![](\"https:\/\/image.woshipm.com\/2024\/09\/09\/5dd7bf1e-6e9c-11ef-9237-00163e142b65.png\")
<\/p>\n<\/p>\n
\u8fd1\u65e5\uff0c\u82f1\u4f1f\u8fbe\u9ad8\u7ea7\u7814\u7a76\u79d1\u5b66\u5bb6 Jim Fan \u4e0e\u7ea2\u6749\u7f8e\u56fd\u6295\u8d44\u4eba\u5c55\u5f00\u4e86\u4e00\u573a\u5173\u4e8e\u5177\u8eab\u667a\u80fd\u3001\u673a\u5668\u4eba\u6280\u672f\u4ee5\u53ca\u865a\u62df\u4e16\u754c\u9886\u57df\u7684\u524d\u6cbf\u601d\u8003\u3002<\/p>\n
Jim Fan \u5c55\u793a\u4e86\u82f1\u4f1f\u8fbe\u5728\u6784\u5efa\u667a\u80fd\u673a\u5668\u4eba\u65b9\u9762\u7684\u957f\u671f\u613f\u666f\uff0c\u5e76\u8ba8\u8bba\u4e86\u63a8\u52a8\u8fd9\u9879\u6280\u672f\u7684\u6838\u5fc3\u6311\u6218\u548c\u7a81\u7834\u673a\u4f1a\u3002<\/p>\n
Jim \u6307\u51fa\uff0c\u82f1\u4f1f\u8fbe\u6b63\u5728\u62bc\u6ce8\u5177\u8eab\u667a\u80fd\u548c\u4eba\u5f62\u673a\u5668\u4eba\u6280\u672f\u7684\u53d1\u5c55\u3002\u4ed6\u8ba4\u4e3a\uff0c\u672a\u6765\u5341\u5e74\u5185\uff0c\u4eba\u5f62\u673a\u5668\u4eba\u5c06\u8fbe\u5230\u751a\u81f3\u8d85\u8d8a\u4eba\u7c7b\u7684\u654f\u6377\u6027\u548c\u53ef\u9760\u6027\u3002\u4ed6\u4eec\u7684\u76ee\u6807\u662f\u4e3a\u65e5\u5e38\u751f\u6d3b\u5f00\u53d1\u53ef\u4ee5\u627f\u62c5\u5bb6\u5ead\u7410\u4e8b\uff08\u5982\u6d17\u8863\uff09\u7684\u673a\u5668\u4eba\uff0c\u4ece\u800c\u6781\u5927\u5730\u63d0\u5347\u751f\u6d3b\u8d28\u91cf\u548c\u7ecf\u6d4e\u4ef7\u503c\u3002<\/p>\n
\u4ed6\u7279\u522b\u5f3a\u8c03\u4e86\u865a\u62df\u4e16\u754c\u4e0e\u7269\u7406\u4e16\u754c\u7684\u4ea4\u53c9\u5f71\u54cd\u3002\u865a\u62df\u4e16\u754c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u4e16\u754c\u6a21\u62df\u5668\u201d\uff0c\u8ba9\u7814\u7a76\u8005\u80fd\u591f\u901a\u8fc7\u6a21\u62df\u6570\u636e\u548c\u9886\u57df\u968f\u673a\u5316\u6280\u672f\u52a0\u901f\u673a\u5668\u4eba\u5728\u73b0\u5b9e\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n
\u4ed6\u63d0\u51fa\uff0c\u901a\u8fc7\u5728\u865a\u62df\u73af\u5883\u4e2d\u8bad\u7ec3\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u65e0\u7f1d\u6cdb\u5316\u5230\u7269\u7406\u4e16\u754c\uff0c\u8fbe\u5230\u201c\u96f6\u6b21\u5fae\u8c03\u201d\u7684\u8f6c\u79fb\u6548\u679c\u3002<\/p>\n
Jim \u8ba4\u4e3a\uff0c\u89c6\u9891\u751f\u6210\u662f\u672a\u6765 AI \u7684\u91cd\u8981\u65b9\u5411\uff0c\u56e0\u4e3a\u5b83\u80fd\u591f\u4ee5\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\u6a21\u62df\u4e16\u754c\uff0c\u4e3a AI \u6a21\u578b\u63d0\u4f9b\u771f\u5b9e\u7684\u7269\u7406\u548c\u6e32\u67d3\u6570\u636e\u3002\u4ed6\u540c\u65f6\u5bf9 AI \u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\uff08\u7279\u522b\u662f\u7f16\u7a0b\u80fd\u529b\uff09\u5145\u6ee1\u671f\u5f85\uff0c\u8ba4\u4e3a\u5728\u672a\u6765\u5341\u5e74\u5185\uff0cAI \u667a\u80fd\u4f53\u5c06\u5728\u81ea\u52a8\u7f16\u7a0b\u548c\u52a0\u901f\u8f6f\u4ef6\u5f00\u53d1\u65b9\u9762\u53d6\u5f97\u91cd\u5927\u8fdb\u5c55\u3002<\/p>\n
\u6b64\u5916\uff0cJim \u8fd8\u7279\u522b\u63d0\u5230\u7814\u7a76\u4e2d\u7684\u201c\u54c1\u5473\u201d\uff0c\u5373\u786e\u5b9a\u503c\u5f97\u89e3\u51b3\u7684\u95ee\u9898\u6bd4\u5bfb\u627e\u89e3\u51b3\u65b9\u6848\u66f4\u96be\u4e14\u66f4\u91cd\u8981\u3002<\/p>\n
\u4ed6\u63d0\u5230\u4e86\u81ea\u5df1\u5728\u674e\u98de\u98de\u7b49\u5bfc\u5e08\u7684\u6307\u5bfc\u4e0b\uff0c\u57f9\u517b\u4e86\u8bc6\u522b\u54ea\u4e9b\u95ee\u9898\u80fd\u591f\u4ea7\u751f\u6700\u5927\u5f71\u54cd\u7684\u80fd\u529b\uff0c\u5e76\u8ba4\u4e3a\u5177\u8eab\u667a\u80fd\u662f\u672a\u6765 AI \u667a\u80fd\u4f53\u7684\u91cd\u8981\u65b9\u5411\u3002\u4ed6\u4e5f\u5efa\u8bae AI \u521b\u4e1a\u8005\u4fdd\u6301\u5bf9\u6700\u65b0\u6587\u732e\u548c\u5de5\u5177\u7684\u654f\u9510\u6d1e\u5bdf\uff0c\u5bfb\u627e\u80fd\u591f\u957f\u8fdc\u53d1\u5c55\u7684\u9886\u57df\u3002<\/p>\n
Jim \u5f15\u7528\u4e86\u82f1\u4f1f\u8fbe CEO \u9ec4\u4ec1\u52cb\u7684\u8bdd \u2014\u2014 \u6240\u6709\u80fd\u591f\u79fb\u52a8\u7684\u4e1c\u897f\u6700\u7ec8\u90fd\u4f1a\u5b9e\u73b0\u81ea\u4e3b\u5316\u3002\u4ed6\u8ba4\u4e3a\uff0c\u968f\u7740\u786c\u4ef6\u6280\u672f\u548c\u5236\u9020\u6210\u672c\u7684\u4e0b\u964d\uff0c\u672a\u6765\u673a\u5668\u4eba\u5c06\u50cf iPhone \u4e00\u6837\u666e\u53ca\u3002\u82f1\u4f1f\u8fbe\u6b63\u7740\u624b\u6784\u5efa\u4e00\u4e2a\u4ece\u786c\u4ef6\u5230\u8f6f\u4ef6\u7684\u5b8c\u6574\u6280\u672f\u6808\uff0c\u4ee5\u652f\u6301\u667a\u80fd\u673a\u5668\u4eba\u7684\u53d1\u5c55\u3002<\/p>\n
\u4ee5\u4e0b\u4e3a\u8fd9\u6b21\u5bf9\u8c08\u7684\u5168\u90e8\u5185\u5bb9\uff0cenjoy\uff5e<\/p>\n
Sonya Huang<\/p>\n
\u4eca\u5929\u6211\u4eec\u9080\u8bf7\u5230\u4e86 Nvidia \u7684\u9ad8\u7ea7\u7814\u7a76\u79d1\u5b66\u5bb6Jim Fan\u3002Jim\u9886\u5bfc Nvidia \u7684\u5177\u8eab\u667a\u80fd\uff08Embodied AI \uff09\u667a\u80fd\u4f53\u7814\u7a76\u5de5\u4f5c\uff0c\u6d89\u53ca\u7269\u7406\u4e16\u754c\u4e2d\u7684\u673a\u5668\u4eba\u6280\u672f\u548c\u865a\u62df\u4e16\u754c\u4e2d\u7684\u6e38\u620f\u667a\u80fd\u4f53\u3002<\/p>\n
Jim \u7684\u56e2\u961f\u8d1f\u8d23\u4e86Project Groot\u9879\u76ee\uff0c\u4f60\u53ef\u80fd\u5728\u4eca\u5e74\u7684 GTC \u5927\u4f1a\u4e0a\u770b\u5230\u8fc7\u548cJensen\u540c\u53f0\u5c55\u793a\u7684\u89c6\u9891\u4e2d\u51fa\u73b0\u7684\u4eba\u5f62\u673a\u5668\u4eba\u3002<\/p>\n
\u4eca\u5929\u6211\u4eec\u5f88\u9ad8\u5174\u80fd\u548cJim\u8ba8\u8bba\u5173\u4e8e\u673a\u5668\u4eba\u6280\u672f\u7684\u4e00\u5207\u95ee\u9898\u3002\u4e3a\u4ec0\u4e48\u9009\u62e9\u73b0\u5728\uff1f\u4e3a\u4ec0\u4e48\u662f\u4eba\u5f62\u673a\u5668\u4eba\uff1f\u4ee5\u53ca\u5982\u4f55\u5b9e\u73b0\u673a\u5668\u4eba\u9886\u57df\u7684 GPT-3 \u65f6\u523b\uff1f<\/p>\n
\u975e\u5e38\u6fc0\u52a8\u80fd\u591f\u548c\u5927\u5bb6\u5206\u4eab\u5173\u4e8e\u673a\u5668\u4eba\u6280\u672f\u548c\u5177\u8eab\u667a\u80fd\u7684\u5404\u79cd\u5185\u5bb9\u3002\u5728\u6211\u4eec\u6df1\u5165\u8ba8\u8bba\u4e4b\u524d\uff0c\u60a8\u7684\u4e2a\u4eba\u6545\u4e8b\u975e\u5e38\u6709\u8da3\u3002<\/p>\n
\u4f60\u662f OpenAI \u7684\u7b2c\u4e00\u4f4d\u5b9e\u4e60\u751f\uff0c\u80fd\u4e0d\u80fd\u7ed9\u6211\u4eec\u8bb2\u4e00\u4e0b\u4f60\u7684\u4e2a\u4eba\u7ecf\u5386\uff0c\u4ee5\u53ca\u4f60\u662f\u5982\u4f55\u8d70\u5230\u4eca\u5929\u8fd9\u4e00\u6b65\u7684\uff1f<\/p>\n
Jim Fan<\/p>\n
\u5f53\u7136\uff0c\u6211\u5f88\u613f\u610f\u548c\u5927\u5bb6\u5206\u4eab\u8fd9\u4e9b\u6545\u4e8b\u30022016 \u5e74\u590f\u5929\uff0c\u6211\u7684\u4e00\u4e9b\u670b\u53cb\u544a\u8bc9\u6211\uff0c\u57ce\u91cc\u6709\u4e00\u5bb6\u65b0\u7684\u521d\u521b\u516c\u53f8\u8ba9\u6211\u53bb\u770b\u770b\u3002<\/p>\n
\u6211\u5f53\u65f6\u5fc3\u60f3\uff1a\u201c\u55ef\uff0c\u6211\u6ca1\u4ec0\u4e48\u522b\u7684\u4e8b\u60c5\u53ef\u505a\uff0c\u56e0\u4e3a\u6211\u5df2\u7ecf\u88ab\u5f55\u53d6\u4e3a\u535a\u58eb\u751f\u4e86\u3002\u201d \u90a3\u4e2a\u590f\u5929\u6211\u5f88\u7a7a\u95f2\uff0c\u6240\u4ee5\u6211\u51b3\u5b9a\u52a0\u5165\u8fd9\u5bb6\u521d\u521b\u516c\u53f8\uff0c\u800c\u90a3\u5bb6\u516c\u53f8\u5c31\u662f OpenAI \u3002<\/p>\n
\u5728\u6211\u52a0\u5165 OpenAI \u7684\u90a3\u6bb5\u65f6\u95f4\uff0c\u6211\u4eec\u5df2\u7ecf\u5728\u8ba8\u8bba AGI \u4e86\uff0c\u800c\u6211\u7684\u5b9e\u4e60\u5bfc\u5e08\u662f Andrej Karpathy \u548c Iliya Sotskever\u3002<\/p>\n
\u6211\u4eec\u4e00\u8d77\u8ba8\u8bba\u5e76\u5c55\u5f00\u4e86\u4e00\u4e2a\u9879\u76ee\uff0c\u53eb\u505a\u201cWorld of Bits\u201d\u3002\u8fd9\u4e2a\u9879\u76ee\u7684\u60f3\u6cd5\u975e\u5e38\u7b80\u5355\uff0c\u6211\u4eec\u5e0c\u671b\u5efa\u7acb\u4e00\u4e2a AI \u667a\u80fd\u4f53\uff0c\u5b83\u80fd\u591f\u8bfb\u53d6\u7535\u8111\u5c4f\u5e55\u4e0a\u7684\u50cf\u7d20\u4fe1\u606f\uff0c\u7136\u540e\u63a7\u5236\u952e\u76d8\u548c\u9f20\u6807\u3002\u5982\u679c\u4f60\u4ed4\u7ec6\u60f3\u60f3\uff0c\u8fd9\u79cd\u754c\u9762\u662f\u6700\u901a\u7528\u7684\u3002<\/p>\n
\u6211\u4eec\u5728\u7535\u8111\u4e0a\u505a\u7684\u6240\u6709\u4e8b\u60c5\uff0c\u6bd4\u5982\u56de\u590d\u90ae\u4ef6\u3001\u73a9\u6e38\u620f\u6216\u6d4f\u89c8\u7f51\u9875\uff0c\u90fd\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e2a\u754c\u9762\u5b8c\u6210\uff0c\u5c06\u5c4f\u5e55\u50cf\u7d20\u6620\u5c04\u5230\u952e\u76d8\u548c\u9f20\u6807\u7684\u63a7\u5236\u3002<\/p>\n
\u8fd9\u5176\u5b9e\u662f\u6211\u5728 OpenAI \u7684\u7b2c\u4e00\u6b21 AGI \u5c1d\u8bd5\uff0c\u4e5f\u662f\u6211 AI \u667a\u80fd\u4f53\u65c5\u7a0b\u7684\u7b2c\u4e00\u4e2a\u7bc7\u7ae0\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u6211\u8bb0\u5f97\u201cWorld of Bits\u201d\u8fd9\u4e2a\u9879\u76ee\uff0c\u6211\u4e0d\u77e5\u9053\u4f60\u4e5f\u53c2\u4e0e\u5176\u4e2d\uff0c\u771f\u662f\u592a\u6709\u8da3\u4e86\u3002<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u90a3\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u9879\u76ee\uff0c\u5b83\u4e5f\u662f OpenAI Universe \u5e73\u53f0\u7684\u4e00\u90e8\u5206\uff0c\u8fd9\u662f\u4e00\u4e2a\u5c06\u6240\u6709\u5e94\u7528\u7a0b\u5e8f\u548c\u6e38\u620f\u6574\u5408\u5230\u8fd9\u4e2a\u6846\u67b6\u4e2d\u7684\u66f4\u5927\u8ba1\u5212\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u4f60\u89c9\u5f97\u5f53\u65f6\u6709\u54ea\u4e9b\u7a81\u7834\uff1f\u53e6\u5916\uff0c\u4f60\u8ba4\u4e3a\u5f53\u65f6\u5728\u667a\u80fd\u4f53\u9886\u57df\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u662f\u4ec0\u4e48\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u5f53\u65f6\u6211\u4eec\u4e3b\u8981\u4f7f\u7528\u7684\u65b9\u6cd5\u662f\u5f3a\u5316\u5b66\u4e60\u3002\u5728 2016 \u5e74\uff0c\u8fd8\u6ca1\u6709 LLM \u6216 Transformer \u6a21\u578b\u3002<\/p>\n
\u5f3a\u5316\u5b66\u4e60\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u786e\u5b9e\u6709\u6548\uff0c\u4f46\u5b83\u4e0d\u5177\u5907\u5e7f\u6cdb\u7684\u6cdb\u5316\u80fd\u529b\u3002\u6bd4\u5982\u6211\u4eec\u65e0\u6cd5\u7ed9\u667a\u80fd\u4f53\u4efb\u4f55\u4e00\u79cd\u6307\u4ee4\uff0c\u8981\u6c42\u5b83\u5b8c\u6210\u5404\u79cd\u901a\u8fc7\u952e\u76d8\u548c\u9f20\u6807\u64cd\u4f5c\u7684\u4efb\u52a1\u3002\u5f53\u65f6\uff0c\u5b83\u5728\u6211\u4eec\u8bbe\u8ba1\u7684\u7279\u5b9a\u4efb\u52a1\u4e0a\u6709\u6548\uff0c\u4f46\u6ca1\u6709\u771f\u6b63\u5b9e\u73b0\u6cdb\u5316\u3002<\/p>\n
\u8fd9\u4fc3\u4f7f\u6211\u8fdb\u5165\u4e86\u4e0b\u4e00\u4e2a\u9636\u6bb5\uff0c\u6211\u53bb\u4e86\u65af\u5766\u798f\u5927\u5b66\u3002\u6211\u5f00\u59cb\u5728\u65af\u5766\u798f\u8ddf\u968f Favilly \u6559\u6388\u653b\u8bfb\u535a\u58eb\u5b66\u4f4d\uff0c\u4e3b\u8981\u7814\u7a76\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u5177\u8eab\u667a\u80fd\uff08Embodied AI \uff09\u3002<\/p>\n
\u5728 2016 \u5e74\u5230 2021 \u5e74\u6211\u5728\u65af\u5766\u798f\u671f\u95f4\uff0c\u6211\u89c1\u8bc1\u4e86\u65af\u5766\u798f\u89c6\u89c9\u5b9e\u9a8c\u5ba4\u7684\u8f6c\u53d8\uff0c\u4ece Favilly \u6559\u6388\u5e26\u9886\u7684\u9759\u6001\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u5982\u8bc6\u522b\u56fe\u50cf\u548c\u89c6\u9891\uff0c\u8f6c\u53d8\u4e3a\u5177\u8eab\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u5373\u667a\u80fd\u4f53\u5728\u4ea4\u4e92\u73af\u5883\u4e2d\u5b66\u4e60\u611f\u77e5\u5e76\u91c7\u53d6\u884c\u52a8\u3002<\/p>\n
\u8fd9\u4e2a\u73af\u5883\u53ef\u4ee5\u662f\u865a\u62df\u7684\uff08\u5728\u6a21\u62df\u4e2d\uff09\uff0c\u4e5f\u53ef\u4ee5\u662f\u7269\u7406\u4e16\u754c\u4e2d\u7684\u3002\u6240\u4ee5\u8fd9\u662f\u6211\u7684\u535a\u58eb\u9636\u6bb5\uff0c\u4e3b\u8981\u662f\u4ece\u9759\u6001\u89c6\u89c9\u8fc7\u6e21\u5230\u5177\u8eab\u667a\u80fd\u7684\u7814\u7a76\u3002<\/p>\n
\u5728\u6211\u535a\u58eb\u6bd5\u4e1a\u540e\uff0c\u6211\u52a0\u5165\u4e86 Nvidia \uff0c\u5e76\u4e00\u76f4\u5de5\u4f5c\u5230\u73b0\u5728\u3002\u6211\u5c06\u535a\u58eb\u8bba\u6587\u4e2d\u7684\u7814\u7a76\u5185\u5bb9\u5e26\u5230\u4e86 Nvidia \uff0c\u5e76\u7ee7\u7eed\u4ece\u4e8b\u5177\u8eab\u667a\u80fd\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u76f4\u5230\u4eca\u5929\u3002<\/p>\n
Sonya Huang<\/p>\n
\u4f60\u76ee\u524d\u8d1f\u8d23 Nvidia \u7684\u5177\u8eab\u667a\u80fd\u8ba1\u5212\uff0c\u53ef\u4ee5\u7b80\u5355\u4ecb\u7ecd\u4e00\u4e0b\u8fd9\u4e2a\u9879\u76ee\u7684\u542b\u4e49\uff0c\u4ee5\u53ca\u4f60\u4eec\u5e0c\u671b\u5b9e\u73b0\u7684\u76ee\u6807\u5417\uff1f<\/p>\n
Jim Fan<\/p>\n
\u5f53\u7136\u3002\u76ee\u524d\u6211\u5171\u540c\u9886\u5bfc\u7684\u56e2\u961f\u53eb\u505a GER\uff0c\u4ee3\u8868\u5177\u8eab\u667a\u80fd\u4f53\u7814\u7a76\uff08Generalist Embodied Agent Research\uff09\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u6211\u4eec\u56e2\u961f\u7684\u5de5\u4f5c\u53ef\u4ee5\u603b\u7ed3\u4e3a\u4e09\u4e2a\u5b57\uff1a\u201c\u751f\u6210\u884c\u52a8\u201d\u3002<\/p>\n
\u56e0\u4e3a\u6211\u4eec\u6784\u5efa\u5177\u8eab\u667a\u80fd\u667a\u80fd\u4f53\uff0c\u800c\u8fd9\u4e9b\u667a\u80fd\u4f53\u4f1a\u5728\u4e0d\u540c\u7684\u4e16\u754c\u4e2d\u91c7\u53d6\u884c\u52a8\u3002\u5982\u679c\u8fd9\u4e9b\u884c\u52a8\u662f\u5728\u865a\u62df\u4e16\u754c\u4e2d\u8fdb\u884c\u7684\uff0c\u90a3\u5c31\u662f\u6e38\u620f AI \u548c\u6a21\u62df\uff1b\u5982\u679c\u662f\u5728\u7269\u7406\u4e16\u754c\u4e2d\u8fdb\u884c\u7684\uff0c\u90a3\u5c31\u662f\u673a\u5668\u4eba\u6280\u672f\u3002<\/p>\n
\u4e8b\u5b9e\u4e0a\uff0c\u4eca\u5e74 3 \u6708\u7684 GTC \u5927\u4f1a\u4e0a\uff0cJensen \u5728\u4ed6\u7684\u4e3b\u9898\u6f14\u8bb2\u4e2d\u5c55\u793a\u4e86\u4e00\u4e2a\u53eb\u505a Project Groot \u7684\u9879\u76ee\uff0c\u8fd9\u662f Nvidia \u5728\u6784\u5efa\u4eba\u5f62\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\u4e0a\u7684\u4e00\u9879\u91cd\u8981\u52aa\u529b\uff0c\u800c\u8fd9\u6b63\u662f GER \u56e2\u961f\u76ee\u524d\u7684\u91cd\u70b9\u5de5\u4f5c\u3002\u6211\u4eec\u5e0c\u671b\u4e3a\u4eba\u5f62\u673a\u5668\u4eba\u4e43\u81f3\u66f4\u5e7f\u6cdb\u7684\u9886\u57df\u6784\u5efa AI \u5927\u8111\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u4f60\u8ba4\u4e3a Nvidia \u5728\u6784\u5efa\u8fd9\u4e9b\u6280\u672f\u4e0a\u6709\u4ec0\u4e48\u7ade\u4e89\u4f18\u52bf\uff1f<\/p>\n
Jim Fan<\/p>\n
\u8fd9\u662f\u4e2a\u5f88\u597d\u7684\u95ee\u9898\u3002\u9996\u5148\uff0c\u6beb\u65e0\u7591\u95ee\u7684\u662f\u8ba1\u7b97\u8d44\u6e90\u3002\u6240\u6709\u8fd9\u4e9b\u57fa\u7840\u6a21\u578b\u90fd\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u6269\u5c55\u3002\u6211\u4eec\u76f8\u4fe1\u201cScaling Law\u201d\uff0c\u7c7b\u4f3c\u4e8e LLM Scaling Law\uff0c\u4f46\u5177\u8eab\u667a\u80fd\u548c\u673a\u5668\u4eba\u6280\u672f\u7684 Scaling Law \u5c1a\u5f85\u7814\u7a76\uff0c\u6240\u4ee5\u6211\u4eec\u6b63\u5728\u8fd9\u65b9\u9762\u505a\u51fa\u52aa\u529b\u3002<\/p>\n
Nvidia \u7684\u7b2c\u4e8c\u4e2a\u4f18\u52bf\u662f\u6a21\u62df\u6280\u672f\u3002Nvidia \u5728\u6210\u4e3a\u4e00\u5bb6 AI \u516c\u53f8\u4e4b\u524d\uff0c\u662f\u4e00\u5bb6\u56fe\u5f62\u516c\u53f8\uff0c\u6240\u4ee5\u6211\u4eec\u5728\u6784\u5efa\u6a21\u62df\uff08\u5982\u7269\u7406\u6a21\u62df\u3001\u6e32\u67d3\uff09\u548cGPU\u5b9e\u65f6\u52a0\u901f\u65b9\u9762\u62e5\u6709\u591a\u5e74\u7684\u4e13\u4e1a\u77e5\u8bc6\u3002\u56e0\u6b64\uff0c\u5728\u6784\u5efa\u673a\u5668\u4eba\u6280\u672f\u65f6\uff0c\u6211\u4eec\u5927\u91cf\u4f7f\u7528\u6a21\u62df\u6280\u672f\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u6a21\u62df\u7b56\u7565\u975e\u5e38\u6709\u8da3\u3002\u4f60\u8ba4\u4e3a\u4e3a\u4ec0\u4e48\u5927\u591a\u6570\u884c\u4e1a\u4ecd\u7136\u975e\u5e38\u4e13\u6ce8\u4e8e\u73b0\u5b9e\u4e16\u754c\u7684\u6570\u636e\uff0c\u800c\u91c7\u7528\u76f8\u53cd\u7684\u7b56\u7565\u5462\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u6211\u8ba4\u4e3a\u6211\u4eec\u9700\u8981\u5404\u79cd\u6570\u636e\u3002\u4ec5\u4ec5\u4f9d\u9760\u6a21\u62df\u6216\u73b0\u5b9e\u4e16\u754c\u7684\u6570\u636e\u662f\u4e0d\u591f\u7684\u3002\u56e0\u6b64\u5728GER\uff08\u5177\u8eab\u667a\u80fd\u4f53\u7814\u7a76\u56e2\u961f\uff09\u4e2d\uff0c\u6211\u4eec\u5c06\u6570\u636e\u7b56\u7565\u5927\u81f4\u5206\u4e3a\u4e09\u4e2a\u90e8\u5206\uff1a<\/p>\n
\u7b2c\u4e00\u662f\u4e92\u8054\u7f51\u89c4\u6a21\u7684\u6570\u636e\uff0c\u6bd4\u5982\u7f51\u4e0a\u7684\u6807\u7b7e\u548c\u89c6\u9891\u3002<\/p>\n
\u7b2c\u4e8c\u662f\u6a21\u62df\u6570\u636e\uff0c\u6211\u4eec\u4f7f\u7528 Nvidia \u7684\u6a21\u62df\u5de5\u5177\u751f\u6210\u5927\u91cf\u7684\u5408\u6210\u6570\u636e\u3002<\/p>\n
\u7b2c\u4e09\u662f\u5b9e\u9645\u673a\u5668\u4eba\u6570\u636e\uff0c\u6211\u4eec\u901a\u8fc7\u5728\u673a\u5668\u4eba\u5e73\u53f0\u4e0a\u64cd\u4f5c\u673a\u5668\u4eba\uff0c\u6536\u96c6\u5e76\u8bb0\u5f55\u8fd9\u4e9b\u6570\u636e\u3002<\/p>\n
\u6211\u76f8\u4fe1\u4e00\u4e2a\u6210\u529f\u7684\u673a\u5668\u4eba\u7b56\u7565\u9700\u8981\u6709\u6548\u5730\u5229\u7528\u8fd9\u4e09\u79cd\u6570\u636e\uff0c\u6df7\u5408\u5b83\u4eec\u5e76\u63d0\u4f9b\u7edf\u4e00\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n
Sonya Huang<\/p>\n
\u4f60\u521a\u624d\u63d0\u5230\u7684\u6570\u636e\u662f\u5b9e\u73b0\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\u5de5\u4f5c\u7684\u5173\u952e\u74f6\u9888\uff0c\u4f60\u80fd\u4e0d\u80fd\u591a\u8c08\u8c08\u4f60\u5bf9\u8fd9\u4e2a\u89c2\u70b9\u7684\u4fe1\u5ff5\uff0c\u4ee5\u53ca\u9700\u8981\u4ec0\u4e48\u6837\u7684\u4f18\u79c0\u6570\u636e\u6765\u7a81\u7834\u8fd9\u4e2a\u95ee\u9898\uff1f<\/p>\n
Jim Fan<\/p>\n
\u597d\u7684\uff0c\u6211\u8ba4\u4e3a\u6211\u521a\u624d\u63d0\u5230\u7684\u4e09\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u5404\u6709\u4f18\u7f3a\u70b9\u3002\u9996\u5148\u662f\u4e92\u8054\u7f51\u6570\u636e\uff0c\u5b83\u4eec\u662f\u6700\u5177\u591a\u6837\u6027\u7684\uff0c\u5305\u542b\u4e86\u5927\u91cf\u7684\u5e38\u8bc6\u6027\u5148\u9a8c\u77e5\u8bc6\u3002<\/p>\n
\u6bd4\u5982\u5927\u591a\u6570\u7f51\u4e0a\u7684\u89c6\u9891\u90fd\u662f\u4ee5\u4eba\u4e3a\u4e2d\u5fc3\u7684\uff0c\u56e0\u4e3a\u6211\u4eec\u559c\u6b22\u81ea\u62cd\uff0c\u559c\u6b22\u8bb0\u5f55\u5f7c\u6b64\u8fdb\u884c\u5404\u79cd\u6d3b\u52a8\uff0c\u4e5f\u6709\u5f88\u591a\u6559\u5b66\u89c6\u9891\u3002<\/p>\n
\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u6570\u636e\u6765\u5b66\u4e60\u4eba\u7c7b\u5982\u4f55\u4e0e\u7269\u4f53\u4ea4\u4e92\uff0c\u4ee5\u53ca\u7269\u4f53\u5728\u4e0d\u540c\u60c5\u51b5\u4e0b\u7684\u884c\u4e3a\uff0c\u8fd9\u4e3a\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\u63d0\u4f9b\u4e86\u5e38\u8bc6\u6027\u5148\u9a8c\u77e5\u8bc6\u3002<\/p>\n
\u4f46\u662f\uff0c\u4e92\u8054\u7f51\u6570\u636e\u6ca1\u6709\u884c\u52a8\u4fe1\u53f7\uff0c\u6211\u4eec\u65e0\u6cd5\u4ece\u4e92\u8054\u7f51\u4e0a\u4e0b\u8f7d\u673a\u5668\u4eba\u7684\u8fd0\u52a8\u63a7\u5236\u4fe1\u53f7\u3002<\/p>\n
\u8fd9\u5c31\u5f15\u51fa\u4e86\u7b2c\u4e8c\u79cd\u6570\u636e\u7b56\u7565\uff0c\u5373\u4f7f\u7528\u6a21\u62df\u3002\u5728\u6a21\u62df\u4e2d\uff0c\u4f60\u53ef\u4ee5\u62e5\u6709\u6240\u6709\u7684\u52a8\u4f5c\uff0c\u5e76\u4e14\u53ef\u4ee5\u89c2\u5bdf\u8fd9\u4e9b\u52a8\u4f5c\u5728\u7279\u5b9a\u73af\u5883\u4e2d\u7684\u7ed3\u679c\u3002<\/p>\n
\u6a21\u62df\u7684\u4f18\u52bf\u5728\u4e8e\u5b83\u57fa\u672c\u4e0a\u662f\u65e0\u9650\u7684\u6570\u636e\uff0c\u6570\u636e\u91cf\u968f\u8ba1\u7b97\u8d44\u6e90\u7684\u589e\u52a0\u800c\u6269\u5c55\u3002\u6295\u5165\u8d8a\u591a\u7684GPU\uff0c\u4ea7\u751f\u7684\u6570\u636e\u5c31\u8d8a\u591a\uff0c\u800c\u4e14\u6570\u636e\u662f\u5b9e\u65f6\u7684\u3002\u5982\u679c\u4ec5\u5728\u771f\u5b9e\u673a\u5668\u4eba\u4e0a\u6536\u96c6\u6570\u636e\uff0c\u90a3\u4e48\u4f60\u4f1a\u53d7\u5230\u6bcf\u5929 24 \u5c0f\u65f6\u7684\u9650\u5236\u3002<\/p>\n
\u800c\u901a\u8fc7GPU\u52a0\u901f\u7684\u6a21\u62df\u5668\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5b9e\u9645\u65f6\u95f4\u52a0\u901f\u5230 1 \u4e07\u500d\u4ee5\u4e0a\u3002\u5728\u540c\u6837\u7684\u5de5\u4f5c\u65f6\u95f4\u5185\uff0c\u6211\u4eec\u80fd\u591f\u4ee5\u66f4\u9ad8\u7684\u901f\u5ea6\u6536\u96c6\u6570\u636e\u3002<\/p>\n
\u4f46\u6a21\u62df\u7684\u5f31\u70b9\u662f\u65e0\u8bba\u56fe\u5f62\u7ba1\u9053\u591a\u4e48\u597d\uff0c\u6a21\u62df\u4e0e\u73b0\u5b9e\u603b\u4f1a\u6709\u5dee\u8ddd\u3002\u7269\u7406\u89c4\u5f8b\u548c\u89c6\u89c9\u6548\u679c\u90fd\u4e0e\u73b0\u5b9e\u4e16\u754c\u6709\u6240\u4e0d\u540c\uff0c\u4e14\u5185\u5bb9\u7684\u591a\u6837\u6027\u4e0d\u5982\u6211\u4eec\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u9047\u5230\u7684\u60c5\u666f\u3002<\/p>\n
\u6700\u540e\u662f\u5b9e\u9645\u673a\u5668\u4eba\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u6ca1\u6709\u6a21\u62df\u4e0e\u73b0\u5b9e\u7684\u5dee\u8ddd\uff0c\u56e0\u4e3a\u5b83\u4eec\u662f\u5728\u771f\u5b9e\u673a\u5668\u4eba\u4e0a\u6536\u96c6\u7684\uff0c\u4f46\u6536\u96c6\u6210\u672c\u8981\u9ad8\u5f97\u591a\uff0c\u56e0\u4e3a\u9700\u8981\u96c7\u4eba\u64cd\u4f5c\u673a\u5668\u4eba\u3002<\/p>\n
\u800c\u4e14\u5b83\u4eec\u4f9d\u7136\u53d7\u9650\u4e8e\u73b0\u5b9e\u4e16\u754c\u7684\u65f6\u95f4\uff0c\u6bcf\u5929\u53ea\u6709 24 \u5c0f\u65f6\uff0c\u8fd8\u9700\u8981\u4eba\u7c7b\u6765\u6536\u96c6\u8fd9\u4e9b\u6570\u636e\uff0c\u6210\u672c\u975e\u5e38\u9ad8\u3002<\/p>\n
\u56e0\u6b64\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u4e09\u79cd\u7c7b\u578b\u7684\u6570\u636e\u5404\u6709\u4f18\u52bf\uff0c\u6210\u529f\u7684\u7b56\u7565\u662f\u7ed3\u5408\u5b83\u4eec\u7684\u4f18\u52bf\uff0c\u6d88\u9664\u5b83\u4eec\u7684\u52a3\u52bf\u3002<\/p>\n
Sonya Huang<\/p>\n
\u90a3\u4e9b\u5728 Jensen \u6f14\u8bb2\u53f0\u4e0a\u7684\u53ef\u7231\u673a\u5668\u4eba\u771f\u662f\u4e00\u4e2a\u7cbe\u5f69\u7684\u65f6\u523b\u3002\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u4e94\u5e74\u6216\u5341\u5e74\u7684\u68a6\u60f3\uff0c\u4f60\u8ba4\u4e3a\u4f60\u7684\u56e2\u961f\u4f1a\u5b9e\u73b0\u4ec0\u4e48\uff1f<\/p>\n
Jim Fan<\/p>\n
\u8fd9\u7eaf\u7cb9\u662f\u63a8\u6d4b\uff0c\u4f46\u6211\u5e0c\u671b\u6211\u4eec\u80fd\u5728\u63a5\u4e0b\u6765\u7684\u4e24\u5230\u4e09\u5e74\u5185\u770b\u5230\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\u7684\u7814\u7a76\u7a81\u7834\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u6240\u8c13\u7684\u673a\u5668\u4eba\u9886\u57df\u7684 GPT-3 \u65f6\u523b\u3002<\/p>\n
\u4e4b\u540e\u5c31\u4e0d\u786e\u5b9a\u4e86\uff0c\u56e0\u4e3a\u8981\u8ba9\u673a\u5668\u4eba\u8fdb\u5165\u4eba\u4eec\u7684\u65e5\u5e38\u751f\u6d3b\uff0c\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u95ee\u9898\u3002\u673a\u5668\u4eba\u9700\u8981\u4ef7\u683c\u5408\u7406\uff0c\u5e76\u4e14\u80fd\u591f\u91cf\u4ea7\u3002\u6211\u4eec\u8fd8\u9700\u8981\u786e\u4fdd\u786c\u4ef6\u7684\u5b89\u5168\u6027\u4ee5\u53ca\u9690\u79c1\u548c\u6cd5\u89c4\u65b9\u9762\u7684\u8003\u8651\u3002<\/p>\n
\u8fd9\u4e9b\u95ee\u9898\u53ef\u80fd\u9700\u8981\u66f4\u957f\u7684\u65f6\u95f4\u624d\u80fd\u4f7f\u673a\u5668\u4eba\u8fdb\u5165\u5927\u4f17\u5e02\u573a\uff0c\u6240\u4ee5\u8fd9\u6bd4\u8f83\u96be\u4ee5\u9884\u6d4b\u3002\u4f46\u6211\u5e0c\u671b\u7814\u7a76\u7a81\u7834\u80fd\u591f\u5728\u672a\u6765\u4e24\u4e09\u5e74\u5185\u5230\u6765\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u4f60\u8ba4\u4e3a AI \u673a\u5668\u4eba\u9886\u57df\u7684 GPT-3 \u65f6\u523b\u4f1a\u662f\u4ec0\u4e48\u6837\u5b50\u7684\uff1f<\/p>\n
Jim Fan<\/p>\n
\u8fd9\u662f\u4e2a\u597d\u95ee\u9898\u3002\u6211\u559c\u6b22\u5c06\u673a\u5668\u4eba\u6280\u672f\u5206\u4e3a\u4e24\u4e2a\u7cfb\u7edf\uff1a\u7cfb\u7edf\u4e00\u548c\u7cfb\u7edf\u4e8c\uff0c\u8fd9\u4e2a\u6982\u5ff5\u6765\u81ea\u300a\u601d\u8003\uff0c\u5feb\u4e0e\u6162\u300b\u8fd9\u672c\u4e66\u3002<\/p>\n
\u7cfb\u7edf\u4e00\u662f\u4f4e\u7ea7\u7684\u8fd0\u52a8\u63a7\u5236\uff0c\u5b83\u662f\u65e0\u610f\u8bc6\u4e14\u5feb\u901f\u7684\u3002\u4f8b\u5982\uff0c\u5f53\u6211\u62ff\u8d77\u8fd9\u676f\u6c34\u65f6\uff0c\u6211\u4e0d\u4f1a\u771f\u7684\u601d\u8003\u6bcf\u6beb\u79d2\u5982\u4f55\u79fb\u52a8\u624b\u6307\u3002\u8fd9\u5c31\u662f\u7cfb\u7edf\u4e00\u3002<\/p>\n
\u800c\u7cfb\u7edf\u4e8c\u5219\u662f\u7f13\u6162\u4e14\u6df1\u601d\u719f\u8651\u7684\uff0c\u5b83\u66f4\u50cf\u662f\u63a8\u7406\u548c\u89c4\u5212\uff0c\u4f7f\u7528\u7684\u662f\u6211\u4eec\u7684\u6709\u610f\u8bc6\u601d\u7ef4\u3002\u6211\u8ba4\u4e3a GPT-3 \u65f6\u523b\u5c06\u51fa\u73b0\u5728\u7cfb\u7edf\u4e00\u4e0a\u3002<\/p>\n
\u6211\u6700\u559c\u6b22\u7684\u4f8b\u5b50\u662f\u201c\u6253\u5f00\u201d\u8fd9\u4e2a\u52a8\u8bcd\u3002\u60f3\u8c61\u4e00\u4e0b\u201c\u6253\u5f00\u201d\u8fd9\u4e2a\u8bcd\u7684\u590d\u6742\u6027\u3002\u6253\u5f00\u95e8\u4e0e\u6253\u5f00\u7a97\u6237\u4e0d\u540c\uff0c\u6253\u5f00\u74f6\u5b50\u6216\u624b\u673a\u7684\u65b9\u5f0f\u4e5f\u4e0d\u540c\u3002<\/p>\n
\u4f46\u5bf9\u4eba\u7c7b\u6765\u8bf4\uff0c\u7406\u89e3\u201c\u6253\u5f00\u201d\u5728\u4e0e\u4e0d\u540c\u7269\u4f53\u4ea4\u4e92\u65f6\u610f\u5473\u7740\u4e0d\u540c\u7684\u52a8\u4f5c\u5e76\u6ca1\u6709\u4efb\u4f55\u95ee\u9898\u3002\u4f46<\/p>\n
\u662f\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u6211\u4eec\u8fd8\u6ca1\u6709\u770b\u5230\u4e00\u4e2a\u673a\u5668\u4eba\u6a21\u578b\u80fd\u591f\u5728\u4f4e\u7ea7\u522b\u8fd0\u52a8\u63a7\u5236\u4e0a\u5bf9\u8fd9\u4e9b\u52a8\u8bcd\u8fdb\u884c\u6cdb\u5316\u3002<\/p>\n
\u6211\u5e0c\u671b\u80fd\u770b\u5230\u4e00\u4e2a\u6a21\u578b\u80fd\u591f\u7406\u89e3\u8fd9\u4e9b\u52a8\u8bcd\u7684\u62bd\u8c61\u542b\u4e49\uff0c\u5e76\u80fd\u591f\u5728\u5404\u79cd\u5bf9\u4eba\u7c7b\u6709\u610f\u4e49\u7684\u573a\u666f\u4e2d\u8fdb\u884c\u6cdb\u5316\u3002\u6211\u4eec\u8fd8\u6ca1\u6709\u770b\u5230\u8fd9\u79cd\u60c5\u51b5\uff0c\u4f46\u6211\u5bf9\u672a\u6765\u4e24\u4e09\u5e74\u5185\u51fa\u73b0\u8fd9\u4e2a\u65f6\u523b\u6301\u4e50\u89c2\u6001\u5ea6\u3002<\/p>\n
Sonya Huang<\/p>\n
\u5173\u4e8e\u201c\u7cfb\u7edf\u4e8c\u201d\u601d\u7ef4\u5462\uff1f\u4f60\u8ba4\u4e3a\u6211\u4eec\u5982\u4f55\u624d\u80fd\u5b9e\u73b0\u8fd9\u4e2a\u76ee\u6807\uff1f\u4f60\u8ba4\u4e3a\u5728 LLM \u9886\u57df\u7684\u63a8\u7406\u5de5\u4f5c\u4e5f\u4f1a\u4e0e\u673a\u5668\u4eba\u9886\u57df\u76f8\u5173\u5417\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u7edd\u5bf9\u76f8\u5173\u3002\u6211\u8ba4\u4e3a\u5728\u201c\u7cfb\u7edf\u4e8c\u201d\u65b9\u9762\uff0c\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u4e86\u4e00\u4e9b\u975e\u5e38\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u5b83\u4eec\u53ef\u4ee5\u8fdb\u884c\u63a8\u7406\u3001\u89c4\u5212\uff0c\u751a\u81f3\u7f16\u7a0b\u3002<\/p>\n
\u8fd9\u4e9b\u6b63\u662f\u6211\u4eec\u4eca\u5929\u770b\u5230\u7684 LLM \u548c\u524d\u6cbf\u6a21\u578b\u3002\u4f46\u5c06\u201c\u7cfb\u7edf\u4e8c\u201d\u6a21\u578b\u4e0e\u201c\u7cfb\u7edf\u4e00\u201d\u6574\u5408\u8d77\u6765\uff0c\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u7814\u7a76\u6311\u6218\u3002<\/p>\n
\u6240\u4ee5\u95ee\u9898\u662f\uff0c\u9488\u5bf9\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\uff0c\u6211\u4eec\u662f\u5426\u5e94\u8be5\u6709\u4e00\u4e2a\u5355\u4e00\u7684\u5927\u6a21\u578b\uff0c\u8fd8\u662f\u91c7\u7528\u67d0\u79cd\u7ea7\u8054\u65b9\u6cd5\uff0c\u4fdd\u6301\u201c\u7cfb\u7edf\u4e00\u201d\u548c\u201c\u7cfb\u7edf\u4e8c\u201d\u6a21\u578b\u7684\u72ec\u7acb\u6027\uff0c\u5e76\u8ba9\u5b83\u4eec\u901a\u8fc7\u67d0\u79cd\u65b9\u5f0f\u8fdb\u884c\u6c9f\u901a\uff1f\u8fd9\u4ecd\u7136\u662f\u4e00\u4e2a\u60ac\u800c\u672a\u51b3\u7684\u95ee\u9898\uff0c\u5b83\u4eec\u5404\u6709\u4f18\u7f3a\u70b9\u3002<\/p>\n
\u5982\u679c\u662f\u7b2c\u4e00\u4e2a\u60f3\u6cd5\uff0c\u6a21\u578b\u4f1a\u66f4\u7b80\u6d01\uff0c\u53ea\u6709\u4e00\u4e2a\u6a21\u578b\uff0c\u4e00\u4e2a API \u6765\u7ef4\u62a4\u3002\u4f46\u8fd9\u4e5f\u66f4\u96be\u63a7\u5236\uff0c\u56e0\u4e3a\u5b83\u4eec\u7684\u63a7\u5236\u9891\u7387\u4e0d\u540c\u3002<\/p>\n
\u201c\u7cfb\u7edf\u4e8c\u201d\u6a21\u578b\u7684\u63a7\u5236\u9891\u7387\u8f83\u4f4e\uff0c\u6bd4\u5982\u6bcf\u79d2\u4e00\u6b21\u51b3\u7b56\uff081Hz\uff09\uff0c\u800c\u201c\u7cfb\u7edf\u4e00\u201d\u5219\u9700\u8981\u66f4\u9ad8\u7684\u63a7\u5236\u9891\u7387\uff0c\u6bd4\u5982\u6bcf\u79d2 1000 \u6b21\u51b3\u7b56\uff081000Hz\uff09\uff0c\u50cf\u6211\u63e1\u4f4f\u8fd9\u676f\u6c34\u7684\u5fae\u5c0f\u8fd0\u52a8\u5c31\u662f\u6bcf\u79d2\u6570\u5343\u6b21\u7684\u51b3\u7b56\u3002\u8fd9\u79cd\u4e0d\u540c\u9891\u7387\u7684\u63a7\u5236\u96be\u4ee5\u901a\u8fc7\u5355\u4e00\u6a21\u578b\u5b9e\u73b0\u3002<\/p>\n
\u6240\u4ee5\uff0c\u53ef\u80fd\u7ea7\u8054\u7684\u65b9\u6cd5\u4f1a\u66f4\u597d\u3002\u4f46\u95ee\u9898\u662f\uff0c\u7cfb\u7edf\u4e00\u548c\u7cfb\u7edf\u4e8c\u4e4b\u95f4\u5982\u4f55\u6c9f\u901a\uff1f\u5b83\u4eec\u901a\u8fc7\u6587\u672c\u4ea4\u6d41\u8fd8\u662f\u901a\u8fc7\u67d0\u79cd\u6f5c\u5728\u53d8\u91cf\uff1f\u76ee\u524d\u8fd8\u4e0d\u6e05\u695a\uff0c\u6211\u8ba4\u4e3a\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u4ee4\u4eba\u5174\u594b\u7684\u65b0\u7814\u7a76\u65b9\u5411\u3002<\/p>\n
Sonya Huang<\/p>\n
\u4f60\u89c9\u5f97\u6211\u4eec\u80fd\u591f\u901a\u8fc7\u6269\u5c55\u548c Transformer \u6280\u672f\u7a81\u7834\u201c\u7cfb\u7edf\u4e00\u201d\u601d\u7ef4\u5417\uff1f\u8fd8\u662f\u8bf4\u8981\u7948\u7977\u597d\u8fd0\u3001\u770b\u4e8b\u6001\u53d1\u5c55\uff1f<\/p>\n
Jim Fan<\/p>\n
\u6211\u5f53\u7136\u5e0c\u671b\u6211\u4e4b\u524d\u63cf\u8ff0\u7684\u6570\u636e\u7b56\u7565\u80fd\u5e2e\u52a9\u6211\u4eec\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002\u56e0\u4e3a\u6211\u89c9\u5f97\u6211\u4eec\u8fd8\u6ca1\u6709\u5b8c\u5168\u53d1\u6325\u51fa Transformer \u7684\u6f5c\u529b\u3002<\/p>\n
\u4ece\u672c\u8d28\u4e0a\u8bb2\uff0c Transformer \u662f\u901a\u8fc7\u8f93\u5165\u548c\u8f93\u51fa token \u6765\u5de5\u4f5c\u7684\u3002\u6700\u7ec8\uff0c token \u7684\u8d28\u91cf\u51b3\u5b9a\u4e86\u8fd9\u4e9b\u5927\u578b Transformer \u6a21\u578b\u7684\u8d28\u91cf\u3002<\/p>\n
\u5bf9\u4e8e\u673a\u5668\u4eba\u6765\u8bf4\uff0c\u6b63\u5982\u6211\u63d0\u5230\u7684\uff0c\u6570\u636e\u7b56\u7565\u975e\u5e38\u590d\u6742\u3002\u6211\u4eec\u65e2\u6709\u4e92\u8054\u7f51\u6570\u636e\uff0c\u4e5f\u9700\u8981\u6a21\u62df\u6570\u636e\u548c\u771f\u5b9e\u673a\u5668\u4eba\u6570\u636e\u3002<\/p>\n
\u4e00\u65e6\u6211\u4eec\u80fd\u591f\u6269\u5c55\u6570\u636e\u7ba1\u9053\uff0c\u5e76\u83b7\u5f97\u9ad8\u8d28\u91cf\u7684\u52a8\u4f5c\u6570\u636e\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u6570\u636e token \u5316\uff0c\u5e76\u5c06\u5176\u8f93\u5165 Transformer \u8fdb\u884c\u538b\u7f29\u3002\u6240\u4ee5\u6211\u89c9\u5f97 Transformer \u7684\u6f5c\u529b\u8fd8\u672a\u5b8c\u5168\u53d1\u6325\u51fa\u6765\u3002<\/p>\n
\u4e00\u65e6\u6211\u4eec\u89e3\u51b3\u4e86\u6570\u636e\u7b56\u7565\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u770b\u5230\u4e00\u4e9b\u968f\u7740\u6570\u636e\u548c\u6a21\u578b\u89c4\u6a21\u6269\u5c55\u800c\u51fa\u73b0\u7684\u6d8c\u73b0\u73b0\u8c61\u3002\u6211\u79f0\u4e4b\u4e3a\u5177\u8eab\u667a\u80fd\u7684\u201cScaling Law\u201d\uff0c\u8fd9\u624d\u521a\u521a\u5f00\u59cb\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u6211\u5bf9\u6b64\u975e\u5e38\u4e50\u89c2\u3002\u5f88\u597d\u5947\u7684\u662f\uff0c\u5f53\u6211\u4eec\u5230\u8fbe\u90a3\u4e2a\u7a81\u7834\u70b9\u65f6\uff0c\u4f60\u4e2a\u4eba\u6700\u671f\u5f85\u770b\u5230\u7684\u662f\u4ec0\u4e48\uff1f\u4f60\u8ba4\u4e3a\u54ea\u4e2a\u884c\u4e1a\u3001\u5e94\u7528\u6216\u7528\u4f8b\u4f1a\u5b8c\u5168\u6539\u53d8\u4eca\u5929\u7684\u673a\u5668\u4eba\u4e16\u754c\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\u3002\u5b9e\u9645\u4e0a\uff0c\u6211\u4eec\u9009\u62e9\u4eba\u5f62\u673a\u5668\u4eba\u4f5c\u4e3a\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u6709\u51e0\u4e2a\u539f\u56e0\u3002\u4e00\u4e2a\u539f\u56e0\u662f\uff0c\u4e16\u754c\u662f\u56f4\u7ed5\u4eba\u4f53\u5f62\u6001\u8bbe\u8ba1\u7684\uff0c\u6240\u6709\u7684\u9910\u9986\u3001\u5de5\u5382\u3001\u533b\u9662\u4ee5\u53ca\u6211\u4eec\u7684\u8bbe\u5907\u548c\u5de5\u5177\u90fd\u662f\u4e3a\u4eba\u7c7b\u53ca\u5176\u624b\u5f62\u8bbe\u8ba1\u7684\u3002<\/p>\n
\u56e0\u6b64\uff0c\u539f\u5219\u4e0a\uff0c\u4e00\u4e2a\u8db3\u591f\u5148\u8fdb\u7684\u4eba\u5f62\u673a\u5668\u4eba\u786c\u4ef6\u5e94\u8be5\u80fd\u591f\u5b8c\u6210\u4efb\u4f55\u4e00\u4e2a\u666e\u901a\u4eba\u7c7b\u53ef\u4ee5\u5b8c\u6210\u7684\u4efb\u52a1\u3002<\/p>\n
\u867d\u7136\u5f53\u524d\u7684\u4eba\u5f62\u673a\u5668\u4eba\u786c\u4ef6\u8fd8\u6ca1\u6709\u8fbe\u5230\u90a3\u4e2a\u6c34\u5e73\uff0c\u4f46\u6211\u76f8\u4fe1\u5728\u672a\u6765\u4e24\u5230\u4e09\u5e74\u5185\uff0c\u4eba\u5f62\u673a\u5668\u4eba\u786c\u4ef6\u751f\u6001\u7cfb\u7edf\u5c06\u4f1a\u6210\u719f\u3002<\/p>\n
\u5c4a\u65f6\uff0c\u6211\u4eec\u5c06\u62e5\u6709\u53ef\u8d1f\u62c5\u5f97\u8d77\u7684\u4eba\u5f62\u673a\u5668\u4eba\u786c\u4ef6\uff0c\u95ee\u9898\u5c06\u53d8\u6210\u5982\u4f55\u4e3a\u8fd9\u4e9b\u4eba\u5f62\u673a\u5668\u4eba\u63d0\u4f9b AI \u5927\u8111\u3002<\/p>\n
\u4e00\u65e6\u6211\u4eec\u62e5\u6709\u4e86\u80fd\u591f\u63a5\u53d7\u4efb\u4f55\u8bed\u8a00\u6307\u4ee4\u5e76\u5b8c\u6210\u4efb\u4f55\u4eba\u7c7b\u80fd\u505a\u7684\u4efb\u52a1\u7684\u901a\u7528\u57fa\u7840\u6a21\u578b\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u91ca\u653e\u5927\u91cf\u7ecf\u6d4e\u4ef7\u503c\u3002\u6bd4\u5982\u6211\u4eec\u53ef\u4ee5\u5728\u5bb6\u5ead\u4e2d\u62e5\u6709\u673a\u5668\u4eba\uff0c\u5e2e\u52a9\u6211\u4eec\u505a\u5bb6\u52a1\u3001\u6d17\u8863\u3001\u6d17\u7897\u3001\u505a\u996d\uff0c\u6216\u8005\u7167\u987e\u8001\u4eba\u3002<\/p>\n
\u6211\u4eec\u8fd8\u53ef\u4ee5\u5728\u9910\u9986\u3001\u533b\u9662\u3001\u5de5\u5382\u4e2d\u4f7f\u7528\u5b83\u4eec\uff0c\u5e2e\u52a9\u5b8c\u6210\u5404\u79cd\u4eba\u7c7b\u7684\u5de5\u4f5c\u3002\u6211\u5e0c\u671b\u8fd9\u80fd\u5728\u672a\u6765\u5341\u5e74\u5185\u5b9e\u73b0\u3002<\/p>\n
\u4e0d\u8fc7\u6b63\u5982\u6211\u4e4b\u524d\u63d0\u5230\u7684\uff0c\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u8fd8\u6d89\u53ca\u8bb8\u591a\u6280\u672f\u4e4b\u5916\u7684\u95ee\u9898\uff0c\u6211\u5bf9\u6b64\u5145\u6ee1\u671f\u5f85\u3002<\/p>\n
Sonya Huang<\/p>\n
\u4f60\u4eec\u9009\u62e9\u4e13\u6ce8\u4e8e\u4eba\u5f62\u673a\u5668\u4eba\u8fd8\u6709\u5176\u4ed6\u539f\u56e0\u5417\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\u3002\u8fd8\u6709\u4e00\u4e9b\u66f4\u5b9e\u9645\u7684\u539f\u56e0\uff0c\u6bd4\u5982\u8bad\u7ec3\u7ba1\u9053\u65b9\u9762\u3002\u5173\u4e8e\u4eba\u7c7b\u7684\u6570\u636e\u5728\u7f51\u4e0a\u6709\u5f88\u591a\uff0c\u89c6\u9891\u4e2d\u7684\u5185\u5bb9\u5927\u591a\u662f\u4ee5\u4eba\u4e3a\u4e2d\u5fc3\u7684\uff0c\u4eba\u7c7b\u5728\u6267\u884c\u65e5\u5e38\u4efb\u52a1\u6216\u5a31\u4e50\u6d3b\u52a8\u3002<\/p>\n
\u4eba\u5f62\u673a\u5668\u4eba\u7684\u5916\u5f62\u6700\u63a5\u8fd1\u4eba\u7c7b\u7684\u5f62\u6001\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u7528\u8fd9\u4e9b\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b\u53ef\u4ee5\u66f4\u5bb9\u6613\u5730\u8fc1\u79fb\u5230\u4eba\u5f62\u673a\u5668\u4eba\u5f62\u6001\uff0c\u800c\u4e0d\u662f\u5176\u4ed6\u5f62\u6001\u3002<\/p>\n
\u6bd4\u5982\u8bf4\uff0c\u5173\u4e8e\u673a\u5668\u4eba\u624b\u81c2\u548c\u5939\u722a\u7684\u89c6\u9891\u6709\u591a\u5c11\uff1f\u5f88\u5c11\u89c1\u5427\u3002\u4f46\u6211\u4eec\u80fd\u770b\u5230\u5f88\u591a\u5173\u4e8e\u4eba\u7c7b\u7528\u4e94\u6307\u624b\u5de5\u4f5c\u7684\u89c6\u9891\u3002<\/p>\n
\u56e0\u6b64\uff0c\u8bad\u7ec3\u4eba\u5f62\u673a\u5668\u4eba\u53ef\u80fd\u66f4\u5bb9\u6613\u3002\u4e00\u65e6\u6211\u4eec\u62e5\u6709\u4e86\u8fd9\u4e9b\u57fa\u7840\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u8fdb\u4e00\u6b65\u4e13\u95e8\u5316\u5b83\u4eec\uff0c\u5e94\u7528\u5230\u673a\u5668\u4eba\u624b\u81c2\u7b49\u66f4\u5177\u4f53\u7684\u673a\u5668\u4eba\u5f62\u6001\u4e0a\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u9996\u5148\u8ffd\u6c42\u5168\u9762\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u4f60\u4eec\u76ee\u524d\u53ea\u4e13\u6ce8\u4e8e\u4eba\u5f62\u673a\u5668\u4eba\u5417\uff0c\u8fd8\u662f\u4e5f\u4f1a\u6d89\u53ca\u673a\u5668\u4eba\u624b\u81c2\u6216\u673a\u5668\u72d7\uff1f<\/p>\n
Jim Fan<\/p>\n
Project Groot \u76ee\u524d\u4e3b\u8981\u4e13\u6ce8\u4e8e\u4eba\u5f62\u673a\u5668\u4eba\u3002\u4f46\u6211\u4eec\u6784\u5efa\u7684\u7ba1\u9053\uff0c\u5305\u62ec\u6a21\u62df\u5de5\u5177\u548c\u771f\u5b9e\u673a\u5668\u4eba\u5de5\u5177\uff0c\u8db3\u591f\u901a\u7528\uff0c\u5c06\u6765\u4e5f\u53ef\u4ee5\u9002\u5e94\u5176\u4ed6\u5e73\u53f0\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u6b63\u5728\u6784\u5efa\u8fd9\u4e9b\u5de5\u5177\uff0c\u4ee5\u4fbf\u5e7f\u6cdb\u9002\u7528\u3002<\/p>\n
Sonya Huang<\/p>\n
\u4f60\u591a\u6b21\u63d0\u5230\u201c\u901a\u7528\u201d\u8fd9\u4e2a\u8bcd\u3002\u6211\u8ba4\u4e3a\u673a\u5668\u4eba\u9886\u57df\u7684\u4e00\u4e9b\u4eba\u8ba4\u4e3a\u901a\u7528\u65b9\u6cd5\u884c\u4e0d\u901a\uff0c\u5fc5\u987b\u9488\u5bf9\u7279\u5b9a\u9886\u57df\u548c\u73af\u5883\u3002\u4e3a\u4ec0\u4e48\u4f60\u4eec\u9009\u62e9\u4e86\u901a\u7528\u7684\u65b9\u6cd5\uff1f\u6211\u4eec\u8282\u76ee\u91cc\u7ecf\u5e38\u63d0\u5230Richard Sutton\u7684\u201c\u82e6\u6da9\u6559\u8bad\u201d\u3002\u4f60\u8ba4\u4e3a\u8fd9\u5728\u673a\u5668\u4eba\u9886\u57df\u4e5f\u9002\u7528\u5417\uff1f<\/p>\n
Jim Fan<\/p>\n
\u7edd\u5bf9\u9002\u7528\u3002\u6211\u60f3\u9996\u5148\u8c08\u8c08\u6211\u4eec\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08 NLP \uff09\u9886\u57df\u770b\u5230\u7684\u6210\u529f\u6848\u4f8b\u3002\u5728ChaggbT\u548c GPT-3 \u51fa\u73b0\u4e4b\u524d\uff0c NLP \u9886\u57df\u6709\u5f88\u591a\u4e13\u95e8\u9488\u5bf9\u4e0d\u540c\u5e94\u7528\u7684\u6a21\u578b\u548c\u7ba1\u9053\uff0c\u6bd4\u5982\u7ffb\u8bd1\u3001\u7f16\u7a0b\u3001\u6570\u5b66\u8fd0\u7b97\u548c\u521b\u610f\u5199\u4f5c\uff0c\u5b83\u4eec\u90fd\u4f7f\u7528\u4e86\u4e0d\u540c\u7684\u6a21\u578b\u548c\u8bad\u7ec3\u7ba1\u9053\u3002\u4f46ChaggbT\u51fa\u73b0\u540e\uff0c\u5c06\u6240\u6709\u8fd9\u4e9b\u5e94\u7528\u7edf\u4e00\u5230\u4e86\u4e00\u4e2a\u5355\u4e00\u7684\u6a21\u578b\u4e2d\u3002<\/p>\n
\u6211\u4eec\u79f0\u8fd9\u4e9b\u4e3a\u201c\u901a\u624d\u201d\u6a21\u578b\u3002\u800c\u4e00\u65e6\u6709\u4e86\u901a\u624d\u6a21\u578b\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u901a\u8fc7\u63d0\u793a\u3001\u7cbe\u70bc\u7b49\u65b9\u5f0f\u5c06\u5b83\u4eec\u4e13\u7528\u4e8e\u5177\u4f53\u4efb\u52a1\uff0c\u5f62\u6210\u201c\u4e13\u624d\u201d\u6a21\u578b\u3002<\/p>\n
\u6839\u636e\u5386\u53f2\u8d8b\u52bf\uff0c\u51e0\u4e4e\u603b\u662f\u4e13\u624d\u901a\u624d\u6a21\u578b\u6bd4\u539f\u59cb\u7684\u4e13\u624d\u6a21\u578b\u8981\u5f3a\u5927\u5f97\u591a\uff0c\u800c\u4e14\u7ef4\u62a4\u8d77\u6765\u66f4\u7b80\u5355\uff0c\u56e0\u4e3a\u53ea\u6709\u4e00\u4e2a API \uff0c\u5b83\u8f93\u5165\u6587\u672c\uff0c\u8f93\u51fa\u6587\u672c\u3002\u56e0\u6b64\uff0c\u6211\u8ba4\u4e3a\u6211\u4eec\u53ef\u4ee5\u9075\u5faa NLP \u9886\u57df\u7684\u6210\u529f\u8def\u5f84\uff0c\u8fd9\u5728\u673a\u5668\u4eba\u9886\u57df\u4e5f\u5c06\u5982\u6b64\u3002<\/p>\n
\u5230 2024 \u5e74\uff0c\u5927\u591a\u6570\u673a\u5668\u4eba\u5e94\u7528\u4ecd\u5904\u4e8e\u4e13\u624d\u9636\u6bb5\uff0c\u5373\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u3001\u7279\u5b9a\u786c\u4ef6\u3001\u7279\u5b9a\u6570\u636e\u7ba1\u9053\u7684\u4e13\u95e8\u6a21\u578b\u3002<\/p>\n
\u4f46 Project Groot \u7684\u76ee\u6807\u662f\u6784\u5efa\u4e00\u4e2a\u901a\u7528\u7684\u57fa\u7840\u6a21\u578b\uff0c\u9996\u5148\u7528\u4e8e\u4eba\u5f62\u673a\u5668\u4eba\uff0c\u7136\u540e\u63a8\u5e7f\u5230\u5404\u79cd\u673a\u5668\u4eba\u5f62\u6001\u6216\u5177\u8eab\u5f62\u5f0f\u3002\u8fd9\u5c31\u662f\u6211\u4eec\u8ffd\u6c42\u7684\u901a\u624d\u65f6\u523b\u3002<\/p>\n
\u4e00\u65e6\u6211\u4eec\u6709\u4e86\u901a\u624d\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u5bf9\u5176\u8fdb\u884c\u5b9a\u5236\uff0c\u4f7f\u5176\u9002\u7528\u4e8e\u5177\u4f53\u7684\u673a\u5668\u4eba\u4efb\u52a1\u3002\u800c\u8fd9\u4e9b\u5c06\u6210\u4e3a\u4e13\u624d\u901a\u624d\u6a21\u578b\u7684\u4f53\u73b0\u3002<\/p>\n
\u4f46\u5728\u62e5\u6709\u901a\u624d\u6a21\u578b\u4e4b\u524d\uff0c\u8fd9\u4e00\u5207\u8fd8\u4e0d\u4f1a\u53d1\u751f\u3002\u56e0\u6b64\uff0c\u4ece\u77ed\u671f\u6765\u770b\uff0c\u8ffd\u6c42\u4e13\u624d\u6a21\u578b\u4f1a\u66f4\u5bb9\u6613\uff0c\u56e0\u4e3a\u4f60\u53ea\u9700\u4e13\u6ce8\u4e8e\u975e\u5e38\u72ed\u7a84\u7684\u4efb\u52a1\u9886\u57df\u3002<\/p>\n
\u4f46\u6211\u4eec\u5728 Nvidia \u76f8\u4fe1\u672a\u6765\u5c5e\u4e8e\u901a\u624d\u6a21\u578b\uff0c\u5c3d\u7ba1\u5b83\u9700\u8981\u66f4\u957f\u7684\u5f00\u53d1\u65f6\u95f4\uff0c\u4e5f\u6709\u66f4\u591a\u7684\u7814\u7a76\u96be\u9898\u8981\u89e3\u51b3\uff0c\u4f46\u8fd9\u662f\u6211\u4eec\u9996\u5148\u8ffd\u6c42\u7684\u76ee\u6807\u3002<\/p>\n
Stephanie Zhan<\/p>\n
Nvidia \u6784\u5efa Project Groot \u7684\u53e6\u4e00\u4e2a\u6709\u8da3\u4e4b\u5904\u5728\u4e8e\uff0c\u6b63\u5982\u4f60\u4e4b\u524d\u63d0\u5230\u7684\uff0c Nvidia \u65e2\u62e5\u6709\u82af\u7247\u4e5f\u62e5\u6709\u6a21\u578b\u3002\u4f60\u8ba4\u4e3a Nvidia \u53ef\u4ee5\u505a\u4e9b\u4ec0\u4e48\u6765\u5728\u81ea\u5bb6\u82af\u7247\u4e0a\u4f18\u5316Groot\u6a21\u578b\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u5728\u4eca\u5e74 3 \u6708\u7684 GTC \u5927\u4f1a\u4e0a\uff0cJensen\u8fd8\u53d1\u5e03\u4e86\u4e0b\u4e00\u4ee3\u8fb9\u7f18\u8ba1\u7b97\u82af\u7247\uff0c\u79f0\u4e3aJensen Source\u82af\u7247\uff0c\u5b83\u5b9e\u9645\u4e0a\u662f\u4e0eProject Groot\u4e00\u8d77\u53d1\u5e03\u7684\u3002<\/p>\n
\u6211\u4eec\u7684\u60f3\u6cd5\u662f\uff0c\u5411\u5ba2\u6237\u63d0\u4f9b\u4e00\u4e2a\u4ece\u82af\u7247\u7ea7\u522b\uff08Jensen Source\u7cfb\u5217\u82af\u7247\uff09\u5230\u57fa\u7840\u6a21\u578b\uff08Project Groot\uff09\uff0c\u518d\u5230\u6a21\u62df\u5de5\u5177\u548c\u6cbf\u9014\u5f00\u53d1\u7684\u5176\u4ed6\u5b9e\u7528\u5de5\u5177\u7684\u5b8c\u6574\u6280\u672f\u6808\u3002\u8fd9\u5c06\u6210\u4e3a\u4e00\u4e2a\u9762\u5411\u4eba\u5f62\u673a\u5668\u4eba\u4ee5\u53ca\u667a\u80fd\u673a\u5668\u4eba\u7684\u8ba1\u7b97\u5e73\u53f0\u3002<\/p>\n
\u6211\u60f3\u5f15\u7528 Jensen \u7684\u4e00\u53e5\u540d\u8a00\uff0c\u8fd9\u662f\u6211\u6700\u559c\u6b22\u7684\u4e4b\u4e00\uff1a\u201c\u6240\u6709\u80fd\u591f\u79fb\u52a8\u7684\u4e1c\u897f\u6700\u7ec8\u90fd\u4f1a\u5b9e\u73b0\u81ea\u4e3b\u5316\u3002\u201d\u6211\u4e5f\u76f8\u4fe1\u8fd9\u4e00\u70b9\u3002<\/p>\n
\u867d\u7136\u73b0\u5728\u8fd8\u6ca1\u6709\u5b9e\u73b0\uff0c\u4f46\u6211\u4eec\u53ef\u4ee5\u9884\u89c1\uff0c\u5728\u672a\u6765\u5341\u5e74\u6216\u66f4\u957f\u65f6\u95f4\u5185\uff0c\u5982\u679c\u6211\u4eec\u76f8\u4fe1\u5c06\u6765\u4f1a\u6709\u548c iPhone \u4e00\u6837\u591a\u7684\u667a\u80fd\u673a\u5668\u4eba\uff0c\u6211\u4eec\u6700\u597d\u4ece\u4eca\u5929\u5f00\u59cb\u5efa\u8bbe\u3002<\/p>\n
Sonya Huang<\/p>\n
\u592a\u68d2\u4e86\uff01\u4f60\u4eec\u7684\u7814\u7a76\u76ee\u524d\u662f\u5426\u6709\u7279\u522b\u503c\u5f97\u5f3a\u8c03\u7684\u6210\u679c\uff1f\u6709\u4ec0\u4e48\u8ba9\u4f60\u5bf9\u4f60\u4eec\u7684\u65b9\u6cd5\u5145\u6ee1\u4fe1\u5fc3\u6216\u4e50\u89c2\u7684\u5417\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u6211\u4eec\u53ef\u4ee5\u8c08\u8c08\u4e00\u4e9b\u4e4b\u524d\u7684\u5de5\u4f5c\u3002\u5176\u4e2d\u6211\u975e\u5e38\u6ee1\u610f\u7684\u4e00\u9879\u5de5\u4f5c\u53eb\u505aURAC\u3002\u6211\u4eec\u5728\u8fd9\u4e2a\u9879\u76ee\u4e2d\u505a\u4e86\u4e00\u4e2a\u6f14\u793a\uff0c\u8bad\u7ec3\u4e00\u4e2a\u4e94\u6307\u673a\u5668\u4eba\u624b\u8fdb\u884c\u8f6c\u7b14\u7684\u52a8\u4f5c\u3002<\/p>\n
\u5bf9\u6211\u4e2a\u4eba\u6765\u8bf4\uff0c\u8fd9\u7279\u522b\u5e7d\u9ed8\uff0c\u56e0\u4e3a\u6211\u5df2\u7ecf\u653e\u5f03\u4e86\u8f6c\u7b14\u8fd9\u4e2a\u6280\u80fd\u3002\u6240\u4ee5\u6211\u81ea\u5df1\u505a\u4e0d\u5230\uff0c\u4f46\u673a\u5668\u4eba\u624b\u5374\u53ef\u4ee5\u3002\u800c\u6211\u4eec\u7528\u6765\u8bad\u7ec3\u5b83\u7684\u65b9\u6cd5\u662f\uff0c\u6211\u4eec\u4f7f\u7528 LLM \u6765\u7f16\u5199\u4ee3\u7801\uff0c\u63a7\u5236\u7531 Nvidia \u6784\u5efa\u7684\u6a21\u62df API \uff0c\u79f0\u4e3a i6M API \u3002LLM \u8f93\u51fa\u4ee3\u7801\u6765\u5b9a\u4e49\u5956\u52b1\u51fd\u6570\u3002<\/p>\n
\u5956\u52b1\u51fd\u6570\u57fa\u672c\u4e0a\u5c31\u662f\u6211\u4eec\u5e0c\u671b\u673a\u5668\u4eba\u5b8c\u6210\u7684\u7406\u60f3\u884c\u4e3a\u7684\u89c4\u8303\u3002\u5982\u679c\u673a\u5668\u4eba\u8d70\u5728\u6b63\u786e\u7684\u8f68\u9053\u4e0a\uff0c\u5b83\u5c31\u4f1a\u83b7\u5f97\u5956\u52b1\uff1b\u5982\u679c\u505a\u9519\u4e86\u4e8b\uff0c\u5c31\u4f1a\u53d7\u5230\u60e9\u7f5a\u3002<\/p>\n
\u901a\u5e38\uff0c\u5956\u52b1\u51fd\u6570\u662f\u7531\u4e00\u4e2a\u975e\u5e38\u4e86\u89e3 API \u7684\u673a\u5668\u4eba\u4e13\u5bb6\u8bbe\u8ba1\u7684\uff0c\u8fd9\u662f\u4e00\u4e2a\u9700\u8981\u9ad8\u5ea6\u4e13\u4e1a\u77e5\u8bc6\u7684\u5de5\u4f5c\uff0c\u800c\u4e14\u8fc7\u7a0b\u975e\u5e38\u7e41\u7410\u548c\u624b\u52a8\u3002<\/p>\n
\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u79cd\u7b97\u6cd5\uff0c\u4f7f\u7528 LLM \u6765\u81ea\u52a8\u5316\u5956\u52b1\u51fd\u6570\u7684\u8bbe\u8ba1\uff0c\u8ba9\u673a\u5668\u4eba\u80fd\u591f\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1\uff0c\u6bd4\u5982\u8f6c\u7b14\u3002<\/p>\n
\u8fd9\u662f\u4e00\u79cd\u901a\u7528\u6280\u672f\uff0c\u6211\u4eec\u8ba1\u5212\u5c06\u5176\u6269\u5c55\u5230\u4e0d\u4ec5\u4ec5\u662f\u8f6c\u7b14\uff0c\u5b83\u5e94\u8be5\u80fd\u591f\u4e3a\u5404\u79cd\u4efb\u52a1\u8bbe\u8ba1\u5956\u52b1\u51fd\u6570\uff0c\u751a\u81f3\u53ef\u4ee5\u901a\u8fc7 Nvidia \u7684\u6a21\u62df API \u751f\u6210\u65b0\u7684\u4efb\u52a1\u3002\u8fd9\u4e3a\u6211\u4eec\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u63d0\u4f9b\u4e86\u5e7f\u9614\u7684\u7a7a\u95f4\u3002<\/p>\n
Sonya Huang<\/p>\n
\u6211\u8bb0\u5f97\u4e94\u5e74\u524d\u6709\u4e00\u4e9b\u7814\u7a76\u56e2\u961f\u5728\u89e3\u51b3\u9b54\u65b9\u95ee\u9898\uff0c\u7528\u673a\u5668\u4eba\u624b\u6765\u5b8c\u6210\uff0c\u5f53\u65f6\u611f\u89c9\u673a\u5668\u4eba\u9886\u57df\u7ecf\u5386\u4e86\u4e00\u4e2a\u201c\u5e7b\u706d\u671f\u201d\u3002\u800c\u5728\u8fc7\u53bb\u4e00\u5e74\u5de6\u53f3\uff0c\u8fd9\u4e2a\u9886\u57df\u4f3c\u4e4e\u53c8\u70ed\u8d77\u6765\u4e86\u3002<\/p>\n
\u4f60\u8ba4\u4e3a\u4e3a\u4ec0\u4e48\u73b0\u5728\u662f\u673a\u5668\u4eba\u9886\u57df\u7684\u201c\u65f6\u673a\u201d\uff1f\u6709\u4ec0\u4e48\u4e0d\u540c\u7684\u5730\u65b9\u5417\uff1f\u6211\u4eec\u542c\u8bf4 OpenAI \u4e5f\u5728\u91cd\u65b0\u8fdb\u5165\u673a\u5668\u4eba\u9886\u57df\uff0c\u5927\u5bb6\u90fd\u5728\u52a0\u5927\u52aa\u529b\u3002\u4f60\u89c9\u5f97\u6709\u4ec0\u4e48\u53d8\u5316\u5417\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u6211\u8ba4\u4e3a\u73b0\u5728\u6709\u51e0\u4e2a\u5173\u952e\u56e0\u7d20\u4e0e\u4e4b\u524d\u4e0d\u540c\u3002\u9996\u5148\u662f\u673a\u5668\u4eba\u786c\u4ef6\u3002\u4ece\u53bb\u5e74\u5e74\u5e95\u5f00\u59cb\uff0c\u6211\u4eec\u770b\u5230\u4e86\u673a\u5668\u4eba\u786c\u4ef6\u751f\u6001\u7cfb\u7edf\u7684\u6fc0\u589e\u3002<\/p>\n
\u50cf\u7279\u65af\u62c9\u5728\u5f00\u53d1 Optimus\uff0c\u6ce2\u58eb\u987f\u52a8\u529b\uff08Boston Dynamics\uff09\u7b49\uff0c\u8fd8\u6709\u5f88\u591a\u521d\u521b\u516c\u53f8\u3002\u6211\u4eec\u770b\u5230\u786c\u4ef6\u8d8a\u6765\u8d8a\u5f3a\u5927\uff0c\u5177\u6709\u66f4\u597d\u7684\u7075\u6d3b\u624b\u548c\u5168\u8eab\u53ef\u9760\u6027\u3002\u7b2c\u4e8c\u4e2a\u56e0\u7d20\u662f\u4ef7\u683c\u4e0b\u964d\u3002<\/p>\n
\u6211\u4eec\u770b\u5230\u4eba\u5f62\u673a\u5668\u4eba\u7684\u5236\u9020\u6210\u672c\u663e\u8457\u4e0b\u964d\u3002\u6bd4\u5982 2001 \u5e74\uff0cNASA \u5f00\u53d1\u4e86\u4e00\u4e2a\u4eba\u5f62\u673a\u5668\u4eba\uff0c\u53eb\u505a Robonaut\uff0c\u5982\u679c\u6211\u6ca1\u8bb0\u9519\u7684\u8bdd\uff0c\u6bcf\u4e2a\u673a\u5668\u4eba\u6210\u672c\u8d85\u8fc7 150 \u4e07\u7f8e\u5143\u3002<\/p>\n
\u6700\u8fd1\u4e00\u4e9b\u516c\u53f8\u80fd\u591f\u5c06\u5168\u529f\u80fd\u4eba\u5f62\u673a\u5668\u4eba\u7684\u4ef7\u683c\u5b9a\u5728\u5927\u7ea6 3 \u4e07\u7f8e\u5143\u5de6\u53f3\uff0c\u5927\u81f4\u76f8\u5f53\u4e8e\u4e00\u8f86\u8f66\u7684\u4ef7\u683c\u3002<\/p>\n
\u800c\u4e14\u968f\u7740\u4ea7\u54c1\u7684\u6210\u719f\uff0c\u5b83\u7684\u4ef7\u683c\u901a\u5e38\u4f1a\u8d8b\u5411\u4e8e\u539f\u6750\u6599\u6210\u672c\u3002\u5bf9\u4e8e\u4eba\u5f62\u673a\u5668\u4eba\uff0c\u539f\u6750\u6599\u6210\u672c\u901a\u5e38\u53ea\u6709\u6c7d\u8f66\u76844%\u5de6\u53f3\u3002<\/p>\n
\u6240\u4ee5\u672a\u6765\u51e0\u5e74\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u770b\u5230\u6210\u672c\u6025\u5267\u4e0b\u964d\u3002\u8fd9\u4f7f\u5f97\u8fd9\u4e9b\u786c\u4ef6\u8d8a\u6765\u8d8a\u8d1f\u62c5\u5f97\u8d77\uff0c\u8fd9\u662f\u4eba\u5f62\u673a\u5668\u4eba\u518d\u6b21\u83b7\u5f97\u52a8\u80fd\u7684\u7b2c\u4e8c\u4e2a\u56e0\u7d20\u3002<\/p>\n
\u7b2c\u4e09\u4e2a\u56e0\u7d20\u662f\u5728\u57fa\u7840\u6a21\u578b\u65b9\u9762\u3002\u6211\u4eec\u770b\u5230 LLM \uff08\u5982GPT\u3001Claude\u3001Llama\u7b49\uff09\u5728\u89e3\u51b3\u63a8\u7406\u548c\u89c4\u5212\u95ee\u9898\u65b9\u9762\u8868\u73b0\u5f97\u975e\u5e38\u51fa\u8272\u3002\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u5f88\u597d\u5730\u6cdb\u5316\uff0c\u80fd\u591f\u7f16\u5199\u4ee3\u7801\u3002<\/p>\n
\u6211\u4eec\u63d0\u5230\u7684 URAC \u9879\u76ee\u6b63\u662f\u5229\u7528\u4e86\u8fd9\u4e9b\u8bed\u8a00\u6a21\u578b\u7684\u7f16\u7a0b\u80fd\u529b\u6765\u5f00\u53d1\u65b0\u7684\u673a\u5668\u4eba\u89e3\u51b3\u65b9\u6848\u3002\u8fd8\u6709\u591a\u6a21\u6001\u6a21\u578b\u7684\u5174\u8d77\uff0c\u63d0\u5347\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u611f\u77e5\u80fd\u529b\u3002<\/p>\n
\u6211\u8ba4\u4e3a\u8fd9\u4e9b\u6210\u529f\u4e5f\u9f13\u52b1\u6211\u4eec\u8ffd\u6c42\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\uff0c\u56e0\u4e3a\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u524d\u6cbf\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5e76\u5728\u5176\u4e0a\u6dfb\u52a0\u52a8\u4f5c\u5c42\uff0c\u751f\u6210\u6700\u7ec8\u9a71\u52a8\u4eba\u5f62\u673a\u5668\u4eba\u7684\u52a8\u4f5c token \u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u6211\u5b8c\u5168\u7406\u89e3\u8fd9\u4e00\u5207\u3002\u4f60\u63d0\u5230\u7684\u5f88\u591a\u7814\u7a76\u8fdb\u5c55\uff0c\u8bb8\u591a\u662f\u4f60\u81ea\u5df1\u5728Centauril\u7b49\u9879\u76ee\u4e2d\u505a\u51fa\u7684\u8d21\u732e\uff0c\u518d\u52a0\u4e0a Nvidia \u7684\u5de5\u5177\uff08\u5982IZX\u7b49\uff09\u6781\u5927\u5730\u52a0\u901f\u4e86\u8be5\u9886\u57df\u7684\u8fdb\u5c55\uff0c\u5c24\u5176\u662f\u5728\u4f20\u611f\u548c\u66f4\u4fbf\u5b9c\u7684\u4f20\u611f\u8bbe\u5907\u7b49\u65b9\u9762\u3002\u6240\u4ee5\u6211\u89c9\u5f97\u73b0\u5728\u662f\u4ece\u4e8b\u8fd9\u4e2a\u9886\u57df\u5de5\u4f5c\u7684\u975e\u5e38\u6fc0\u52a8\u4eba\u5fc3\u7684\u65f6\u523b\u3002<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u6211\u540c\u610f\u3002<\/p>\n
Sonya Huang<\/p>\n
\u6211\u8bb0\u5f97\u4f60\u6700\u521d\u7684\u7814\u7a76\u66f4\u591a\u662f\u5728\u865a\u62df\u4e16\u754c\u9886\u57df\u3002\u4f60\u80fd\u4e0d\u80fd\u8c08\u8c08\u662f\u4ec0\u4e48\u8ba9\u4f60\u5bf9 Minecraft \u548c\u673a\u5668\u4eba\u4ea7\u751f\u4e86\u5174\u8da3\uff1f\u5728\u4f60\u770b\u6765\uff0c\u5b83\u4eec\u662f\u5426\u662f\u76f8\u5173\u7684\uff1f\u662f\u4ec0\u4e48\u8ba9\u4f60\u5bf9\u865a\u62df\u4e16\u754c\u4ea7\u751f\u4e86\u5174\u8da3\uff1f<\/p>\n
Jim Fan<\/p>\n
\u8fd9\u662f\u4e2a\u597d\u95ee\u9898\u3002\u5bf9\u6211\u6765\u8bf4\uff0c\u6211\u7684\u4e2a\u4eba\u4f7f\u547d\u662f\u89e3\u51b3\u5177\u8eab\u667a\u80fd\u95ee\u9898\uff0c\u800c\u865a\u62df\u4e16\u754c\u4e2d\u7684\u5177\u8eab\u667a\u80fd\u667a\u80fd\u4f53\u5c31\u662f\u50cf\u6e38\u620f\u548c\u6a21\u62df\u4e2d\u7684\u90a3\u4e9b\u667a\u80fd\u4f53\u3002\u56e0\u6b64\u6211\u5bf9\u6e38\u620f\u4e5f\u6709\u975e\u5e38\u7279\u522b\u7684\u60c5\u611f\u3002\u6211\u81ea\u5df1\u4e5f\u5f88\u559c\u6b22\u73a9\u6e38\u620f\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u4f60\u73a9\u4ec0\u4e48\u6e38\u620f\uff1f<\/p>\n
Jim Fan<\/p>\n
\u6211\u73a9 Minecraft \uff0c\u6211\u8bd5\u8fc7\uff0c\u4f46\u6211\u5e76\u4e0d\u662f\u4e00\u4e2a\u975e\u5e38\u597d\u7684\u73a9\u5bb6\u3002\u6240\u4ee5\u6211\u5e0c\u671b\u6211\u7684 AI \u80fd\u5f25\u8865\u6211\u7cdf\u7cd5\u7684\u6e38\u620f\u6280\u5de7\u3002\u6211\u4e4b\u524d\u53c2\u4e0e\u4e86\u51e0\u4e2a\u6e38\u620f\u9879\u76ee\u3002\u7b2c\u4e00\u4e2a\u662f\u53eb\u505aMind Dojo\u7684\u9879\u76ee\uff0c\u6211\u4eec\u5728 Minecraft \u6e38\u620f\u4e2d\u5f00\u53d1\u4e86\u4e00\u79cd\u901a\u7528\u667a\u80fd\u4f53\u5e73\u53f0\u3002<\/p>\n
\u5bf9\u4e8e\u4e0d\u719f\u6089\u7684\u89c2\u4f17\u6765\u8bf4\uff0c Minecraft \u662f\u4e00\u4e2a\u5f00\u653e\u7684\u4f53\u7d20\u4e16\u754c\uff0c\u4f60\u53ef\u4ee5\u5728\u5176\u4e2d\u505a\u4efb\u4f55\u4f60\u60f3\u505a\u7684\u4e8b\u60c5\u3002\u4f60\u53ef\u4ee5\u5236\u4f5c\u5404\u79cd\u5de5\u5177\uff0c\u5192\u9669\uff0c\u5b83\u662f\u4e00\u4e2a\u5f00\u653e\u5f0f\u6e38\u620f\uff0c\u6ca1\u6709\u7279\u5b9a\u7684\u5f97\u5206\u76ee\u6807\uff0c\u4e5f\u6ca1\u6709\u56fa\u5b9a\u7684\u5267\u60c5\u3002<\/p>\n
\u6211\u4eec\u4ece\u4e92\u8054\u7f51\u4e0a\u6536\u96c6\u4e86\u5927\u91cf\u6570\u636e\uff0c\u6709\u4eba\u73a9 Minecraft \u7684\u89c6\u9891\uff0c\u4e5f\u6709\u89e3\u91ca\u6e38\u620f\u673a\u5236\u7684wiki\u9875\u9762\uff0c\u8fd9\u4e9b\u662f\u591a\u6a21\u6001\u6587\u6863\uff0c\u8fd8\u6709\u50cf Reddit \u7684 Minecraft \u5b50\u8bba\u575b\uff0c\u90a3\u91cc\u6709\u5f88\u591a\u4eba\u7528\u81ea\u7136\u8bed\u8a00\u8ba8\u8bba\u6e38\u620f\u3002<\/p>\n
\u6211\u4eec\u6536\u96c6\u4e86\u8fd9\u4e9b\u591a\u6a21\u6001\u6570\u636e\u96c6\uff0c\u8bad\u7ec3\u6a21\u578b\u6765\u73a9 Minecraft \u3002\u8fd9\u4e2a\u9879\u76ee\u53eb\u505a Mind Dojo\u3002\u540e\u6765\u7b2c\u4e8c\u4e2a\u9879\u76ee\u53eb\u505a Voyager \u3002\u8fd9\u4e2a\u60f3\u6cd5\u662f\u5728 GPT-4 \u53d1\u5e03\u540e\u4ea7\u751f\u7684\uff0c\u56e0\u4e3a\u5b83\u662f\u5f53\u65f6\u6700\u597d\u7684\u7f16\u7a0b\u6a21\u578b\u3002<\/p>\n
\u4e8e\u662f\u6211\u4eec\u60f3\uff0c\u5982\u679c\u6211\u4eec\u5c06\u7f16\u7a0b\u4f5c\u4e3a\u884c\u52a8\u5462\uff1f\u57fa\u4e8e\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u6211\u4eec\u5f00\u53d1\u4e86 Voyager \u667a\u80fd\u4f53\uff0c\u5b83\u901a\u8fc7\u7f16\u5199\u4ee3\u7801\u4e0e Minecraft \u4e16\u754c\u4e92\u52a8\u3002<\/p>\n
\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a API \u5c06 3D \u7684 Minecraft \u4e16\u754c\u8f6c\u6362\u4e3a\u6587\u672c\u8868\u793a\uff0c\u7136\u540e\u8ba9\u667a\u80fd\u4f53\u4f7f\u7528\u884c\u52a8 API \u7f16\u5199\u4ee3\u7801\u3002\u5c31\u50cf\u4eba\u7c7b\u5f00\u53d1\u8005\u4e00\u6837\uff0c\u667a\u80fd\u4f53\u5e76\u4e0d\u603b\u662f\u80fd\u5728\u7b2c\u4e00\u6b21\u5199\u51fa\u6b63\u786e\u7684\u4ee3\u7801\u3002<\/p>\n
\u6240\u4ee5\u6211\u4eec\u7ed9\u5b83\u4e00\u4e2a\u81ea\u6211\u53cd\u601d\u5faa\u73af\uff0c\u5982\u679c\u5b83\u5728 Minecraft \u4e16\u754c\u4e2d\u9047\u5230\u9519\u8bef\u6216\u505a\u9519\u4e86\u4e8b\uff0c\u5b83\u4f1a\u6536\u5230\u53cd\u9988\u5e76\u4fee\u6b63\u5b83\u7684\u7a0b\u5e8f\u3002\u4e00\u65e6\u5b83\u5199\u51fa\u4e86\u6b63\u786e\u7684\u7a0b\u5e8f\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a\u6280\u80fd\uff0c\u5b83\u4f1a\u5c06\u5176\u4fdd\u5b58\u5230\u4e00\u4e2a\u6280\u80fd\u5e93\u4e2d\u3002<\/p>\n
\u4ee5\u540e\u5f53\u667a\u80fd\u4f53\u9047\u5230\u7c7b\u4f3c\u7684\u60c5\u51b5\u65f6\uff0c\u5b83\u4e0d\u9700\u8981\u518d\u6b21\u7ecf\u5386\u8bd5\u9519\u8fc7\u7a0b\uff0c\u53ef\u4ee5\u76f4\u63a5\u4ece\u6280\u80fd\u5e93\u4e2d\u8c03\u7528\u6280\u80fd\u3002<\/p>\n
\u4f60\u53ef\u4ee5\u5c06\u8fd9\u4e2a\u6280\u80fd\u5e93\u89c6\u4e3a\u4e00\u4e2a\u4ee3\u7801\u5e93\uff0c\u5b83\u662f\u7531 Voyager \u81ea\u5df1\u4e92\u52a8\u5730\u6784\u5efa\u7684\uff0c\u5b8c\u5168\u6ca1\u6709\u4eba\u7c7b\u5e72\u9884\u3002\u6574\u4e2a\u4ee3\u7801\u5e93\u90fd\u662f Voyager \u81ea\u5df1\u5f00\u53d1\u7684\u3002<\/p>\n
\u8fd9\u662f\u7b2c\u4e8c\u4e2a\u673a\u5236\uff0c\u6280\u80fd\u5e93\u3002\u7b2c\u4e09\u4e2a\u673a\u5236\u662f\u6211\u4eec\u79f0\u4e4b\u4e3a\u81ea\u52a8\u8bfe\u7a0b\u751f\u6210\u3002\u667a\u80fd\u4f53\u77e5\u9053\u5b83\u77e5\u9053\u4ec0\u4e48\uff0c\u4e5f\u77e5\u9053\u5b83\u4e0d\u77e5\u9053\u4ec0\u4e48\u3002<\/p>\n
\u56e0\u6b64\u5b83\u80fd\u591f\u63d0\u51fa\u4e0b\u4e00\u4e2a\u4efb\u52a1\uff0c\u8fd9\u4e2a\u4efb\u52a1\u65e2\u4e0d\u4f1a\u592a\u96be\u4e5f\u4e0d\u4f1a\u592a\u7b80\u5355\uff0c\u7136\u540e\u5b83\u80fd\u591f\u6cbf\u7740\u8fd9\u6761\u8def\u5f84\u53d1\u73b0\u5404\u79cd\u6280\u80fd\u3001\u5de5\u5177\uff0c\u5e76\u5728 Minecraft \u7684\u5e7f\u9614\u4e16\u754c\u4e2d\u65c5\u884c\u3002<\/p>\n
\u56e0\u4e3a\u5b83\u65c5\u884c\u5f97\u5f88\u591a\uff0c\u6240\u4ee5\u6211\u4eec\u79f0\u4e4b\u4e3a Voyager \u3002\u6240\u4ee5\u8fd9\u5c31\u662f\u6211\u4eec\u56e2\u961f\u6700\u65e9\u6784\u5efa\u5177\u8eab\u667a\u80fd\u4f53\u4e0e\u865a\u62df\u4e16\u754c\u4ea4\u4e92\u7684\u5c1d\u8bd5\u4e4b\u4e00\u3002<\/p>\n
Sonya Huang<\/p>\n
\u8c08\u8c08\u4f60\u521a\u624d\u63d0\u5230\u7684\u8bfe\u7a0b\u751f\u6210\u673a\u5236\uff0c\u6211\u89c9\u5f97\u8fd9\u975e\u5e38\u6709\u8da3\uff0c\u56e0\u4e3a\u8fd9\u4f3c\u4e4e\u662f\u63a8\u7406\u548c LLM \u4e16\u754c\u4e2d\u5c1a\u672a\u5b8c\u5168\u89e3\u51b3\u7684\u95ee\u9898\u4e4b\u4e00\u3002<\/p>\n
\u5982\u4f55\u8ba9\u8fd9\u4e9b\u6a21\u578b\u81ea\u6211\u610f\u8bc6\u5230\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\u4ee5\u63d0\u9ad8\u81ea\u5df1\uff1f\u4f60\u80fd\u5426\u518d\u8be6\u7ec6\u8c08\u8c08\u4f60\u4eec\u5728\u8bfe\u7a0b\u751f\u6210\u548c\u63a8\u7406\u65b9\u9762\u7684\u6784\u5efa\uff1f<\/p>\n
Jim Fan<\/p>\n
\u5f53\u7136\u3002\u6211\u8ba4\u4e3a\u8fd9\u4e9b\u524d\u6cbf\u6a21\u578b\u5c55\u793a\u4e86\u4e00\u79cd\u975e\u5e38\u6709\u8da3\u7684\u6d8c\u73b0\u7279\u6027\uff0c\u5b83\u4eec\u80fd\u591f\u53cd\u601d\u81ea\u5df1\u7684\u884c\u4e3a\uff0c\u5e76\u4e14\u5b83\u4eec\u4f3c\u4e4e\u77e5\u9053\u81ea\u5df1\u638c\u63e1\u4e86\u4ec0\u4e48\u3001\u8fd8\u4e0d\u77e5\u9053\u4ec0\u4e48\uff0c\u80fd\u591f\u636e\u6b64\u63d0\u51fa\u4efb\u52a1\u3002<\/p>\n
\u5728 Voyager \u4e2d\uff0c\u6211\u4eec\u7ed9\u667a\u80fd\u4f53\u8bbe\u5b9a\u4e86\u4e00\u4e2a\u9ad8\u5c42\u6307\u4ee4\uff0c\u90a3\u5c31\u662f\u5c3d\u53ef\u80fd\u591a\u5730\u53d1\u73b0\u65b0\u7684\u7269\u54c1\u3002<\/p>\n
\u6211\u4eec\u53ea\u7ed9\u4e86\u8fd9\u4e2a\u4e00\u53e5\u8bdd\u7684\u76ee\u6807\uff0c\u6ca1\u7ed9\u51fa\u4efb\u4f55\u5173\u4e8e\u5148\u53d1\u73b0\u54ea\u4e9b\u7269\u54c1\u3001\u5148\u89e3\u9501\u54ea\u4e9b\u5de5\u5177\u7684\u6307\u4ee4\u3002<\/p>\n
\u667a\u80fd\u4f53\u901a\u8fc7\u7f16\u7801\u3001\u63d0\u793a\u548c\u6280\u80fd\u5e93\u81ea\u5df1\u53d1\u73b0\u4e86\u8fd9\u4e9b\u3002\u8fd9\u79cd\u7cfb\u7edf\u7684\u5de5\u4f5c\u65b9\u5f0f\u975e\u5e38\u60ca\u4eba\uff0c\u6211\u8ba4\u4e3a\u8fd9\u662f\u4e00\u79cd\u5728\u62e5\u6709\u5f3a\u5927\u63a8\u7406\u5f15\u64ce\u540e\u81ea\u7136\u6d8c\u73b0\u7684\u7279\u6027\u3002<\/p>\n
Sonya Huang<\/p>\n
\u4f60\u8ba4\u4e3a\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u591a\u7684\u865a\u62df\u4e16\u754c\u7814\u7a76\u90fd\u96c6\u4e2d\u5728\u865a\u62df\u4e16\u754c\uff1f\u6211\u76f8\u4fe1\u4e0d\u4ec5\u4ec5\u662f\u56e0\u4e3a\u8bb8\u591a\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u4eba\u5458\u559c\u6b22\u73a9\u7535\u5b50\u6e38\u620f\uff0c\u867d\u7136\u8fd9\u53ef\u80fd\u4e5f\u6709\u70b9\u5e2e\u52a9\u3002\u4f60\u89c9\u5f97\u5728\u865a\u62df\u4e16\u754c\u4e2d\u89e3\u51b3\u95ee\u9898\u4e0e\u7269\u7406\u4e16\u754c\u4e2d\u7684\u95ee\u9898\u6709\u4ec0\u4e48\u8054\u7cfb\uff1f\u4e24\u8005\u5982\u4f55\u76f8\u4e92\u5f71\u54cd\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u6211\u4e00\u76f4\u8ba4\u4e3a\u6e38\u620f\u548c\u673a\u5668\u4eba\u4e4b\u95f4\u6709\u5f88\u591a\u76f8\u4f3c\u7684\u539f\u5219\u3002\u5bf9\u4e8e\u5177\u8eab\u667a\u80fd\u4f53\u6765\u8bf4\uff0c\u5b83\u4eec\u7684\u8f93\u5165\u662f\u611f\u77e5\u4fe1\u606f\uff0c\u6bd4\u5982\u89c6\u9891\u6d41\u548c\u4e00\u4e9b\u611f\u5b98\u8f93\u5165\uff0c\u8f93\u51fa\u5219\u662f\u884c\u52a8\u3002<\/p>\n
\u5728\u6e38\u620f\u4e2d\uff0c\u8fd9\u53ef\u80fd\u662f\u952e\u76d8\u548c\u9f20\u6807\u7684\u52a8\u4f5c\uff0c\u800c\u5728\u673a\u5668\u4eba\u4e2d\u5219\u662f\u4f4e\u7ea7\u522b\u7684\u8fd0\u52a8\u63a7\u5236\u3002\u6240\u4ee5\u4ece API \u7684\u89d2\u5ea6\u770b\uff0c\u8fd9\u4e24\u8005\u662f\u76f8\u4f3c\u7684\u3002<\/p>\n
\u8fd9\u4e9b\u667a\u80fd\u4f53\u9700\u8981\u63a2\u7d22\u4e16\u754c\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u9700\u8981\u81ea\u5df1\u6536\u96c6\u6570\u636e\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u6240\u8c13\u7684\u5f3a\u5316\u5b66\u4e60\u548c\u81ea\u6211\u63a2\u7d22\uff0c\u800c\u8fd9\u4e00\u539f\u5219\u5728\u7269\u7406\u667a\u80fd\u4f53\u548c\u865a\u62df\u667a\u80fd\u4f53\u4e2d\u90fd\u662f\u5171\u4eab\u7684\u3002\u4f46\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\uff0c\u673a\u5668\u4eba\u6280\u672f\u66f4\u96be\uff0c\u56e0\u4e3a\u4f60\u9700\u8981\u8de8\u8d8a\u6a21\u62df\u4e0e\u73b0\u5b9e\u7684\u5dee\u8ddd\u3002<\/p>\n
\u5728\u6a21\u62df\u4e2d\uff0c\u7269\u7406\u548c\u6e32\u67d3\u6c38\u8fdc\u65e0\u6cd5\u5b8c\u7f8e\uff0c\u6240\u4ee5\u5c06\u6a21\u62df\u4e2d\u5b66\u5230\u7684\u4e1c\u897f\u8f6c\u79fb\u5230\u73b0\u5b9e\u4e16\u754c\u662f\u4e00\u5927\u6311\u6218\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f00\u653e\u7684\u7814\u7a76\u95ee\u9898\u3002<\/p>\n
\u56e0\u6b64\uff0c\u673a\u5668\u4eba\u6280\u672f\u6709\u4e00\u4e2a\u201c\u6a21\u62df\u4e0e\u73b0\u5b9e\u5dee\u8ddd\u201d\u95ee\u9898\uff0c\u800c\u6e38\u620f\u5219\u6ca1\u6709\u3002\u4f60\u662f\u5728\u540c\u4e00\u4e2a\u73af\u5883\u4e2d\u8bad\u7ec3\u548c\u6d4b\u8bd5\u3002\u56e0\u6b64\uff0c\u8fd9\u662f\u5b83\u4eec\u4e4b\u95f4\u7684\u533a\u522b\u4e4b\u4e00\u3002<\/p>\n
\u53bb\u5e74\u6211\u63d0\u51fa\u4e86\u4e00\u4e2a\u6982\u5ff5\uff0c\u53eb\u505a\u57fa\u7840\u667a\u80fd\u4f53\uff08Foundation Agent\uff09\uff0c\u6211\u76f8\u4fe1\u6700\u7ec8\u6211\u4eec\u4f1a\u62e5\u6709\u4e00\u4e2a\u53ef\u4ee5\u540c\u65f6\u5e94\u7528\u4e8e\u865a\u62df\u548c\u7269\u7406\u667a\u80fd\u4f53\u7684\u6a21\u578b\u3002<\/p>\n
\u57fa\u7840\u667a\u80fd\u4f53\u5c06\u80fd\u591f\u5728\u4e09\u4e2a\u65b9\u9762\u5b9e\u73b0\u6cdb\u5316\uff1a\u7b2c\u4e00\u662f\u5b83\u80fd\u591f\u6267\u884c\u7684\u6280\u80fd\uff0c\u7b2c\u4e8c\u662f\u5b83\u80fd\u591f\u63a7\u5236\u7684\u5177\u8eab\u5f62\u6001\uff0c\u7b2c\u4e09\u662f\u5b83\u80fd\u591f\u638c\u63e1\u7684\u4e16\u754c\uff0c\u65e0\u8bba\u662f\u865a\u62df\u4e16\u754c\u8fd8\u662f\u73b0\u5b9e\u4e16\u754c\u3002\u8fd9\u5c31\u662f\u6211\u4eecGER\u56e2\u961f\u60f3\u8981\u8ffd\u6c42\u7684\u7ec8\u6781\u613f\u666f\uff0c\u57fa\u7840\u667a\u80fd\u4f53\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u8c08\u5230\u865a\u62df\u4e16\u754c\u548c\u6e38\u620f\u9886\u57df\uff0c\u4f60\u5df2\u7ecf\u5728\u5f00\u653e\u73af\u5883\u4e2d\u89e3\u9501\u4e86\u4e00\u4e9b\u63a8\u7406\u548c\u6d8c\u73b0\u884c\u4e3a\u3002\u5728\u6e38\u620f\u4e16\u754c\u91cc\uff0c\u4f60\u4e2a\u4eba\u7684\u68a6\u60f3\u662f\u4ec0\u4e48\uff1f\u4f60\u5e0c\u671b AI \u667a\u80fd\u4f53\u5728\u6e38\u620f\u9886\u57df\u5e26\u6765\u600e\u6837\u7684\u521b\u65b0\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u6211\u5bf9\u4e24\u4e2a\u65b9\u9762\u7279\u522b\u5174\u594b\u3002\u9996\u5148\u662f\u6e38\u620f\u4e2d\u7684\u667a\u80fd\u4f53\u3002\u73b0\u5728\u7684 NPC \uff08\u975e\u73a9\u5bb6\u89d2\u8272\uff09\u6709\u56fa\u5b9a\u7684\u811a\u672c\uff0c\u90fd\u662f\u624b\u52a8\u7f16\u5199\u7684\u3002\u4f46\u5982\u679c\u6211\u4eec\u6709\u771f\u6b63\u201c\u6d3b\u7740\u201d\u7684 NPC \u5462\uff1f<\/p>\n
\u4ed6\u4eec\u80fd\u591f\u8bb0\u4f4f\u4f60\u4e4b\u524d\u544a\u8bc9\u4ed6\u4eec\u7684\u4e8b\u60c5\uff0c\u5e76\u4e14\u53ef\u4ee5\u5728\u6e38\u620f\u4e16\u754c\u4e2d\u91c7\u53d6\u884c\u52a8\uff0c\u6539\u53d8\u6e38\u620f\u7684\u53d9\u4e8b\u548c\u6545\u4e8b\u53d1\u5c55\u3002\u8fd9\u662f\u6211\u4eec\u8fd8\u6ca1\u6709\u89c1\u5230\u7684\uff0c\u4f46\u6211\u89c9\u5f97\u8fd9\u91cc\u6709\u5de8\u5927\u7684\u6f5c\u529b\u3002<\/p>\n
\u8fd9\u6837\u4e00\u6765\uff0c\u6bcf\u4e2a\u4eba\u73a9\u540c\u4e00\u4e2a\u6e38\u620f\u90fd\u4f1a\u6709\u4e0d\u540c\u7684\u4f53\u9a8c\uff0c\u751a\u81f3\u4e00\u4e2a\u4eba\u4e24\u6b21\u73a9\u540c\u4e00\u4e2a\u6e38\u620f\uff0c\u6545\u4e8b\u4e5f\u4e0d\u4e00\u6837\uff0c\u8fd9\u6837\u6bcf\u4e2a\u6e38\u620f\u90fd\u6709\u65e0\u9650\u7684\u91cd\u73a9\u4ef7\u503c\u3002<\/p>\n
\u7b2c\u4e8c\u4e2a\u65b9\u9762\u662f\u6e38\u620f\u4e16\u754c\u672c\u8eab\u7684\u751f\u6210\u3002\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u4e86\u8bb8\u591a\u5de5\u5177\u5728\u505a\u8fd9\u65b9\u9762\u7684\u90e8\u5206\u5de5\u4f5c\uff0c\u6bd4\u5982\u4ece\u6587\u672c\u751f\u6210 3D \u8d44\u4ea7\uff0c\u6216\u8005\u4ece\u6587\u672c\u751f\u6210\u89c6\u9891\u7684\u6a21\u578b\uff0c\u8fd8\u6709\u80fd\u591f\u751f\u6210\u6545\u4e8b\u60c5\u8282\u7684\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n
\u5982\u679c\u6211\u4eec\u628a\u8fd9\u4e9b\u5de5\u5177\u7ed3\u5408\u8d77\u6765\uff0c\u90a3\u4e48\u6e38\u620f\u4e16\u754c\u53ef\u4ee5\u5728\u4f60\u73a9\u7684\u65f6\u5019\u5373\u65f6\u751f\u6210\uff0c\u5e76\u4e0e\u4f60\u4e92\u52a8\u3002\u8fd9\u5c06\u662f\u975e\u5e38\u4ee4\u4eba\u60ca\u53f9\u7684\uff0c\u4e5f\u662f\u4e00\u4e2a\u771f\u6b63\u5f00\u653e\u5f0f\u7684\u4f53\u9a8c\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u7279\u522b\u6709\u8da3\u3002\u5173\u4e8e\u667a\u80fd\u4f53\u7684\u613f\u666f\uff0c\u4f60\u89c9\u5f97\u9700\u8981 GPT-4 \u7ea7\u522b\u7684\u80fd\u529b\u5417\uff1f\u8fd8\u662f\u50cf Llama 8B \u8fd9\u6837\u7684\u6a21\u578b\u5c31\u80fd\u5b9e\u73b0\uff1f<\/p>\n
Jim Fan<\/p>\n
\u6211\u8ba4\u4e3a\u667a\u80fd\u4f53\u9700\u8981\u5177\u5907\u51e0\u4e2a\u5173\u952e\u80fd\u529b\u3002\u9996\u5148\uff0c\u5b83\u9700\u8981\u80fd\u591f\u8fdb\u884c\u6709\u8da3\u7684\u5bf9\u8bdd\uff0c\u62e5\u6709\u4e00\u81f4\u7684\u4e2a\u6027\uff0c\u5177\u5907\u957f\u671f\u8bb0\u5fc6\uff0c\u8fd8\u8981\u80fd\u591f\u5728\u4e16\u754c\u4e2d\u91c7\u53d6\u884c\u52a8\u3002<\/p>\n
\u5c31\u8fd9\u4e9b\u65b9\u9762\u800c\u8a00\uff0c\u76ee\u524d\u7684 Llama \u6a21\u578b\u5df2\u7ecf\u76f8\u5f53\u4e0d\u9519\uff0c\u4f46\u8fd8\u4e0d\u8db3\u4ee5\u4ea7\u751f\u975e\u5e38\u591a\u6837\u5316\u548c\u5f15\u4eba\u5165\u80dc\u7684\u884c\u4e3a\u3002\u56e0\u6b64\uff0c\u6211\u8ba4\u4e3a\u5728\u8fd9\u65b9\u9762\u4ecd\u6709\u5dee\u8ddd\u3002\u53e6\u4e00\u4e2a\u95ee\u9898\u662f\u63a8\u7406\u6210\u672c\u3002<\/p>\n
\u5982\u679c\u6211\u4eec\u60f3\u5c06\u8fd9\u4e9b\u667a\u80fd\u4f53\u90e8\u7f72\u7ed9\u6e38\u620f\u73a9\u5bb6\uff0c\u8981\u4e48\u9700\u8981\u975e\u5e38\u4f4e\u7684\u4e91\u6258\u7ba1\u6210\u672c\uff0c\u8981\u4e48\u80fd\u591f\u5728\u672c\u5730\u8bbe\u5907\u4e0a\u8fd0\u884c\uff0c\u5426\u5219\u5728\u6210\u672c\u4e0a\u662f\u4e0d\u53ef\u6269\u5c55\u7684\u3002\u6240\u4ee5\u8fd9\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u4f18\u5316\u7684\u56e0\u7d20\u3002<\/p>\n
Sonya Huang<\/p>\n
\u4f60\u89c9\u5f97\u5728\u865a\u62df\u4e16\u754c\u4e2d\u7684\u6240\u6709\u5de5\u4f5c\uff0c\u662f\u5426\u662f\u4e3a\u4e86\u670d\u52a1\u4e8e\u7269\u7406\u4e16\u754c\u7684\u76ee\u6807\uff1f\u8fd8\u662f\u8bf4\u865a\u62df\u4e16\u754c\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u8db3\u591f\u6709\u4ef7\u503c\u7684\u9886\u57df\uff1f\u4f60\u5982\u4f55\u5728\u7269\u7406\u4e16\u754c\u548c\u865a\u62df\u4e16\u754c\u4e4b\u95f4\u5e73\u8861\u4f60\u7684\u5de5\u4f5c\u4f18\u5148\u7ea7\uff1f<\/p>\n
Jim Fan<\/p>\n
\u6211\u8ba4\u4e3a\u865a\u62df\u4e16\u754c\u548c\u7269\u7406\u4e16\u754c\u6700\u7ec8\u53ea\u662f\u5728\u540c\u4e00\u4e2a\u8f74\u4e0a\u7684\u4e0d\u540c\u73b0\u5b9e\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6709\u4e00\u79cd\u6280\u672f\u53eb\u505a\u9886\u57df\u968f\u673a\u5316\uff0c\u5b83\u7684\u5de5\u4f5c\u539f\u7406\u662f\u4f60\u5728\u6a21\u62df\u4e2d\u8bad\u7ec3\u673a\u5668\u4eba\uff0c\u4f46\u540c\u65f6\u5728 1 \u4e07\u4e2a\u4e0d\u540c\u7684\u6a21\u62df\u4e2d\u5e76\u884c\u8bad\u7ec3\uff0c\u6bcf\u4e2a\u6a21\u62df\u7684\u7269\u7406\u53c2\u6570\u90fd\u4e0d\u540c\uff0c\u6bd4\u5982\u91cd\u529b\u3001\u6469\u64e6\u529b\u3001\u91cd\u91cf\u7b49\u3002\u8fd9\u5b9e\u9645\u4e0a\u662f 1 \u4e07\u4e2a\u4e0d\u540c\u7684\u4e16\u754c\u3002<\/p>\n
\u5982\u679c\u6211\u4eec\u6709\u4e00\u4e2a\u667a\u80fd\u4f53\u80fd\u591f\u638c\u63e1\u6240\u6709\u8fd9 1 \u4e07\u4e2a\u4e0d\u540c\u7684\u73b0\u5b9e\u914d\u7f6e\uff0c\u90a3\u4e48\u6211\u4eec\u73b0\u5b9e\u7684\u7269\u7406\u4e16\u754c\u5c31\u53ea\u662f\u7b2c 1 \u4e07\u96f6\u4e00\u4e2a\u6a21\u62df\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u80fd\u591f\u4ece\u865a\u62df\u4e16\u754c\u76f4\u63a5\u6cdb\u5316\u5230\u73b0\u5b9e\u4e16\u754c\u3002<\/p>\n
\u8fd9\u5b9e\u9645\u4e0a\u6b63\u662f\u6211\u4eec\u5728 Eureka \u540e\u7eed\u5de5\u4f5c\u4e2d\u6240\u505a\u7684\u3002\u6211\u4eec\u4f7f\u7528\u5404\u79cd\u968f\u673a\u5316\u7684\u6a21\u62df\u8bad\u7ec3\u667a\u80fd\u4f53\uff0c\u7136\u540e\u65e0\u9700\u8fdb\u4e00\u6b65\u5fae\u8c03\uff0c\u5c31\u80fd\u591f\u5c06\u5176\u76f4\u63a5\u8f6c\u79fb\u5230\u73b0\u5b9e\u4e16\u754c\u3002<\/p>\n
\u6211\u76f8\u4fe1\u8fd9\u79cd\u65b9\u6cd5\u662f\u6709\u6548\u7684\u3002\u5982\u679c\u6211\u4eec\u6709\u5404\u79cd\u865a\u62df\u4e16\u754c\uff08\u5305\u62ec\u6e38\u620f\u4e16\u754c\uff09\uff0c\u5e76\u4e14\u6709\u4e00\u4e2a\u667a\u80fd\u4f53\u80fd\u591f\u5728\u6240\u6709\u8fd9\u4e9b\u4e16\u754c\u4e2d\u638c\u63e1\u5404\u79cd\u6280\u80fd\uff0c\u90a3\u4e48\u73b0\u5b9e\u4e16\u754c\u53ea\u662f\u66f4\u5927\u5206\u5e03\u4e2d\u7684\u4e00\u90e8\u5206\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u4f60\u80fd\u4e0d\u80fd\u8ddf\u5927\u5bb6\u5206\u4eab\u4e00\u4e0b Dr. Eureka \u9879\u76ee\uff1f<\/p>\n
Jim Fan<\/p>\n
\u5f53\u7136\u3002\u5728 Dr. Eureka \u9879\u76ee\u4e2d\uff0c\u6211\u4eec\u57fa\u4e8e Eureka \u7684\u6210\u679c\uff0c\u4f9d\u7136\u4f7f\u7528 LLM \u4f5c\u4e3a\u673a\u5668\u4eba\u5f00\u53d1\u8005\u3002LLM \u4f1a\u7f16\u5199\u4ee3\u7801\uff0c\u4ee3\u7801\u7528\u4e8e\u6307\u5b9a\u6a21\u62df\u53c2\u6570\uff0c\u6bd4\u5982\u9886\u57df\u968f\u673a\u5316\u53c2\u6570\u3002<\/p>\n
\u7ecf\u8fc7\u51e0\u6b21\u8fed\u4ee3\u540e\uff0c\u6211\u4eec\u5728\u6a21\u62df\u4e2d\u8bad\u7ec3\u7684\u7b56\u7565\u80fd\u591f\u6cdb\u5316\u5230\u73b0\u5b9e\u4e16\u754c\u3002\u6211\u4eec\u5c55\u793a\u7684\u4e00\u4e2a\u5177\u4f53\u4f8b\u5b50\u662f\uff0c\u6211\u4eec\u8ba9\u4e00\u4e2a\u673a\u5668\u4eba\u72d7\u5728\u745c\u4f3d\u7403\u4e0a\u884c\u8d70\uff0c\u5b83\u4e0d\u4ec5\u80fd\u591f\u4fdd\u6301\u5e73\u8861\uff0c\u8fd8\u80fd\u5411\u524d\u884c\u8d70\u3002<\/p>\n
\u6709\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u8bc4\u8bba\uff0c\u6709\u4eba\u8ba9\u81ea\u5df1\u7684\u771f\u72d7\u53bb\u5c1d\u8bd5\u8fd9\u4e2a\u4efb\u52a1\uff0c\u7ed3\u679c\u53d1\u73b0\u5b83\u7684\u72d7\u771f\u7684\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\u3002\u6240\u4ee5\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u6211\u4eec\u7684\u795e\u7ecf\u7f51\u7edc\u8d85\u8d8a\u4e86\u201c\u771f\u72d7\u201d\u7684\u8868\u73b0\u3002<\/p>\n
Sonya Huang<\/p>\n
\u6211\u6562\u80af\u5b9a\u6211\u7684\u72d7\u662f\u505a\u4e0d\u5230\u7684\uff0c\u54c8\u54c8\u3002<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u4eba\u5de5\u72d7\u667a\u80fd\uff08ADI\uff09\uff0c\u8fd9\u662f\u4e0b\u4e00\u672c\u5192\u9669\u4e66\u7684\u4e3b\u9898\u3002<\/p>\n
Sonya Huang<\/p>\n
\u5728\u865a\u62df\u4e16\u754c\u9886\u57df\uff0c\u6700\u8fd1\u51fa\u73b0\u4e86\u5f88\u591a\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684 3D \u548c\u89c6\u9891\u751f\u6210\u6a21\u578b\uff0c\u8bb8\u591a\u90fd\u662f\u57fa\u4e8e Transformer \u7684\u3002\u4f60\u89c9\u5f97\u6211\u4eec\u662f\u5426\u5df2\u7ecf\u8fbe\u5230\u4e86\u90a3\u4e2a\u53ef\u4ee5\u51ed\u501f\u8fd9\u4e9b\u67b6\u6784\u5b9e\u73b0\u7406\u60f3\u76ee\u6807\u7684\u9636\u6bb5\uff1f\u6216\u8005\u4f60\u8ba4\u4e3a\u5728\u6a21\u578b\u67b6\u6784\u65b9\u9762\u4ecd\u7136\u9700\u8981\u4e00\u4e9b\u7a81\u7834\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u6211\u8ba4\u4e3a\u5728\u673a\u5668\u4eba\u57fa\u7840\u6a21\u578b\u65b9\u9762\uff0c\u6211\u4eec\u8fd8\u6ca1\u6709\u5145\u5206\u53d1\u6325 Transformer \u67b6\u6784\u7684\u6781\u9650\u3002\u5f53\u524d\u66f4\u5927\u7684\u74f6\u9888\u662f\u6570\u636e\u95ee\u9898\u3002<\/p>\n
\u6b63\u5982\u6211\u4e4b\u524d\u63d0\u5230\u7684\uff0c\u6211\u4eec\u65e0\u6cd5\u4ece\u4e92\u8054\u7f51\u4e0a\u4e0b\u8f7d\u673a\u5668\u4eba\u63a7\u5236\u7684\u6570\u636e\u3002\u6211\u4eec\u5fc5\u987b\u5728\u6a21\u62df\u4e2d\u6216\u901a\u8fc7\u771f\u5b9e\u673a\u5668\u4eba\u6536\u96c6\u8fd9\u4e9b\u6570\u636e\u3002<\/p>\n
\u4e00\u65e6\u6211\u4eec\u6709\u4e86\u6210\u719f\u7684\u6570\u636e\u7ba1\u9053\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u6570\u636e token \u5316\uff0c\u7136\u540e\u5c06\u5b83\u4eec\u9001\u5165 Transformer \u8fdb\u884c\u538b\u7f29\uff0c\u5c31\u50cf Transformer \u9884\u6d4b Wikipedia \u4e0a\u7684\u4e0b\u4e00\u4e2a\u8bcd\u4e00\u6837\u3002<\/p>\n
\u6211\u4eec\u4ecd\u5728\u9a8c\u8bc1\u8fd9\u4e9b\u5047\u8bbe\uff0c\u4f46\u6211\u8ba4\u4e3a Transformer \u7684\u6781\u9650\u8fd8\u672a\u88ab\u5145\u5206\u63a2\u7d22\u3002\u76ee\u524d\u4e5f\u6709\u5f88\u591a\u66ff\u4ee3 Transformer \u67b6\u6784\u7684\u7814\u7a76\uff0c\u6211\u5bf9\u6b64\u975e\u5e38\u611f\u5174\u8da3\u3002<\/p>\n
\u6700\u8fd1\u6709\u4e00\u79cd\u53eb\u505a\u6d4b\u8bd5\u65f6\u8bad\u7ec3\uff08test-time training\uff09\u7684\u67b6\u6784\uff0c\u8fd8\u6709\u4e00\u4e9b\u5176\u4ed6\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u5b83\u4eec\u63d0\u51fa\u4e86\u4e00\u4e9b\u975e\u5e38\u6709\u524d\u666f\u7684\u60f3\u6cd5\u3002\u867d\u7136\u8fd9\u4e9b\u66ff\u4ee3\u67b6\u6784\u8fd8\u6ca1\u6709\u8fbe\u5230\u6700\u524d\u6cbf\u6a21\u578b\u7684\u8868\u73b0\uff0c\u4f46\u6211\u671f\u5f85\u770b\u5230\u66f4\u591a Transformer \u7684\u66ff\u4ee3\u65b9\u6848\u51fa\u73b0\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u6709\u6ca1\u6709\u4ec0\u4e48\u7279\u522b\u5438\u5f15\u4f60\u6ce8\u610f\u7684\u6a21\u578b\uff0c\u4e3a\u4ec0\u4e48\uff1f<\/p>\n
Jim Fan<\/p>\n
\u662f\u7684\uff0c\u6211\u63d0\u5230\u4e86\u201cmember\u201d\u5de5\u4f5c\u548c\u201c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u201d\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u4e0d\u540c\u65f6\u95f4\u70b9\u8868\u73b0\u5f97\u66f4\u6709\u6548\u7387\u3002\u4e0e Transformer \u6a21\u578b\u9700\u8981\u5904\u7406\u6240\u6709\u8fc7\u53bb\u7684 token \u4e0d\u540c\uff0c\u8fd9\u4e9b\u6a21\u578b\u6709\u66f4\u9ad8\u6548\u7684\u5185\u5728\u673a\u5236\uff0c\u6240\u4ee5\u6211\u89c9\u5f97\u5b83\u4eec\u5f88\u6709\u524d\u9014\u3002\u4e0d\u8fc7\uff0c\u6211\u4eec\u9700\u8981\u5c06\u5b83\u4eec\u6269\u5c55\u5230\u524d\u6cbf\u6a21\u578b\u7684\u89c4\u6a21\uff0c\u624d\u80fd\u771f\u6b63\u770b\u5230\u5b83\u4eec\u4e0e Transformer \u7684\u6b63\u9762\u5bf9\u6bd4\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u5177\u8eab\u667a\u80fd\u9886\u57df\u4e4b\u5916\uff0c\u4f60\u5bf9 AI \u6700\u611f\u5174\u8da3\u7684\u662f\u4ec0\u4e48\uff1f<\/p>\n
Jim Fan<\/p>\n
\u6211\u5bf9\u89c6\u9891\u751f\u6210\u7279\u522b\u5174\u594b\uff0c\u56e0\u4e3a\u6211\u8ba4\u4e3a\u89c6\u9891\u751f\u6210\u662f\u4e00\u79cd\u4e16\u754c\u6a21\u62df\u5668\u3002\u6211\u4eec\u53ef\u4ee5\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u7269\u7406\u548c\u6e32\u67d3\u3002\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u4e86\u50cf OpenAI \u7684 Sora \u8fd9\u6837\u7684\u6a21\u578b\uff0c\u540e\u6765\u6709\u5f88\u591a\u65b0\u6a21\u578b\u8ddf\u4e0a\u4e86 Sora\uff0c\u6240\u4ee5\u8fd9\u662f\u4e00\u4e2a\u6b63\u5728\u8fdb\u884c\u7684\u7814\u7a76\u8bdd\u9898\u3002<\/p>\n
Sonya Huang<\/p>\n
\u4e16\u754c\u6a21\u62df\u5668\u80fd\u5e26\u7ed9\u6211\u4eec\u4ec0\u4e48\uff1f<\/p>\n
Jim Fan<\/p>\n
\u6211\u8ba4\u4e3a\u5b83\u80fd\u4e3a\u6211\u4eec\u5e26\u6765\u4e00\u4e2a\u6570\u636e\u9a71\u52a8\u7684\u6a21\u62df\u73af\u5883\uff0c\u5728\u5176\u4e2d\u6211\u4eec\u53ef\u4ee5\u8bad\u7ec3\u5177\u8eab\u667a\u80fd\uff0c\u90a3\u5c06\u4f1a\u975e\u5e38\u4e86\u4e0d\u8d77\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u4ece\u957f\u671f\u6765\u770b\uff0c\u4f60\u5bf9 AI \u6700\u611f\u5174\u8da3\u7684\u662f\u4ec0\u4e48\uff1f\u5341\u5e74\u6216\u66f4\u4e45\u4ee5\u540e\uff1f<\/p>\n
Jim Fan<\/p>\n
\u6709\u51e0\u4e2a\u65b9\u9762\u3002\u9996\u5148\u662f\u63a8\u7406\u65b9\u9762\uff0c\u6211\u5bf9\u80fd\u591f\u7f16\u7a0b\u7684\u6a21\u578b\u975e\u5e38\u611f\u5174\u8da3\u3002\u6211\u8ba4\u4e3a\u7f16\u7a0b\u662f\u4e00\u4e2a\u975e\u5e38\u57fa\u7840\u7684\u63a8\u7406\u4efb\u52a1\uff0c\u540c\u65f6\u5177\u6709\u5de8\u5927\u7684\u7ecf\u6d4e\u4ef7\u503c\u3002\u4e5f\u8bb8\u5341\u5e74\u540e\uff0c\u6211\u4eec\u4f1a\u6709\u8fbe\u5230\u4eba\u7c7b\u6c34\u5e73\u7684\u7f16\u7a0b\u667a\u80fd\u4f53\uff0c\u8fd9\u5c06\u5927\u5927\u52a0\u901f\u5f00\u53d1\u8fdb\u7a0b\uff0c\u4f7f\u7528\u8fd9\u4e9b\u5927\u6a21\u578b\u672c\u8eab\u3002\u7b2c\u4e8c\u4e2a\u65b9\u9762\u5f53\u7136\u662f\u673a\u5668\u4eba\u6280\u672f\u3002<\/p>\n
\u6211\u8ba4\u4e3a\u5341\u5e74\u540e\uff0c\u6211\u4eec\u5c06\u62e5\u6709\u50cf\u4eba\u7c7b\u4e00\u6837\u53ef\u9760\u548c\u654f\u6377\u7684\u4eba\u5f62\u673a\u5668\u4eba\uff0c\u751a\u81f3\u53ef\u80fd\u8d85\u8d8a\u4eba\u7c7b\u3002\u6211\u5e0c\u671b\u5230\u90a3\u65f6\uff0cProject Groot\u4f1a\u53d6\u5f97\u6210\u529f\uff0c\u6211\u4eec\u80fd\u591f\u62e5\u6709\u5e2e\u52a9\u6211\u4eec\u65e5\u5e38\u751f\u6d3b\u7684\u4eba\u5f62\u673a\u5668\u4eba\u3002<\/p>\n
\u6211\u53ea\u662f\u5e0c\u671b\u673a\u5668\u4eba\u80fd\u5e2e\u6211\u6d17\u8863\u670d\u3002\u8fd9\u662f\u6211\u7684\u68a6\u60f3\u3002<\/p>\n
Sonya Huang<\/p>\n
\u4f60\u89c9\u5f97\u54ea\u4e00\u5e74\u673a\u5668\u4eba\u4f1a\u5e2e\u6211\u4eec\u6d17\u8863\u670d\uff1f<\/p>\n
Jim Fan<\/p>\n
\u8d8a\u5feb\u8d8a\u597d\uff0c\u6211\u5df2\u7ecf\u7b49\u4e0d\u53ca\u4e86\u3002<\/p>\n
Sonya Huang<\/p>\n
\u5728 AI \u9886\u57df\uff0c\u8c01\u6700\u542f\u53d1\u4f60\uff1f\u4f60\u66fe\u6709\u673a\u4f1a\u4e0e\u8bb8\u591a\u4f1f\u5927\u7684 AI \u4eba\u7269\u5171\u4e8b\uff0c\u6700\u65e9\u53ef\u4ee5\u8ffd\u6eaf\u5230\u4f60\u7684\u5b9e\u4e60\u65f6\u671f\u3002\u73b0\u5728\u8c01\u5bf9\u4f60\u5f71\u54cd\u6700\u5927\uff1f<\/p>\n
Jim Fan<\/p>\n
\u6211\u5728 AI \u9886\u57df\u6709\u592a\u591a\u7684\u82f1\u96c4\u3002\u9996\u5148\uff0c\u6211\u975e\u5e38\u656c\u4f69\u6211\u7684\u535a\u58eb\u5bfc\u5e08 Fei-Fei Li\u3002\u5979\u6559\u4f1a\u4e86\u6211\u5982\u4f55\u57f9\u517b\u826f\u597d\u7684\u7814\u7a76\u54c1\u5473\u3002<\/p>\n
\u6709\u65f6\u5019\uff0c\u95ee\u9898\u4e0d\u662f\u5982\u4f55\u89e3\u51b3\uff0c\u800c\u662f\u8981\u786e\u5b9a\u54ea\u4e9b\u95ee\u9898\u503c\u5f97\u89e3\u51b3\u3002\u5b9e\u9645\u4e0a\uff0c\u201c\u4ec0\u4e48\u95ee\u9898\u201d\u6bd4\u201c\u5982\u4f55\u89e3\u51b3\u95ee\u9898\u201d\u8981\u96be\u5f97\u591a\u3002<\/p>\n
\u5728\u535a\u58eb\u671f\u95f4\uff0c\u6211\u5728\u5979\u7684\u6307\u5bfc\u4e0b\u8f6c\u5411\u4e86\u5177\u8eab\u667a\u80fd\u7814\u7a76\uff0c\u73b0\u5728\u56de\u60f3\u8d77\u6765\uff0c\u8fd9\u662f\u6b63\u786e\u7684\u65b9\u5411\u3002\u6211\u76f8\u4fe1 AI \u667a\u80fd\u4f53\u7684\u672a\u6765\u5c06\u662f\u5177\u8eab\u7684\uff0c\u4e0d\u8bba\u662f\u7528\u4e8e\u673a\u5668\u4eba\u8fd8\u662f\u865a\u62df\u4e16\u754c\u3002<\/p>\n
\u6211\u4e5f\u5f88\u656c\u4f69 Andrej Karpathy\uff0c\u4ed6\u662f\u4e00\u4f4d\u4f1f\u5927\u7684\u6559\u80b2\u5bb6\uff0c\u4ed6\u5199\u4ee3\u7801\u5c31\u50cf\u5199\u8bd7\u4e00\u6837\uff0c\u6211\u975e\u5e38\u4ef0\u6155\u4ed6\u3002\u8fd8\u6709 Jensen Huang\uff0c\u6211\u5bf9\u4ed6\u7684\u656c\u4f69\u4e4b\u60c5\u6ea2\u4e8e\u8a00\u8868\u3002\u4ed6\u4e0d\u4ec5\u5173\u5fc3 AI \u7814\u7a76\uff0c\u8fd8\u975e\u5e38\u4e86\u89e3\u6a21\u578b\u7684\u6280\u672f\u7ec6\u8282\uff0c\u8fd9\u8ba9\u6211\u975e\u5e38\u4f69\u670d\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u8c08\u5230\u62e5\u6709\u826f\u597d\u7684\u7814\u7a76\u54c1\u5473\uff0c\u4f60\u5bf9\u90a3\u4e9b\u5728 AI \u9886\u57df\u521b\u4e1a\u7684\u521b\u59cb\u4eba\u6709\u4f55\u5efa\u8bae\uff1f\u4ed6\u4eec\u8be5\u5982\u4f55\u627e\u5230\u6b63\u786e\u7684\u95ee\u9898\u53bb\u89e3\u51b3\uff1f<\/p>\n
Jim Fan<\/p>\n
\u6211\u8ba4\u4e3a\u6709\u4e00\u4e9b\u7814\u7a76\u8bba\u6587\u73b0\u5728\u53d8\u5f97\u8d8a\u6765\u8d8a\u5bb9\u6613\u7406\u89e3\uff0c\u91cc\u9762\u6709\u4e00\u4e9b\u975e\u5e38\u597d\u7684\u60f3\u6cd5\uff0c\u800c\u4e14\u8d8a\u6765\u8d8a\u5b9e\u7528\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u7406\u8bba\u6027\u7684\u673a\u5668\u5b66\u4e60\u3002\u56e0\u6b64\uff0c\u6211\u5efa\u8bae\u5927\u5bb6\u4fdd\u6301\u5bf9\u6700\u65b0\u6587\u732e\u7684\u5173\u6ce8\uff0c\u540c\u65f6\u5c1d\u8bd5\u5176\u4ed6\u4eba\u5f00\u53d1\u7684\u5f00\u6e90\u5de5\u5177\u3002\u6bd4\u5982\u5728 Nvidia \uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u6a21\u62df\u5668\u5de5\u5177\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u8bbf\u95ee\u5e76\u4e0b\u8f7d\uff0c\u53ef\u4ee5\u5728\u6a21\u62df\u73af\u5883\u4e2d\u8bd5\u9a8c\u673a\u5668\u4eba\uff0c\u4eb2\u81ea\u5b9e\u8df5\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002<\/p>\n
Stephanie Zhan<\/p>\n
\u8bf4\u5230 Jensen \u4f5c\u4e3a\u4e00\u4e2a\u5076\u50cf\uff0c\u4f60\u8ba4\u4e3a\u90a3\u4e9b\u5728 AI \u9886\u57df\u521b\u4e1a\u7684\u521b\u59cb\u4eba\u80fd\u4ece\u4ed6\u8eab\u4e0a\u5b66\u5230\u54ea\u4e9b\u5b9e\u7528\u7684\u5efa\u8bae\uff1f<\/p>\n
Jim Fan<\/p>\n
\u6211\u8ba4\u4e3a\u662f\u627e\u5230\u6b63\u786e\u7684\u65b9\u5411\u53bb\u52aa\u529b\u3002\u4f8b\u5982\uff0c Nvidia \u62bc\u6ce8\u4e8e\u4eba\u5f62\u673a\u5668\u4eba\uff0c\u56e0\u4e3a\u6211\u4eec\u76f8\u4fe1\u8fd9\u662f\u672a\u6765\u3002\u8fd8\u6709\u5177\u8eab\u667a\u80fd\uff0c\u5982\u679c\u6211\u4eec\u76f8\u4fe1\u5341\u5e74\u540e\u4e16\u754c\u4e0a\u4f1a\u6709\u548c iPhone \u4e00\u6837\u591a\u7684\u667a\u80fd\u673a\u5668\u4eba\uff0c\u90a3\u4e48\u6211\u4eec\u6700\u597d\u4eca\u5929\u5c31\u5f00\u59cb\u52aa\u529b\u3002<\/p>\n
VC \u4eca\u5e74\u4ee5\u6765\u5bf9 AI \u521d\u521b\u516c\u53f8\u6295\u8d44\u8fbe 641 \u4ebf\u7f8e\u5143\uff0c\u63a5\u8fd1 2021 \u5e74\u5cf0\u503c\uff0c\u4f46\u5168\u7403 AI \u5e74\u6536\u5165\u603b\u989d\u4e5f\u624d\u6570\u767e\u4ebf\u7f8e\u5143<\/p>\n","protected":false},"excerpt":{"rendered":"
\u5728\u4eba\u5de5\u667a\u80fd\u7684\u4e0d\u65ad\u8fdb\u6b65\u4e2d\uff0c\u4eba\u5f62\u673a\u5668\u4eba\u7684\u53d1\u5c55\u524d\u666f\u6210\u4e3a\u4e86\u79d1\u6280\u754c\u70ed\u8bae\u7684\u8bdd\u9898\u3002\u82f1\u4f1f\u8fbe\u9ad8\u7ea7\u7814\u7a76\u79d1\u5b66\u5bb6Jim Fan\u4e0e\u7ea2\u6749\u7f8e\u56fd\u6295\u8d44\u4eba\u7684\u5bf9\u8bdd\uff0c\u4e3a\u6211\u4eec\u63ed\u793a\u4e86\u8fd9\u4e00\u9886\u57df\u7684\u672a\u6765\u8d8b\u52bf\u3002\u4ece\u865a\u62df\u4e16\u754c\u7684\u6a21\u62df\u8bad\u7ec3\u5230\u73b0\u5b9e\u4e16\u754c\u7684\u5e94\u7528\uff0c\u4eba\u5f62\u673a\u5668\u4eba\u7684\u654f\u6377\u6027\u548c\u53ef\u9760\u6027\u6709\u671b\u5728\u672a\u6765\u5341\u5e74\u5185\u8d85\u8d8a\u4eba\u7c7b\u3002\u672c\u6587\u5c06\u5e26\u60a8\u6df1\u5165\u4e86\u89e3\u8fd9\u4e00\u6fc0\u52a8\u4eba\u5fc3\u7684\u9886\u57df\uff0c\u63a2\u8ba8\u4eba\u5f62\u673a\u5668\u4eba\u5982\u4f55\u6539\u53d8\u6211\u4eec\u7684\u751f\u6d3b\u548c\u5de5\u4f5c\u3002<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[8],"tags":[],"class_list":["post-10020319","post","type-post","status-publish","format-standard","hentry","category-aigc"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020319","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10020319"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020319\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10020319"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10020319"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10020319"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}