cf\u7ed8\u7684\u90a3\u4e2a\u5145\u6ee1\u6311\u6218\u3001\u5374\u53c8\u5145\u6ee1\u65e0\u9650\u53ef\u80fd\u6027\u7684\u672a\u6765\u4e16\u754c\u3002\uff08\u9650\u4e8e\u7bc7\u5e45\uff0c\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span>AI \u79d1\u6280\u8bc4\u8bba\u8fdb\u884c\u4e86\u4e0d\u6539\u539f\u610f\u7684\u7f16\u8f91\u6574\u7406\uff09<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/11\/frc-7a9f7f586968a99ed6ec33939fcb3d4a.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/11\/frc-7a9f7f586968a99ed6ec33939fcb3d4a.jpeg\"><\/a><\/p>\n<p style=\"text-align: center\"><strong>01<br \/><\/strong><\/p>\n<p style=\"text-align: center\"><strong>AGI \u7684\u8fb9\u754c\uff1a\u4e3a\u4f55\u4eba\u7c7b\u521b\u9020\u529b\u65e0\u6cd5\u88ab\u201c\u6a21\u62df\u201d\uff1f<\/strong><\/p>\n<p>\u5c91\u5cf0\uff1a Mainzer \u6559\u6388\uff0c\u611f\u8c22\u60a8\u63a5\u53d7\u91c7\u8bbf\u3002\u9996\u5148\uff0c\u6211\u60f3\u8d60\u9001\u60a8\u4e00\u672c\u6211\u5199\u7684\u4e66\u2014\u2014\u300a\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u7b80\u53f2\u300b\u3002\u5728\u7814\u7a76\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u5386\u53f2\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u53d1\u73b0\u793e\u4f1a\u79d1\u5b66\u5bb6\u548c\u54f2\u5b66\u5bb6\u5728\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u65e9\u671f\u9636\u6bb5\u53d1\u6325\u4e86\u91cd\u8981\u4e14\u79ef\u6781\u7684\u4f5c\u7528\u3002<\/p>\n<p>\u4f5c\u4e3a\u6b27\u6d32\u79d1\u5b66\u4e0e\u827a\u672f\u9662\u7684\u9662\u957f\uff0c\u4ece\u60a8\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u4eba\u6587\u5b66\u79d1\u548c\u793e\u4f1a\u79d1\u5b66\u5728\u6b27\u6d32\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u5386\u53f2\u4e2d\u626e\u6f14\u4e86\u4ec0\u4e48\u6837\u7684\u89d2\u8272\uff1f\u60a8\u53c8\u5982\u4f55\u770b\u5f85\u6b27\u6d32\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u4e2d\u201c\u4e24\u79cd\u6587\u5316\u201d\uff0c\u5373\u79d1\u5b66\u548c\u4eba\u6587\u5b66\u79d1\u4e4b\u95f4\u7684\u5386\u53f2\u5173\u7cfb\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u8fd9\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u4e2d\u56fd\u548c\u6b27\u6d32\u4e4b\u95f4\u7684\u8054\u7cfb\u81f3\u5c11\u53ef\u4ee5\u8ffd\u6eaf\u5230 17 \u4e16\u7eaa\u672b\u3002\u6211\u5728\u5fb7\u56fd\u6700\u559c\u6b22\u7684\u5b66\u8005\u662f\u8457\u540d\u7684\u6570\u5b66\u5bb6\u548c\u54f2\u5b66\u5bb6\u83b1\u5e03\u5c3c\u8328\uff08Leibniz\uff09\u3002\u5728 17 \u4e16\u7eaa\u672b\u671f\uff0c\u4ed6\u53d7\u5230\u4e86\u6e90\u81ea\u4e2d\u56fd\u7684\u65e9\u671f\u601d\u60f3\u7684\u542f\u53d1\uff0c\u90a3\u5c31\u662f\u300a\u6613\u7ecf\u300b\uff0c\u56e0\u4e3a\u5b83\u8574\u542b\u7740\u4e00\u4e9b\u4e8c\u8fdb\u5236\u7b26\u53f7\u7684\u6982\u5ff5\uff1a\u6211\u4eec\u770b\u5230\u7684\u65ad\u7ebf\u548c\u5b9e\u7ebf\u3002\u8fd9\u4e9b\u7b26\u53f7\u662f\u81ea\u7136\u754c\u529b\u91cf\u7684\u4e00\u79cd\u7f16\u7801\uff0c\u4e5f\u662f\u4e00\u79cd\u601d\u60f3\u3002<\/p>\n<p>\u4ed6\u80fd\u63a5\u89e6\u5230\u8fd9\u4e9b\u5e76\u53d7\u5230\u542f\u53d1\uff0c\u662f\u56e0\u4e3a\u5728 17 \u4e16\u7eaa\u672b\uff0c\u6cd5\u56fd\u8036\u7a23\u4f1a\u4e0e\u4e2d\u56fd\u7684\u5bab\u5ef7\u4e4b\u95f4\u6709\u7740\u5bc6\u5207\u7684\u8054\u7cfb\uff0c\u800c\u83b1\u5e03\u5c3c\u8328\u5f53\u65f6\u6b63\u662f\u4e00\u4f4d\u5916\u4ea4\u5b98\u3002\u4ed6\u53d7\u5230\u8fd9\u79cd\u4e8c\u8fdb\u5236\u7cfb\u7edf\u7684\u542f\u53d1\uff0c\u7136\u540e\u53d1\u660e\u4e86\u4e8c\u8fdb\u5236\u7b97\u672f\u3002\u4ed6\u5f53\u65f6\u5e76\u6ca1\u6709\u7535\u5b50\u5b9e\u73b0\u7684\u6982\u5ff5\uff0c\u53ea\u662f\u53d7\u5230\u6570\u5b66\u601d\u60f3\u7684\u542f\u53d1\u3002\u4ed6\u8ba4\u4e3a\u53ea\u7528\u7b80\u5355\u7684 0 \u548c 1 \u4e24\u4e2a\u7b26\u53f7\uff0c\u8fd9\u6b63\u662f\u6570\u5b57\u6700\u7b80\u5355\u7684\u8868\u793a\u65b9\u5f0f\u3002<\/p>\n<p>\u8fd9\u4e2a\u60f3\u6cd5\u540e\u6765\u6216\u591a\u6216\u5c11\u88ab\u9057\u5fd8\u4e86\u3002\u76f4\u5230 20 \u4e16\u7eaa\uff0c\u56fe\u7075\uff08Turing\uff09 \u7b49\u4eba\u63d0\u51fa\u4e86\u6570\u5b57\u8ba1\u7b97\u673a\u7684\u6982\u5ff5\u3002\u6b27\u6d32\u51fa\u73b0\u7684\u53e6\u4e00\u4e2a\u91cd\u8981\u7684\u8fde\u63a5\u70b9\u6b63\u662f\u56fe\u7075\u548c\u4ed6\u63d0\u51fa\u7684\u56fe\u7075\u673a (Turing Machine)\u3002\u6240\u6709\u73b0\u4ee3\u6570\u5b57\u8ba1\u7b97\u7684\u60f3\u6cd5\u90fd\u5305\u542b\u5728\u4ed6 1936 \u5e74\u53d1\u8868\u7684\u90a3\u7bc7\u8457\u540d\u8bba\u6587\u4e2d\uff08\u7f16\u8005\u6ce8\uff1a\u63071936\u5e74\u51fa\u7248\u7684\u300a\u8bba\u53ef\u8ba1\u7b97\u6570\u53ca\u5176\u5728\u5224\u5b9a\u95ee\u9898\u4e0a\u7684\u5e94\u7528\u300b\uff09\u3002<\/p>\n<p>\u6211\u5728\u6f14\u8bb2\u4e2d\u63d0\u5230\u7684\u4e0d\u53ef\u5224\u5b9a\u6027\u95ee\u9898\u00a0(undecidability problem)\uff0c\u5c31\u662f\u56fe\u7075\u7684\u8d77\u70b9\uff1a\u4ece\u903b\u8f91\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u539f\u5219\u4e0a\u5b58\u5728\u4e00\u4e9b\u6570\u5b57\u8ba1\u7b97\u673a\u65e0\u6cd5\u89e3\u51b3\u7684\u95ee\u9898\u3002\u90a3\u5c31\u662f\u4ed6\u8457\u540d\u7684\u505c\u673a\u95ee\u9898 (halting problem)\u3002\u539f\u5219\u4e0a\uff0c\u8fd9\u4e2a\u95ee\u9898\u662f\u4e0d\u53ef\u5224\u5b9a\u7684\u3002\u8fd9\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u903b\u8f91\u95ee\u9898\uff0c\u610f\u5473\u7740\u5b83\u4e0d\u80fd\u901a\u8fc7\u52a0\u901f\u6570\u5b57\u8ba1\u7b97\u6765\u514b\u670d\uff0c\u8fd9\u662f\u4e00\u4e2a\u9650\u5236\u3002<\/p>\n<p>\u8d77\u521d\u4eba\u4eec\u8ba4\u4e3a\uff1a\u201c\u8fd9\u53ea\u6709\u54f2\u5b66\u5bb6\u4f1a\u611f\u5174\u8da3\u3002\u201d\u63a5\u7740\u662f\u54e5\u5fb7\u5c14 (G\u00f6del) \u5173\u4e8e\u4e00\u5b9a\u590d\u6742\u7a0b\u5ea6\u5f62\u5f0f\u4f53\u7cfb\u7684\u4e0d\u5b8c\u5907\u6027\u5b9a\u7406\uff0c\u8fd9\u4e5f\u662f\u56fe\u7075\u505c\u673a\u95ee\u9898\u4e0d\u53ef\u5224\u5b9a\u6027\u7684\u4e00\u4e2a\u7ed3\u679c\uff0c\u8fd9\u662f\u6570\u5b57\u8ba1\u7b97\u7684\u57fa\u7840\uff0c\u610f\u5473\u7740\u6211\u4eec\u73b0\u5728\u6240\u6709\u7684\u8ba1\u7b97\u673a\u90fd\u53d7\u5230\u4e86\u9650\u5236\u3002<\/p>\n<p>\u5728\u6211\u5b66\u4e60\u6570\u5b66\u548c\u903b\u8f91\u7684\u65f6\u5019\uff0c\u6211\u8bb0\u5f97\u5728 1970 \u5e74\uff0c\u6765\u81ea\u5217\u5b81\u683c\u52d2\uff08\u4eca\u5929\u7684\u5723\u5f7c\u5f97\u5821\uff09\u7684\u4fc4\u7f57\u65af\u6570\u5b66\u5bb6\u9a6c\u5b63\u4e9a\u8c22\u7ef4\u5947\u00a0(Matiyasevich) \u63d0\u51fa\u4e86\u4e00\u4e2a\u60ca\u4eba\u7684\u7ed3\u679c\u3002\u4ed6\u8bc1\u660e\u4e86\u5e0c\u5c14\u4f2f\u7279\uff08Hilbert\uff09\u7b2c\u5341\u95ee\u9898\uff08\u5173\u4e8e\u4e22\u756a\u56fe\u65b9\u7a0b\uff09\u5728\u6570\u5b66\u4e0a\u7b49\u540c\u4e8e\u505c\u673a\u95ee\u9898\u3002\u8fd9\u610f\u5473\u7740\u4f60\u6709\u4e00\u4e2a\u539f\u5219\u4e0a\u4e0d\u53ef\u89e3\u7684\u6570\u5b66\u95ee\u9898\u3002<\/p>\n<p>\u6211\u5728\u6f14\u8bb2\u4e2d\u5f3a\u8c03\u7684\u662f\uff0c\u8fd9\u4e00\u53d1\u73b0\u5bf9\u73b0\u4ee3\u8ba1\u7b97\u4ea7\u751f\u4e86\u5f71\u54cd\u3002\u56e0\u4e3a\u5728\u54e5\u5fb7\u5c14\u3001\u56fe\u7075\u7b49\u4eba\u7684\u7ed3\u679c\u51fa\u73b0 20 \u5e74\u540e\uff0c\u6709\u8bc1\u636e\u8868\u660e\uff0c\u5982\u679c\u4f60\u8003\u8651\u7684\u4e0d\u662f\u6570\u5b57\uff0c\u800c\u662f\u5b9e\u6570\uff0c\u90a3\u4e48\u95ee\u9898\u5c31\u53ef\u4ee5\u89e3\u51b3\u3002\u8fd9\u662f\u4e00\u4e2a\u7406\u8bba\u7ed3\u679c\uff0c\u56e0\u4e3a\u5f53\u65f6\u6211\u4eec\u5e76\u6ca1\u6709\u4e00\u53f0\u6a21\u62df\u8ba1\u7b97\u673a\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u6709\u4e86\u6211\u63d0\u51fa\u7684\u5173\u4e8e\u7c7b\u8111\u8ba1\u7b97\/\u672a\u6765\u8ba1\u7b97\u7684\u8fd9\u4e9b\u65b0\u60f3\u6cd5\uff0c\u5c31\u6709\u673a\u4f1a\u62e5\u6709\u4e00\u79cd\u8111\u5bfc\u5411\u7684\u65b0\u578b\u8ba1\u7b97\u673a\u3002\u5b83\u5c06\u6cbf\u7740\u8fd9\u6761\u601d\u8def\u53d1\u5c55\uff0c\u5e76\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002\u8fd9\u610f\u5473\u7740\u6570\u5b57\u8ba1\u7b97\u4e2d\u539f\u5219\u4e0a\u7684\u9650\u5236\u53ef\u4ee5\u901a\u8fc7\u8fd9\u79cd\u5b9e\u6570\u8ba1\u7b97\u6765\u514b\u670d\u3002\u5728\u6280\u672f\u4e0a\uff0c\u5b83\u7684\u5b9e\u73b0\u65b9\u5f0f\u5c06\u662f\u7c7b\u795e\u7ecf\u5f62\u6001\u610f\u4e49\u4e0a\u7684\u6a21\u62df\u8ba1\u7b97\u673a\u3002<\/p>\n<p>\u5c91\u5cf0\uff1a \u975e\u5e38\u6709\u8da3\u3002\u8ba9\u6211\u4eec\u6765\u8c08\u8c08\u60a8\u7684\u4e66\u7cfb\u300a\u590d\u6742\u7cfb\u7edf\u3001\u4eba\u5de5\u667a\u80fd\u4e0e\u65b0\u5174\u6280\u672f\u8fdb\u5c55\u300b (Advances in Complex Systems, Artificial Intelligence, and Emerging Technologies)\uff0c\u8fd9\u4e2a\u4e66\u7cfb\u80cc\u540e\u7684\u7075\u611f\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u5b9e\u9645\u4e0a\u6211\u7684\u5de5\u4f5c\u59cb\u4e8e\u4e24\u6761\u6839\u6e90\u3002\u4e00\u6761\u6211\u4e4b\u524d\u89e3\u91ca\u8fc7\uff0c\u90a3\u662f\u4ece\u56fe\u7075\u5230\u73b0\u4ee3\u8ba1\u7b97\u7684\u6570\u5b57\u8ba1\u7b97\u3002\u53e6\u4e00\u6761\u6839\u6e90\u662f\uff0c\u6211\u5b66\u4e60\u4e86\u6570\u5b66\u3001\u7269\u7406\u5b66\u3001\u54f2\u5b66\u548c\u903b\u8f91\u5b66\u3002\u800c\u8fd9\u6761\u6839\u6e90\u662f\u53d7\u7269\u7406\u5b66\u542f\u53d1\u7684\u3002<\/p>\n<p>\u5728\u7269\u7406\u5b66\u4e2d\uff0c\u6709\u7edf\u8ba1\u529b\u5b66\u5bf9\u590d\u6742\u7cfb\u7edf\u7684\u7f8e\u5999\u5e94\u7528\u3002\u590d\u6742\u7cfb\u7edf\u4ec5\u4ec5\u610f\u5473\u7740\u5305\u542b\u8bb8\u591a\u5143\u7d20\u7684\u7cfb\u7edf\u3002\u4eba\u4eec\u6709\u65f6\u4f1a\u611f\u5230\u5bb3\u6015\uff0c\u56e0\u4e3a\u4ed6\u4eec\u8ba4\u4e3a\uff1a\u201c\u8fd9\u4e9b\u590d\u6742\u7cfb\u7edf\u662f\u4e0d\u53ef\u9884\u6d4b\u7684\u3002\u201d\u7269\u7406\u5b66\u4e2d\uff0c\u62c9\u666e\u62c9\u65af (Laplace) \u6700\u521d\u76f8\u4fe1\u5b87\u5b99\u53ef\u4ee5\u88ab\u89c6\u4e3a\u4e00\u4e2a\u5c01\u95ed\u7cfb\u7edf\uff0c\u80fd\u591f\u7528\u53ef\u8ba1\u7b97\u7684\u6570\u5b66\u5fae\u5206\u65b9\u7a0b\u6765\u63cf\u8ff0\uff1b\u4f46\u5728 19 \u4e16\u7eaa\u672b\uff0c\u53e6\u4e00\u4f4d\u6cd5\u56fd\u6570\u5b66\u5bb6\u5e9e\u52a0\u83b1 (Poincar\u00e9) \u8bc1\u660e\uff0c\u5373\u4f7f\u662f\u4e00\u4e2a\u5c01\u95ed\u7684\u3001\u590d\u6742\u7684\u7cfb\u7edf\uff0c\u5f53\u6d89\u53ca\u4e24\u4e2a\u4ee5\u4e0a\u5143\u7d20\u7684\u76f8\u4e92\u4f5c\u7528\u65f6\uff0c\u591a\u4f53\u95ee\u9898 (many-bodies problem)\u7684\u4e25\u683c\u7cbe\u786e\u89e3\u4e5f\u662f\u4e0d\u5b58\u5728\u7684\u3002\u8fd9\u610f\u5473\u7740\u5728\u5b9e\u8df5\u4e2d\uff0c\u5bf9\u4e8e\u5c01\u95ed\u7cfb\u7edf\uff0c\u5929\u6587\u5b66\u5bb6\u62e5\u6709\u7684\u53ea\u662f\u6570\u503c\u8fd1\u4f3c\u89e3\u3002<\/p>\n<p>\u7136\u540e\uff0c\u5bf9\u4e8e\u6211\u5173\u4e8e\u8fd9\u4e2a\u4e3b\u9898\u7684\u7814\u7a76\u81f3\u5173\u91cd\u8981\u7684\u4e00\u70b9\u662f\uff0c\u8981\u8003\u8651\u5f00\u653e\u7cfb\u7edf (open system)\u3002\u5f00\u653e\u7cfb\u7edf\u5728\u6570\u5b66\u4e0a\u662f\u4e00\u4e2a\u6311\u6218\uff08\u6216\u8303\u5f0f\uff09\uff0c\u5b58\u5728\u4e8e\u751f\u7269\u5b66\u3001\u7ecf\u6d4e\u5b66\u7b49\u5404\u4e2a\u9886\u57df\uff0c\u610f\u5473\u7740\u7cfb\u7edf\u4e0e\u5176\u73af\u5883\u4e4b\u95f4\u5b58\u5728\u76f8\u4e92\u4f5c\u7528\u3002<\/p>\n<p>\u8fd9\u5f53\u4e2d\u7684\u57fa\u672c\u601d\u60f3\u662f\uff0c\u5728\u4e34\u754c\u503c\u4e0b\uff0c\u65b0\u7ed3\u6784\u4f1a\u6d8c\u73b0\u51fa\u6765\u3002\u5728\u4e0a\u4e16\u7eaa\u4e03\u516b\u5341\u5e74\u4ee3\uff0c\u4eba\u4eec\u9996\u6b21\u627e\u5230\u4e86\u8fd1\u4f3c\u65b9\u6cd5\u6765\u89e3\u91ca\u5f00\u653e\u7cfb\u7edf\u4e2d\u7684\u4e8c\u9636\u76f8\u53d8\u3002\u8fd9\u662f\u5f00\u653e\u7cfb\u7edf\u7814\u7a76\u7684\u4e00\u4e2a\u5173\u952e\u7a81\u7834\uff0c\u6709\u53ef\u80fd\u4ee5\u6570\u5b66\u4e0a\u4e25\u8c28\u7684\u65b9\u5f0f\u6765\u63cf\u8ff0\u5f00\u653e\u7cfb\u7edf\u4e2d\u65b0\u7ed3\u6784\u7684\u6d8c\u73b0\u3002\u8fd9\u79cd\u6d8c\u73b0\u4e0d\u4ec5\u662f\u5728\uff08\u65e0\u751f\u547d\u7684\uff09\u5316\u5b66\u53cd\u5e94\u4e2d\uff0c\u800c\u4e14\u5728\u751f\u547d\u79d1\u5b66\u4e2d\uff0c\u6211\u4eec\u4e5f\u627e\u5230\u4e86\u6570\u5b66\u6a21\u578b\u6765\u89e3\u91ca\u8fd9\u4e00\u70b9\uff0c\u6bd4\u5982\u8774\u8776\u7fc5\u8180\u4e0a\u56fe\u6848\u7684\u4ea7\u751f\u5c31\u53ef\u4ee5\u901a\u8fc7\u4e8c\u9636\u76f8\u53d8\u5728\u6570\u5b66\u4e0a\u5f97\u5230\u63cf\u8ff0\u3002<\/p>\n<p>\u5c91\u5cf0\uff1a \u90a3\u4e48\u60a8\u5e0c\u671b\u901a\u8fc7\u60a8\u7684\u4e66\u7cfb\u8fd9\u4e2a\u5e73\u53f0\uff0c\u8fbe\u6210\u54ea\u4e9b\u4e3b\u8981\u76ee\u6807\u5462\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u6211\u7684\u60f3\u6cd5\u662f\uff1a\u590d\u6742\u7cfb\u7edf\u65b9\u6cd5\u5728\u975e\u5e38\u57fa\u7840\u7684\u5c42\u9762\u63d0\u4f9b\u4e86\u5bf9\u5404\u5730\u590d\u6742\u7cfb\u7edf\u7684\u6570\u5b66\u89e3\u91ca\u3002\u5b83\u4e0d\u53ea\u5b58\u5728\u4e8e\u81ea\u7136\u79d1\u5b66\u4e2d\uff0c\u8fd8\u5b58\u5728\u4e8e\u7ecf\u6d4e\u5b66\u548c\u5e7f\u4e49\u7684\u793e\u4f1a\u79d1\u5b66\u4e2d\u3002<\/p>\n<p>\u5728\u6211\u7684\u7b2c\u4e00\u672c\u4e66\u300a\u590d\u6742\u6027\u601d\u7ef4\u300b\u4e2d\uff0c\u5b83\u7684\u6210\u529f\u4e4b\u5904\u5c31\u5728\u4e8e\u6211\u4e0d\u4ec5\u8003\u8651\u4e86\u5b83\u5728\u81ea\u7136\u79d1\u5b66\u4e2d\u7684\u5e94\u7528\uff0c\u8fd8\u8003\u8651\u4e86\u5b83\u5728\u7ecf\u6d4e\u5b66\u4e2d\u7684\u5e94\u7528\uff0c\u4f8b\u5982\u5e02\u573a\u4e2d\u7684\u6ce2\u52a8 (turbulence in markets)\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u6570\u5b66\u7269\u7406 (Mathematical Physics) \u6765\u5efa\u6a21\u5b8c\u6210\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5bf9\u9ad8\u5ea6\u590d\u6742\u7684\u5e02\u573a\u8fdb\u884c\u5efa\u6a21\u3002\u867d\u7136\u8fd9\u4e9b\u5e02\u573a\u65e0\u6cd5\u50cf\u62c9\u666e\u62c9\u65af\u7cfb\u7edf\u9884\u6d4b\u884c\u661f\u8fd0\u884c\u8f68\u8ff9\u90a3\u6837\u8fdb\u884c\u7cbe\u786e\u9884\u6d4b\uff0c\u4f46\u4f60\u53ef\u4ee5\u5bf9\u76f8\u53d8\u7684\u654f\u611f\u6027\u8fdb\u884c\u5efa\u6a21\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\uff0c\u5373\u4f7f\u5728\u7ecf\u6d4e\u5b66\u4e2d\uff0c\u4f60\u4e5f\u53ef\u4ee5\u83b7\u5f97\u4e00\u4e2a\u9488\u5bf9\u4e34\u754c\u503c\u7684\u9884\u8b66\u7cfb\u7edf\u3002\u901a\u8fc7\u8fd9\u7c7b\u6a21\u578b\uff0c\u4f60\u53ef\u4ee5\u5224\u65ad\uff1a\u201c\u6211\u4eec\u73b0\u5728\u7684\u60c5\u51b5\u662f\uff0c\u5982\u679c\u6211\u4eec\u8de8\u8fc7\u8fd9\u4e9b\u4e34\u754c\u503c\uff0c\u90a3\u4e48\u6574\u4e2a\u7cfb\u7edf\u5c06\u53d8\u5f97\u4e0d\u53ef\u63a7\u3002\u201d\u8fd9\u662f\u8fd9\u79cd\u5efa\u6a21\u65b9\u6cd5\u7684\u5de8\u5927\u4f18\u52bf\u3002\u8fd9\u4e9b\u5185\u5bb9\u90fd\u5728\u4e66\u7cfb\u4e2d\u88ab\u8003\u8651\uff0c\u8fd9\u4e5f\u662f\u6211\u5728 90 \u5e74\u4ee3\u521d\u5c31\u5df2\u7ecf\u9884\u89c1\u5230\u7684\u3002<\/p>\n<p>\u5efa\u6a21\u65f6\u4f7f\u7528\u5fae\u5206\u65b9\u7a0b\uff0c\u8fd9\u5728\u6570\u5b66\u4e0a\u5f88\u7cbe\u5999\uff0c\u4e5f\u6709\u6807\u51c6\u6a21\u578b\u3002\u4f46\u662f\u5982\u679c\u4f60\u60f3\u5728\u5b9e\u8df5\u4e2d\u5e94\u7528\u5b83\uff0c\u4f8b\u5982\u5e94\u7528\u4e8e\u4e2d\u56fd\u5e02\u573a\u6216\u4e00\u4e2a\u5927\u578b\u5e02\u573a\uff0c\u4f60\u5fc5\u987b\u5904\u7406\u6d77\u91cf\u6570\u636e\u3002\u6211\u4eec\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u77e5\u9053\uff0c\u7b97\u6cd5\u6570\u5b66\u4f9d\u8d56\u4e8e\u6d77\u91cf\u6570\u636e\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u80cc\u666f\u3002\u6211\u4eec\u6709\u4e86\u8fd9\u79cd\u5f88\u597d\u7684\u590d\u6742\u7cfb\u7edf\u65b9\u6cd5\uff0c\u73b0\u5728\u518d\u52a0\u4e0a\u4eba\u5de5\u667a\u80fd (Artificial Intelligence)\u3002\u5f53\u6211\u63d0\u51fa\u8fd9\u4e2a\u60f3\u6cd5\u65f6\uff0c\u6211\u90a3\u4e9b\u8457\u540d\u7684\u8d44\u6df1\u540c\u4e8b\u8ba4\u4e3a\uff0c\u590d\u6742\u7cfb\u7edf\u79d1\u5b66\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u7ed3\u5408\u8fd9\u662f\u4e00\u4e2a\u5f88\u68d2\u7684\u60f3\u6cd5\u3002\u56e0\u4e3a\u4eba\u5de5\u667a\u80fd\u5f00\u542f\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u53ef\u80fd\u6027\u2014\u2014\u6211\u4eec\u73b0\u5728\u62e5\u6709\u4e86\u5f3a\u5927\u7684\u673a\u5668\u6765\u5904\u7406\u8fd9\u4e9b\u590d\u6742\u6570\u636e\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><strong>02<br \/><\/strong><\/p>\n<p style=\"text-align: center\"><strong>\u590d\u6742\u7cfb\u7edf\u4e2d\u7684 AI \uff1a\u8d85\u8d8a\u7edf\u8ba1\uff0c\u91cd\u62fe\u56e0\u679c\u601d\u7ef4<\/strong><\/p>\n<p>\u5c91\u5cf0\uff1a\u90a3\u4e48\uff0c\u5728\u60a8\u770b\u6765\uff0c\u590d\u6742\u7cfb\u7edf\u7406\u8bba\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\u4e4b\u95f4\u6700\u4e3b\u8981\u7684\u5dee\u8ddd\u662f\u4ec0\u4e48\uff1f\u60a8\u7684\u8fd9\u4e2a\u4e66\u7cfb\u5c06\u5982\u4f55\u5e2e\u52a9\u5f25\u5408\u8fd9\u4e2a\u5dee\u8ddd\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u4e0e\u6211\u4eec\u4e4b\u524d\u8ba8\u8bba\u7684\u5386\u53f2\u8d77\u6e90\u6709\u6240\u4e0d\u540c\u3002\u56e0\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u8d77\u6e90\u662f\u975e\u5e38\u903b\u8f91\u5bfc\u5411\u7684\u3002\u8fd9\u662f\u6211\u7684\u8d77\u70b9\uff0c\u6211\u7684\u535a\u58eb\u5b66\u4f4d\u7814\u7a76\u65b9\u5411\u6b63\u662f\u5728\u56fe\u7075\u7684\u8fd9\u6761\u8def\u7ebf\u4e0a\u3002\u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c\u8fd9\u6761\u8def\u7ebf\u4eca\u5929\u4ecd\u7136\u662f\u4e00\u4e2a\u70ed\u95e8\u8bdd\u9898\u3002<\/p>\n<p>\u6211\u73b0\u5728\u4e5f\u5728\u4ece\u4e8b\u88ab\u79f0\u4e3a\u8bc1\u660e\u52a9\u624b (proof assistants) \u7684\u5de5\u4f5c\u3002\u8fd9\u610f\u5473\u7740\u6211\u4eec\u62e5\u6709\u57fa\u4e8e\u81ea\u52a8\u8bc1\u660e\u7684\u903b\u8f91\u7cfb\u7edf\uff0c\u8fd9\u662f\u7b26\u53f7\u4e3b\u4e49 AI \u5728\u56fe\u7075\u4f20\u7edf\u4e2d\u63d0\u51fa\u7684\u4e00\u4e2a\u60f3\u6cd5\uff0c\u5373\u53ef\u4ee5\u5c06\u6570\u5b66\u8bc1\u660e\u8fc7\u7a0b\u81ea\u52a8\u5316\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u7279\u6b8a\u7684\u7a0b\u5e8f\u6765\u5b9e\u73b0\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u8fd9\u662f\u4e00\u4e2a\u903b\u8f91\u5b66\u4e2d\u7684\u53e4\u8001\u601d\u60f3\uff1a\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u903b\u8f91\u5f62\u5f0f\u4f53\u7cfb\uff0c\u4f60\u53ef\u80fd\u4f1a\u5173\u5fc3\u8fd9\u4e2a\u5f62\u5f0f\u4f53\u7cfb\u662f\u5426\u6b63\u786e\uff1f\u4e5f\u5c31\u662f\u8bf4\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u4e2d\u7684\u6240\u6709\u5f62\u5f0f\u63a8\u5bfc\uff0c\u662f\u5426\u90fd\u4ee3\u8868\u4e86\u7406\u8bba\u4e2d\u7684\u4e00\u4e2a\u771f\u547d\u9898\uff1f\u8fd9\u5c31\u662f\u903b\u8f91\u901a\u8fc7\u5f62\u5f0f\u547d\u9898\u8fdb\u884c\u5f62\u5f0f\u5316\uff0c\u7136\u540e\u7531\u673a\u5668\u5f62\u5f0f\u5730\u63a8\u5bfc\u51fa\u7ed3\u8bba\u7684\u60f3\u6cd5\u3002\u6211\u4eec\u79f0\u4e4b\u4e3a\u53ef\u6ee1\u8db3\u6027 (satisfiability)\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u5728\u8ba1\u7b97\u673a\u79d1\u5b66\u4e2d\u7684\u5e94\u7528\u662f\uff1a\u6211\u4eec\u7528\u89c4\u8303 (specification) \u6765\u4ee3\u66ff\u6a21\u578b\u3002\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u5f62\u5f0f\u4f53\u7cfb\u6765\u63cf\u8ff0\u6c7d\u8f66\u884c\u4e1a\u7684\u751f\u4ea7\u7ebf\uff0c\u90a3\u4e48\u4f60\u7684\u5f62\u5f0f\u4f53\u7cfb\u662f\u5426\u6b63\u786e\uff1f\u5176\u542b\u4e49\u662f\uff0c\u5f62\u5f0f\u4e0a\u63a8\u5bfc\u51fa\u7684\u6b65\u9aa4\u662f\u5426\u51c6\u786e\u5730\u63cf\u8ff0\u4e86\u7269\u7406\u751f\u4ea7\u7ebf\u4e0a\u53d1\u751f\u7684\u4e8b\u60c5\uff1f\u8fd9\u5c31\u662f\u53ef\u6ee1\u8db3\u6027\u3002<\/p>\n<p>\u5728\u903b\u8f91\u5b66\u4e2d\uff0c\u53d1\u5c55\u4e86\u8bb8\u591a\u65b9\u6cd5\uff0c\u4f8b\u5982\u81f3\u4eca\u4ecd\u5728\u4f7f\u7528\u7684\u5f52\u7ed3\u6cd5 (resolution method)\u3002\u5728\u5fb7\u56fd\u65af\u56fe\u52a0\u7279\uff0c\u6234\u59c6\u52d2-\u5954\u9a70\u516c\u53f8\u7684\u7269\u6d41\u7cfb\u7edf\uff0c\u6b63\u662f\u5b8c\u5168\u57fa\u4e8e\u8fd9\u4e9b\u903b\u8f91\u601d\u60f3\u5b8c\u6210\u7684\uff0c\u7528\u4e8e\u7ec4\u7ec7\u590d\u6742\u7684\u5ba2\u6237\u914d\u7f6e\u9700\u6c42\u3002<\/p>\n<p>\u5c31\u8f6f\u4ef6\u5de5\u7a0b\u800c\u8a00\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u8fdb\u4e00\u6b65\u3002\u6700\u7ec8\u7684\u60f3\u6cd5\u662f\uff0c\u5728\u8f6f\u4ef6\u5de5\u7a0b\u548c\u7a0b\u5e8f\u4e2d\uff0c\u6211\u4eec\u5fc5\u987b\u6709\u63a7\u5236\u673a\u5236\u6765\u786e\u4fdd\u8f6f\u4ef6\u7a0b\u5e8f\u662f\u51c6\u786e\u7684\u3001\u53ef\u4ee5\u4f9d\u8d56\u7684\u3002\u8fd9\u73b0\u5728\u662f\u901a\u8fc7\u8bc1\u660e\u52a9\u624b\u6765\u5b8c\u6210\u7684\u3002\u8fd9\u610f\u5473\u7740\u4f60\u62e5\u6709\u4e25\u8c28\u7684\u903b\u8f91\u5f62\u5f0f\u4f53\u7cfb\uff0c\u5b83\u6b63\u5728\u6d4b\u8bd5\u4f60\u7684\u8f6f\u4ef6\u662f\u5426\u6309\u7167\u4f60\u671f\u671b\u7684\u6b63\u786e\u65b9\u5f0f\u884c\u4e8b\u3002<\/p>\n<p>\u8fd9\u4e9b\u8bc1\u660e\u52a9\u624b\u5728\u4eca\u5929\u4ecd\u7136\u5177\u6709\u76f8\u5173\u6027\u3002\u6211\u4eec\u5728\u6155\u5c3c\u9ed1\u6bcf\u5e74\u90fd\u4f1a\u4e3e\u529e\u5173\u4e8e\u8fd9\u4e9b\u8bc1\u660e\u52a9\u624b\u7684\u56fd\u9645\u79cb\u5b63\u5b66\u6821\u3002\u903b\u8f91\u5b66\u5bb6\u3001\u6570\u5b66\u5bb6\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u90fd\u5728\u52aa\u529b\uff0c\u56e0\u4e3a\u6211\u4eec\u73b0\u5728\u5e0c\u671b\u5c06\u5b83\u5e94\u7528\u4e8e\u73b0\u4ee3\u673a\u5668\u5b66\u4e60\u4e2d\u90a3\u4e9b\u975e\u5e38\u590d\u6742\u7684\u7a0b\u5e8f\u3002<\/p>\n<p>\u4eca\u5929\u7684\u8f6f\u4ef6\u4e0d\u518d\u662f\u4f20\u7edf AI \u4e2d\u7684\u90a3\u79cd\u4f20\u7edf\u7a0b\u5e8f\uff0c\u73b0\u5728\u6211\u4eec\u6709\u673a\u5668\u5b66\u4e60\u3001\u795e\u7ecf\u7f51\u7edc\u548c\u7edf\u8ba1\u5b66\u3002\u6240\u4ee5\u95ee\u9898\u662f\uff0c\u5982\u4f55\u8ba9\u8bc1\u660e\u52a9\u624b\u6765\u63a7\u5236\u8fd9\u4e9b\u590d\u6742\u7684\u7edf\u8ba1\u5b66\u65b9\u6cd5\u3002<\/p>\n<p>\u5728 AI \u7684\u7ecf\u5178\u65b9\u6cd5\u4e2d\uff0c\u6838\u5fc3\u662f\u903b\u8f91\u6f14\u7ece (logical deduction)\u3002\u4f46\u73b0\u4ee3\u673a\u5668\u5b66\u4e60\u7684\u6838\u5fc3\u662f\u7edf\u8ba1\u5b66\u3002\u56e0\u6b64\uff0c\u4ece\u65b9\u6cd5\u8bba\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5176\u6838\u5fc3\u662f\u5f52\u7eb3 (induction)\u3002\u4f60\u4ece\u6709\u9650\u6837\u672c\u5f00\u59cb\uff0c\u901a\u8fc7\u8ba1\u7b97\u7edf\u8ba1\u671f\u671b\u503c\uff0c\u8bd5\u56fe\u8fdb\u884c\u6982\u62ec\u3002\u8fd9\u5b9e\u9645\u4e0a\u662f\u7ecf\u9a8c\u79d1\u5b66\u4e2d\u666e\u904d\u91c7\u7528\u7684\u65b9\u6cd5\u3002\u8fd9\u662f\u73b0\u4ee3\u673a\u5668\u5b66\u4e60\u9762\u4e34\u7684\u6311\u6218\u3002<\/p>\n<p>\u6211\u4eec\u7684\u60f3\u6cd5\u662f\uff1a\u6211\u4eec\u5982\u4f55\u63a7\u5236\uff1f\u73b0\u5728\u673a\u5668\u5b66\u4e60\u754c\u5bf9\u5b83\u7684\u53ef\u80fd\u6027\u975e\u5e38\u7740\u8ff7\uff0c\u4f46\u6211\u4eec\u6709\u5931\u53bb\u63a7\u5236\u7684\u5371\u9669\uff1a\u5728\u6d77\u91cf\u6570\u636e\u4e2d\u9690\u85cf\u7740\u54ea\u4e9b\u7279\u5f81\u7b49\u7b49\uff0c\u6ca1\u6709\u4eba\u77e5\u9053\u3002\u56e0\u6b64\uff0c\u8bc1\u660e\u52a9\u624b\u7684\u65e7\u601d\u60f3\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u6211\u6b63\u5728\u8fd9\u65b9\u9762\u52aa\u529b\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u5e0c\u671b\u8fd9\u5957\u4e66\u7cfb\uff0c\u80fd\u5c06\u201c\u65e7\u7684\u201d\u4e25\u8c28\u7684\u903b\u8f91\u548c\u7b26\u53f7\u4e3b\u4e49 AI \u4f20\u7edf\u4e0e\u73b0\u4ee3\u673a\u5668\u5b66\u4e60\u7684\u7edf\u8ba1\u5b66\u65b9\u6cd5\u7ed3\u5408\u8d77\u6765\u3002<\/p>\n<p>\u5c91\u5cf0\uff1a \u786e\u5b9e\u5982\u6b64\u3002\u6570\u5b66\u662f\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u77f3\u3002\u6b63\u5982\u60a8\u6240\u8bf4\uff0c\u4eba\u4eec\u53ef\u80fd\u4f1a\u5931\u53bb\u7406\u6027\uff0c\u4f46\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u6570\u5b66\u6765\u9632\u6b62\u4eba\u5de5\u667a\u80fd\u5931\u53bb\u7406\u6027\u3002<\/p>\n<p>\u6211\u6709\u4e00\u4e2a\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u4e0e\u590d\u6742\u6027\u7684\u6838\u5fc3\u54f2\u5b66\u95ee\u9898\u3002\u60a8\u7684\u4e66\u7cfb\u4e5f\u5173\u6ce8\u201c\u79d1\u5b66\u4e0e\u6280\u672f\u54f2\u5b66\u201d\u3002\u73b0\u5728\u6211\u4eec\u770b\u5230\u4e86\u5f88\u591a\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd (Generative AI)\uff0c\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u60a8\u8ba4\u4e3a\u8fd9\u79cd\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u6311\u6218\u6211\u4eec\u5173\u4e8e\u77e5\u8bc6\u3001\u521b\u9020\u529b\u548c\u751a\u81f3\u73b0\u5b9e\u7684\u4f20\u7edf\u54f2\u5b66\u6982\u5ff5\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u8fd9\u5f53\u7136\u662f\u4e00\u4e2a\u975e\u5e38\u5173\u952e\u7684\u95ee\u9898\u3002\u6839\u636e\u6211\u7684\u7ecf\u9a8c\uff0c\u6211\u4eec\u73b0\u5728\u6b63\u5904\u4e8e\u673a\u5668\u5b66\u4e60\uff08\u5373\u7edf\u8ba1\u673a\u5668\u5b66\u4e60\uff09\u7684\u5168\u76db\u65f6\u671f\u3002\u4f46\u95ee\u9898\u662f\uff0c\u5c3d\u7ba1\u7edf\u8ba1\u5b66\u4e60\u5982\u6b64\u6210\u529f\uff0c\u5b83\u662f\u5426\u5b8c\u5168\u7b26\u5408\u4eba\u7c7b\u601d\u7ef4\u7684\u6a21\u5f0f\uff1f\u6211\u8ba4\u4e3a\u5e76\u975e\u5982\u6b64\u3002<\/p>\n<p>\u539f\u56e0\u5728\u4e8e\uff0c\u5728\u5de5\u7a0b\u79d1\u5b66\u4e2d\uff0c\u5de5\u7a0b\u5e08\u7684\u6210\u529f\u5e76\u975e\u901a\u8fc7\u7cbe\u786e\u6a21\u62df\u81ea\u7136\u5b9e\u73b0\u7684\u3002\u60f3\u60f3\u9e1f\u7684\u98de\u7fd4\u3002\u6700\u521d\uff0c\u5de5\u7a0b\u5e08\u4eec\u8ba4\u4e3a\u201c\u6211\u4eec\u5fc5\u987b\u6a21\u62df\u9e1f\u201d\uff0c\u7ed3\u679c\u5931\u8d25\u4e86\u3002\u540e\u6765\u4ed6\u4eec\u6709\u4e86\u65b0\u7684\u60f3\u6cd5\uff1a\u5fc5\u987b\u8003\u8651\u7a7a\u6c14\u52a8\u529b\u5b66\u7684\u57fa\u672c\u539f\u7406\uff0c\u5373\u6570\u5b66\u65b9\u7a0b\u3002\u7136\u540e\uff0c\u5229\u7528\u8fd9\u4e9b\u65b9\u7a0b\u627e\u5230\u5b8c\u5168\u4e0d\u540c\u7684\u65b9\u6cd5\u2014\u2014\u6211\u4eec\u4eca\u5929\u7684\u98de\u673a\uff0c\u53ef\u4ee5\u627f\u8f7d\u6570\u5428\u7684\u91cd\u91cf\u98de\u4e0a\u5929\u7a7a\uff0c\u8fd9\u5728\u81ea\u7136\u754c\u4e2d\u662f\u4e0d\u53ef\u80fd\u7684\u3002<\/p>\n<p>\u6211\u7684\u89c2\u70b9\u662f\uff0c\u5de5\u7a0b\u5b66\u4e0a\u7684\u7a81\u7834\uff0c\u5bf9\u4e8e\u6c7d\u8f66\u7b49\u4e5f\u540c\u6837\u9002\u7528\u3002\u6700\u521d\u4ed6\u4eec\u8bd5\u56fe\u5c06\u6a21\u62df\u9a6c\uff0c\u4f46\u540e\u6765\u4ed6\u4eec\u53d1\u660e\u4e86\u7535\u52a8\u673a\u548c\u5176\u4ed6\u5b8c\u5168\u4e0d\u540c\u7684\u7535\u673a\u3002<\/p>\n<p>\u5728\u73b0\u4ee3\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u5b83\u4ec5\u4ec5\u662f\u53d7\u795e\u7ecf\u7f51\u7edc\u7684\u542f\u53d1\uff0c\u4f46\u5de5\u7a0b\u5e08\u5bf9\u89e3\u91ca\u4eba\u8111\u5e76\u4e0d\u611f\u5174\u8da3\u3002\u73b0\u5728\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u6709\u5f88\u591a\u53d1\u660e\u662f\u4e3a\u4e86\u63d0\u9ad8\u6548\u7387\u7684\u89c4\u5219\uff0c\u8fd9\u4e9b\u89c4\u5219\u4ece\u672a\u5728\u4eba\u8111\u4e2d\u88ab\u53d1\u73b0\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u5728\u6280\u672f\u4e0a\u662f\u6210\u529f\u7684\uff0c\u5b83\u7684\u67b6\u6784\u53ef\u80fd\u4e0e\u6211\u4eec\u5df2\u77e5\u7684\u4eba\u8111\u5b8c\u5168\u4e0d\u540c\u3002\u4f8b\u5982\u5377\u79ef\u7f51\u7edc (Convolutional Networks) \u975e\u5e38\u6210\u529f\uff0c\u4f46\u5728\u4eba\u7c7b\u6216\u52a8\u7269\u7684\u5927\u8111\u4e2d\u4ece\u672a\u53d1\u73b0\u8fc7\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u6211\u5bf9\u7edf\u8ba1\u673a\u5668\u5b66\u4e60\u7684\u89c2\u70b9\uff1a\u76ee\u524d\u7684\u7edf\u8ba1\u673a\u5668\u5b66\u4e60\u975e\u5e38\u6210\u529f\uff0c\u4f46\u5b83\u662f\u901a\u8fc7\u4f7f\u7528\u5927\u6570\u636e\u548c\u6d77\u91cf\u6570\u636e\u6765\u5b9e\u73b0\u7684\u3002<\/p>\n<p>\u7136\u800c\uff0c\u56de\u987e\u79d1\u5b66\u53f2\u4f60\u4f1a\u53d1\u73b0\uff0c\u725b\u987f\u5e76\u6ca1\u6709\u6d77\u91cf\u7684\u6570\u636e\u3002\u4f0f\u5c14\u6cf0\u6240\u5ba3\u4f20\u7684\u7ecf\u9a8c\u4e3b\u4e49\u5e76\u4e0d\u51c6\u786e\uff08\u7f16\u8005\u6ce8\uff1a\u4f0f\u5c14\u6cf0\u5728\u300a\u54f2\u5b66\u901a\u4fe1\u300b\u4e2d\uff0c\u63d0\u5230\u4e86\u725b\u987f\u5728\u82b1\u56ed\u4e2d\u770b\u5230\u82f9\u679c\u6389\u843d\uff0c\u4ece\u800c\u60f3\u5230\u4e86\u4e07\u6709\u5f15\u529b\u8fd9\u6837\u7684\u6545\u4e8b\uff0c\u4f46\u79d1\u5b66\u53f2\u5b66\u8005\u4eec\u666e\u904d\u8ba4\u4e3a\u8fd9\u4e2a\u6545\u4e8b\u662f\u540e\u4eba\u52a0\u5de5\u4e0a\u53bb\u7684\uff0c\u7528\u6765\u5f62\u8c61\u5316\u725b\u987f\u7684\u7075\u611f\uff09\u2014\u2014\u5373\u4eba\u4eec\u8ba4\u4e3a\u81ea\u7136\u79d1\u5b66\u5bb6\u89c2\u5bdf\u81ea\u7136\uff0c\u6536\u96c6\u6570\u636e\uff0c\u7136\u540e\u6709\u4e86\u5929\u624d\u7684\u60f3\u6cd5\u3002<\/p>\n<p>\u5b9e\u9645\u4e0a\uff0c\u5f15\u529b\u5b9a\u5f8b\u5e76\u975e\u901a\u8fc7\u89c2\u5bdf\u82f9\u679c\u843d\u5730\u53d1\u73b0\u7684\uff0c\u725b\u987f\u662f\u5c06\u5f00\u666e\u52d2\u5b9a\u5f8b\u4e0e\u4ed6\u8457\u540d\u7684\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b\uff08\u4e00\u4e2a\u7406\u8bba\u516c\u7406\uff09\u7ed3\u5408\u8d77\u6765\u627e\u5230\u4e86\u8fd9\u4e2a\u7406\u8bba\u6a21\u578b\uff0c\u7136\u540e\u4e00\u5207\u90fd\u53ef\u4ee5\u5f97\u5230\u89e3\u91ca\u3002\u7231\u56e0\u65af\u5766\u7684\u8457\u540d\u65b9\u7a0b\u4e5f\u662f\u5982\u6b64\u3002\u7231\u56e0\u65af\u5766\u7684\u6570\u636e\u4e5f\u5f88\u5c11\uff0c\u4ed6\u7684\u9884\u6d4b\u5f53\u65f6\u770b\u6765\u662f\u201c\u75af\u72c2\u201d\u7684\uff0c\u4f46\u5982\u4eca\u5b83\u88ab\u8bc1\u5b9e\u6210\u4e3a\u5b9a\u5f8b\u3002<\/p>\n<p>\u6211\u7684\u89c2\u70b9\u662f\uff0c\u7edf\u8ba1\u65b9\u6cd5\u4f9d\u8d56\u4e8e\u6d77\u91cf\u6570\u636e\u548c\u7b97\u6cd5\u3002\u8fd9\u4e0d\u662f\u4eba\u7c7b\u7684\u521b\u9020\u529b\u3002 \u5c3d\u7ba1\u4eba\u7c7b\u667a\u80fd\u7684\u67d0\u4e9b\u90e8\u5206\u786e\u5b9e\u901a\u8fc7\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u800c\u8d77\u4f5c\u7528\uff0c\u4f46\u73b0\u4ee3 AI \u51ed\u501f\u7684\u662f\u901a\u8fc7\u60ca\u4eba\u7684\u6d77\u91cf\u6570\u636e\u53d6\u5f97\u6210\u529f\uff0c\u800c\u6211\u4eec\u7684\u4eba\u8111\u6ca1\u6709\u80fd\u529b\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u4e3e\u4e00\u4e2a\u975e\u5e38\u5b9e\u9645\u7684\u4f8b\u5b50\uff0c\u5982\u679c\u725b\u987f\u62e5\u6709 ChatGPT \u6216 DeepSeek\uff0c\u4ed6\u7684\u7b56\u7565\u5c06\u662f\u83b7\u53d6\u5173\u4e8e\u6b64\u7c7b\u6548\u5e94\u7684\u4e16\u754c\u4e0a\u6240\u6709\u7684\u4fe1\u606f\uff0c\u7136\u540e\u5b83\u4f1a\u5bfb\u6c42\uff08\u6a21\u62df\u51fa\uff09\u4e00\u4e2a\u516c\u5f0f\u3002\u7136\u800c\uff0c\u5982\u679c\u4f60\u8ba9\u4e00\u4e2a\u806a\u660e\u7684\u5e74\u8f7b\u4eba\u6765\u89e3\u51b3\u67d0\u4e2a\u95ee\u9898\uff0c\u4ed6\u4eec\u6709\u65f6\u4f1a\u63d0\u51fa\u8fde\u8001\u5e08\u90fd\u611f\u5230\u9707\u60ca\u7684\u89e3\u51b3\u65b9\u6848\u3002\u90a3\u662f\u4eba\u7c7b\u7684\u521b\u9020\u529b\uff0c\u5b83\u4e0d\u80fd\u5b8c\u5168\u7528\u7edf\u8ba1\u5b66\u6765\u89e3\u91ca\uff0c\u4f8b\u5982\u56e0\u679c\u601d\u7ef4 (causal thinking)\u3002<\/p>\n<p>\u56e0\u679c\u601d\u7ef4\u6b63\u662f\u6211\u611f\u5174\u8da3\u7684\u5730\u65b9\u3002\u8fd9\u4e0e\u6211\u89e3\u91ca\u7684\u725b\u987f\u548c\u7231\u56e0\u65af\u5766\u7684\u601d\u8def\u662f\u4e00\u81f4\u7684\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5728\u81ea\u7136\u754c\u6216\u793e\u4f1a\u4e2d\u53d1\u73b0\u65b0\u5b9a\u5f8b\uff0c\u4e0d\u4ec5\u662f\u901a\u8fc7\u6c47\u603b\u6570\u636e\u548c\u5b66\u4e60\u7b97\u6cd5\uff0c\u800c\u662f\u901a\u8fc7\u56e0\u679c\u601d\u7ef4\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5728\u533b\u5b66\u4e2d\uff0c\u627e\u5230\u67d0\u79cd\u5316\u5b66\u7269\u8d28\u4e0e\u764c\u75c7\u4e2d\u80bf\u7624\u751f\u957f\u4e4b\u95f4\u7684\u7edf\u8ba1\u76f8\u5173\u6027\u5e76\u6ca1\u6709\u90a3\u4e48\u6709\u8da3\u3002\u66f4\u6709\u8da3\u7684\u95ee\u9898\u662f\uff1a\u5bfc\u81f4\u764c\u75c7\u4e2d\u80bf\u7624\u751f\u957f\u7684\u539f\u56e0\u662f\u4ec0\u4e48\uff1f \u53ea\u6709\u627e\u5230\u56e0\u679c\u6a21\u578b\u7684\u6839\u6e90\uff0c\u624d\u80fd\u627e\u5230\u6210\u529f\u7684\u6cbb\u7597\u65b9\u6cd5\u3002<\/p>\n<p>\u662f\u7684\uff0c\u8fd9\u4e0d\u662f\u73b0\u4ee3\u673a\u5668\u5b66\u4e60\u4e4d\u770b\u4e4b\u4e0b\u91c7\u7528\u7684\u65b9\u6cd5\u3002\u867d\u7136\u6709\u5176\u4ed6\u65b9\u6cd5\uff0c\u4f8b\u5982\u9a6c\u514b\u65af\u00b7\u666e\u6717\u514b\u7814\u7a76\u6240\u5c31\u5728\u4ece\u4e8b\u56e0\u679c\u5b66\u4e60\u7814\u7a76\uff0c\u53ef\u4ee5\u4ece\u6570\u636e\u4e2d\u8bc6\u522b\u56e0\u679c\u5173\u7cfb\u7684\u6a21\u5f0f\u3002<\/p>\n<p>\u6211\u7684\u60f3\u6cd5\u662f\uff0c\u672a\u6765\u6211\u4eec\u5c06\u62e5\u6709\u4e00\u4e9b\u7a0b\u5e8f\uff0c\u81f3\u5c11\u5728\u53d7\u9650\u9886\u57df\u5185\uff0c\u5177\u6709\u7279\u5b9a\u7279\u5f81\u548c\u7279\u6027\uff0c\u4f8b\u5982\u533b\u5b66\u7684\u4e13\u4e1a\u9886\u57df\uff0c\u4f60\u62e5\u6709\u6ee1\u8db3\u8fd9\u4e9b\u7279\u5f81\u7684\u6d77\u91cf\u6570\u636e\uff0c\u7136\u540e\u4f60\u6709\u4e00\u4e2a\u5de5\u5177\u53ef\u4ee5\u8bc6\u522b\u8fd9\u4e9b\u7279\u5f81\u7684\u56e0\u679c\u4ea4\u4e92\u548c\u56e0\u679c\u5173\u7cfb\u3002\u5f53\u7136\uff0c\u8fd9\u8fd8\u4e0d\u80fd\u4e0e\u725b\u987f\u548c\u7231\u56e0\u65af\u5766\u7684\u4f1f\u5927\u53d1\u73b0\u76f8\u6bd4\uff0c\u4f46\u81f3\u5c11\u5728\u672a\u6765\uff0c\u8fd9\u4e9b\u53d7\u9650\u9886\u57df\u5c06\u80fd\u591f\u5b9e\u73b0\u56e0\u679c\u601d\u7ef4\u3002\u8fd9\u662f\u673a\u5668\u5b66\u4e60\u53d1\u5c55\u7684\u4e00\u4e2a\u65b0\u65b9\u5411\uff0c\u5b83\u4e0d\u662f\u7edf\u8ba1\u673a\u5668\u5b66\u4e60\u3002<\/p>\n<p>\u6211\u7684\u89c2\u70b9\u662f\uff1a\u7edf\u8ba1\u673a\u5668\u5b66\u4e60\u4e0d\u662f\u6700\u7ec8\u7684\u7b54\u6848\u3002 \u5b83\u73b0\u5728\u975e\u5e38\u6210\u529f\u3002\u4f46\u5728\u672a\u6765\uff0c\u6211\u4eec\u9700\u8981\u65b0\u7684\u7a81\u7834\uff0c\u4ee5\u7ee7\u7eed\u53d1\u6398\u4eba\u7c7b\u521b\u9020\u529b\u7684\u65e0\u9650\u6f5c\u529b\u3002<\/p>\n<p>\u5c91\u5cf0\uff1a\u662f\u7684\uff0c\u6ca1\u9519\u3002\u4eba\u7c7b\u53ef\u4ee5\u7528\u5f88\u5c11\u7684\u6570\u636e\u83b7\u5f97\u77e5\u8bc6\uff0c\u4f46\u4eba\u5de5\u667a\u80fd\u76ee\u524d\u8fd8\u4e0d\u80fd\u3002<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u76ee\u524d\u4e3a\u6b62\u662f\u8fd9\u6837\u3002\u8fd9\u4e5f\u662f\u6211\u6700\u540e\u4e00\u5f20\u5e7b\u706f\u7247\u4e0a\u7684\u89c2\u70b9\u3002\u6211\u4eec\u6c38\u8fdc\u4e0d\u8981\u8bf4\u201c\u6c38\u8fdc\u4e0d\u201d\u3002\u8fd9\u662f\u5bf9\u5f62\u5f0f\u5316\u601d\u7ef4\u7684\u9650\u5236\u3002<\/p>\n<p>\u6211\u8bb0\u5f97\u7684\u5b66\u751f\u65f6\u4ee3\uff0c\u521a\u63a5\u89e6\u54f2\u5b66\u65f6\uff0c\u4e00\u4e2a\u6210\u89c1\u662f\uff1a\u201c\u8fd9\u5bb6\u4f19\u662f\u5b66\u6570\u5b66\u548c\u903b\u8f91\u7684\u3002\u9996\u5148\u6211\u4eec\u4f1a\u544a\u8bc9\u4ed6\uff0c\u2018\u81ea\u54e5\u5fb7\u5c14\u4ee5\u6765\uff0c\u5f62\u5f0f\u5316\u662f\u53d7\u9650\u7684\u3002\u2019\u201d\u6211\u8bf4\uff1a\u201c\u80e1\u8bf4\uff01\u201d<\/p>\n<p>\u6211\u7684\u535a\u58eb\u7814\u7a76\u662f\u5173\u4e8e\u56fe\u7075\u90a3\u4e9b\u5929\u624d\u7684\u65e9\u671f\u60f3\u6cd5\u3002\u56fe\u7075\u7684\u535a\u58eb\u8bba\u6587\u4e0d\u662f\u90a3\u7bc7\u8457\u540d\u7684\u4e0d\u53ef\u5224\u5b9a\u6027\u8bba\u6587\uff0c\u800c\u662f\u4e00\u7bc7\u5173\u4e8e\u8bc1\u660e\u8bba\u548c\u73b0\u4ee3\u8bc1\u660e\u8bba\u65e9\u671f\u6b65\u9aa4\u7684\u8bba\u6587\u3002\u56fe\u7075\u63d0\u51fa\u4e86\u4ed6\u7684\u521d\u6b65\u60f3\u6cd5\uff0c\u4e0e\u54e5\u5fb7\u5c14\u975e\u5e38\u76f8\u4f3c\u2014\u2014\u901a\u8fc7\u66f4\u9ad8\u590d\u6742\u5ea6\u7684\u7a0b\u5ea6\u6765\u6269\u5c55\u7ecf\u5178\u8bc1\u660e\u7cfb\u7edf\uff0c\u4ee5\u63a2\u7a76\u8d85\u8d8a\u4e0d\u53ef\u5224\u5b9a\u6027\u95ee\u9898\u7684\u8303\u7574\u3002<\/p>\n<p>\u54e5\u5fb7\u5c14\u8bc1\u660e\u4e86\u5f62\u5f0f\u7b97\u672f\u7684\u76f8\u5bb9\u6027 (consistency) \u4e0d\u80fd\u901a\u8fc7\u7406\u8bba\u672c\u8eab\u7684\u65b9\u6cd5\u6765\u5224\u5b9a\u3002\u4f46\u4e00\u4f4d\u65e9\u901d\u7684\u8457\u540d\u5fb7\u56fd\u903b\u8f91\u5b66\u5bb6\u683c\u54c8\u5fb7\u00b7\u6839\u5c91 (Gerhard Gentzen)\u63d0\u51fa\uff1a\u5982\u679c\u6211\u4eec\u5c06\u6570\u5b66\u5f52\u7eb3\u6cd5\u4e0d\u4ec5\u6269\u5c55\u5230\u81ea\u7136\u6570\uff0c\u8fd8\u6269\u5c55\u5230\u6240\u8c13\u7684\u8d85\u9650\u6570 (ordinal numbers)\uff0c\u90a3\u4e48\u4f60\u5c31\u53ef\u4ee5\u8bc1\u660e\u76f8\u5bb9\u6027\uff08\u7f16\u8005\u6ce8\uff1a\u6839\u5c911936 \u5e74\u7ecf\u5178\u8bba\u6587\u300a\u7b97\u672f\u4e00\u81f4\u6027\u7684\u8bc1\u660e\u300b\u9996\u6b21\u5f15\u5165\u8d85\u9650\u5f52\u7eb3\u5230\u5e8f\u6570 \u03b5\u2080\uff0c\u7528\u5e8f\u6570\u5f52\u7eb3\u6cd5\u7ed9\u51fa\u4e00\u9636\u76ae\u4e9a\u8bfa\u7b97\u672f\u7684\u4e00\u81f4\u6027\u8bc1\u660e\uff0c\u6b63\u662f\u201c\u54e5\u5fb7\u5c14\u4e4b\u540e\u7b2c\u4e00\u6761\u901a\u5411\u2018\u8d85\u8d8a\u4e0d\u53ef\u8bc1\u6027\u2019\u7684\u8def\u7ebf\u56fe\u201d\uff0c1945\u5e74\u53bb\u4e16\uff0c\u5e74\u4ec536\u5c81\uff09\u3002\u8fd9\u8868\u660e\u5b58\u5728\u4e00\u4e2a\u8d85\u8d8a\u9650\u5236\u7684\u4e16\u754c\uff0c\u4f60\u53ef\u4ee5\u7ee7\u7eed\u524d\u8fdb\uff0c\u514b\u670d\u6781\u9650\u3002<\/p>\n<p>\u6211\u8bb0\u5f97\u6211\u7684\u54f2\u5b66\u5bb6\u540c\u4e8b\u4eec\u5bf9\u8fd9\u79cd\u53d1\u73b0\u5e76\u4e0d\u5f00\u5fc3\uff0c\u4ed6\u4eec\u4f1a\u89c9\u5f97\uff0c\u54e6\uff0c\u6211\u4eec\u73b0\u5728\u6709\u4e86\u9650\u5236\u3002\u5bf9\u4e8e\u673a\u5668\u5b66\u4e60\u6765\u8bf4\u4e5f\u662f\u5982\u6b64\u3002\u4ed6\u4eec\u4f1a\u548c\u6211\u89e3\u91ca\uff1a\u201c\u54e6\uff0c\u673a\u5668\u5b66\u4e60\u548c\u7edf\u8ba1\u5b66\u4e0d\u80fd\u89e3\u91ca\u4eba\u7c7b\u7684\u521b\u9020\u529b\u3002\u201d\u662f\u7684\uff0c\u53ea\u80fd\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u505a\u5230\uff0c\u4f46\u5b83\u662f\u53ef\u4ee5\u88ab\u514b\u670d\u7684\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><strong>03<br \/><\/strong><\/p>\n<p style=\"text-align: center\"><strong>\u56fe\u7075\u7684\u5f71\u54cd\uff1aAGI \u7684\u54f2\u5b66\u4e0e\u6280\u672f<\/strong><\/p>\n<p>\u5c91\u5cf0\uff1a\u6211\u4eec\u770b\u5230\u50cf OpenAI\u3001\u8c37\u6b4c\u8fd9\u6837\u7684\u5927\u516c\u53f8\u6b63\u5728\u5bf9\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u8fdb\u884c\u5927\u89c4\u6a21\u6295\u8d44\u3002\u60a8\u5982\u4f55\u770b\u5f85\u8fd9\u79cd AGI \uff1f\u5728\u60a8\u770b\u6765\uff0c\u5b9e\u73b0 AGI \u7684\u6700\u5927\u969c\u788d\u662f\u6280\u672f\u6311\u6218\u8fd8\u662f\u6839\u672c\u6027\u7684\u54f2\u5b66\u95ee\u9898\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u662f\u7684\uff0c\u8fd9\u6b63\u4e0e\u6211\u4e4b\u524d\u89e3\u91ca\u7684\u601d\u8def\u5b8c\u5168\u4e00\u81f4\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u6c38\u8fdc\u4e0d\u8981\u8bf4\u5f97\u592a\u7edd\u5bf9\u3002AGI \u4e5f\u8bb8\u662f\u53ef\u80fd\u5b9e\u73b0\u7684\uff0c\u6ca1\u6709\u4eba\u786e\u5207\u77e5\u9053\u3002\u4f46\u6211\u80fd\u505a\u7684\u2014\u2014\u8fd9\u4e5f\u662f\u6211\u7684\u4efb\u52a1\u6240\u5728\u2014\u2014\u5c31\u662f\u975e\u5e38\u4e25\u8c28\u5730\u5206\u6790\u7279\u5b9a\u5de5\u5177\u7684\u5c40\u9650\u6027\u3002\u6211\u4eec\u6240\u6709\u7684\u7b97\u6cd5\u90fd\u662f\u5de5\u5177\uff0c\u6211\u603b\u662f\u9996\u5148\u6709\u5174\u8da3\u4ee5\u4e25\u8c28\u7684\u65b9\u5f0f\u786e\u5b9a\u5de5\u5177\u7684\u9650\u5236\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u540d\u5de5\u7a0b\u5e08\u7684\u4efb\u52a1\uff1a\u4f60\u6709\u4e00\u4e2a\u81ea\u53e4\u5c31\u6709\u7684\u597d\u5de5\u5177\uff0c\u4f46\u9524\u5b50\u4e0d\u80fd\u7528\u6765\u89e3\u51b3\u6240\u6709\u7c7b\u578b\u7684\u95ee\u9898\u3002\u5bf9\u4e8e\u8fd9\u4e9b\u73b0\u4ee3\u7684\u3001\u9ad8\u5ea6\u7cbe\u5bc6\u7684\u7b97\u6cd5\u6765\u8bf4\u4e5f\u662f\u5982\u6b64\u3002\u4f46\u5982\u679c\u4f60\u77e5\u9053\u4e86\u6781\u9650\uff0c\u4f60\u5c31\u53ef\u4ee5\u5bfb\u6c42\u6269\u5c55\u3002<\/p>\n<p>\u73b0\u5728\u56de\u5230\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u95ee\u9898\uff0c\u5982\u679c\u901a\u7528\u4eba\u5de5\u667a\u80fd\u610f\u5473\u7740\u4eba\u7c7b\u7684\u80fd\u529b\uff0c\u90a3\u4e48\u6211\u4eec\u5fc5\u987b\u8003\u8651\u4e00\u4e2a\u5173\u952e\u70b9\uff1a\u6211\u4eec\u6240\u6709\u7684\u65b9\u6cd5\uff0c\u6570\u5b66\u65b9\u6cd5\uff0c\u90fd\u662f\u6a21\u62df (simulations)\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u5373\u4f7f\u5728\u73b0\u4ee3\u673a\u5668\u4eba\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u6a21\u62df\u804a\u5929\u673a\u5668\u4eba\u7684\u8bf4\u8bdd\uff0c\u4ee5\u53ca\u79fb\u52a8\u7b49\u7b49\u3002\u4f60\u53ef\u4ee5\u8bad\u7ec3\u4e00\u4e2a\u673a\u5668\u4eba\u3002\u4f8b\u5982\uff0c\u821e\u8005\u548c\u827a\u672f\u5bb6\u8eab\u4e0a\u914d\u5907\u4f20\u611f\u5668\uff0c\u83b7\u5f97\u5927\u91cf\u6570\u636e\u6a21\u578b\uff0c\u8ba1\u7b97\u673a\u548c\u673a\u5668\u4eba\u5c31\u53ef\u4ee5\u6a21\u62df\u8fd9\u4e9b\u6570\u636e\uff0c\u4ee5\u8d8a\u6765\u8d8a\u4f18\u96c5\u7684\u65b9\u5f0f\u8df3\u821e\u3002<\/p>\n<p>\u4f46\u73b0\u5728\u8c08\u5230\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u54f2\u5b66\u95ee\u9898\u3002\u821e\u8005\u6240\u8868\u8fbe\u7684\u4e0d\u4ec5\u4ec5\u662f\u6a21\u62df\uff0c\u5b83\u662f\u4e00\u79cd\u8868\u8fbe\u2014\u2014\u821e\u8005\u73b0\u5728\u8868\u73b0\u51fa\u7684\u5173\u952e\u70b9\u662f\u60c5\u611f (feelings)\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6a21\u62df\uff0c\u8fd9\u662f\u4e00\u79cd\u60c5\u611f\u3002\u6211\u6beb\u4e0d\u6000\u7591\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u6a21\u62df\u5404\u79cd\u60c5\u611f\u8868\u8fbe\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u533a\u522b\u5728\u4e8e\u521b\u9020\u529b\u3002\u4f8b\u5982\uff0c\u4e00\u4f4d\u4f5c\u66f2\u5bb6\uff0c\u4ed6\u4e5f\u9700\u8981\u6709\u67d0\u79cd\u60c5\u611f\u3002\u8457\u540d\u7684\u4f5c\u66f2\u5bb6\u8d1d\u591a\u82ac\uff0c\u5728\u7ef4\u4e5f\u7eb3\u68ee\u6797\u4e2d\u6563\u6b65\u65f6\u88ab\u90a3\u91cc\u7684\u6c1b\u56f4\u6240\u542f\u53d1\uff0c\u521b\u4f5c\u51fa\u4e86\u4ed6\u8457\u540d\u7684\u300a\u7530\u56ed\u4ea4\u54cd\u66f2\u300b\u3002\u8fd9\u662f\u4e00\u79cd\u7075\u611f\u3002\u5f53\u7136\uff0c\u4f5c\u4e3a\u4e00\u540d\u53d7\u8fc7\u6280\u672f\u8bad\u7ec3\u7684\u4f5c\u66f2\u5bb6\uff0c\u4ed6\u53d7\u8fc7\u8bad\u7ec3\uff0c\u80fd\u591f\u50cf\u6570\u5b66\u5bb6\u4e00\u6837\u4ee5\u4e25\u8c28\u7684\u65b9\u5f0f\u5199\u4e0b\u97f3\u7b26\u7684\u5e8f\u5217\u3002<\/p>\n<p>\u8457\u540d\u7684\u6570\u5b66\u5bb6\u4e0d\u4ec5\u8981\u80fd\u591f\u5199\u51fa\u6b63\u786e\u7684\u516c\u5f0f\u3002\u60f3\u8981\u6210\u4e3a\u8d1d\u591a\u82ac\uff0c\u6216\u8005\u6210\u4e3a\u9ad8\u65af (Gau\u00df) \u8fd9\u6837\u7684\u8457\u540d\u6570\u5b66\u5bb6\uff0c\u4f60\u5fc5\u987b\u8981\u6709\u60f3\u6cd5\u3002\u800c\u8fd9\u79cd\u521b\u65b0\u662f\u975e\u5e38\u4e0d\u540c\u7684\u4e1c\u897f\u3002\u5982\u679c\u73b0\u4ee3\u673a\u5668\u5b66\u4e60\u80fd\u591f\u8fdb\u884c\u521b\u4f5c\uff0c\u90a3\u4e48\u5b83\u6700\u7ec8\u603b\u662f\u5904\u4e8e\u6a21\u62df\u7684\u8303\u7574\u3002<\/p>\n<p>\u5c91\u5cf0\uff1a\u673a\u5668\u6ca1\u6709\u60c5\u611f\uff0c\u53ea\u80fd\u505a\u5230\u6a21\u62df\u3002<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u662f\u7684\u3002\u5728\u54f2\u5b66\uff0c\u5c24\u5176\u662f\u5728\u73b0\u8c61\u5b66\u4e2d\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a\u5177\u8eab\u6027 (embodiment)\u3002\u4ece\u6700\u65e9\u7684\u80e1\u585e\u5c14\uff08Husserl\uff09\u542f\u53d1\u4e86\u6885\u6d1b-\u5e9e\u8482\uff08Merleau-Ponty\uff09\u7684\u76f8\u5173\u7814\u7a76\uff08\u7f16\u8005\u6ce8\uff1a\u80e1\u585e\u5c14\u662f\u73b0\u8c61\u5b66\u521b\u59cb\u4eba\uff0c\u5728\u4ed6\u540e\u671f\u7684\u53d1\u751f\u73b0\u8c61\u5b66\u4e2d\u65e9\u5df2\u63d0\u53ca\u4e86\u5177\u8eab\u6027\uff0c\u5e76\u5c06\u5176\u6307\u5411\u77e5\u89c9\u5177\u8eab\uff09\uff0c\u800c\u5f53\u4ee3\u8ba8\u8bba\u4e2d\uff0c\u6709\u5fb7\u96f7\u798f\u65af (Dreyfus) \u7684\u7814\u7a76\uff0c\u4ed6\u4eec\u90fd\u5f3a\u8c03\u4e86\u5177\u8eab\u6027\u3002\u8fd9\u610f\u5473\u7740\u4eba\u7c7b\u4e5f\u6709\u67d0\u79cd\u60c5\u611f\u5f71\u54cd\u3002<\/p>\n<p>\u73b0\u5728\u5173\u952e\u95ee\u9898\u662f\uff1a\u8fd9\u5bf9\u4e8e\u901a\u7528\u4eba\u5de5\u667a\u80fd\u662f\u4e00\u4e2a\u7edd\u5bf9\u7684\u9650\u5236\u5417\uff1f\u4e5f\u8bb8\u5728\u672a\u6765\uff0c\u6211\u4eec\u80fd\u591f\u521b\u9020\u51fa\u7c7b\u4f3c\u6d3b\u4f53\u7ec4\u7ec7\u7684\u4e1c\u897f\uff0c\u8fd9\u5c5e\u4e8e\u795e\u7ecf\u751f\u7269\u5b66\u8303\u7574\u3002\u795e\u7ecf\u751f\u7269\u5b66\u4e5f\u5728\u53d1\u5c55\uff0c\u6211\u4eec\u8d8a\u6765\u8d8a\u6709\u53ef\u80fd\u521b\u9020\u51fa\u4eba\u9020\u7ec6\u80de\u3001\u6d3b\u7ec6\u80de\u3002\u56e0\u6b64\uff0c\u5728\u672a\u6765\uff0c\u4e5f\u8bb8\u6211\u4eec\u80fd\u591f\u521b\u9020\u51fa\u5177\u6709\u65b0\u7684\u5316\u5b66\u80fd\u529b\u5e76\u62e5\u6709\u8fd9\u4e9b\u60c5\u611f\uff08\u5373\u67d0\u79cd\u7ecf\u9a8c\uff09\u7684\u6709\u673a\u4f53\u3002\u8fd9\u6837\uff0c\u6700\u7ec8\u5c31\u6709\u53ef\u80fd\u62e5\u6709\u8fd9\u4e9b\u5177\u8eab\u5316\u7684\u5b9e\u4f53\uff0c\u5b83\u4eec\u4e5f\u80fd\u591f\u5177\u6709\u521b\u9020\u529b\u3002<\/p>\n<p>\u76f4\u5230\u73b0\u5728\uff0c\u8fd9\u542c\u8d77\u6765\u50cf\u79d1\u5e7b\u5c0f\u8bf4\uff0c\u4f46\u5b9e\u9645\u4e0a\uff0c\u5bf9\u6211\u8fd9\u4e2a\u54f2\u5b66\u5bb6\u6765\u8bf4\uff0c\u5b83\u5904\u4e8e\u6f5c\u529b\u7684\u8303\u7574\u5185\u3002\u95ee\u9898\u662f\uff1a\u6211\u4eec\u5e94\u8be5\u8fd9\u6837\u505a\u5417\uff1f \u53bb\u521b\u9020\u62e5\u6709\u81ea\u5df1\u7684\u8fdb\u5316\u3001\u81ea\u5df1\u7684\u5177\u8eab\u6027\u3001\u81ea\u5df1\u7684\u60c5\u611f\u7684\u6709\u673a\u4f53\uff1f\u8fc7\u53bb\u6709\u4e00\u90e8\u975e\u5e38\u6709\u8da3\u7684\u79d1\u5e7b\u7535\u5f71\u53eb\u300a\u673a\u68b0\u59ec\u300b (Ex Machina)\u3002\u8fd9\u6b63\u662f\u7247\u4e2d\u7684\u60c5\u666f\uff1a\u5929\u624d\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u4e0e\u4ed6\u7684\u9020\u7269\uff08\u975e\u5e38\u806a\u660e\u7684\u5973\u6027\uff09\u751f\u6d3b\u5728\u4e00\u8d77\uff0c\u8fd9\u4e9b\u9020\u7269\u6709\u81ea\u5df1\u7684\u611f\u60c5\uff0c\u7136\u540e\u5979\u4eec\u6709\u4e86\u81ea\u5df1\u7684\u610f\u5fd7\u3002<\/p>\n<p>\u8fd9\u6709\u70b9\u50cf\u300a\u5723\u7ecf\u300b\u91cc\u4e0a\u5e1d\u548c\u4ed6\u7684\u9020\u7269\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u6211\u8ba4\u4e3a\u8fd9\u5728\u672a\u6765\u4e0d\u4f1a\u88ab\u6392\u9664\uff0c\u4f46\u5b83\u5c06\u5bf9\u6211\u4eec\u6784\u6210\u4f26\u7406\u548c\u6cd5\u5f8b\u65b9\u9762\u7684\u6311\u6218\u3002\u5de5\u7a0b\u6280\u672f\u4e0d\u662f\u5168\u90e8\u3002\u6211\u4eec\u5e94\u8be5\u5141\u8bb8\u8fd9\u79cd\u521b\u65b0\u53d1\u5c55\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff1f\u8fd9\u5c06\u662f\u4e00\u4e2a\u91cd\u5927\u7684\u8ba8\u8bba\u3002<\/p>\n<p>\u5c91\u5cf0\uff1a\u5177\u8eab\u5316 AI \u73b0\u5728\u662f\u4e2a\u70ed\u95e8\u8bdd\u9898\uff0c\u4e5f\u8bb8\u672a\u6765\u673a\u5668\u80fd\u591f\u8868\u8fbe\u60c5\u611f\u3002\u6b63\u5982\u60a8\u6240\u8bf4\uff0c\u6c38\u8fdc\u4e0d\u8981\u8bf4\u5f97\u592a\u7edd\u5bf9\u3002\u6211\u4eec\u6b63\u5728\u8d85\u8d8a\u6469\u5c14\u5b9a\u5f8b\uff0c\u6211\u4eec\u6b63\u5728\u6253\u7834\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u3002\u672a\u6765\u4e5f\u8bb8\u53ef\u4ee5\u5b9e\u73b0\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u968f\u7740 AI \u53d8\u5f97\u8d8a\u6765\u8d8a\u7cbe\u5bc6\uff0c\u6211\u4eec\u5e94\u8be5\u5982\u4f55\u91cd\u65b0\u5b9a\u4e49\u201c\u667a\u80fd\u201d\u672c\u8eab\uff1f\u56fe\u7075\u6d4b\u8bd5\u662f\u5426\u4ecd\u7136\u662f\u4e00\u4e2a\u76f8\u5173\u7684\u57fa\u51c6\uff1f\u6216\u8005\u6211\u4eec\u9700\u8981\u65b0\u7684\u6846\u67b6\u6765\u7406\u89e3\u6211\u4eec\u6b63\u5728\u521b\u9020\u7684\u8fd9\u79cd\u975e\u4eba\u7c7b\u667a\u80fd\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u6211\u7684\u89c2\u70b9\u662f\uff0c\u4ece\u6570\u5b66\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5373\u4f7f\u662f\u73b0\u4ee3 AI \u673a\u5668\u5b66\u4e60\uff0c\u5b9e\u9645\u4e0a\u4e5f\u57fa\u4e8e\u56fe\u7075\u7684\u98ce\u683c\u3002\u5982\u679c\u4f60\u4e25\u8c28\u5730\u8003\u5bdf\u4e00\u53f0\u73b0\u4ee3\u8d85\u7ea7\u8ba1\u7b97\u673a\uff0c\u5b83\u7684\u786c\u4ef6\u867d\u7136\u7565\u6709\u4e0d\u540c\uff0c\u73b0\u5728\u6709 CPU\u3001GPU\uff0c\u5b83\u7684\u901f\u5ea6\u66f4\u5feb\uff0c\u4f46\u539f\u5219\u4e0a\u5b83\u4ecd\u7136\u662f\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u3002\u8fd9\u5c5e\u4e8e\u56fe\u7075\u98ce\u683c\uff0c\u56e0\u4e3a\u5728\u56fe\u7075\u673a\u4e2d\uff0c\u4f60\u5df2\u7ecf\u6709\u4e86\u5904\u7406\u5668\/\u63a7\u5236\u5355\u5143\u4e0e\u5b58\u50a8\u5668\u7b49\u7684\u5206\u79bb\u3002<\/p>\n<p>\u5728\u786c\u4ef6\u57fa\u7840\u7684\u7b2c\u4e00\u5c42\uff0c\u5b83\u4ecd\u7136\u662f\u53ef\u8ba1\u7b97\u51fd\u6570 (computable function) \u7684\u7406\u8bba\u3002\u56e0\u6b64\uff0c\u76f4\u5230\u4eca\u5929\uff0c\u7406\u8bba\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u5b66\u751f\u5728\u6559\u80b2\u4e2d\u4ecd\u7136\u5b66\u4e60\u53ef\u8ba1\u7b97\u51fd\u6570\u7406\u8bba\u3002\u56e0\u4e3a\u90a3\u662f\u6570\u5b66\u57fa\u7840\uff0c\u800c\u8fd9\u4e2a\u57fa\u7840\u662f\u57fa\u4e8e\u56fe\u7075\u7684\u2014\u2014\u8fd9\u662f\u6211\u7684\u89c2\u70b9\u3002<\/p>\n<p>\u73b0\u5728\u6211\u4eec\u6709\u60ca\u4eba\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u5e94\u7528\uff0c\u8fd9\u4e00\u70b9\u901a\u5e38\u88ab\u9057\u5fd8\u4e86\u3002\u90a3\u4e9b\u538c\u6076\u6570\u5b66\u7684\u4eba\uff0c\u4ed6\u4eec\u4e0d\u77e5\u9053\u5728\u57fa\u7840\u5c42\u9762\uff0c\u6709\u6570\u5b66\uff0c\u6709\u53ef\u8ba1\u7b97\u51fd\u6570\u7406\u8bba\uff0c\u8fd9\u4e00\u70b9\u4ece\u672a\u6539\u53d8\u3002\u6240\u4ee5\uff0c\u6211\u4eec\u4ecd\u7136\u5904\u4e8e\u56fe\u7075\u98ce\u683c\u3002\u5982\u679c\u6211\u4eec\u80fd\u5b9e\u73b0\u5177\u8eab\u5316\uff0c\u8fd9\u79cd\u60c5\u51b5\u6216\u8bb8\u4f1a\u6539\u53d8\u3002<\/p>\n<p>\u56fe\u7075\u7edd\u5bf9\u662f\u4e2a\u5929\u624d\u3002\u56fe\u7075\u5728\u4ed6\u751f\u547d\u7684\u6700\u540e\u51e0\u5e74\uff0c\u906d\u9047\u4e86\u53ef\u6015\u7684\u4e0d\u516c\uff0c\u5f88\u65e9\u5c31\u53bb\u4e16\u4e86\u3002\u5728\u4ed6\u53bb\u4e16\u524d\u4e24\u5e74\uff0c\u4ed6\u53d1\u8868\u4e86\u4e24\u7bc7\u5173\u4e8e\u590d\u6742\u7cfb\u7edf\u7684\u5b8c\u5168\u4e0d\u540c\u7684\u8bba\u6587\u3002\u8bba\u6587\u6807\u9898\u662f\u300a\u5f62\u6001\u53d1\u751f\u7684\u5316\u5b66\u57fa\u7840\u300b (The Chemical Basis of Morphogenesis)\uff0c\u4e00\u4e2a\u5b8c\u5168\u4e0d\u8d77\u773c\u7684\u6807\u9898\u3002\u4f46\u4ed6\u7684\u5de5\u4f5c\u6b63\u662f\u6211\u4e00\u5f00\u59cb\u8c08\u8bba\u7684\u8bdd\u9898\u2014\u2014\u590d\u6742\u7cfb\u7edf\u3002\u5f88\u5c11\u6709\u4eba\u610f\u8bc6\u5230\u8fd9\u4e5f\u662f\u56fe\u7075\u7684\u5de5\u4f5c\u3002<\/p>\n<p>\u56fe\u7075\u7684\u60f3\u6cd5\u662f\u8003\u8651\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u7684\u5316\u5b66\u53cd\u5e94\u7cfb\u7edf\uff0c\u5e76\u8003\u8651\u5176\u4e2d\u7684\u8017\u6563\u76f8\u4e92\u4f5c\u7528 (dissipative interaction)\u3002\u4ed6\u8bc1\u660e\u4e86\uff0c\u5982\u679c\u8fd9\u4e24\u4e2a\u5355\u5143\u4ee5\u8017\u6563\u76f8\u4e92\u4f5c\u7528\u7684\u65b9\u5f0f\u8026\u5408\uff0c\u7cfb\u7edf\u5c31\u4f1a\u5931\u7a33\u3002<\/p>\n<p>\u4f46\u63a5\u4e0b\u6765\u51e0\u5e74\u540e\uff0c\u8457\u540d\u7684\u7f8e\u56fd\u6570\u5b66\u5bb6\u65af\u8482\u82ac\u00b7\u65af\u6885\u5c14 (Stephen Smale) \u63d0\u51fa\u4e86\u4e00\u4e2a\u60f3\u6cd5\uff0c\u4ed6\u5c06\u56fe\u7075\u7684\u7ebf\u6027\u65b9\u7a0b\u7cfb\u7edf\u63a8\u5e7f\u5230\u975e\u7ebf\u6027\u7cfb\u7edf\u3002\u5728\u7ebf\u6027\u53ea\u80fd\u8bc1\u660e\u5931\u7a33\u7684\u60c5\u51b5\u4e0b\uff0c\u4ed6\u5728\u975e\u7ebf\u6027\u7684\u60c5\u51b5\u4e0b\uff0c\u6570\u5b66\u4e0a\u80fd\u591f\u8bc1\u660e\u5b58\u5728\u6df7\u6c8c\u89e3\u3002\u8fd9\u610f\u5473\u7740\u590d\u6742\u7684\u7ed3\u6784\u6b63\u5728\u6d8c\u73b0\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u7a81\u7834\u3002<\/p>\n<p>\u800c\u6211\u4eec\u6240\u505a\u7684\u5de5\u4f5c\uff08\u6211\u5bf9\u6b64\u53d1\u8868\u8fc7\u8bba\u6587\uff09\uff0c\u662f\u5c06\u8fd9\u79cd\u65b9\u6cd5\u63a8\u5e7f\u5230\u6240\u6709\u7c7b\u578b\u7684\u53cd\u5e94-\u6269\u6563\u65b9\u7a0b\u3002\u7136\u540e\u6211\u4eec\u53ef\u4ee5\u8bf4\uff0c\u5bf9\u4e8e\u8fd9\u7c7b\u5fae\u5206\u65b9\u7a0b\uff0c\u6211\u4eec\u81f3\u5c11\u53ef\u4ee5\u89e3\u91ca\u548c\u8ba1\u7b97\u6240\u6709\u7c7b\u578b\u7684\u590d\u6742\u7ed3\u6784\u6d8c\u73b0\u3002<\/p>\n<p>\u6211\u5728\u8fd9\u91cc\u60f3\u5f3a\u8c03\u7684\u662f\uff1a\u5373\u4f7f\u662f\u6211\u4e66\u7cfb\u7684\u53e6\u4e00\u4e2a\u4e3b\u9898\u2014\u2014\u590d\u6742\u7cfb\u7edf\uff0c\u4e0d\u4ec5\u662f\u4eba\u5de5\u667a\u80fd\uff0c\u5b9e\u9645\u4e0a\u4e5f\u690d\u6839\u4e8e\u56fe\u7075\u7684\u601d\u60f3\u3002\u5728\uff08\u8fd9\u4e24\u8005\uff09\u7684\u8d77\u6e90\u4e0a\uff0c\u4ed6\u90fd\u662f\u5f00\u5c71\u7956\u5e08\u7237\u3002\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u901a\u5e38\u6ca1\u6709\u610f\u8bc6\u5230\u8fd9\u4e00\u70b9\uff0c\u56e0\u4e3a\u4ed6\u4eec\u901a\u5e38\u4e0d\u77e5\u9053\u56fe\u7075\u540e\u671f\u7684\u8fd9\u4e9b\u8bba\u6587\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><strong>04<br \/><\/strong><\/p>\n<p style=\"text-align: center\"><strong>\u4ece\u7406\u8bba\u5230\u5de5\u7a0b\uff1a\u5168\u7403\u521b\u65b0\u683c\u5c40\u7684\u201c\u949f\u6446\u6548\u5e94\u201d<\/strong><\/p>\n<p>\u5c91\u5cf0\uff1a\u00a0\u60a8\u5728\u6f14\u8bb2\u4e2d\u5f3a\u8c03\u4e86\u91cf\u5b50\u8ba1\u7b97\u3002\u60a8\u662f\u5426\u8ba4\u4e3a\uff0c\u91cf\u5b50\u8ba1\u7b97\u5c06\u5728\u672a\u6765\u5341\u5e74\u5bf9\u4eba\u5de5\u667a\u80fd\u4ea7\u751f\u6df1\u8fdc\u7684\u534f\u540c\u6548\u5e94\uff1f\u6216\u8005\u60a8\u8ba4\u4e3a\u8fd8\u6709\u54ea\u4e9b\u6280\u672f\u80fd\u5bf9\u4eba\u5de5\u667a\u80fd\u4ea7\u751f\u7c7b\u4f3c\u7684\u534f\u540c\u6548\u5e94\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u662f\u7684\uff0c\u6211\u662f\u8fd9\u4e48\u8ba4\u4e3a\u7684\u3002\u8fd9\u4e5f\u662f\u6211\u5728\u8ba8\u8bba\u4e2d\u88ab\u95ee\u5230\u7684\uff0c\u5373\u7c7b\u795e\u7ecf\u5f62\u6001\u8ba1\u7b97 (neuromorphic computing) \u4e0e\u5f53\u4eca\u53e6\u4e00\u4e2a\u975e\u5e38\u70ed\u95e8\u4e14\u88ab\u5e7f\u6cdb\u8ba8\u8bba\u7684\u91cd\u5927\u524d\u666f\u2014\u2014\u91cf\u5b50\u8ba1\u7b97 (quantum computing) \u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<p>\u91cf\u5b50\u8ba1\u7b97\u5c06\u673a\u5668\u5b66\u4e60\u4e0e 20 \u4e16\u7eaa\u81ea\u7136\u79d1\u5b66\u7684\u53e6\u4e00\u5927\u7a81\u7834\u8fde\u63a5\u8d77\u6765\u2014\u2014\u9664\u4e86\u8ba1\u7b97\u7684\u5f00\u7aef\u4e4b\u5916\uff0c\u7269\u7406\u5b66\u7684\u53e6\u4e00\u5927\u7a81\u7834\u662f\u91cf\u5b50\u7406\u8bba\u3002\u91cf\u5b50\u7269\u7406\u5b66\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u63cf\u8ff0\u4e86\u6211\u4eec\u5df2\u77e5\u5b87\u5b99\u7684\u57fa\u672c\u5b9a\u5f8b\u3002<\/p>\n<p>\u8fd9\u662f\u4f1f\u5927\u7684\u7269\u7406\u5b66\u5bb6\u8d39\u66fc (Feynman) \u7684\u60f3\u6cd5\u3002\u4ed6\u63d0\u51fa\u8fd9\u4e00\u7406\u8bba\u7684\u65f6\u95f4\u6bd4\u8f83\u665a\uff0c\u5927\u7ea6\u5728 60 \u5e74\u4ee3\uff0c\u4ed6\u8bf4\uff1a\u201c\u7ecf\u5178\u8ba1\u7b97\u673a\u53ea\u662f\u5728\u6a21\u62df\u7ecf\u5178\u4e16\u754c\u3002\u8ba9\u6211\u4eec\u5bf9\u91cf\u5b50\u4e16\u754c\u4e5f\u8fd9\u6837\u505a\u5427\uff0c\u56e0\u4e3a\u636e\u6211\u4eec\u6240\u77e5\uff0c\u771f\u5b9e\u4e16\u754c\uff08\u7269\u7406\u4e16\u754c\uff09\u662f\u91cf\u5b50\u7684\u3002\u201d\u8fd9\u5c31\u662f\u5f53\u4eca\u91cf\u5b50\u8ba1\u7b97\u7684\u57fa\u672c\u601d\u60f3\u3002\u73b0\u5728\u6211\u4eec\u6b63\u5904\u4e8e\u53d1\u5c55\u9636\u6bb5\uff0c\u5c06 20 \u4e16\u7eaa\u7684\u8fd9\u4e9b\u57fa\u672c\u601d\u60f3\u5e94\u7528\u4e8e\u91cf\u5b50\u8ba1\u7b97\u3002<\/p>\n<p>\u56de\u5230\u6211\u7684\u4e66\u7cfb\u6807\u9898\u2014\u2014\u65b0\u5174\u6280\u672f (Emerging Technology)\u300220 \u4e16\u7eaa\u662f\u79d1\u5b66\u57fa\u672c\u601d\u60f3\u53d1\u751f\u60ca\u4eba\u53d8\u5316\u7684\u4e00\u4e2a\u4e16\u7eaa\uff1a\u76f8\u5bf9\u8bba\u3001\u91cf\u5b50\u7269\u7406\u5b66\uff08\u4e3b\u8981\u7531\u7406\u8bba\u5bb6\u7528\u6781\u5c11\u7684\u6570\u636e\u5f97\u51fa\uff09\uff0c\u4ee5\u53ca\u56fe\u7075\u7684\u8ba1\u7b97\u7406\u8bba\u3002<\/p>\n<p>\u4f46\u6211\u8ba4\u4e3a\uff0c21 \u4e16\u7eaa\u4e3b\u8981\u7531\u5de5\u7a0b\u6280\u672f\u4e3b\u5bfc\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6211\u4e66\u7cfb\u6807\u9898\u7684\u7b2c\u4e09\u90e8\u5206\u2014\u2014\u65b0\u5174\u6280\u672f\u7684\u7a81\u7834\u2014\u2014\u4e13\u6ce8\u4e8e\u91cf\u5b50\u8ba1\u7b97\u3002\u91cf\u5b50\u8ba1\u7b97\u76ee\u524d\u6b63\u5904\u4e8e\u6211\u4eec\u5df2\u7ecf\u4f30\u8ba1\u5230\u7684\u9636\u6bb5\uff0c\u5373\u5b83\u7684\u7406\u8bba\u57fa\u7840\u5927\u591a\u6765\u81ea 20 \u4e16\u7eaa\u3002\u73b0\u5728\u5efa\u9020\u91cf\u5b50\u8ba1\u7b97\u673a\u975e\u5e38\u68d8\u624b\uff0c\u4f46\u5b83\u6b63\u5728\u8d8a\u6765\u8d8a\u591a\u5730\u88ab\u5b9e\u73b0\u3002<\/p>\n<p>\u867d\u7136\u6211\u4eec\u5c1a\u672a\u5b9e\u73b0\u5b9e\u7528\u5316\u7684\u91cf\u5b50\u8ba1\u7b97\u673a\uff0c\u4f46\u6211\u4eec\u73b0\u5728\u5904\u4e8e\u4e00\u4e2a\u9636\u6bb5\uff08\u6211\u6240\u5728\u7684\u5927\u5b66\u7814\u7a76\u56e2\u961f\u6b63\u5728\u8fdb\u884c\u8fd9\u65b9\u9762\u7684\u7814\u7a76\uff09\uff0c\u5373\u91cf\u5b50\u5f62\u5f0f\u4f53\u7cfb\u5df2\u7ecf\u88ab\u7528\u6765\u5728\u7ecf\u5178\u8ba1\u7b97\u673a\u4e0a\u6a21\u62df\u91cf\u5b50\u8ba1\u7b97\uff0c\u5373\u5728\u8d85\u7ea7\u8ba1\u7b97\u673a\u4e0a\u3002\u8d85\u7ea7\u8ba1\u7b97\u673a\u4ecd\u7136\u662f\u56fe\u7075\u673a\uff0c\u5b83\u975e\u5e38\u5f3a\u5927\uff0c\u867d\u7136\u4e0d\u5982\u91cf\u5b50\u8ba1\u7b97\u673a\u5f3a\u5927\uff0c\u4f46\u53ef\u4ee5\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6a21\u62df\u91cf\u5b50\u8ba1\u7b97\u3002\u5f53\u7136\uff0c\u8fd9\u9700\u8981\u7ecf\u5178\u8ba1\u7b97\u6d88\u8017\u5927\u91cf\u7684\u80fd\u91cf\u548c\u6570\u636e\u3002<\/p>\n<p>\u91cf\u5b50\u529b\u5b66\u4ee4\u4eba\u60ca\u53f9\uff0c\u5b83\u5177\u5907\u53e0\u52a0\u539f\u7406 (superposition principle) \u7b49\u65b0\u7684\u539f\u5219\uff0c\u5c06\u7ecf\u5178\u7269\u7406\u5b66\u7684\u53ef\u80fd\u6027\u8fdc\u8fdc\u5730\u6269\u5c55\u5f00\u6765\u3002\u8fd1\u51e0\u5e74\u7684\u8bfa\u8d1d\u5c14\u5956\uff0c\u5305\u62ec\u53bb\u5e74\u548c\u4eca\u5e74\uff0c\u5b83\u4eec\u90fd\u4e0e\u8fd9\u4e9b\u7a81\u7834\u6709\u5173\u3002<\/p>\n<p>\u5c91\u5cf0\uff1a\u00a0\u662f\u7684\u3002<\/p>\n<p>Klaus Mainzer\uff1a\u91cf\u5b50\u96a7\u7a7f (Quantum tunneling) \u4f5c\u4e3a\u91cf\u5b50\u529b\u5b66\u7684\u4e00\u79cd\u53ef\u80fd\u6027\uff0c\u81ea\u4e0a\u4e2a\u4e16\u7eaa\u5c31\u5e7f\u4e3a\u4eba\u77e5\u3002\u53e0\u52a0\u539f\u7406\u7b49\u4e5f\u662f\u6211\u4e4b\u524d\u63d0\u5230\u7684\u89c2\u70b9\u3002\u4f46\u73b0\u5728\u6211\u4eec\u627e\u5230\u4e86\u6280\u672f\u5e94\u7528\u3002<\/p>\n<p>\u5c31\u521b\u65b0\u800c\u8a00\uff0c\u5728\u53e4\u8001\u7684\u6b27\u6d32\u5927\u9646\uff0c\u4eba\u4eec\u6709\u5f88\u591a\u7f8e\u597d\u7684\u60f3\u6cd5\uff0c\u6216\u8005\u8bf4\uff0c\u8fd9\u4e9b\u60f3\u6cd5\u5927\u591a\u662f\u5728\u6b27\u6d32\u53d1\u73b0\u7684\u3002\u4f46\u6280\u672f\u7a81\u7834\uff0c\u6211\u4eec\u4e0d\u80fd\u8bf4\u5b8c\u5168\u6ca1\u6709\uff0c\u4f46\uff08\u8fd9\u4e9b\u7a81\u7834\u66f4\u591a\u7684\uff09\u4e0d\u5728\u6b27\u6d32\uff0c\u800c\u662f\u5728\u7f8e\u56fd\u6216\u4e2d\u56fd\u3002<\/p>\n<p>\u4f8b\u5982\u91cf\u5b50\u901a\u4fe1\u3002\u5176\u601d\u60f3\u53ef\u4ee5\u8ffd\u6eaf\u5230\u6b27\u6d32\u3002\u5b83\u6e90\u81ea\u5c3c\u5c14\u65af\u00b7\u73bb\u5c14 (Niels Bohr) \u5230\u7231\u56e0\u65af\u5766\uff08\u5f53\u65f6\u4ecd\u5728\u6b27\u6d32\uff09\u7684\u601d\u60f3\uff0c\u5373 35 \u5e74\u7684\u7231\u56e0\u65af\u5766-\u6ce2\u591a\u5c14\u65af\u57fa-\u7f57\u68ee (EPR) \u4f6f\u8c2c\u3002\u5b83\u5728 80 \u5e74\u4ee3\u521d\u4e5f\u7531\u6cd5\u56fd\u7684\u963f\u65af\u4f69 (Aspect) \u5728\u5df4\u9ece\u5f97\u5230\u8bc1\u5b9e\uff0c\u90a3\u5c31\u662f\u91cf\u5b50\u7ea0\u7f20 (entanglement) \u7684\u8bc1\u5b9e\uff08\u7f16\u8005\u6ce8\uff1a\u963f\u65af\u4f69\u5c0f\u7ec4\u628a\u91cf\u5b50\u7ea0\u7f20\u4ece\u54f2\u5b66\u4e89\u8bba\u53d8\u6210\u7ecf\u5b9e\u9a8c\u68c0\u9a8c\u7684\u81ea\u7136\u79d1\u5b66\u4e8b\u5b9e\uff1b\u8fd9\u4e5f\u88ab\u89c6\u4e3a\u201c\u7b2c\u4e8c\u6b21\u91cf\u5b50\u9769\u547d\u201d\u7684\u8d77\u70b9\uff0c\u76f4\u63a5\u50ac\u751f\u4e86\u540e\u6765\u7684\u91cf\u5b50\u4fe1\u606f\u5b66\uff09\u3002<\/p>\n<p>\u540e\u6765\uff0c\u5c06\u91cf\u5b50\u7ea0\u7f20\u7528\u4e8e\u91cf\u5b50\u901a\u4fe1\u7684\u60f3\u6cd5\u4e5f\u5728\u6b27\u6d32\u4ea7\u751f\uff0c\u7531\u6765\u81ea\u7ef4\u4e5f\u7eb3\u7684\u8bfa\u8d1d\u5c14\u5956\u5f97\u4e3b\u5b89\u4e1c\u00b7\u8521\u6797\u683c (Anton Zeilinger) \u7b49\u4eba\u63d0\u51fa\u3002\u4ed6\u662f\u4e00\u540d\u7269\u7406\u5b66\u5bb6\u3002\u5728\u6b27\u6d32\u8fc8\u51fa\u4e86\u7b2c\u4e00\u6b65\u3002\u4f46\u6700\u7ec8\u662f\u4e2d\u56fd\u5b9e\u73b0\u4e86\u5b83\uff0c\u56e0\u4e3a\u4ed6\u6709\u4e00\u4f4d\u6765\u81ea\u4e2d\u56fd\u7684\u5408\u4f5c\u8005\uff0c\u73b0\u5728\u4ed6\u5728\u8fd9\u91cc\u9886\u5bfc\u7740\u91cf\u5b50\u4e92\u8054\u7f51\u3001\u536b\u661f\u6280\u672f\u7b49\u91cd\u5927\u7814\u7a76\u9879\u76ee\uff08\u6211\u7684\u6700\u540e\u4e00\u5f20\u5e7b\u706f\u7247\u5c31\u662f\u5173\u4e8e\u8fd9\u4e2a\u7684\uff09\u3002<\/p>\n<p>\u5c91\u5cf0\uff1a\u00a0\u60a8\u662f\u6307\u6f58\u5efa\u4f1f\u5427\uff0c\u4ed6\u5728\u6b27\u6d32\u5b66\u4e60\u8fc7\u3002<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u662f\u7684\u3002\u8fd9\u662f\u4e00\u4e2a\u6211\u4eec\u6b27\u6d32\u5fc5\u987b\u8ba8\u8bba\u7684\u96be\u9898\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a\u7ecf\u6d4e\u521b\u65b0 (Economic innovation)\u3002\u521b\u65b0\u4e0d\u4ec5\u5728\u4e8e\u60f3\u6cd5\u3002\u4f8b\u5982\uff0c\u7279\u65af\u62c9 (Tesla)\u8fd9\u4f4d\u5929\u624d\u5de5\u7a0b\u5e08\u3002\u4ed6\u662f\u4e00\u4f4d\u521b\u65b0\u8005\uff0c\u4f46\u540e\u6765\u4e3a\u4e86\u6210\u4e3a\u4e00\u4e2a\u6210\u529f\u7684\u5de5\u7a0b\u5e08\uff0c\u4ed6\u53bb\u4e86\u7f8e\u56fd\uff0c\u5e76\u5728\u90a3\u91cc\u5c06\u60f3\u6cd5\u63a8\u5411\u5e02\u573a\u3002\u53e6\u4e00\u4e2a\u4f8b\u5b50\u662f\u706b\u7bad\u3002\u706b\u7bad\u662f\u5728\u5fb7\u56fd\u7531\u51af\u00b7\u5e03\u52b3\u6069 (Wernher von Braun)\uff0c\u5728\u6211\u4eec\u5386\u53f2\u4e0a\u975e\u5e38\u9ed1\u6697\u7684\u65f6\u671f\u53d1\u660e\u7684\u3002\u4f46\u5728\u4e8c\u6218\u7ed3\u675f\u540e\uff0c\u4ed6\u53bb\u4e86\u7f8e\u56fd\uff0c\u5e76\u4e0e\u7ea6\u7ff0\u00b7F\u00b7\u80af\u5c3c\u8fea (John F. Kennedy) \u4e00\u8d77\u5efa\u9020\u4e86\u767b\u6708\u706b\u7bad\u3002\u8fd9\u5c31\u662f\u521b\u65b0\u3002\u5982\u4eca\u7684\u4e2d\u56fd\u4e5f\u662f\u5982\u6b64\u3002<\/p>\n<p>\u6211\u65e0\u6cd5\u89e3\u91ca\uff0c\u4f46\u8fd9\u662f\u5fc5\u9700\u7684\u3002\u6211\u8ba4\u4e3a\uff0c\u7a81\u7834\u662f 21 \u4e16\u7eaa\u7684\u5178\u578b\u7279\u5f81\u3002\u56e0\u6b64\uff0c\u5728\u6211\u7684\u4e66\u7cfb\u4e2d\uff0c\u4e0d\u4ec5\u5173\u6ce8\u590d\u6742\u7cfb\u7edf\u548c\u4eba\u5de5\u667a\u80fd\u7b49\u590d\u6742\u95ee\u9898\uff0c\u8fd8\u5173\u6ce8\u65b0\u5174\u6280\u672f\u2014\u2014\u8fd9\u662f\u6211\u4eec\u8fd9\u4e2a\u4e16\u7eaa\u7684\u613f\u666f\u3002<\/p>\n<p>\u5c91\u5cf0\uff1a\u00a0\u6211\u8fd8\u6709\u4e00\u4e2a\u5173\u4e8e AI \u793e\u4f1a\u5f71\u54cd\u7684\u95ee\u9898\u3002\u53ef\u89e3\u91ca\u6027 AI (Explainable AI, XAI) \u662f\u4e00\u4e2a\u5173\u952e\u70b9\uff0c\u4f46\u5728\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u7ecf\u5e38\u9762\u4e34\u6a21\u578b\u6027\u80fd\u4e0e\u53ef\u89e3\u91ca\u6027\u4e4b\u95f4\u7684\u6743\u8861\u3002\u6211\u4eec\u5e94\u8be5\u5982\u4f55\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7279\u522b\u662f\u5728\u533b\u7597\u6216\u53f8\u6cd5\u7b49\u9ad8\u98ce\u9669\u9886\u57df\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u533b\u7597\u9886\u57df\u3002\u6211\u7684\u6f14\u8bb2\u4e2d\u63d0\u5230\u8fc7\u4e00\u4e2a\u4e0e\u4e0d\u53ef\u5224\u5b9a\u6027 (undecidability) \u7b49\u7406\u8bba\u95ee\u9898\u76f8\u5173\u7684\u5e94\u7528\uff0c\u8fd9\u4e9b\u95ee\u9898\u53ef\u4ee5\u901a\u8fc7\u7c7b\u795e\u7ecf\u5f62\u6001\u8ba1\u7b97 (neuromorphic computing) \u6765\u514b\u670d\u3002\u5f53\u6211\u5411\u5de5\u7a0b\u5e08\u548c\u90a3\u4e9b\u4ece\u4e8b\u5e94\u7528\u6280\u672f\u7684\u4eba\u58eb\uff08\u516c\u53f8\u4e2d\u7684\u4eba\uff09\u8bb2\u8ff0\u8fd9\u4e9b\u65f6\uff0c\u4ed6\u4eec\u4f1a\u8bf4\uff1a\u201c\u54e6\uff0c\u8fd9\u5f88\u6709\u8da3\uff0c\u4f46\u4e0d\u91cd\u8981\u3002\u201d\u4ed6\u4eec\u8ba4\u4e3a\u6570\u5b66\u5bb6\u77e5\u9053\u67d0\u4e9b\u95ee\u9898\u53ef\u4ee5\u901a\u8fc7\u65b0\u65b9\u6cd5\u89e3\u51b3\u662f\u4ef6\u597d\u4e8b\uff0c\u4f46\u8fd9\u5bf9\u5b9e\u8df5\u6ca1\u6709\u5f71\u54cd\u3002<\/p>\n<p>\u7136\u800c\uff0c\u6700\u8fd1\uff0c\u5927\u7ea6\u4e00\u4e24\u5e74\u524d\uff0c\u5728\u6155\u5c3c\u9ed1\u7684\u4e00\u4e2a\u7814\u7a76\u5c0f\u7ec4\u4e2d\uff08\u6211\u4e5f\u53c2\u4e0e\u4e86\u4e00\u70b9\uff09\uff0c\u6211\u4eec\u53d1\u73b0\u8fd9\u4e9b\u4e0d\u53ef\u5224\u5b9a\u6027\u95ee\u9898\u5bf9\u533b\u5b66\u6709\u5b9e\u9645\u5f71\u54cd\u3002\u5728\u533b\u5b66\u4e2d\uff0c\u65e5\u5e38\u5e94\u7528\u662f\u533b\u5b66\u5f71\u50cf (medical imaging)\u3002\u5f71\u50cf\u610f\u5473\u7740\u5bf9\u539f\u59cb\u7269\u4f53\uff08\u4f8b\u5982\u4e00\u4e2a\u5668\u5b98\uff09\u8fdb\u884c\u4e86\u6709\u566a\u58f0\u7684\u6d4b\u91cf\u3002\u73b0\u5728\u7684\u95ee\u9898\u662f\uff1a\u662f\u5426\u6709\u53ef\u80fd\u4ece\u8fd9\u4e9b\u6709\u566a\u58f0\u7684\u6d4b\u91cf\u4e2d\u91cd\u6784\u51fa\u539f\u59cb\u7269\u4f53\uff1f\u51c6\u786e\u5ea6\u80fd\u8fbe\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff1f<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\u6700\u5c0f\u5316\u95ee\u9898\uff08\u4ece\u6570\u5b66\u4e0a\u8bb2\uff09\uff0c\u56e0\u4e3a\u9700\u8981\u6700\u5c0f\u5316\u566a\u58f0\u3002\u51c6\u786e\u5ea6\u80fd\u8fbe\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff1f\u8fd9\u662f\u673a\u5668\u5b66\u4e60\u7684\u5178\u578b\u8bfe\u9898\uff0c\u56e0\u4e3a\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u901a\u8fc7\u8d8a\u6765\u8d8a\u597d\u7684\u6837\u672c\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u903c\u8fd1\u539f\u59cb\u7269\u4f53\uff0c\u4ece\u800c\u5b9e\u73b0\u91cd\u6784\u3002<\/p>\n<p>\u4f46\u5b9e\u9645\u4e0a\uff0c\u53ef\u4ee5\u901a\u8fc7\u6570\u5b66\u8bc1\u660e\uff1a\u539f\u5219\u4e0a\uff0c\u6570\u5b57\u8ba1\u7b97\u673a\u53ea\u80fd\u5b9e\u73b0\u4e00\u5b9a\u7a0b\u5ea6\u7684\u903c\u8fd1\u3002\u73b0\u5728\uff0c\u533b\u751f\u4eec\u95ee\u6211\uff1a\u8fd9\u5bf9\u6211\u4eec\u6709\u4ec0\u4e48\u5b9e\u9645\u5f71\u54cd\uff1f\u56e0\u4e3a\u6211\u4eec\u6ca1\u6709\u50cf\u6570\u5b66\u5bb6\u90a3\u6837\u8ffd\u6c42\u4e25\u8c28\u7684\u903c\u8fd1\uff0c\u6211\u4eec\u53ea\u8981\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u6ee1\u610f\u5c31\u884c\u3002\u4f46\u6211\u7684\u89c2\u70b9\u662f\uff0c\u533b\u5b66\u7684\u76ee\u6807\u662f\u53d8\u5f97\u8d8a\u6765\u8d8a\u53ef\u9760\uff0c\u56e0\u6b64\u5bf9\u51c6\u786e\u5ea6\u7684\u8981\u6c42\u6b63\u5728\u63d0\u9ad8\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u5bf9\u4e8e\u5b9e\u9645\u4f7f\u7528\u800c\u8a00\uff0c\u4e00\u4e2a\u91cd\u8981\u7684\u5e94\u7528\u662f\uff1a\u8fd9\u79cd\u7cbe\u786e\u91cd\u6784\u53ea\u80fd\u8fbe\u5230\u4e00\u5b9a\u7a0b\u5ea6\uff0c\u56e0\u4e3a\u4ece\u6570\u5b66\u610f\u4e49\u4e0a\u8bb2\uff0c\u4f60\u53ef\u4ee5\u8bc1\u660e\u903c\u8fd1\u5b58\u5728\u4e00\u4e2a\u4e0b\u9650\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u7c7b\u795e\u7ecf\u5f62\u6001\u8ba1\u7b97\u539f\u5219\u4e0a\u53ef\u80fd\u5b9e\u73b0\u8fd9\u79cd\u903c\u8fd1\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u5728\u6570\u5b66\u4e2d\uff0c\u4f60\u603b\u662f\u80fd\u5f97\u5230\u4ec0\u4e48\u662f\u53ef\u80fd\u3001\u4ec0\u4e48\u662f\u4e0d\u53ef\u80fd\u7684\u5148\u9a8c\u6846\u67b6\u3002\u6211\u8ba4\u4e3a\u8fd9\u5bf9\u5b9e\u8df5\u8005\u6765\u8bf4\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u4fe1\u606f\uff0c\u5f53\u7136\uff0c\u8fd9\u4e5f\u53d6\u51b3\u4e8e\u5177\u4f53\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n<p>\u6211\u7684\u89c2\u70b9\u662f\uff1a\u8fd9\u5c31\u662f\u8fd9\u4e9b\u7406\u8bba\u4e0e\u5b9e\u9645\u5e94\u7528\u4e4b\u95f4\u7684\u8054\u7cfb\u3002\u5f53\u7136\uff0c\u5927\u5bb6\u90fd\u77e5\u9053\u73b0\u4ee3\u8ba1\u7b97\u673a\u79d1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u5728\u5916\u79d1\u624b\u672f\u3001\u8bad\u7ec3\u673a\u5668\u4eba\u7b49\u5b9e\u8df5\u95ee\u9898\u4e0a\u7684\u60ca\u4eba\u5e94\u7528\u3002\u6211\u4eec\u6b63\u5728\u6155\u5c3c\u9ed1\u7b79\u5907\u660e\u5e74\u5e74\u521d\u5173\u4e8e\u8d85\u7ea7\u8ba1\u7b97\u673a\u5728\u533b\u5b66\u3001\u5929\u6587\u5b66\u7b49\u9886\u57df\u7684\u4f1a\u8bae\u3002\u8fd9\u4e9b\u8ba1\u7b97\u7ed3\u679c\u6b63\u5728\u4fc3\u6210\u65b0\u7684\u7a81\u7834\u3002\u8fd9\u4e00\u5207\u6216\u591a\u6216\u5c11\u90fd\u53d6\u51b3\u4e8e\u8ba1\u7b97\u80fd\u529b\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><strong>05<\/strong><\/p>\n<p style=\"text-align: center\"><strong>AI \u65f6\u4ee3\u4eba\u7c7b\u7684\u51fa\u8def\u2014\u2014\u6574\u5408\u6559\u80b2\u4e0e\u4f26\u7406\u8d23\u4efb<\/strong><\/p>\n<p>\u5c91\u5cf0\uff1a\u00a0\u8fd9\u6b63\u662f\u4eba\u673a\u534f\u4f5c\u4e3a\u4f55\u5982\u6b64\u91cd\u8981\u7684\u539f\u56e0\u3002\u6240\u4ee5\uff0c\u6211\u4eec\u7684\u6559\u80b2\u7cfb\u7edf\u6700\u8feb\u5207\u9700\u8981\u54ea\u4e9b\u6839\u672c\u6027\u53d8\u5316\uff0c\u624d\u80fd\u8ba9\u4e0b\u4e00\u4ee3\u5177\u5907\u201cAI \u7d20\u517b\u201d\u548c\u201c\u7cfb\u7edf\u601d\u7ef4\u201d\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u8fd9\u662f\u6211\u6f14\u8bb2\u4e2d\u7684\u6700\u540e\u4e00\u70b9\uff1a\u6559\u80b2\u7cfb\u7edf\u3002\u6211\u4eec\u5e94\u8be5\u600e\u4e48\u505a\uff1f\u6211\u7684\u7ecf\u9a8c\u662f\uff1a\u51e0\u5e74\u524d\u6211\u5728\u725b\u6d25\u505a\u4e86\u4e00\u4e2a\u6f14\u8bb2\u3002\u4e4b\u540e\u6211\u4eec\u8ba8\u8bba\u4e86\u6559\u80b2\u95ee\u9898\u3002\u5728\u82f1\u56fd\uff0c\u4eba\u4eec\u544a\u8bc9\u6211\uff0c\u4ed6\u4eec\u7684\u7ecf\u9a8c\u662f\uff1a\u8ba1\u7b97\u673a\u79d1\u5b66\u6559\u80b2\u72af\u4e86\u4e00\u4e2a\u5f88\u5927\u7684\u9519\u8bef\/\u6ca1\u6709\u8fbe\u5230\u76ee\u6807\u3002<\/p>\n<p>\u6211\u7684\u540c\u4e8b\u5728\u5341\u5e74\u524d\u4e5f\u5bf9\u6211\u8bf4\uff1a\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\uff0c\u5c24\u5176\u662f\u5728\u6b27\u6d32\uff0c\u901a\u5e38\u53ea\u63a5\u53d7\u4e86\u7f16\u7a0b\u8bad\u7ec3\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u7f3a\u5931\u4e86\u7269\u7406\u5b66\u5bb6\u6240\u5177\u5907\u7684\u5178\u578b\u7279\u8d28\u3002\u7269\u7406\u5b66\u5bb6\u88ab\u8bad\u7ec3\u53bb\u5efa\u7acb\u4e16\u754c\u7684\u6a21\u578b\u2014\u2014\u65e0\u8bba\u662f\u7269\u7406\u5b66\u3001\u7ecf\u6d4e\u5b66\u8fd8\u662f\u5176\u4ed6\u9886\u57df\u3002\u7136\u540e\u4ed6\u4eec\u88ab\u8bad\u7ec3\u4f7f\u7528\u590d\u6742\u7684\u6570\u5b66\u5de5\u5177\u5c06\u6a21\u578b\u5f62\u5f0f\u5316\u3002\u6700\u540e\uff0c\u8fd9\u79cd\u6570\u5b66\u5f62\u5f0f\u5316\u53ef\u4ee5\u88ab\u7f16\u7a0b\u2014\u2014\u8fd9\u5c31\u662f\u8ba1\u7b97\u673a\u79d1\u5b66\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u7f3a\u5931\u7684\u662f\u8fd9\u79cd\u5efa\u6a21\u7684\u80fd\u529b\u3002\u8fd9\u662f\u6211\u4eec\u672a\u6765\u8feb\u5207\u9700\u8981\u7684\u5173\u952e\u70b9\u3002<\/p>\n<p>\u5386\u53f2\u4e0a\u90a3\u4e9b\u7a81\u7834\u90fd\u662f\u7531\u540c\u65f6\u5177\u5907\u8fd9\u4e24\u79cd\u80fd\u529b\u7684\u4eba\u5b9e\u73b0\u7684\u3002\u6709\u65f6\u7269\u7406\u5b66\u5bb6\u6570\u5b66\u529f\u5e95\u6df1\u539a\uff0c\u5f88\u806a\u660e\uff0c\u4e3b\u8981\u901a\u8fc7\u81ea\u5b66\u5b8c\u6210\u4e86\u8ba1\u7b97\u673a\u79d1\u5b66\u8bad\u7ec3\u3002\u4f46\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u5fc5\u987b\u975e\u5e38\u8c28\u614e\u3002\u81f3\u5c11\u5728\u5fb7\u56fd\u662f\u8fd9\u6837\u2026\u2026\u4f46\u6211\u60f3\u8bf4\u7684\u662f\uff1a\u4ed6\u4eec\u7f3a\u4e4f\u62e5\u6709\u76f4\u89c9\u3001\u5efa\u7acb\u6a21\u578b\u5e76\u7528\u6570\u5b66\u63cf\u8ff0\u8fd9\u79cd\u5173\u7cfb\u7684\u80fd\u529b\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u7269\u7406\u5b66\u4ecd\u7136\u662f\u57fa\u7840\u3002\u4f60\u6700\u7ec8\u4e0d\u5fc5\u6210\u4e3a\u4e00\u540d\u7269\u7406\u5b66\u5bb6\uff0c\u4f46\u8fd9\u79cd\u8d77\u6e90\u4e8e\u725b\u987f\u548c\u4f3d\u5229\u7565\u7684\u89c2\u5bdf\u4e16\u754c\u7684\u601d\u7ef4\u65b9\u5f0f\uff08\u81f3\u5173\u91cd\u8981\u3002\u540e\u6765\uff0c\u5316\u5b66\u5bb6\u4ece\u61c2\u5f97\u5efa\u6a21\u7684\u7269\u7406\u5b66\u5bb6\u90a3\u91cc\u5b66\u4e60\u3002\u518d\u540e\u6765\uff0c\u751f\u7269\u5b66\u5bb6\u4e5f\u63d0\u51fa\u4e86\u5efa\u6a21\u4e16\u754c\u7684\u60f3\u6cd5\uff0c\u6211\u63d0\u5230\u4e86\u53cd\u5e94-\u6269\u6563\u65b9\u7a0b\uff0c\u7528\u8fd9\u79cd\u65b9\u5f0f\u5bf9\u6709\u673a\u7cfb\u7edf\u8fdb\u884c\u5efa\u6a21\u3002\u5982\u4eca\uff0c\u5373\u4f7f\u5728\u533b\u5b66\u4e2d\uff0c\u8fd9\u79cd\u601d\u7ef4\u65b9\u5f0f\u5bf9\u4e8e\u7a81\u7834\u4e5f\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u5bf9\u4e8e\u6559\u80b2\u6765\u8bf4\uff0c\u6211\u4eec\u9700\u8981\u6559\u80b2\u9879\u76ee\u6765\u8fde\u63a5\u548c\u6574\u5408\u4e0d\u540c\u9886\u57df\u7684\u6559\u80b2\u3002\u8fd9\u610f\u5473\u7740\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u4e5f\u8981\u5728\u5efa\u6a21\u65b9\u9762\u63a5\u53d7\u8bad\u7ec3\uff0c\u800c\u7269\u7406\u5b66\u5bb6\u4e5f\u8981\u5728\u8ba1\u7b97\u79d1\u5b66\u65b9\u9762\u63a5\u53d7\u8bad\u7ec3\u3002\u5728\u7b2c\u4e8c\u573a\u6f14\u8bb2\u4e2d\uff0c\u4f60\u53ef\u80fd\u4f1a\u89c2\u5bdf\u5230\uff1a\u8fd9\u4e2a\u7fa4\u4f53\u4f20\u7edf\u4e0a\u662f\u7535\u6c14\u5de5\u7a0b\u5e08\uff0c\u4ed6\u4eec\u8fc7\u53bb\u8d1f\u8d23\u793e\u4f1a\u7684\u7535\u6c14\u5316\uff0c\u4f46\u73b0\u5728\u4ed6\u4eec\u627e\u5230\u4e86\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u63a5\u53e3\uff0c\u5e76\u8fdb\u800c\u627e\u5230\u4e86\u4e0e AI \u7684\u63a5\u53e3\u3002\u56e0\u6b64\uff0c\u73b0\u4ee3\u7535\u6c14\u5de5\u7a0b\u5e08\u4e5f\u8981\u63a5\u53d7\u8ba1\u7b97\u79d1\u5b66\u7684\u8bad\u7ec3\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002<\/p>\n<p>\u6211\u5f3a\u8c03\u7684\u662f\uff1a\u8fd9\u662f\u6211\u6574\u4e2a\u5b66\u672f\u751f\u6daf\u4e2d\u7684\u8d8b\u52bf\u3002\u6211\u4e00\u76f4\u5728\u8981\u6c42\u6574\u5408\u8fd9\u4e9b\u4e0d\u540c\u7684\u65b9\u6cd5\uff0c\u5373\u8de8\u5b66\u79d1\u65b9\u6cd5\uff0c\u56e0\u4e3a\u6211\u4ece\u79d1\u5b66\u6280\u672f\u53f2\u4e2d\u89c2\u5bdf\u5230\uff0c\u4f1f\u5927\u7684\u7a81\u7834\u603b\u662f\u53d1\u751f\u5728\u8fd9\u4e9b\u8de8\u5b66\u79d1\u9886\u57df\u7684\u8fb9\u754c\u4e0a\u3002\u8fd9\u662f\u6211\u5bf9\u672a\u6765\u7684\u60f3\u6cd5\u3002<\/p>\n<p>\u5c91\u5cf0\uff1a\u00a0\u60a8\u6b63\u5728\u4e2d\u56fd\u8bbf\u95ee\uff0c\u60a8\u6700\u671f\u5f85\u4e0e\u8fd9\u91cc\u7684\u5b66\u8005\u548c\u5b66\u751f\u8ba8\u8bba\u4ec0\u4e48\uff1f\u60a8\u5bf9\u5e74\u8f7b\u7814\u7a76\u4eba\u5458\u548c\u5b66\u751f\u6700\u91cd\u8981\u7684\u5efa\u8bae\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u5bf9\u4e8e\u5e74\u8f7b\u7814\u7a76\u4eba\u5458\u548c\u5b66\u751f\uff0c\u6b63\u662f\u6211\u7684\u4e0a\u4e00\u4e2a\u89c2\u70b9\uff1a\u8981\u4fdd\u6301\u5f00\u653e\u5fc3\u6001 (To be open-minded)\u3002\u5f53\u7136\uff0c\u4f60\u5fc5\u987b\u6709\u6240\u4e13\u957f\u3002\u4f60\u5fc5\u987b\u4ece\u4e00\u4e2a\u7279\u5b9a\u9886\u57df\u5f00\u59cb\uff0c\u7136\u540e\u5c3d\u597d\u81ea\u5df1\u7684\u804c\u8d23\u3002\u8fd9\u53d6\u51b3\u4e8e\u4f60\u7684\u80fd\u529b\uff1a\u5982\u679c\u4f60\u5bf9\u533b\u5b66\u611f\u5174\u8da3\uff0c\u5c31\u505a\u533b\u5b66\uff1b\u5bf9\u7269\u7406\u5b66\u611f\u5174\u8da3\uff0c\u5c31\u505a\u7269\u7406\u5b66\uff1b\u5bf9\u7535\u6c14\u5de5\u7a0b\u611f\u5174\u8da3\uff0c\u5c31\u505a\u7535\u6c14\u5de5\u7a0b\u3002<\/p>\n<p>\u4f46\u968f\u540e\u5728\u4f60\u7684\u804c\u4e1a\u751f\u6daf\u4e2d\uff0c\u81f3\u5c11\u5728\u535a\u58eb\u9636\u6bb5\uff0c\u8981\u4fdd\u6301\u5f00\u653e\u7684\u5fc3\u6001\u3002\u56e0\u4e3a\u65b0\u7684\u7a81\u7834\u5e76\u975e\u53d1\u751f\u5728\u7b14\u76f4\u7684\u9053\u8def\u4e0a\u3002\u4e0d\u8981\u671f\u671b\u4f60\u7684\u7855\u58eb\u8bba\u6587\u80fd\u89e3\u51b3\u4f60\u672a\u6765\u804c\u4e1a\u751f\u6daf\u7684\u6240\u6709\u95ee\u9898\u3002\u4e16\u754c\u6b63\u5728\u53d8\u5316\u3002\u4fdd\u6301\u5f00\u653e\u7684\u5fc3\u6001\u3002\u4f60\u9700\u8981\u4e00\u4e9b\u5de5\u5177\u3002<\/p>\n<p>\u8fd9\u662f\u6211\u81ea\u5df1\u7684\u7ecf\u9a8c\u3002\u6211\u4ece\u903b\u8f91\u5b66\u548c\u6570\u5b66\u5f00\u59cb\uff0c\u4f46\u968f\u540e\uff0c\u5728\u6211\u7684\u53d1\u5c55\u8fc7\u7a0b\u4e2d\uff0c\u6211\u770b\u5230\u4e86\u6240\u6709\u8fd9\u4e9b\u65b0\u7684\u53d1\u5c55\u5f00\u8f9f\u4e86\u65b0\u7684\u9053\u8def\u3002\u6211\u521a\u5f00\u59cb\u65f6\u5bf9\u90a3\u4e9b\u9886\u57df\u4e00\u65e0\u6240\u77e5\uff0c\u4f46\u6211\u5728\u751f\u6d3b\u4e2d\u4e5f\u975e\u5e38\u6e34\u671b\u5b66\u4e60\u3002\u6211\u770b\u5230\u4e86\u4e0e\u8fd9\u4e9b\u9886\u57df\u6709\u8da3\u7684\u8fde\u63a5\uff0c\u7136\u540e\u6211\u5c31\u53bb\u505a\u4e86\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\u8fd9\u662f\u6211\u7684\u4e2a\u4eba\u7ecf\u9a8c\uff0c\u4f46\u4ece\u666e\u904d\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u8fd9\u4e5f\u662f\u5fc5\u8981\u7684\uff1a\u4f1f\u5927\u7684\u7a81\u7834\u9700\u8981\u5bfb\u627e\u8fde\u63a5\u3002\u4f8b\u5982\uff0c\u6211\u73b0\u5728\u5f88\u591a\u5e74\u957f\u7684\u540c\u4e8b\u670b\u53cb\u90fd\u662f\u5b66\u533b\u51fa\u8eab\u3002\u6211\u4ece\u533b\u5b66\u4e2d\u5b66\u5230\u4e86\u5f88\u591a\u3002\u6211\u4e4b\u524d\u4e00\u65e0\u6240\u77e5\u3002\u6211\u603b\u662f\u5bf9\u4eba\u4f53\u7684\u590d\u6742\u6027\u6000\u6709\u6781\u5927\u7684\u656c\u610f\uff0c\u56e0\u4e3a\u6211\u7684\u7269\u7406\u5b66\u548c\u6570\u5b66\u8bad\u7ec3\u8ba9\u6211\u5bf9\u590d\u6742\u7cfb\u7edf\u6709\u4e86\u5f88\u597d\u7684\u60f3\u6cd5\u3002<\/p>\n<p>\u4f46\u5982\u679c\u4f60\u662f\u4e00\u540d\u533b\u751f\uff0c\u54ea\u6015\u662f\u4e00\u540d\u666e\u901a\u7684\u533b\u751f\uff0c\u4f60\u4e5f\u4f1a\u60ca\u5947\u5730\u89c2\u5bdf\u5230\uff1a\u4eba\u4f53\u7684\u53cd\u5e94\u662f\u5982\u6b64\u590d\u6742\uff0c\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u3002\u8fd9\u610f\u5473\u7740\u4f60\u6bcf\u5929\u90fd\u4f1a\u88ab\u4e00\u4e9b\u4f60\u7406\u8bba\u6d1e\u5bdf\u529b\u4ece\u672a\u9884\u6599\u5230\u7684\u6548\u5e94\u6240\u9707\u60ca\u3002\u6240\u4ee5\u6211\u73b0\u5728\u5bf9\u533b\u5b66\u975e\u5e38\u70ed\u8877\uff0c\u56e0\u4e3a\u5b83\u6240\u8868\u73b0\u51fa\u6765\u7684\u590d\u6742\u6027\u592a\u4ee4\u4eba\u60ca\u53f9\u4e86\u3002<\/p>\n<p>\u5c91\u5cf0\uff1a\u00a0\u6700\u540e\u4e00\u4e2a\u95ee\u9898\u3002\u5c55\u671b AI \u65f6\u4ee3\u4eba\u7c7b\u7684\u672a\u6765\uff0c\u60a8\u8ba4\u4e3a\u6211\u4eec\u5e94\u8be5\u95ee\u81ea\u5df1\u7684\u6700\u91cd\u8981\u7684\u95ee\u9898\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>Klaus Mainzer\uff1a\u00a0\u6211\u89e3\u91ca\u4e86\u4eba\u7c7b\u5728\u672a\u6765\u6240\u6709\u7684\u53ef\u80fd\u6027\u3002\u672a\u6765\u662f\u5f00\u653e\u7684 (The future is open)\uff0c\u8fd9\u4e5f\u662f\u4e00\u79cd\u8981\u6c42\uff0c\u56e0\u4e3a\u8fd9\u662f\u8fc7\u7a0b\u7684\u672c\u8d28\u3002<\/p>\n<p>\u5982\u679c\u6211\u4eec\u8bd5\u56fe\u7528\u50f5\u786c\u7684\u9650\u5236\u6765\u963b\u6b62\u4eba\u7c7b\u7684\u521b\u9020\u529b\uff0c\u8fd9\u662f\u5f92\u52b3\u7684\u3002\u6211\u4eec\u8fd9\u4e2a\u7269\u79cd\u662f\u5982\u6b64\u6e34\u671b\u63a2\u7d22\u3002\u8fd9\u662f\u4eba\u7c7b\u8fd9\u79cd\u521b\u9020\u529b\u7684\u5178\u578b\u7279\u5f81\u3002\u6211\u4eec\u65e0\u6cd5\u505c\u6b62\u3002\u65e0\u8bba\u662f\u4f3d\u5229\u7565\u88ab\u6559\u4f1a\u8feb\u5bb3\uff0c\u8fd8\u662f\u6240\u6709\u7c7b\u4f3c\u4e8b\u4ef6\uff0c\u90fd\u8bf4\u660e\u4eba\u7c7b\u7684\u521b\u9020\u529b\u662f\u65e0\u6cd5\u88ab\u963b\u6b62\u7684\u3002\u8fd9\u662f\u6211\u4eec\u7269\u79cd\u7684\u5178\u578b\u7279\u5f81\uff0c\u4e5f\u662f\u6211\u4eec\u7269\u79cd\u7684\u6210\u529f\u4e4b\u5904\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u65b9\u9762\u3002<\/p>\n<p>\u4f46\u7b2c\u4e8c\u4e2a\u65b9\u9762\u662f\u6d1e\u5bdf\u529b\uff1a\u6211\u4eec\u4eba\u7c7b\u5728\u8fd9\u4e2a\u5730\u7403\u4e0a\u662f\u72ec\u7279\u7684\/\u7684\u3002\u8fd9\u5c31\u662f\u6211\u4eec\u5728\u79d1\u5b66\u6280\u672f\u53f2\u4e0a\u89c2\u5bdf\u5230\u7684\u80fd\u529b\u3002\u8fd9\u610f\u5473\u7740\u6211\u4eec\u8fd9\u4e2a\u7269\u79cd\u8d1f\u6709\u8d23\u4efb (responsibility)\u3002\u6211\u4eec\u662f\u5730\u7403\u4e0a\u552f\u4e00\u6700\u7ec8\u80fd\u591f\u5e2e\u52a9\u62ef\u6551\u6211\u4eec\u7684\u661f\u7403\u3001\u5e76\u5f71\u54cd\u5176\u8fdb\u4e00\u6b65\u53d1\u5c55\u7684\u7269\u79cd\u3002\u6211\u4eec\u4e5f\u6709\u6467\u6bc1\u7684\u80fd\u529b\uff0c\u6bd4\u5982\u539f\u5b50\u5f39\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5f52\u6839\u7ed3\u5e95\uff0c\u6211\u4eec\u62e5\u6709\u8bb8\u591a\u80fd\u529b\uff0c\u5373\u4eba\u7c7b\u7684\u521b\u9020\u529b\uff0c\u4f46\u4f26\u7406\u5c42\u9762\u4e5f\u5f88\u91cd\u8981\u3002\u53ef\u4ee5\u8bf4\uff0c\u6211\u4eec\u5bf9\u6c14\u5019\u5371\u673a\u3001\u5bf9\u5730\u7403\u7684\u80fd\u6e90\u95ee\u9898\u4e5f\u8d1f\u6709\u8d23\u4efb\u3002\u8d23\u4efb\u662f\u6211\u7684\u7b2c\u4e8c\u4e2a\u91cd\u8981\u547c\u5401 (plea)\u3002\u8fd9\u610f\u5473\u7740\u6211\u4eec\u5fc5\u987b\u610f\u8bc6\u5230\u6211\u4eec\u7684\u529b\u91cf\uff0c\u4f46\u4e5f\u8981\u610f\u8bc6\u5230\u6211\u4eec\u5728\u6574\u4e2a\u5730\u7403\u548c\u6240\u6709\u7269\u79cd\u9762\u524d\u7684\u5c40\u9650\u6027\u3002\u6211\u4eec\u5fc5\u987b\u540c\u65f6\u8003\u8651\u8fd9\u4e24\u4e2a\u65b9\u9762\u3002<\/p>\n<p>\u5b8c\u6574\u91c7\u8bbf\uff1ahttps:\/\/youtu.be\/E8H7jzKO0do<\/p>\n<p><\/p>\n<p>\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/11\/frc-caffd5db911581c593515fca738917f2.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/11\/frc-caffd5db911581c593515fca738917f2.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/academic\/BzizMrIqIi521asn.html\" target=\"_blank\">\u6b27\u6d32\u79d1\u5b66\u4e0e\u827a\u672f\u9662\u957f Klaus Mainzer\uff1a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u7ec8\u6781\u901a\u5173\u79d8\u7c4d\uff0c\u85cf\u5728\u601d\u60f3\u53f2\u91cc GAIR Live | 018<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u4e00\u4f4d\u5fb7\u56fd\u9876\u5c16\u79d1\u5b66\u5bb6\u628a\u300a\u6613\u7ecf\u300b\u79f0\u4f5c\u201c\u4e8c\u8fdb [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[55],"class_list":["post-40579","post","type-post","status-publish","format-standard","hentry","category-news","tag-55"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6b27\u6d32\u79d1\u5b66\u4e0e\u827a\u672f\u9662\u957f Klaus Mainzer\uff1a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u7ec8\u6781\u901a\u5173\u79d8\u7c4d\uff0c\u85cf\u5728\u601d\u60f3\u53f2\u91cc GAIR Live | 018 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=40579\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=40579\",\"url\":\"https:\/\/17aitech.com\/?p=40579\",\"name\":\"\u6b27\u6d32\u79d1\u5b66\u4e0e\u827a\u672f\u9662\u957f Klaus Mainzer\uff1a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u7ec8\u6781\u901a\u5173\u79d8\u7c4d\uff0c\u85cf\u5728\u601d\u60f3\u53f2\u91cc GAIR Live | 018 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=40579#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=40579#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/11\/frc-7a9f7f586968a99ed6ec33939fcb3d4a.jpeg\",\"datePublished\":\"2025-11-07T13:05:45+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=40579#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=40579\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=40579#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/11\/frc-7a9f7f586968a99ed6ec33939fcb3d4a.jpeg\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/11\/frc-7a9f7f586968a99ed6ec33939fcb3d4a.jpeg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=40579#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u6b27\u6d32\u79d1\u5b66\u4e0e\u827a\u672f\u9662\u957f Klaus Mainzer\uff1a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u7ec8\u6781\u901a\u5173\u79d8\u7c4d\uff0c\u85cf\u5728\u601d\u60f3\u53f2\u91cc GAIR Live | 018\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u6b27\u6d32\u79d1\u5b66\u4e0e\u827a\u672f\u9662\u957f Klaus Mainzer\uff1a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u7ec8\u6781\u901a\u5173\u79d8\u7c4d\uff0c\u85cf\u5728\u601d\u60f3\u53f2\u91cc GAIR Live | 018 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=40579","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=40579","url":"https:\/\/17aitech.com\/?p=40579","name":"\u6b27\u6d32\u79d1\u5b66\u4e0e\u827a\u672f\u9662\u957f Klaus Mainzer\uff1a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u7ec8\u6781\u901a\u5173\u79d8\u7c4d\uff0c\u85cf\u5728\u601d\u60f3\u53f2\u91cc GAIR Live | 018 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=40579#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=40579#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/11\/frc-7a9f7f586968a99ed6ec33939fcb3d4a.jpeg","datePublished":"2025-11-07T13:05:45+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=40579#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=40579"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=40579#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/11\/frc-7a9f7f586968a99ed6ec33939fcb3d4a.jpeg","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/11\/frc-7a9f7f586968a99ed6ec33939fcb3d4a.jpeg"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=40579#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u6b27\u6d32\u79d1\u5b66\u4e0e\u827a\u672f\u9662\u957f Klaus Mainzer\uff1a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u7ec8\u6781\u901a\u5173\u79d8\u7c4d\uff0c\u85cf\u5728\u601d\u60f3\u53f2\u91cc GAIR Live | 018"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/40579","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=40579"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/40579\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=40579"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=40579"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=40579"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}