{"id":2608,"date":"2026-03-12T15:02:42","date_gmt":"2026-03-12T07:02:42","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/03\/12\/jeff-dean%e6%9c%80%e6%96%b0%e8%ae%bf%e8%b0%88%ef%bc%9a%e6%9c%aa%e6%9d%a5%e5%bc%80%e5%8f%91%e8%80%85%e4%ba%ba%e5%9d%8750%e4%b8%aa%e6%99%ba%e8%83%bd%e4%bd%93%ef%bc%8c%e5%86%99%e9%9c%80%e6%b1%82%e6%88%90\/"},"modified":"2026-03-12T15:02:42","modified_gmt":"2026-03-12T07:02:42","slug":"jeff-dean%e6%9c%80%e6%96%b0%e8%ae%bf%e8%b0%88%ef%bc%9a%e6%9c%aa%e6%9d%a5%e5%bc%80%e5%8f%91%e8%80%85%e4%ba%ba%e5%9d%8750%e4%b8%aa%e6%99%ba%e8%83%bd%e4%bd%93%ef%bc%8c%e5%86%99%e9%9c%80%e6%b1%82%e6%88%90","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/03\/12\/jeff-dean%e6%9c%80%e6%96%b0%e8%ae%bf%e8%b0%88%ef%bc%9a%e6%9c%aa%e6%9d%a5%e5%bc%80%e5%8f%91%e8%80%85%e4%ba%ba%e5%9d%8750%e4%b8%aa%e6%99%ba%e8%83%bd%e4%bd%93%ef%bc%8c%e5%86%99%e9%9c%80%e6%b1%82%e6%88%90\/","title":{"rendered":"Jeff Dean\u6700\u65b0\u8bbf\u8c08\uff1a\u672a\u6765\u5f00\u53d1\u8005\u4eba\u574750\u4e2a\u667a\u80fd\u4f53\uff0c\u5199\u9700\u6c42\u6210\u6838\u5fc3\u6280\u80fd"},"content":{"rendered":"
\"Jeff<\/div><\/figure>\n
\"Jeff<\/div><\/figure>\n
\"Jeff<\/div><\/figure>\n
\"Jeff<\/div><\/figure>\n

\u8fd8\u63ed\u79d8\u84b8\u998f\u662f\u8c37\u6b4cFlash\u6a21\u578b\u7a81\u7834\u7684\u5173\u952e<\/p>\n

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Jeff Dean\u8fd8\u63ed\u79d8\u4e86\u8c37\u6b4c\u76ee\u524d\u9075\u5faa\u7684\u5e15\u7d2f\u6258\u524d\u6cbf\u7b56\u7565\uff0c\u65b0\u6a21\u578b\u7684\u63a8\u51fa\u4e3b\u8981\u6709\u4e24\u6761\u8def\u7ebf\uff1a<\/p>\n

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\u53e6\u4e00\u65b9\u9762\u662f\u9ad8\u6027\u4ef7\u6bd4\u6a21\u578b\uff0c\u7528\u4e8e\u4f4e\u5ef6\u8fdf\u573a\u666f\uff0c\u6bd4\u5982\u66f4\u6d41\u7545\u7684Agent\u5f0f\u7f16\u7a0b\u3002<\/p>\n

\u60f3\u5fc5\u5927\u5bb6\u90fd\u77e5\u9053\u4e86\uff0cGemini 3 Flash\u80fd\u505a\u5230\u53c8\u5feb\u53c8\u667a\u80fd\uff0c\u6700\u5927\u7684\u79d8\u8bc0\u5c31\u5728\u4e8e\u84b8\u998f\u3002<\/p>\n

Jeff Dean\u5728\u8fd9\u671f\u8bbf\u8c08\u4e2d\u4eb2\u53e3\u8ba4\u8bc1\uff1a\u901a\u8fc7\u84b8\u998f\uff0c\u5c0f\u6a21\u578b\u53ef\u4ee5\u975e\u5e38\u63a5\u8fd1\u5927\u6a21\u578b\u6027\u80fd\u3002<\/p>\n

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\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48Gemini\u80fd\u591f\u505a\u5230\u201c\u4e0b\u4e00\u4ee3Flash \u2248 \u4e0a\u4e00\u4ee3Pro\uff0c\u751a\u81f3\u66f4\u597d\u201d\u3002\u5e76\u4e14\u4ed6\u4e5f\u900f\u9732\uff0c\u8c37\u6b4c\u5185\u90e8\u4f1a\u6301\u7eed\u63a8\u8fdb\u8fd9\u6761\u8def\u7ebf\u3002<\/p>\n

\u53e6\u5916\uff0cJeff Dean\u975e\u5e38\u76f8\u4fe1\u201c\u4f4e\u5ef6\u8fdf\u201d\u7684\u4ef7\u503c\uff1a\u4ed6\u8ba4\u4e3a\u5982\u679c\u5ef6\u8fdf\u964d\u4f4e20-50\u500d\uff0c\u7528\u6237\u4f53\u9a8c\u4f1a\u5f7b\u5e95\u6539\u53d8\u3002<\/p>\n

\u4ed6\u8fd8\u6307\u51fa\uff0c\u5185\u90e8\u4e00\u5f00\u59cb\u5c31\u5e0c\u671bGemini\u662f\u4e2a\u591a\u6a21\u6001\u6a21\u578b\uff0c\u4f46\u591a\u6a21\u6001\u4e0d\u53ea\u662f\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u8fd9\u4e9b\uff0c\u8ba9\u6a21\u578b\u7406\u89e3\u201c\u975e\u4eba\u7c7b\u201d\u7684\u6a21\u6001\u540c\u6837\u975e\u5e38\u6709\u7528\u3002<\/p>\n

\u6bd4\u5982Waymo\u8f66\u8f86\u7684LIDAR\u4f20\u611f\u5668\u6570\u636e\uff0c\u6216\u8005\u673a\u5668\u4eba\u6570\u636e\u3001\u533b\u7597\u5f71\u50cf\u6570\u636e\u7b49\u7b49\u3002\u672a\u6765\u53ef\u80fd\u6709\u6570\u767e\u79cd\u6a21\u6001\u3002<\/p>\n

\u5728\u8fd9\u671f\u8bbf\u8c08\u4e2d\uff0c\u4f60\u8fd8\u53ef\u4ee5\u4e86\u89e3\u5230\uff1a<\/p>\n

\u4ee5\u4e0b\u4e3a\u672c\u573a\u8bbf\u8c08\u91cd\u70b9\u5185\u5bb9\u5b9e\u5f55\uff0c\u56f4\u7ed5\u6838\u5fc3\u89c2\u70b9\u505a\u4e86\u6458\u9009\u6574\u7406\uff0c\u90e8\u5206\u6587\u5b57\u5728\u4e0d\u6539\u53d8\u539f\u610f\u7684\u57fa\u7840\u4e0a\u505a\u4e86\u9002\u5ea6\u5220\u6539\uff0cenjoy\uff01<\/p>\n

Shawn Wang\uff1a\u9996\u5148\u5f97\u8bf4\u4e00\u53e5\uff0c\u606d\u559c\u4f60\u4eec\u5360\u636e\u4e86\u5e15\u7d2f\u6258\u524d\u6cbf\u3002<\/p>\n

\uff08\u7f16\u8005\u6ce8\uff1a\u5e15\u7d2f\u6258\u524d\u6cbf\u63cf\u8ff0\u7684\u662f\u591a\u4e2a\u76ee\u6807\u4e4b\u95f4\u6743\u8861\u65f6\u7684\u6700\u4f18\u89e3\u96c6\u5408\u3002\u6b64\u5904\u6307\u8c37\u6b4c\u65e2\u80fd\u63a8\u51fa\u9ad8\u6027\u80fd\u7684\u524d\u6cbf\u6a21\u578b\uff0c\u53c8\u80fd\u63a8\u51fa\u4f4e\u6210\u672c\u3001\u4f4e\u5ef6\u8fdf\u7684\u9ad8\u6027\u4ef7\u6bd4\u6a21\u578b\uff0c\u5728\u6027\u80fd vs \u6210\u672c\/\u5ef6\u8fdf\u8fd9\u4e24\u4e2a\u7ef4\u5ea6\u4e0a\u5df2\u7ecf\u8fbe\u5230\u4e86\u6700\u4f18\u6743\u8861\u72b6\u6001\uff09<\/p>\n

Jeff Dean\uff1a\u8c22\u8c22\u3002\u80fd\u7ad9\u5728\u5e15\u7d2f\u6258\u524d\u6cbf\u5f53\u7136\u662f\u597d\u4e8b\u3002<\/p>\n

Shawn Wang\uff1a\u662f\u7684\u3002\u6211\u89c9\u5f97\u4f60\u4eec\u505a\u7684\u4e0d\u53ea\u662f\u8ffd\u6c42\u6700\u5f3a\u80fd\u529b\uff0c\u8fd8\u540c\u65f6\u517c\u987e\u6548\u7387\uff0c\u771f\u6b63\u201c\u62e5\u6709\u201d\u4e86\u5e15\u7d2f\u6258\u524d\u6cbf\u2014\u2014\u65e2\u6709\u9876\u7ea7\u6027\u80fd\uff0c\u4e5f\u6709\u6210\u672c\u4e0e\u6548\u7387\u63a7\u5236\uff0c\u8fd8\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u6a21\u578b\u68af\u5ea6\u4f9b\u7528\u6237\u9009\u62e9\u3002<\/p>\n

\u8fd9\u91cc\u9762\u6709\u4e00\u90e8\u5206\u6765\u81ea\u4f60\u4eec\u7684\u786c\u4ef6\u5de5\u4f5c\uff0c\u4e00\u90e8\u5206\u6765\u81ea\u6a21\u578b\u8bbe\u8ba1\uff0c\u8fd8\u6709\u5f88\u591a\u957f\u671f\u79ef\u7d2f\u7684\u201c\u79d8\u5bc6\u6b66\u5668\u201d\u3002\u770b\u5230\u8fd9\u4e00\u5207\u6574\u5408\u8d77\u6765\uff0c\u786e\u5b9e\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002<\/p>\n

Jeff Dean\uff1a\u786e\u5b9e\uff0c\u8fd9\u4e0d\u662f\u5355\u4e00\u56e0\u7d20\uff0c\u800c\u662f\u4ece\u786c\u4ef6\u5230\u8f6f\u4ef6\u3001\u4ece\u7cfb\u7edf\u5230\u6a21\u578b\u7684\u5168\u6808\u534f\u540c\u3002<\/p>\n

\u6240\u6709\u8fd9\u4e9b\u7ed3\u5408\u5728\u4e00\u8d77\uff0c\u624d\u80fd\u65e2\u505a\u51fa\u80fd\u529b\u6781\u5f3a\u7684\u5927\u6a21\u578b\uff0c\u4e5f\u80fd\u901a\u8fc7\u8f6f\u4ef6\u6280\u672f\u628a\u8fd9\u4e9b\u80fd\u529b\u201c\u538b\u7f29\u201d\u5230\u66f4\u5c0f\u3001\u66f4\u8f7b\u91cf\u3001\u66f4\u4f4e\u6210\u672c\u3001\u66f4\u4f4e\u5ef6\u8fdf\u7684\u6a21\u578b\u91cc\uff0c\u540c\u65f6\u4ecd\u7136\u4fdd\u6301\u76f8\u5f53\u5f3a\u7684\u80fd\u529b\u3002<\/p>\n

Alessio Fanelli\uff1a\u4f60\u4eec\u5185\u90e8\uff0c\u4f1a\u4e0d\u4f1a\u5bf9\u5e15\u7d2f\u6258\u524d\u6cbf\u7684\u201c\u4f4e\u7aef\u201d\u4e5f\u6709\u5f88\u5927\u538b\u529b\uff1f<\/p>\n

\u65b0\u5b9e\u9a8c\u5ba4\u5f80\u5f80\u62fc\u547d\u5f80\u6027\u80fd\u6700\u524d\u6cbf\u51b2\uff0c\u56e0\u4e3a\u9700\u8981\u878d\u8d44\u3002\u4f46\u4f60\u4eec\u6709\u6570\u5341\u4ebf\u7528\u6237\u3002\u65e9\u5e74\u505aCPU\u89c4\u5212\u65f6\uff0c\u5982\u679c\u6bcf\u4e2a\u7528\u6237\u6bcf\u5929\u591a\u7528\u4e09\u5206\u949f\u8bed\u97f3\u6a21\u578b\uff0c\u7b97\u4e0b\u6765\u90fd\u9700\u8981\u7ffb\u500d\u7684\u7b97\u529b\u3002<\/p>\n

\u73b0\u5728\u5728\u8c37\u6b4c\u5185\u90e8\u662f\u600e\u4e48\u6743\u8861\u7684\uff1f\u5982\u4f55\u5728\u201c\u8ffd\u6c42\u524d\u6cbf\u201d\u548c\u201c\u5fc5\u987b\u89c4\u6a21\u5316\u90e8\u7f72\u201d\u4e4b\u95f4\u505a\u51b3\u7b56\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u4eec\u59cb\u7ec8\u5e0c\u671b\u62e5\u6709\u7ad9\u5728\u524d\u6cbf\u3001\u751a\u81f3\u63a8\u52a8\u524d\u6cbf\u7684\u6a21\u578b\uff0c\u56e0\u4e3a\u53ea\u6709\u5728\u90a3\u91cc\uff0c\u4f60\u624d\u80fd\u770b\u5230\u201c\u65b0\u80fd\u529b\u201d\u7684\u8bde\u751f\u2014\u2014\u90a3\u4e9b\u4e0a\u4e00\u4ee3\u6a21\u578b\u4e0d\u5177\u5907\u7684\u80fd\u529b\u3002<\/p>\n

\u4f46\u6211\u4eec\u4e5f\u6e05\u695a\uff0c\u8fd9\u7c7b\u6a21\u578b\u901a\u5e38\u66f4\u6162\u3001\u66f4\u8d35\u3002\u5f88\u591a\u5e7f\u6cdb\u573a\u666f\u5176\u5b9e\u66f4\u9700\u8981\u4f4e\u5ef6\u8fdf\u3001\u4f4e\u6210\u672c\u7684\u6a21\u578b\u3002<\/p>\n

\u6240\u4ee5\u6211\u4eec\u7684\u7b56\u7565\u662f\u540c\u65f6\u505a\u4e24\u4ef6\u4e8b\uff1a\u4e00\u65b9\u9762\u6709\u9ad8\u7aef\u524d\u6cbf\u6a21\u578b\uff0c\u7528\u4e8e\u6df1\u5ea6\u63a8\u7406\u3001\u590d\u6742\u6570\u5b66\u95ee\u9898\u7b49\u9ad8\u96be\u4efb\u52a1\uff1b<\/p>\n

\u53e6\u4e00\u65b9\u9762\u6709\u9ad8\u6027\u4ef7\u6bd4\u6a21\u578b\uff0c\u7528\u4e8e\u4f4e\u5ef6\u8fdf\u573a\u666f\uff0c\u6bd4\u5982\u66f4\u6d41\u7545\u7684 Agent \u5f0f\u7f16\u7a0b\u3002\u4e24\u8005\u90fd\u91cd\u8981\u3002<\/p>\n

\u800c\u4e14\u901a\u8fc7\u84b8\u998f\u6280\u672f\uff0c\u6211\u4eec\u53ef\u4ee5\u628a\u524d\u6cbf\u6a21\u578b\u7684\u80fd\u529b\u8fc1\u79fb\u5230\u5c0f\u6a21\u578b\u4e0a\u3002\u56e0\u6b64\u8fd9\u4e0d\u662f\u201c\u4e8c\u9009\u4e00\u201d\uff0c\u53cd\u800c\u662f\u76f8\u8f85\u76f8\u6210\u2014\u2014\u6ca1\u6709\u524d\u6cbf\u6a21\u578b\uff0c\u4e5f\u5f88\u96be\u5f97\u5230\u9ad8\u8d28\u91cf\u7684\u5c0f\u6a21\u578b\u3002<\/p>\n

Alessio Fanelli\uff1a\u84b8\u998f\u8fd9\u4e2a\u65b9\u6cd5\u4f60\u548cGeoffrey Hinton\u65e9\u5728 2014 \u5e74\u5c31\u63d0\u51fa\u4e86\u3002<\/p>\n

Jeff Dean\uff1a\u522b\u5fd8\u4e86Oriol Vinyals\u3002<\/p>\n

Alessio Fanelli\uff1a\u8fd9\u4e48\u591a\u5e74\u8fc7\u53bb\uff0c\u4f60\u600e\u4e48\u770b\u5f85\u8fd9\u4e9b\u6280\u672f\u7406\u5ff5\u7684\u201c\u5468\u671f\u6027\u201d\uff1f\u6bd4\u5982\u7a00\u758f\u6a21\u578b\u3002\u5f88\u591a\u60f3\u6cd5\u5728\u5f53\u65f6\u672a\u5fc5\u770b\u8d77\u6765\u91cd\u8981\uff0c\u4f46\u540e\u6765\u5f71\u54cd\u5de8\u5927\u3002\u4f60\u4eec\u5982\u4f55\u5224\u65ad\u54ea\u4e9b\u503c\u5f97\u5728\u4e0b\u4e00\u4ee3\u6a21\u578b\u4e2d\u91cd\u65b0\u5ba1\u89c6\uff1f<\/p>\n

Jeff Dean\uff1a\u5f53\u5e74\u505a\u84b8\u998f\uff0c\u52a8\u673a\u5176\u5b9e\u6765\u81ea\u56fe\u50cf\u4efb\u52a1\u3002<\/p>\n

\u6211\u4eec\u6709\u4e00\u4e2a 3 \u4ebf\u5f20\u56fe\u7247\u7684\u6570\u636e\u96c6\u3002\u5982\u679c\u9488\u5bf9\u4e0d\u540c\u7c7b\u522b\u8bad\u7ec3\u201c\u4e13\u5bb6\u6a21\u578b\u201d\u2014\u2014\u6bd4\u5982\u4e00\u4e2a\u4e13\u95e8\u8bc6\u522b\u54fa\u4e73\u52a8\u7269\uff0c\u4e00\u4e2a\u4e13\u95e8\u8bc6\u522b\u5ba4\u5185\u573a\u666f\u2014\u2014\u7136\u540e\u505a\u6210 50 \u4e2a\u6a21\u578b\u7684\u96c6\u6210\uff0c\u6548\u679c\u4f1a\u5f88\u597d\u3002\u4f46\u663e\u7136\u4e0d\u53ef\u80fd\u7ebf\u4e0a\u90e8\u7f7250\u4e2a\u6a21\u578b\u3002<\/p>\n

\u4e8e\u662f\u6211\u4eec\u60f3\uff1a\u80fd\u5426\u628a\u8fd9\u4e9b\u4e13\u5bb6\u6a21\u578b\u201c\u538b\u7f29\u201d\u8fdb\u4e00\u4e2a\u66f4\u5c0f\u3001\u53ef\u90e8\u7f72\u7684\u6a21\u578b\u91cc\uff1f\u8fd9\u5c31\u662f\u84b8\u998f\u7684\u7531\u6765\u3002\u4eca\u5929\u5176\u5b9e\u903b\u8f91\u7c7b\u4f3c\uff0c\u53ea\u4e0d\u8fc7\u6211\u4eec\u4e0d\u662f\u84b8\u998f50\u4e2a\u6a21\u578b\uff0c\u800c\u662f\u4ece\u4e00\u4e2a\u6781\u5927\u89c4\u6a21\u6a21\u578b\u84b8\u998f\u5230\u5c0f\u6a21\u578b\u3002<\/p>\n

Shawn Wang\uff1a\u84b8\u998f\u548c\u5f3a\u5316\u5b66\u4e60\u9769\u547d\u4e4b\u95f4\u662f\u4e0d\u662f\u4e5f\u6709\u5173\u8054\uff1f\u6bd4\u5982RL\u4f1a\u5728\u67d0\u4e9b\u80fd\u529b\u5206\u5e03\u4e0a\u201c\u6253\u5c16\u201d\uff0c\u4f46\u53ef\u80fd\u727a\u7272\u5176\u4ed6\u533a\u57df\u3002<\/p>\n

\u5982\u679c\u80fd\u901a\u8fc7\u84b8\u998f\u628a\u80fd\u529b\u91cd\u65b0\u5e73\u8861\u56de\u6765\uff0c\u5b9e\u73b0\u201c\u80fd\u529b\u5408\u5e76\u800c\u4e0d\u9000\u5316\u201d\uff0c\u90a3\u662f\u4e0d\u662f\u7406\u60f3\u72b6\u6001\uff1f<\/p>\n

Jeff Dean\uff1a\u84b8\u998f\u7684\u5173\u952e\u4f18\u52bf\u4e4b\u4e00\uff0c\u662f\u5c0f\u6a21\u578b\u53ef\u4ee5\u5728\u5927\u91cf\u8bad\u7ec3\u6570\u636e\u4e0a\u591a\u6b21\u8fed\u4ee3\u5b66\u4e60\uff0c\u540c\u65f6\u5229\u7528\u5927\u6a21\u578b\u8f93\u51fa\u7684 logits \u4fe1\u606f\uff0c\u800c\u4e0d\u4ec5\u662f\u786c\u6807\u7b7e\u3002\u8fd9\u80fd\u5f15\u5bfc\u5c0f\u6a21\u578b\u5b66\u5230\u66f4\u7ec6\u817b\u7684\u884c\u4e3a\u3002<\/p>\n

\u5b9e\u8df5\u4e2d\u6211\u4eec\u786e\u5b9e\u53d1\u73b0\uff0c\u5c0f\u6a21\u578b\u53ef\u4ee5\u975e\u5e38\u63a5\u8fd1\u5927\u6a21\u578b\u6027\u80fd\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5728\u591a\u4e2aGemini\u4e16\u4ee3\u4e2d\uff0c\u6211\u4eec\u90fd\u80fd\u505a\u5230\u201c\u4e0b\u4e00\u4ee3Flash \u2248 \u4e0a\u4e00\u4ee3Pro\uff0c\u751a\u81f3\u66f4\u597d\u201d\u3002\u8fd9\u662f\u4e00\u6761\u6211\u4eec\u4f1a\u6301\u7eed\u63a8\u8fdb\u7684\u8def\u5f84\u3002<\/p>\n

Shawn Wang\uff1a\u90a3Ultra\u5462\uff1f\u662f\u4e0d\u662f\u5185\u90e8\u6709\u4e00\u4e2a\u201c\u6bcd\u4f53\u6a21\u578b\u201d\u4e00\u76f4\u5728\u84b8\u998f\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u4eec\u6709\u5f88\u591a\u4e0d\u540c\u89c4\u6a21\u548c\u7528\u9014\u7684\u6a21\u578b\uff0c\u6709\u4e9b\u4e0d\u5bf9\u5916\u53d1\u5e03\uff0c\u6709\u4e9b\u662fPro\u7ea7\u522b\u3002\u84b8\u998f\u53ef\u4ee5\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u3002\u53e6\u5916\uff0c\u63a8\u7406\u9636\u6bb5\u6269\u5c55\u4e5f\u662f\u63d0\u5347\u80fd\u529b\u7684\u91cd\u8981\u65b9\u5f0f\u3002<\/p>\n

Shawn Wang\uff1aFlash\u7684\u7ecf\u6d4e\u6027\u786e\u5b9e\u5e26\u6765\u4e86\u89c4\u6a21\u4f18\u52bf\u3002\u542c\u8bf4\u5df2\u7ecf50\u4e07\u4ebftokens\uff1f<\/p>\n

Jeff Dean\uff1a\u5e02\u573a\u4efd\u989d\u65b9\u9762\uff0c\u5e0c\u671b\u8fd8\u5728\u589e\u957f\u3002<\/p>\n

Shawn Wang\uff1aFlash\u73b0\u5728\u51e0\u4e4e\u65e0\u5904\u4e0d\u5728\u2014\u2014Gmail\u3001YouTube\u3001\u641c\u7d22AI\u6a21\u5f0f\u3002Jeff Dean\uff1a\u662f\u7684\u3002Flash\u7684\u4f18\u52bf\u4e0d\u4ec5\u662f\u4fbf\u5b9c\uff0c\u8fd8\u6709\u4f4e\u5ef6\u8fdf\u3002\u800c\u5ef6\u8fdf\u975e\u5e38\u5173\u952e\u3002<\/p>\n

\u672a\u6765\u6a21\u578b\u4f1a\u88ab\u8981\u6c42\u5b8c\u6210\u66f4\u590d\u6742\u4efb\u52a1\uff0c\u6bd4\u5982\u5199\u6574\u4e2a\u8f6f\u4ef6\u5305\uff0c\u800c\u4e0d\u4ec5\u662f\u4e00\u6bb5\u5faa\u73af\u4ee3\u7801\u3002\u8fd9\u4f1a\u751f\u6210\u5927\u91cftoken\uff0c\u56e0\u6b64\u4f4e\u5ef6\u8fdf\u7cfb\u7edf\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

Flash \u662f\u4e00\u4e2a\u65b9\u5411\u3002\u786c\u4ef6\u5c42\u9762\uff0c\u6bd4TPU\u82af\u7247\u4e4b\u95f4\u7684\u9ad8\u6027\u80fd\u4e92\u8054\uff0c\u4e5f\u5bf9\u957f\u4e0a\u4e0b\u6587attention\u6216\u7a00\u758f\u4e13\u5bb6\u6a21\u578b\u7684\u53ef\u90e8\u7f72\u6027\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

Alessio Fanelli\uff1a\u90a3\u4f60\u4eec\u4f1a\u4e0d\u4f1a\u62c5\u5fc3\u67d0\u79cd\u201c\u9971\u548c\u201d\uff1f\u6bd4\u5982\u4e24\u4ee3\u4e4b\u540eFlash\u5c31\u80fd\u8986\u76d6\u5927\u591a\u6570\u9700\u6c42\uff0c\u90a3\u8fd8\u6709\u52a8\u529b\u7ee7\u7eed\u63a8Pro\u524d\u6cbf\u5417\uff1f<\/p>\n

Jeff Dean\uff1a\u5982\u679c\u4eba\u7c7b\u63d0\u95ee\u7684\u5206\u5e03\u662f\u9759\u6001\u7684\uff0c\u90a3\u53ef\u80fd\u4f1a\u3002\u4f46\u4e8b\u5b9e\u662f\uff0c\u6a21\u578b\u80fd\u529b\u8d8a\u5f3a\uff0c\u4eba\u4eec\u95ee\u7684\u95ee\u9898\u8d8a\u590d\u6742\u3002<\/p>\n

\u4e00\u5e74\u524d\u6211\u53ea\u4f1a\u8ba9\u6a21\u578b\u505a\u7b80\u5355coding\uff0c\u73b0\u5728\u6211\u4f1a\u8ba9\u5b83\u505a\u590d\u6742\u7cfb\u7edf\u5206\u6790\u3002\u7528\u6237\u9700\u6c42\u672c\u8eab\u5728\u8fdb\u5316\u3002\u524d\u6cbf\u6a21\u578b\u63a8\u52a8\u80fd\u529b\u8fb9\u754c\uff0c\u540c\u65f6\u4e5f\u8ba9\u6211\u4eec\u770b\u5230\u74f6\u9888\u5728\u54ea\u91cc\uff0c\u4ece\u800c\u6539\u8fdb\u4e0b\u4e00\u4ee3\u3002<\/p>\n

Alessio Fanelli\uff1a\u5185\u90e8\u8fd8\u4f9d\u8d56\u516c\u5f00benchmark\u5417\uff1f<\/p>\n

Jeff Dean\uff1a\u516c\u5f00benchmark\u6709\u4ef7\u503c\uff0c\u4f46\u751f\u547d\u5468\u671f\u6709\u9650\u3002\u7406\u60f3benchmark\u521d\u59cb\u5206\u6570\u5e94\u5728 10%\u201330%\uff0c\u7136\u540e\u901a\u8fc7\u6539\u8fdb\u63d0\u5347\u523080%\u201390%\u3002<\/p>\n

\u8d85\u8fc795%\u5c31\u610f\u4e49\u4e0d\u5927\u4e86\uff0c\u8981\u4e48\u80fd\u529b\u5df2\u638c\u63e1\uff0c\u8981\u4e48\u53ef\u80fd\u51fa\u73b0\u6570\u636e\u6cc4\u9732\u3002\u6211\u4eec\u6709\u5f88\u591a\u5185\u90e8\u4fdd\u7559\u6d4b\u8bd5\u96c6\uff0c\u4e13\u95e8\u8bc4\u4f30\u672a\u51fa\u73b0\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u80fd\u529b\u3002\u7136\u540e\u5206\u6790\u662f\u6570\u636e\u95ee\u9898\u3001\u67b6\u6784\u95ee\u9898\u8fd8\u662f\u80fd\u529b\u7f3a\u53e3\u3002<\/p>\n

Shawn Wang\uff1a\u6709\u6ca1\u6709\u67d0\u4e2abenchmark\u76f4\u63a5\u4fc3\u6210\u4e86\u67b6\u6784\u521b\u65b0\uff1f<\/p>\n

Jeff Dean\uff1a\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u5c31\u662f\u4e00\u4e2a\u4f8b\u5b50\u3002Gemini 1.5\u5f00\u59cb\u6211\u4eec\u660e\u663e\u63a8\u8fdb\u4e86\u957f\u4e0a\u4e0b\u6587\u3002\u50cf\u201cneedle in a haystack\u201d\u8fd9\u79cd\u5355\u9488\u6d4b\u8bd5\u73b0\u5728\u57fa\u672c\u9971\u548c\u4e86\u3002\u771f\u6b63\u6709\u610f\u4e49\u7684\u662f\u66f4\u590d\u6742\u7684\u591a\u9488\u68c0\u7d22\u6216\u771f\u5b9e\u4efb\u52a1\uff0c\u6bd4\u5982\u4ece\u6570\u5343\u9875\u6587\u672c\u6216\u6570\u5c0f\u65f6\u89c6\u9891\u4e2d\u63d0\u53d6\u4fe1\u606f\u3002<\/p>\n

Shawn Wang\uff1a\u4f46\u4f1a\u4e0d\u4f1a\u6709\u201c\u8fc7\u62df\u5408 benchmark\u201d\u7684\u98ce\u9669\uff1f\u50cfJason Wei\u8bf4\u7684\uff0c\u90a3\u662f\u4e00\u79cdinductive bias\uff0c\u53ef\u80fd\u77ed\u671f\u6709\u6548\uff0c\u957f\u671f\u672a\u5fc5\u53ef\u6269\u5c55\u3002<\/p>\n

Jeff Dean\uff1a\u6211\u4eec\u66f4\u5173\u6ce8\u7684\u662f\u201c\u9700\u8981\u4ec0\u4e48\u80fd\u529b\u201d\uff0c\u800c\u4e0d\u662f\u67d0\u4e2a\u5177\u4f53\u89e3\u6cd5\u3002\u957f\u4e0a\u4e0b\u6587\u663e\u7136\u6709\u7528\uff0c\u4f46\u5f53\u524d\u4ecd\u7136\u592a\u77ed\u3002<\/p>\n

\u7406\u60f3\u72b6\u6001\u662f\u201c\u80fd\u5728\u56de\u7b54\u95ee\u9898\u65f6\u8bbf\u95ee\u6574\u4e2a\u4e92\u8054\u7f51\u201d\u3002\u4f46\u73b0\u6709\u4e8c\u6b21\u590d\u6742\u5ea6attention\u4e0d\u53ef\u80fd\u6269\u5c55\u5230\u4e07\u4ebftoken\u3002\u6211\u4eec\u9700\u8981\u7b97\u6cd5\u4e0e\u7cfb\u7edf\u5c42\u9762\u7684\u7a81\u7834\uff0c\u521b\u9020\u201c\u53ef\u8bbf\u95ee\u4e07\u4ebf token \u7684\u5e7b\u89c9\u201d\u3002<\/p>\n

\u5982\u679c\u80fd\u505a\u5230\uff0c\u5c31\u53ef\u4ee5\u8bbf\u95ee\u6574\u4e2a\u4e92\u8054\u7f51\u3001YouTube\u89c6\u9891\u50cf\u7d20\u3001\u4e2a\u4eba\u90ae\u4ef6\u3001\u7167\u7247\u3001\u6587\u6863\uff08\u5728\u7528\u6237\u6388\u6743\u4e0b\uff09\u3002\u90a3\u5c06\u6781\u5177\u4ef7\u503c\u3002\u5173\u952e\u5728\u4e8e\uff1a\u5982\u4f55\u5728\u7b97\u6cd5\u548c\u7cfb\u7edf\u5c42\u9762\u5b9e\u73b0\u8fd9\u79cd\u89c4\u6a21\u8dc3\u8fc1\u3002<\/p>\n

Shawn Wang\uff1a\u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c\u6211\u4e4b\u524d\u7b97\u8fc7\u4e00\u7b14\u8d26\u2014\u2014\u5982\u679c\u4e00\u4e2a\u4eba\u6bcf\u5929\u8fde\u7eed\u8bb2\u516b\u4e2a\u5c0f\u65f6\u3001\u5929\u5929\u8bb2\uff0c\u6700\u591a\u4e5f\u5c31\u751f\u6210\u5927\u698210\u4e07\u4e2atoken\uff0c\u8fd9\u5176\u5b9e\u5b8c\u5168\u5728\u53ef\u627f\u53d7\u8303\u56f4\u5185\u3002<\/p>\n

Jeff Dean\uff1a\u5bf9\uff0c\u4e0d\u8fc7\u5982\u679c\u4f60\u518d\u8fdb\u4e00\u6b65\u8bf4\u2014\u2014\u597d\uff0c\u6211\u60f3\u8981\u7406\u89e3\u4eba\u4eec\u4e0a\u4f20\u5230\u89c6\u9891\u91cc\u7684\u6240\u6709\u5185\u5bb9\uff0c\u90a3\u60c5\u51b5\u5c31\u4e0d\u4e00\u6837\u4e86\u3002<\/p>\n

Shawn Wang\uff1a\u800c\u4e14\u7ecf\u5178\u7684\u4f8b\u5b50\u662f\uff0c\u5f53\u4f60\u4ece\u8bed\u8a00\u6269\u5c55\u5230\u5176\u4ed6\u6a21\u6001\uff0c\u6bd4\u5982\u86cb\u767d\u8d28\u4e4b\u7c7b\u7684\u4fe1\u606f\uff0c\u90a3\u4fe1\u606f\u5bc6\u5ea6\u5c31\u9ad8\u5f97\u591a\u4e86\u3002<\/p>\n

Jeff Dean\uff1a\u6ca1\u9519\u3002\u6211\u89c9\u5f97\u50cfGemini\u8fd9\u6837\u7684\u6a21\u578b\u4e4b\u6240\u4ee5\u5f3a\u8c03\u591a\u6a21\u6001\uff0c\u662f\u56e0\u4e3a\u6211\u4eec\u4ece\u4e00\u5f00\u59cb\u5c31\u5e0c\u671b\u5b83\u662f\u591a\u6a21\u6001\u7684\u3002<\/p>\n

\u5f88\u591a\u4eba\u7406\u89e3\u7684\u591a\u6a21\u6001\u662f\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u8fd9\u4e9b\u201c\u4eba\u7c7b\u611f\u77e5\u201d\u7684\u6a21\u6001\u3002\u4f46\u6211\u8ba4\u4e3a\uff0c\u8ba9\u6a21\u578b\u7406\u89e3\u201c\u975e\u4eba\u7c7b\u201d\u7684\u6a21\u6001\u540c\u6837\u975e\u5e38\u6709\u7528\u3002<\/p>\n

\u6bd4\u5982\u6765\u81eaWaymo\u8f66\u8f86\u7684LIDAR\u4f20\u611f\u5668\u6570\u636e\uff0c\u6216\u8005\u673a\u5668\u4eba\u6570\u636e\u3001\u533b\u7597\u5f71\u50cf\u6570\u636e\uff0c\u6bd4\u5982X\u5149\u3001MRI\uff0c\u4ee5\u53ca\u57fa\u56e0\u7ec4\u4fe1\u606f\u3002<\/p>\n

\u4e16\u754c\u4e0a\u53ef\u80fd\u6709\u6570\u767e\u79cd\u4e0d\u540c\u7684\u6570\u636e\u6a21\u6001\uff0c\u6211\u4eec\u5e0c\u671b\u6a21\u578b\u81f3\u5c11\u80fd\u63a5\u89e6\u5230\u8fd9\u4e9b\u6a21\u6001\uff0c\u77e5\u9053\u5b83\u4eec\u662f\u6709\u610f\u4e49\u7684\u3002<\/p>\n

\u5373\u4f7f\u4f60\u6ca1\u6709\u5728\u6240\u6709LIDAR\u6216MRI\u6570\u636e\u4e0a\u5927\u89c4\u6a21\u8bad\u7ec3\uff0c\u4ec5\u4ec5\u5c11\u91cf\u7eb3\u5165\uff0c\u4e5f\u4f1a\u975e\u5e38\u6709\u4ef7\u503c\uff0c\u56e0\u4e3a\u8fd9\u4f1a\u201c\u6697\u793a\u201d\u6a21\u578b\uff1a\u8fd9\u4e9b\u90fd\u662f\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u91cd\u8981\u4fe1\u53f7\u3002<\/p>\n

Shawn Wang\uff1a\u90a3\u4f60\u662f\u5426\u8ba4\u4e3a\u5b58\u5728\u67d0\u79cd\u201c\u738b\u8005\u6a21\u6001\u201d\uff1f\u6bd4\u5982\u89c6\u89c9\u53ef\u4ee5\u5728\u50cf\u7d20\u5c42\u9762\u7f16\u7801\u6587\u672c\uff1b\u6709\u7bc7DeepSeq CR\u7684\u8bba\u6587\u5c31\u662f\u8fd9\u4e48\u505a\u7684\u3002<\/p>\n

\u89c6\u89c9\u8fd8\u80fd\u901a\u8fc7\u9891\u8c31\u56fe\u6765\u8868\u793a\u97f3\u9891\u3002\u6240\u4ee5\u4f1a\u4e0d\u4f1a\u89c6\u89c9\u624d\u662f\u201c\u7edf\u6cbb\u4e00\u5207\u201d\u7684\u6a21\u6001\uff1f<\/p>\n

Jeff Dean\uff1a\u89c6\u89c9\u548c\u8fd0\u52a8\uff08\u6bd4\u5982\u89c6\u9891\u800c\u4e0d\u662f\u9759\u6001\u56fe\u50cf\uff09\u786e\u5b9e\u975e\u5e38\u91cd\u8981\u3002<\/p>\n

\u8fdb\u5316\u5728 23 \u6b21\u72ec\u7acb\u7684\u8fc7\u7a0b\u4e2d\u6f14\u5316\u51fa\u4e86\u201c\u773c\u775b\u201d\uff0c\u8fd9\u672c\u8eab\u5c31\u8bf4\u660e\u89c6\u89c9\u5bf9\u7406\u89e3\u4e16\u754c\u662f\u591a\u4e48\u5173\u952e\u3002<\/p>\n

\u800c\u6211\u4eec\u5e0c\u671b\u8fd9\u4e9b\u6a21\u578b\u4e5f\u662f\u5728\u201c\u611f\u77e5\u4e16\u754c\u201d\u3002\u6240\u4ee5\u5173\u952e\u5728\u4e8e\uff1a\u5b83\u4eec\u662f\u5426\u80fd\u89e3\u91ca\u6240\u770b\u5230\u6216\u5173\u6ce8\u5230\u7684\u5185\u5bb9\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u4fe1\u606f\u5e2e\u52a9\u6211\u4eec\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

Shawn Wang\uff1a\u8bf4\u5230\u89c6\u9891\uff0c\u6211\u5f97\u5938\u4e00\u53e5\uff0cGemini\u76ee\u524d\u53ef\u80fd\u8fd8\u662f\u552f\u4e00\u4e00\u4e2a\u539f\u751f\u652f\u6301\u89c6\u9891\u7406\u89e3\u7684\u6a21\u578b\u3002\u6211\u7ecf\u5e38\u7528\u5b83\u5206\u6790YouTube\u3002<\/p>\n

Jeff Dean\uff1a\u662f\u7684\uff0c\u5176\u5b9e\u5f88\u591a\u4eba\u5e76\u4e0d\u4e86\u89e3Gemini\u5230\u5e95\u80fd\u505a\u4ec0\u4e48\u3002<\/p>\n

\u6211\u6709\u4e2a\u4f8b\u5b50\uff1a\u4e00\u4e2aYouTube\u89c6\u9891\u5408\u96c6\uff0c\u5305\u542b\u8fc7\u53bb20\u5e7418\u4e2a\u7ecf\u5178\u4f53\u80b2\u77ac\u95f4\uff0c\u6bd4\u5982Michael Jordan\u5728\u603b\u51b3\u8d5b\u6700\u540e\u65f6\u523b\u7684\u8df3\u6295\u3001\u4e00\u4e9b\u8db3\u7403\u8fdb\u7403\u7b49\u7b49\u3002<\/p>\n

\u4f60\u53ef\u4ee5\u76f4\u63a5\u628a\u89c6\u9891\u7ed9\u6a21\u578b\uff0c\u8bf4\u201c\u8bf7\u5e2e\u6211\u505a\u4e00\u4e2a\u8868\u683c\uff0c\u5217\u51fa\u6bcf\u4e2a\u4e8b\u4ef6\u662f\u4ec0\u4e48\u3001\u53d1\u751f\u65e5\u671f\u4ee5\u53ca\u7b80\u8981\u63cf\u8ff0\u3002\u201d<\/p>\n

\u7ed3\u679c\u4f60\u4f1a\u5f97\u5230\u4e00\u4e2a18\u884c\u7684\u7ed3\u6784\u5316\u8868\u683c\u2014\u2014\u8fd9\u5176\u5b9e\u662f\u628a\u89c6\u9891\u8f6c\u6210\u7c7b\u4f3cSQL\u8868\u7ed3\u6784\u7684\u4fe1\u606f\u3002\u5f88\u591a\u4eba\u5e76\u4e0d\u4f1a\u628a\u201c\u89c6\u9891\u7406\u89e3\u201d\u8054\u60f3\u5230\u8fd9\u79cd\u80fd\u529b\u3002<\/p>\n

Alessio Fanelli\uff1a\u5728\u8c37\u6b4c\u5185\u90e8\u6709\u6ca1\u6709\u8ba8\u8bba\u8fc7\u201c\u7167\u6599\u6574\u4e2a\u4e92\u8054\u7f51\u201d\u8fd9\u4e2a\u95ee\u9898\uff1f\u8c37\u6b4c\u672c\u8eab\u5c31\u662f\u56e0\u4e3a\u4eba\u7c7b\u65e0\u6cd5\u6d4f\u89c8\u6574\u4e2a\u4e92\u8054\u7f51\u800c\u5b58\u5728\u7684\uff0c\u901a\u8fc7\u6392\u5e8f\u7cfb\u7edf\u5e2e\u4eba\u7b5b\u9009\u3002<\/p>\n

\u5bf9\u4e8eLLM\u6765\u8bf4\uff0c\u6392\u5e8f\u903b\u8f91\u662f\u4e0d\u662f\u4e0d\u540c\uff1f\u4eba\u7c7b\u53ef\u80fd\u53ea\u770b\u524d5\u4e2a\u94fe\u63a5\uff0c\u4f46LLM\u662f\u5426\u5e94\u8be5\u5173\u6ce820\u4e2a\u9ad8\u5ea6\u76f8\u5173\u7684\u94fe\u63a5\uff1f\u4f60\u4eec\u5185\u90e8\u662f\u600e\u4e48\u601d\u8003\u8fd9\u79cd\u201c\u66f4\u5e7f\u6cdb\u641c\u7d22\u6a21\u5f0f\u201d\u7684\uff1f<\/p>\n

Jeff Dean\uff1a\u5176\u5b9e\u5728\u5927\u8bed\u8a00\u6a21\u578b\u51fa\u73b0\u4e4b\u524d\uff0c\u6211\u4eec\u7684\u6392\u5e8f\u7cfb\u7edf\u5c31\u662f\u8fd9\u6837\u5206\u5c42\u5904\u7406\u7684\u3002<\/p>\n

\u9996\u5148\u4ece\u4e00\u4e2a\u5de8\u5927\u7684\u7d22\u5f15\u4e2d\u7b5b\u51fa\u76f8\u5173\u5b50\u96c6\uff0c\u53ef\u80fd\u4ece\u6570\u5341\u4ebf\u7f51\u9875\u7f29\u5c0f\u52303\u4e07\u4efd\u5019\u9009\u6587\u6863\uff0c\u7136\u540e\u9010\u5c42\u4f7f\u7528\u66f4\u590d\u6742\u7684\u7b97\u6cd5\u548c\u4fe1\u53f7\u7cbe\u70bc\uff0c\u6700\u7ec8\u5c55\u793a\u524d10\u4e2a\u7ed3\u679c\u3002LLM\u7cfb\u7edf\u672c\u8d28\u4e0a\u4e5f\u7c7b\u4f3c\u3002<\/p>\n

\u4f60\u53ef\u4ee5\u201c\u5173\u6ce8\u201d\u4e07\u4ebf\u7ea7 token\uff0c\u4f46\u4f60\u9700\u8981\u5148\u7b5b\u9009\u51fa 3 \u4e07\u4efd\u5019\u9009\u6587\u6863\uff08\u4e5f\u8bb8\u5bf9\u5e943000\u4e07token\uff09\uff0c\u7136\u540e\u8fdb\u4e00\u6b65\u7f29\u51cf\u5230 117\u4efd\u771f\u6b63\u5173\u952e\u7684\u6587\u6863\uff0c\u518d\u7531\u6700\u5f3a\u7684\u6a21\u578b\u5904\u7406\u8fd9117\u4efd\u3002<\/p>\n

\u8fd9\u6837\u4f60\u5c31\u5b9e\u73b0\u4e86\u4e00\u79cd\u201c\u4eff\u4f5b\u6d4f\u89c8\u4e86\u4e07\u4ebftoken\u201d\u7684\u6548\u679c\uff0c\u5c31\u50cf\u8c37\u6b4c\u641c\u7d22\u7ed9\u4eba\u7684\u611f\u89c9\u4e00\u6837\u2014\u2014\u867d\u7136\u4f60\u5728\u641c\u7d22\u6574\u4e2a\u4e92\u8054\u7f51\uff0c\u4f46\u5b9e\u9645\u4e0a\u53ea\u5904\u7406\u4e86\u4e00\u5c0f\u90e8\u5206\u6700\u76f8\u5173\u7684\u5185\u5bb9\u3002<\/p>\n

Shawn Wang\uff1a\u5f88\u591a\u4eba\u4e0d\u4e86\u89e3LLM\u5728\u9ad8\u6d41\u91cf\u7cfb\u7edf\u91cc\u7684\u6e17\u900f\u7a0b\u5ea6\u3002\u6bd4\u5982 BERT \u5f88\u65e9\u5c31\u8fdb\u5165\u8c37\u6b4c\u641c\u7d22\u7cfb\u7edf\uff0c\u63d0\u5347\u4e86\u8d28\u91cf\u3002<\/p>\n

Jeff Dean\uff1a\u662f\u7684\uff0c\u5f15\u5165LLM\u8868\u793a\u65b9\u5f0f\u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u8df3\u51fa\u201c\u5fc5\u987b\u7cbe\u786e\u5339\u914d\u7528\u6237\u8f93\u5165\u8bcd\u8bed\u201d\u7684\u9650\u5236\uff0c\u800c\u66f4\u5173\u6ce8\u9875\u9762\u7684\u4e3b\u9898\u662f\u5426\u4e0e\u67e5\u8be2\u76f8\u5173\u3002<\/p>\n

Shawn Wang\uff1a\u5176\u5b9e\u5728LLM\u4e4b\u524d\uff0c\u4f60\u4eec\u5c31\u5df2\u7ecf\u5728\u201c\u8f6f\u5316\u67e5\u8be2\u8bcd\u201d\u4e86\u5427\uff1f<\/p>\n

Jeff Dean\uff1a\u6ca1\u9519\u3002\u6211\u57282009\u5e74\u7684\u4e00\u4e2a\u4f1a\u8bae\u4e0a\u505a\u8fc7\u4e00\u6b21\u56de\u987e\u6f14\u8bb2\uff0c\u8bb21999\u52302004\u5e74\u641c\u7d22\u7cfb\u7edf\u7ecf\u5386\u7684\u4e94\u516d\u6b21\u67b6\u6784\u91cd\u6784\u3002<\/p>\n

2001\u5e74\u662f\u4e00\u4e2a\u5173\u952e\u70b9\u3002\u5f53\u65f6\u6211\u4eec\u4e3a\u4e86\u6269\u5c55\u89c4\u6a21\uff0c\u628a\u7d22\u5f15\u5206\u7247\uff0c\u6bd4\u598260\u4e2ashard\uff0c\u6bcf\u4e2ashard\u591a\u4e2a\u526f\u672c\u3002<\/p>\n

\u5f53\u526f\u672c\u6570\u91cf\u8db3\u591f\u591a\u65f6\uff0c\u6211\u4eec\u610f\u8bc6\u5230\u2014\u2014\u6574\u4e2a\u7d22\u5f15\u5176\u5b9e\u53ef\u4ee5\u5168\u90e8\u653e\u8fdb\u5185\u5b58\uff01\u4e00\u65e6\u7d22\u5f15\u5728\u5185\u5b58\u4e2d\uff0c\u4f60\u5c31\u53ef\u4ee5\u5bf9\u7528\u6237\u539f\u672c\u4e09\u56db\u4e2a\u8bcd\u7684\u67e5\u8be2\uff0c\u6269\u5c55\u51fa50\u4e2a\u76f8\u5173\u8bcd\uff0c\u6bd4\u5982restaurant\u3001restaurants\u3001cafe\u3001bistro\u7b49\u7b49\u3002<\/p>\n

\u8fd9\u662f2001\u5e74\u7684\u4e8b\u60c5\uff0c\u8fdc\u65e9\u4e8eLLM\uff0c\u4f46\u672c\u8d28\u662f\u4e00\u6837\u7684\u2014\u2014\u4ece\u201c\u7cbe\u786e\u8bcd\u5339\u914d\u201d\u8d70\u5411\u201c\u8bed\u4e49\u7406\u89e3\u201d\u3002<\/p>\n

Alessio Fanelli\uff1a\u5728\u7cfb\u7edf\u8bbe\u8ba1\u4e0a\uff0c\u4f60\u6709\u4ec0\u4e48\u539f\u5219\uff1f\u5f53\u89c4\u6a21\u4ee5\u500d\u6570\u7ea7\u589e\u957f\u65f6\uff0c\u4f60\u600e\u4e48\u601d\u8003\uff1f<\/p>\n

Jeff Dean\uff1a\u9996\u5148\u8981\u5f04\u6e05\u695a\u6700\u91cd\u8981\u7684\u8bbe\u8ba1\u53c2\u6570\uff1a\u6bcf\u79d2\u67e5\u8be2\u6570\u3001\u7d22\u5f15\u89c4\u6a21\u3001\u6bcf\u4e2a\u6587\u6863\u7684\u6570\u636e\u91cf\u7b49\u7b49\u3002<\/p>\n

\u597d\u7684\u7cfb\u7edf\u5e94\u8be5\u80fd\u627f\u53d75\u523010\u500d\u7684\u589e\u957f\uff0c\u4f46\u5982\u679c\u589e\u957f\u5230100\u500d\uff0c\u53ef\u80fd\u5c31\u9700\u8981\u5b8c\u5168\u4e0d\u540c\u7684\u67b6\u6784\u3002\u6bd4\u5982\u4ece\u78c1\u76d8\u7d22\u5f15\u8f6c\u4e3a\u5185\u5b58\u7d22\u5f15\u2014\u2014\u8fd9\u5728\u6d41\u91cf\u8db3\u591f\u5927\u65f6\u624d\u5408\u7406\u3002<\/p>\n

\u8bbe\u8ba1\u524d\u6211\u559c\u6b22\u5728\u8111\u5b50\u91cc\u63a8\u6f14\u5404\u79cd\u53ef\u80fd\u6027\uff0c\u800c\u4e0d\u662f\u4e00\u5f00\u59cb\u5c31\u5199\u4ee3\u7801\u3002<\/p>\n

Shawn Wang\uff1a\u66f4\u65b0\u9891\u7387\u662f\u4e0d\u662f\u53d8\u5316\u6700\u5927\u7684\u53c2\u6570\uff1f<\/p>\n

Jeff Dean\uff1a\u5bf9\u3002\u6700\u65e9\u6211\u4eec\u4e00\u4e2a\u6708\u66f4\u65b0\u4e00\u6b21\u7d22\u5f15\uff0c\u540e\u6765\u53ef\u4ee5\u505a\u5230\u5355\u9875\u4e9a\u5206\u949f\u66f4\u65b0\u3002<\/p>\n

\u56e0\u4e3a\u65b0\u95fb\u7c7b\u67e5\u8be2\u9700\u8981\u5b9e\u65f6\u6027\u3002\u5373\u4fbf\u67d0\u9875\u9762\u66f4\u65b0\u6982\u7387\u4f4e\uff0c\u4f46\u5982\u679c\u5b83\u5f88\u91cd\u8981\uff0c\u4e5f\u503c\u5f97\u9891\u7e41\u6293\u53d6\u3002\u8fd9\u80cc\u540e\u6709\u4e00\u6574\u5957\u7cfb\u7edf\u5728\u5224\u65ad\u6293\u53d6\u9891\u7387\u4e0e\u9875\u9762\u91cd\u8981\u6027\u3002<\/p>\n

Shawn Wang\uff1a\u8bf4\u5230\u5ef6\u8fdf\uff0c\u6211\u5fc5\u987b\u63d0\u4e00\u4e0b\u4f60\u7684\u7ecf\u5178\u6587\u7ae0\u300a\u6bcf\u4e2a\u7a0b\u5e8f\u5458\u90fd\u5e94\u8be5\u77e5\u9053\u7684\u5ef6\u8fdf\u6570\u5b57\u300b\u3002<\/p>\n

\uff08\u7f16\u8005\u6ce8\uff1a\u8fd9\u662fJeff Dean\u5728\u8c37\u6b4c\u65e9\u671f\u5199\u7684\u4e00\u7bc7\u7ecf\u5178\u5185\u90e8\u6587\u7ae0\uff0c\u540e\u6765\u88ab\u516c\u5f00\u5206\u4eab\uff0c\u4e3b\u8981\u76ee\u7684\u662f\u5e2e\u52a9\u7a0b\u5e8f\u5458\u7406\u89e3\u8ba1\u7b97\u673a\u7cfb\u7edf\u4e2d\u5404\u79cd\u64cd\u4f5c\u7684\u5ef6\u8fdf\u6210\u672c\uff0c\u4ece\u800c\u5728\u8bbe\u8ba1\u8f6f\u4ef6\u548c\u7cfb\u7edf\u65f6\u80fd\u505a\u51fa\u5408\u7406\u7684\u6743\u8861\uff09<\/p>\n

Jeff Dean\uff1a\u90a3\u91cc\u9762\u5176\u5b9e\u5217\u4e86\u5927\u6982\u516b\u5230\u5341\u79cd\u5173\u952e\u6307\u6807\uff0c\u6bd4\u5982\u4e00\u6b21\u7f13\u5b58\u672a\u547d\u4e2d\u8981\u591a\u4e45\u3001\u4e00\u6b21\u5206\u652f\u9884\u6d4b\u5931\u8d25\u8981\u591a\u4e45\u3001\u4e00\u6b21\u4e3b\u5b58\u8bbf\u95ee\u8981\u591a\u4e45\u3001\u4ece\u7f8e\u56fd\u5f80\u8377\u5170\u53d1\u4e00\u4e2a\u6570\u636e\u5305\u8981\u591a\u4e45\u4e4b\u7c7b\u7684\u3002<\/p>\n

Shawn Wang\uff1a\u987a\u4fbf\u95ee\u4e00\u53e5\uff0c\u4e3a\u4ec0\u4e48\u662f\u8377\u5170\uff1f\u662f\u56e0\u4e3aChrome\u5417\uff1f<\/p>\n

Jeff Dean\uff1a\u4e0d\u662f\uff0c\u662f\u56e0\u4e3a\u6211\u4eec\u5f53\u65f6\u5728\u8377\u5170\u6709\u6570\u636e\u4e2d\u5fc3\u3002\u5176\u5b9e\u5173\u952e\u70b9\u5728\u4e8e\uff0c\u4f60\u8981\u80fd\u505a\u201c\u4fe1\u5c01\u80cc\u9762\u7684\u4f30\u7b97\u201d\u3002\u8fd9\u4e9b\u5ef6\u8fdf\u6570\u5b57\u5c31\u662f\u539f\u6750\u6599\u3002<\/p>\n

\u6bd4\u5982\u4f60\u8981\u8bbe\u8ba1\u4e00\u4e2a\u56fe\u7247\u641c\u7d22\u7cfb\u7edf\uff0c\u7ed3\u679c\u9875\u8981\u751f\u6210\u7f29\u7565\u56fe\u2014\u2014\u4f60\u53ef\u4ee5\u9009\u62e9\u63d0\u524d\u9884\u8ba1\u7b97\u7f29\u7565\u56fe\uff0c\u4e5f\u53ef\u4ee5\u5b9e\u65f6\u4ece\u5927\u56fe\u751f\u6210\u3002\u90a3\u5e26\u5bbd\u8981\u591a\u5c11\uff1f\u9700\u8981\u591a\u5c11\u6b21\u78c1\u76d8\u5bfb\u5740\uff1f\u4f60\u5b8c\u5168\u53ef\u4ee5\u572830\u79d2\u52301\u5206\u949f\u5185\uff0c\u7528\u8fd9\u4e9b\u57fa\u7840\u6570\u5b57\u505a\u4e00\u4e2a\u8111\u5185\u63a8\u6f14\u3002<\/p>\n

\u968f\u7740\u4f60\u4f7f\u7528\u66f4\u9ad8\u5c42\u7684\u5e93\u5199\u8f6f\u4ef6\uff0c\u4f60\u4e5f\u5e94\u8be5\u57f9\u517b\u7c7b\u4f3c\u7684\u76f4\u89c9\u2014\u2014\u6bd4\u5982\u67d0\u79cd\u6570\u636e\u7ed3\u6784\u7684\u67e5\u627e\u5927\u6982\u8981\u591a\u4e45\u3002<\/p>\n

Shawn Wang\uff1a\u5982\u679c\u73b0\u5728\u66f4\u65b0\u8fd9\u4efd\u201c\u5ef6\u8fdf\u6570\u5b57\u201d\u6e05\u5355\uff0c\u4f60\u4f1a\u52a0\u4ec0\u4e48\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u89c9\u5f97\u73b0\u5728\u7279\u522b\u503c\u5f97\u601d\u8003\u7684\u662f\uff0c\u5728\u6a21\u578b\u8bad\u7ec3\u6216\u63a8\u7406\u65f6\uff0c\u4f60\u5728\u505a\u7684\u8ba1\u7b97\u5230\u5e95\u610f\u5473\u7740\u4ec0\u4e48\u3002<\/p>\n

\u4e00\u4e2a\u5f88\u597d\u7684\u89c6\u89d2\u662f\uff1a\u4f60\u9700\u8981\u4ece\u5185\u5b58\u4e2d\u642c\u8fd0\u591a\u5c11\u201c\u72b6\u6001\u201d\uff1f\u662f\u7247\u4e0aSRAM\uff1f\u662f\u52a0\u901f\u5668\u4e0a\u7684HBM\uff1f\u662fDRAM\uff1f\u8fd8\u662f\u901a\u8fc7\u7f51\u7edc\u4f20\u8f93\uff1f<\/p>\n

\u7136\u540e\u95ee\u4e00\u4e2a\u95ee\u9898\u2014\u2014\u8fd9\u4e9b\u6570\u636e\u642c\u8fd0\u7684\u6210\u672c\uff0c\u76f8\u5bf9\u4e8e\u4e00\u6b21\u77e9\u9635\u4e58\u6cd5\u91cc\u7684\u4e58\u6cd5\u64cd\u4f5c\uff0c\u8d35\u591a\u5c11\uff1f\u5176\u5b9e\u4e58\u6cd5\u672c\u8eab\u7684\u80fd\u8017\u975e\u5e38\u4f4e\uff0c\u6839\u636e\u7cbe\u5ea6\u4e0d\u540c\uff0c\u5927\u6982\u662f\u5c0f\u4e8e1\u76ae\u7126\u8033\uff08picojoule\uff09\u3002<\/p>\n

Shawn Wang\uff1a\u54e6\uff0c\u4f60\u662f\u7528\u80fd\u91cf\u6765\u8861\u91cf\u7684\uff1f<\/p>\n

Jeff Dean\uff1a\u5bf9\uff0c\u6700\u7ec8\u4e00\u5207\u90fd\u5f52\u7ed3\u4e3a\u80fd\u91cf\u6548\u7387\u3002<\/p>\n

\u6bd4\u5982\uff0c\u4ece\u82af\u7247\u53e6\u4e00\u4fa7\u7684SRAM\u642c\u6570\u636e\uff0c\u751a\u81f3\u90fd\u6ca1\u51fa\u82af\u7247\u2014\u2014\u53ef\u80fd\u5c31\u89811000\u76ae\u7126\u8033\u3002\u4e8e\u662f\u4f60\u5c31\u660e\u767d\u4e86\uff0c\u4e3a\u4ec0\u4e48\u52a0\u901f\u5668\u9700\u8981\u201cbatch\u201d\u3002<\/p>\n

\u5982\u679c\u4f60\u628a\u4e00\u4e2a\u6a21\u578b\u53c2\u6570\u4eceSRAM\u642c\u5230\u4e58\u6cd5\u5355\u5143\uff0c\u82b1\u4e861000\u76ae\u7126\u8033\uff0c\u90a3\u4f60\u6700\u597d\u591a\u6b21\u4f7f\u7528\u5b83\u3002\u5047\u8bbebatch size\u662f 256\uff0c\u90a3\u8fd9\u7b14\u6210\u672c\u8fd8\u80fd\u644a\u8584\uff1b\u4f46\u5982\u679cbatch\u662f 1\uff0c\u90a3\u5c31\u592a\u4e8f\u4e86\u3002<\/p>\n

Shawn Wang\uff1a\u5bf9\uff0c\u56e0\u4e3a\u4f60\u82b1\u4e861000\u76ae\u7126\u8033\uff0c\u53ea\u505a\u4e861\u76ae\u7126\u8033\u7684\u4e58\u6cd5\u3002<\/p>\n

Jeff Dean\uff1a\u6ca1\u9519\u3002\u6240\u4ee5\u4ece\u80fd\u91cf\u89d2\u5ea6\u770b\uff0cbatching \u662f\u975e\u5e38\u81ea\u7136\u7684\u9009\u62e9\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\u6211\u4eec\u5f53\u7136\u5e0c\u671bbatch size\u662f1\uff0c\u56e0\u4e3a\u5ef6\u8fdf\u6700\u4f4e\u3002\u4f46\u80fd\u91cf\u6548\u7387\u548c\u8ba1\u7b97\u6548\u7387\u4f1a\u975e\u5e38\u7cdf\u7cd5\u3002<\/p>\n

Shawn Wang\uff1a\u6211\u8fd8\u662f\u7b2c\u4e00\u6b21\u542c\u5230\u7528\u80fd\u91cf\u5206\u6790batching\u7684\u89e3\u91ca\u3002<\/p>\n

Jeff Dean\uff1a\u8fd9\u5176\u5b9e\u5c31\u662f\u5927\u5bb6\u505abatching\u7684\u539f\u56e0\u3002<\/p>\n

Shawn Wang\uff1a\u90a3\u5728\u786c\u4ef6\u4e0a\u6709\u6ca1\u6709\u7c7b\u4f3c\u5f53\u5e74\u201c\u628a\u7d22\u5f15\u5168\u90e8\u653e\u8fdb\u5185\u5b58\u201d\u90a3\u6837\u7684\u8f6c\u6298\uff1f\u6bd4\u5982NVIDIA\u5728SRAM\u4e0a\u7684\u6fc0\u8fdb\u4e0b\u6ce8\u3002\u4f60\u4eec\u5728TPU\u8bbe\u8ba1\u65f6\u662f\u5426\u4e5f\u65e9\u5c31\u9884\u89c1\u5230\u8fd9\u79cd\u8d8b\u52bf\uff1f<\/p>\n

Jeff Dean\uff1aTPU\u91c7\u7528\u7684\u662f\u89c4\u5219\u76842D\u62163D mesh \u7ed3\u6784\uff0c\u6bcf\u4e2a\u82af\u7247\u90fd\u6709HBM\u3002\u5bf9\u4e8e\u67d0\u4e9b\u6a21\u578b\u63a8\u7406\u4efb\u52a1\uff0c\u4eceHBM\u8bfb\u6570\u636e\u7684\u5ef6\u8fdf\u548c\u6210\u672c\u6bd4\u4ece\u7247\u4e0aSRAM\u9ad8\u5f97\u591a\u3002<\/p>\n

\u6240\u4ee5\u5982\u679c\u6a21\u578b\u591f\u5c0f\uff0c\u4f60\u53ef\u4ee5\u505a\u6a21\u578b\u5e76\u884c\uff0c\u628a\u5b83\u5206\u5e03\u572816\u621664\u4e2a\u82af\u7247\u4e0a\uff0c\u53ea\u8981\u5168\u90e8\u53c2\u6570\u90fd\u80fd\u653e\u8fdbSRAM\uff0c\u5c31\u80fd\u540c\u65f6\u63d0\u5347\u541e\u5410\u548c\u5ef6\u8fdf\u3002\u8fd9\u5176\u5b9e\u662f\u4e00\u4e2a\u5f88\u81ea\u7136\u7684\u6280\u672f\u9009\u62e9\u3002<\/p>\n

Alessio Fanelli\uff1a\u5728TPU\u8bbe\u8ba1\u4e2d\uff0c\u4f60\u4eec\u5982\u4f55\u51b3\u5b9a\u4f18\u5316\u65b9\u5411\uff1f\u6bd4\u5982\u80fd\u4e0d\u80fd\u628a\u90a31000\u76ae\u7126\u8033\u964d\u523050\uff1f\u662f\u5426\u503c\u5f97\u4e3a\u6b64\u8bbe\u8ba1\u4e00\u9897\u65b0\u82af\u7247\uff1f\u4f46ML\u53d8\u5316\u8fd9\u4e48\u5feb\uff0c\u505a\u786c\u4ef6\u4f1a\u4e0d\u4f1a\u592a\u5192\u9669\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u4eec\u5728TPU\u67b6\u6784\u56e2\u961f\u548cML\u7814\u7a76\u56e2\u961f\u4e4b\u95f4\u6709\u5f88\u591a\u4e92\u52a8\uff0c\u56e0\u4e3a\u5fc5\u987b\u505a\u201c\u534f\u540c\u8bbe\u8ba1\u201d\u3002<\/p>\n

\u95ee\u9898\u662f\u2014\u2014\u4f60\u4eca\u5929\u5f00\u59cb\u8bbe\u8ba1\u4e00\u9897\u82af\u7247\uff0c\u53ef\u80fd\u4e24\u5e74\u540e\u624d\u90e8\u7f72\u5230\u6570\u636e\u4e2d\u5fc3\uff0c\u7136\u540e\u8fd8\u8981\u7528\u4e09\u5230\u4e94\u5e74\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u4f60\u8981\u9884\u6d4b\u4e24\u5230\u516d\u5e74\u540e\u4eba\u4eec\u4f1a\u8fd0\u884c\u4ec0\u4e48\u6837\u7684ML\u8ba1\u7b97\uff0c\u800c\u8fd9\u4e2a\u9886\u57df\u53d8\u5316\u6781\u5feb\u3002<\/p>\n

\u6240\u4ee5\u5982\u679c\u7814\u7a76\u56e2\u961f\u5bf9\u672a\u6765\u4e24\u4e09\u5e74\u5185\u53ef\u80fd\u6210\u529f\u7684\u65b9\u6cd5\u6709\u6d1e\u5bdf\uff0c\u6211\u4eec\u5c31\u80fd\u5728\u201cTPU N+2\u201d\u7248\u672c\u91cc\u52a0\u5165\u5bf9\u5e94\u7684\u786c\u4ef6\u7279\u6027\u3002\u6709\u65f6\u53ef\u4ee5\u52a0\u5165\u4e00\u4e9b\u201c\u6295\u673a\u6027\u529f\u80fd\u201d\uff0c\u5360\u7528\u5f88\u5c0f\u7684\u82af\u7247\u9762\u79ef\uff0c\u4f46\u5982\u679c\u6210\u529f\u53ef\u80fd\u5e26\u676510\u500d\u63d0\u5347\uff1b\u5931\u8d25\u4e86\u635f\u5931\u4e5f\u4e0d\u5927\u3002<\/p>\n

\u4f46\u6709\u4e9b\u6539\u52a8\u4ee3\u4ef7\u5f88\u5927\uff0c\u5c31\u5fc5\u987b\u901a\u8fc7\u5927\u91cfML\u5b9e\u9a8c\u6765\u9a8c\u8bc1\u65b9\u5411\u3002<\/p>\n

Alessio Fanelli\uff1a\u6709\u6ca1\u6709\u53cd\u8fc7\u6765\u7684\u60c5\u51b5\uff1f\u56e0\u4e3a\u82af\u7247\u8bbe\u8ba1\u5df2\u7ecf\u5b9a\u4e86\uff0c\u6240\u4ee5\u6a21\u578b\u67b6\u6784\u4e0d\u5f97\u4e0d\u8c03\u6574\uff1f<\/p>\n

Jeff Dean\uff1a\u5f53\u7136\u4f1a\u3002\u6a21\u578b\u67b6\u6784\u6709\u65f6\u4f1a\u4e3a\u4e86\u9002\u914d\u73b0\u6709\u786c\u4ef6\u800c\u8c03\u6574\u3002\u6bd4\u5982\u672a\u6765\u4e00\u4ee3\u652f\u6301\u66f4\u4f4e\u7cbe\u5ea6\uff0c\u4f60\u53ef\u80fd\u63d0\u524d\u4e3a\u90a3\u4e2a\u7cbe\u5ea6\u8bad\u7ec3\u6a21\u578b\uff0c\u5373\u4fbf\u5f53\u524d\u4ee3\u8fd8\u4e0d\u652f\u6301\u3002<\/p>\n

Shawn Wang\uff1a\u90a3\u7cbe\u5ea6\u8fd8\u80fd\u964d\u591a\u4f4e\uff1f\u6709\u4eba\u8bf4\u4e09\u503c\u5316\uff08ternary\uff09\u90fd\u53ef\u4ee5\u3002<\/p>\n

Jeff Dean\uff1a\u6211\u4e2a\u4eba\u5f88\u559c\u6b22\u4f4e\u7cbe\u5ea6\uff0c\u56e0\u4e3a\u6bcf\u51cf\u5c11\u4e00\u4f4d\u6bd4\u7279\uff0c\u5c31\u51cf\u5c11\u642c\u8fd0\u65f6\u7684\u80fd\u91cf\u6d88\u8017\u3002\u5f88\u591a\u6210\u529f\u505a\u6cd5\u662f\uff1a\u6743\u91cd\u672c\u8eab\u7528\u6781\u4f4e\u6bd4\u7279\u8868\u793a\uff0c\u4f46\u7ed9\u4e00\u7ec4\u6743\u91cd\u5171\u4eab\u4e00\u4e2a\u7f29\u653e\u56e0\u5b50\u3002<\/p>\n

Shawn Wang\uff1a\u4f4e\u7cbe\u5ea6\u52a0\u7f29\u653e\u56e0\u5b50\uff1f\u633a\u6709\u610f\u601d\u7684\u3002\u8bf4\u5230\u7cbe\u5ea6\uff0c\u6211\u4eec\u6700\u7ec8\u662f\u91c7\u6837\u751f\u6210\u7684\uff0c\u8fd8\u4f1a\u52a0\u968f\u673a\u6570\u2014\u2014\u90a3\u8fd9\u4e48\u7cbe\u7ec6\u7684\u8ba1\u7b97\u662f\u4e0d\u662f\u6709\u70b9\u8bbd\u523a\uff1f<\/p>\n

Jeff Dean\uff1a\u786e\u5b9e\u6709\u5f88\u591a\u8d8b\u52bf\u503c\u5f97\u5173\u6ce8\u3002\u6bd4\u5982\u80fd\u91cf\u9a71\u52a8\u6a21\u578b\u3001\u6269\u6563\u6a21\u578b\uff08\u4e0d\u518d\u987a\u5e8f\u89e3\u7801 token\uff09\u3001\u6295\u673a\u89e3\u7801\u3002<\/p>\n

\u6bd4\u5982\u4e00\u6b21\u9884\u6d4b8\u4e2atoken\uff0c\u7136\u540e\u63a5\u53d7\u5176\u4e2d5\u62166\u4e2a\uff0c\u76f8\u5f53\u4e8e\u628a\u6709\u6548batch\u63d0\u5347\u4e865\u500d\uff0c\u5927\u5e45\u644a\u8584\u53c2\u6570\u642c\u8fd0\u6210\u672c\u3002\u4ece\u80fd\u91cf\u3001\u5ef6\u8fdf\u3001\u541e\u5410\u7684\u89d2\u5ea6\u770b\u95ee\u9898\uff0c\u4f1a\u81ea\u7136\u5f15\u5bfc\u4f60\u627e\u5230\u66f4\u4f18\u89e3\u3002<\/p>\n

Shawn Wang\uff1a\u8fd8\u6709\u6a21\u62df\u8ba1\u7b97\u8fd9\u79cd\u66f4\u6fc0\u8fdb\u7684\u65b9\u5411\u5462\uff1f<\/p>\n

Jeff Dean\uff1a\u6a21\u62df\u8ba1\u7b97\u5f88\u6709\u610f\u601d\uff0c\u7406\u8bba\u4e0a\u529f\u8017\u4f4e\u3002\u4f46\u73b0\u5b9e\u4e2d\u4f60\u5f80\u5f80\u8981\u548c\u6570\u5b57\u7cfb\u7edf\u63a5\u53e3\uff0c\u505a\u6570\u6a21\u3001\u6a21\u6570\u8f6c\u6362\uff0c\u8fd9\u4f1a\u635f\u8017\u6389\u4e0d\u5c11\u80fd\u6548\u4f18\u52bf\u3002<\/p>\n

\u4e0d\u8fc7\u6211\u8ba4\u4e3a\uff0c\u5728\u73b0\u6709\u6570\u5b57\u67b6\u6784\u4e0b\uff0c\u6211\u4eec\u5728\u80fd\u6548\u4e0a\u8fd8\u6709\u5de8\u5927\u7684\u63d0\u5347\u7a7a\u95f4\u3002<\/p>\n

Alessio Fanelli\uff1a\u4ece\u7814\u7a76\u89d2\u5ea6\u770b\uff0c\u8fd8\u6709\u54ea\u4e9b\u65b9\u5411\u4f60\u89c9\u5f97\u7279\u522b\u503c\u5f97\u63a2\u7d22\uff1f<\/p>\n

Jeff Dean\uff1a\u4e00\u4e2a\u5927\u95ee\u9898\u662f\u5982\u4f55\u8ba9\u6a21\u578b\u66f4\u53ef\u9760\uff0c\u80fd\u5b8c\u6210\u66f4\u957f\u3001\u66f4\u590d\u6742\u3001\u5305\u542b\u5927\u91cf\u5b50\u4efb\u52a1\u7684\u5de5\u4f5c\u3002\u4e5f\u8bb8\u4e00\u4e2a\u6a21\u578b\u8c03\u7528\u5176\u4ed6\u6a21\u578b\u4f5c\u4e3a\u5de5\u5177\uff0c\u534f\u4f5c\u5b8c\u6210\u66f4\u5927\u89c4\u6a21\u4efb\u52a1\u3002<\/p>\n

\u8fd8\u6709\u4e00\u4e2a\u5f00\u653e\u95ee\u9898\u662f\uff1a\u5982\u4f55\u628a\u5f3a\u5316\u5b66\u4e60\u6269\u5c55\u5230\u201c\u4e0d\u53ef\u9a8c\u8bc1\u201d\u7684\u9886\u57df\u3002\u73b0\u5728\u6570\u5b66\u548c\u7f16\u7a0b\u7684\u8fdb\u6b65\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u6765\u81ea\u53ef\u9a8c\u8bc1\u5956\u52b1\u3002\u5982\u679c\u6211\u4eec\u80fd\u5728\u4e0d\u53ef\u9a8c\u8bc1\u9886\u57df\u4e5f\u5b9e\u73b0\u7c7b\u4f3c\u7a81\u7834\uff0c\u6a21\u578b\u80fd\u529b\u4f1a\u6709\u5f88\u5927\u63d0\u5347\u3002<\/p>\n

Alessio Fanelli\uff1a\u6bd4\u5982Deep Research\u6216AI Mode\uff0c\u5176\u5b9e\u4e5f\u662f\u67d0\u79cd\u4fe1\u606f\u68c0\u7d22\u3002\u662f\u4e0d\u662f\u201c\u68c0\u7d22\u201d\u672c\u8eab\u5c31\u662f\u53ef\u9a8c\u8bc1\u7684\u90e8\u5206\uff1f<\/p>\n

Jeff Dean\uff1a\u53ef\u4ee5\u7528\u53e6\u4e00\u4e2a\u6a21\u578b\u6765\u8bc4\u4f30\u7b2c\u4e00\u4e2a\u6a21\u578b\u7684\u7ed3\u679c\uff0c\u6bd4\u5982\u5224\u65ad\u68c0\u7d22\u7ed3\u679c\u662f\u5426\u76f8\u5173\uff0c\u6216\u8005\u4ece2000\u6761\u7ed3\u679c\u4e2d\u6253\u5206\u9009\u51fa\u6700\u76f8\u5173\u768450\u6761\u3002\u6709\u65f6\u751a\u81f3\u53ef\u4ee5\u7528\u540c\u4e00\u4e2a\u6a21\u578b\uff0c\u53ea\u662f\u901a\u8fc7\u4e0d\u540c\u63d0\u793a\u8bcd\uff0c\u8ba9\u5b83\u5145\u5f53\u201c\u6279\u8bc4\u8005\u201d\u3002<\/p>\n

Shawn Wang\uff1a\u611f\u89c9\u6211\u4eec\u597d\u50cf\u505a\u5b8c\u4e86\u201c\u7b80\u5355\u7684\u90e8\u5206\u201d\uff0c\u63a5\u4e0b\u6765\u5168\u662f\u786c\u9aa8\u5934\u3002\u4f46\u6bcf\u5e74\u90fd\u8fd9\u4e48\u89c9\u5f97\u3002<\/p>\n

Jeff Dean\uff1a\u8fd9\u4e2a\u9886\u57df\u7684\u597d\u5904\u662f\uff0c\u6709\u5f88\u591a\u806a\u660e\u4eba\u90fd\u5728\u60f3\u529e\u6cd5\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n

\u4e24\u5e74\u524d\uff0c\u6211\u4eec\u8fd8\u5728\u4e3aGSM8K\u8fd9\u79cd\u201c\u5c0f\u660e\u6709\u4e24\u53ea\u5154\u5b50\u53c8\u4e70\u4e09\u53ea\u201d\u7684\u9898\u76ee\u53d1\u6101\u3002\u73b0\u5728\u6a21\u578b\u5df2\u7ecf\u80fd\u505aIMO\u548cErd\u0151s\u6c34\u5e73\u7684\u6570\u5b66\u63a8\u7406\u4e86\uff0c\u800c\u4e14\u662f\u7eaf\u8bed\u8a00\u5f62\u5f0f\u5b8c\u6210\u3002\u8fd9\u5728\u4e00\u5e74\u534a\u5185\u662f\u60ca\u4eba\u7684\u8dc3\u8fc1\u3002<\/p>\n

\u5bf9\u5176\u4ed6\u9886\u57df\uff0c\u6211\u4eec\u4e5f\u5e0c\u671b\u5b9e\u73b0\u7c7b\u4f3c\u7684\u98de\u8dc3\u3002\u867d\u7136\u6709\u4e9b\u65b9\u5411\u8fd8\u770b\u4e0d\u6e05\u8def\u5f84\uff0c\u4f46\u7814\u7a76\u672c\u8eab\u5c31\u662f\u4e0d\u65ad\u5c1d\u8bd5\u3001\u9a8c\u8bc1\u3001\u63a8\u8fdb\u7684\u8fc7\u7a0b\uff0c\u8fd9\u6b63\u662f\u5b83\u8ff7\u4eba\u7684\u5730\u65b9\u3002<\/p>\n

Shawn Wang\uff1a\u6bd4\u5982\u8bf4\uff0c\u81ea\u52a8\u751f\u6210YouTube\u7f29\u7565\u56fe\uff0c\u8fd9\u5c31\u975e\u5e38\u6709\u7528\u4e86\u3002\u90a3\u5c31\u662fAGI\u4e86\uff0c\u6211\u4eec\u771f\u7684\u9700\u8981\u5b83\u3002<\/p>\n

Shawn Wang\uff1a\u5bf9\u5185\u5bb9\u521b\u4f5c\u8005\u6765\u8bf4\uff0c\u90a3\u7edd\u5bf9\u662f\u3002<\/p>\n

Jeff Dean\uff1a\u6211\u4e0d\u662fYouTube\u521b\u4f5c\u8005\uff0c\u6240\u4ee5\u6211\u4e2a\u4eba\u6ca1\u90a3\u4e48\u5728\u610f\u8fd9\u4e2a\u95ee\u9898\uff0c\u4e0d\u8fc7\u6211\u77e5\u9053\u5f88\u591a\u4eba\u786e\u5b9e\u5f88\u5728\u610f\u3002<\/p>\n

Shawn Wang\uff1a\u8bf4\u56deIMO\uff0c\u6211\u5230\u73b0\u5728\u90fd\u8fd8\u6ca1\u6d88\u5316\u4e00\u4ef6\u4e8b\uff1a\u4e00\u5e74\u524d\u6211\u4eec\u8fd8\u6709AlphaProof\u3001AlphaGeometry\u8fd9\u4e9b\u4e13\u7528\u7cfb\u7edf\uff0c\u7ed3\u679c\u4eca\u5e74\u76f4\u63a5\u8bf4\u201c\u7b97\u4e86\uff0c\u5168\u4e22\u7ed9 Gemini\u201d\u3002<\/p>\n

\u4f60\u600e\u4e48\u770b\u8fd9\u79cd\u4ece\u201c\u7b26\u53f7\u7cfb\u7edf + \u4e13\u7528\u6a21\u578b\u201d\u5230\u201c\u5168LLM\u4e00\u7edf\u5929\u4e0b\u201d\u7684\u8f6c\u53d8\uff1f<\/p>\n

Jeff Dean\uff1a\u8fd9\u5bf9\u6211\u6765\u8bf4\u5176\u5b9e\u633a\u81ea\u7136\u7684\u3002\u4eba\u7c7b\u786e\u5b9e\u5728\u64cd\u4f5c\u7b26\u53f7\uff0c\u4f46\u6211\u4eec\u7684\u5927\u8111\u91cc\u672a\u5fc5\u771f\u7684\u662f\u79bb\u6563\u7684\u7b26\u53f7\u7cfb\u7edf\u3002\u66f4\u53ef\u80fd\u662f\u67d0\u79cd\u5206\u5e03\u5f0f\u7684\u795e\u7ecf\u8868\u793a\u2014\u2014\u5927\u91cf\u795e\u7ecf\u5143\u7684\u6fc0\u6d3b\u6a21\u5f0f\u3002<\/p>\n

\u5f53\u6211\u4eec\u770b\u5230\u67d0\u4e9b\u4e1c\u897f\u65f6\uff0c\u6fc0\u6d3b\u7279\u5b9a\u6a21\u5f0f\uff0c\u4ece\u800c\u8fdb\u884c\u63a8\u7406\u3001\u89c4\u5212\u3001\u94fe\u5f0f\u601d\u8003\uff0c\u751a\u81f3\u56de\u6eda\u518d\u5c1d\u8bd5\u5176\u4ed6\u8def\u5f84\u3002<\/p>\n

\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0c\u7528\u795e\u7ecf\u7f51\u7edc\u6765\u6a21\u62df\u8fd9\u79cd\u8fc7\u7a0b\u662f\u5408\u7406\u7684\u3002\u6211\u4e00\u76f4\u89c9\u5f97\uff0c\u628a\u5b8c\u5168\u72ec\u7acb\u7684\u79bb\u6563\u7b26\u53f7\u7cfb\u7edf\u548c\u795e\u7ecf\u6a21\u578b\u786c\u6027\u5206\u5f00\uff0c\u5176\u5b9e\u4e0d\u592a\u6709\u9053\u7406\u3002<\/p>\n

Shawn Wang\uff1a\u4e5f\u8bb8\u5bf9\u4f60\u6765\u8bf4\u5f88\u660e\u663e\uff0c\u4f46\u5bf9\u6211\u4e00\u5e74\u524d\u6765\u8bf4\u5e76\u4e0d\u660e\u663e\u3002<\/p>\n

Jeff Dean\uff1a\u6211\u89c9\u5f97\uff0c\u4ece\u201c\u628a\u95ee\u9898\u7ffb\u8bd1\u6210Lean\u518d\u7528\u4e13\u7528\u51e0\u4f55\u6a21\u578b\u6c42\u89e3\u201d\uff0c\u5230\u7b2c\u4e8c\u5e74\u76f4\u63a5\u7528\u4e00\u4e2a\u7edf\u4e00\u7684\u5927\u6a21\u578b\uff08\u57fa\u672c\u5c31\u662f\u751f\u4ea7\u7248\u6a21\u578b\uff0c\u53ea\u662f\u7ed9\u4e86\u66f4\u591a\u63a8\u7406\u9884\u7b97\uff09\uff0c\u8fd9\u5176\u5b9e\u8bf4\u660e\u901a\u7528\u6a21\u578b\u80fd\u529b\u7684\u5de8\u5927\u63d0\u5347\u3002\u4f60\u5df2\u7ecf\u4e0d\u518d\u9700\u8981\u90a3\u4e9b\u4e13\u7528\u7cfb\u7edf\u4e86\u3002<\/p>\n

\u8fd9\u548c2013\u52302016\u5e74\u673a\u5668\u5b66\u4e60\u7684\u53d1\u5c55\u5f88\u50cf\u2014\u2014\u90a3\u65f6\u6bcf\u4e2a\u4efb\u52a1\u90fd\u8981\u8bad\u7ec3\u4e00\u4e2a\u72ec\u7acb\u6a21\u578b\uff1a\u8857\u9053\u6807\u5fd7\u8bc6\u522b\u4e00\u4e2a\u6a21\u578b\uff0c\u8bed\u97f3\u8bc6\u522b\u4e00\u4e2a\u6a21\u578b\u3002<\/p>\n

\u73b0\u5728\uff0c\u7edf\u4e00\u6a21\u578b\u65f6\u4ee3\u5df2\u7ecf\u5230\u6765\u3002\u95ee\u9898\u53d8\u6210\uff1a\u5b83\u4eec\u5bf9\u4ece\u672a\u89c1\u8fc7\u7684\u65b0\u4efb\u52a1\u7684\u6cdb\u5316\u80fd\u529b\u5982\u4f55\uff1f\u800c\u7b54\u6848\u662f\u2014\u2014\u8d8a\u6765\u8d8a\u597d\u3002<\/p>\n

Shawn Wang\uff1a\u800c\u4e14\u751a\u81f3\u4e0d\u9700\u8981\u9886\u57df\u4e13\u5bb6\u3002\u6211\u91c7\u8bbf\u8fc7Ete\uff0c\u4ed6\u8bf4\u81ea\u5df1\u751a\u81f3\u4e0d\u77e5\u9053IMO\u5728\u54ea\u4e3e\u884c\u3001\u89c4\u5219\u662f\u4ec0\u4e48\uff0c\u53ea\u662f\u8bad\u7ec3\u6a21\u578b\u3002\u8fd9\u79cd\u201c\u901a\u7528ML\u6280\u80fd + \u6570\u636e + \u7b97\u529b\u201d\u5c31\u80fd\u89e3\u51b3\u5404\u79cd\u4efb\u52a1\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u50cf\u662f\u201c\u82e6\u6da9\u7684\u6559\u8bad\u201d\u3002<\/p>\n

\uff08\u7f16\u8005\u6ce8\uff1aEte\u662f\u6307\u7231\u5fb7\u534e\u00b7\u683c\u5217\u82ac\u65af\u7279\uff0c\u4e00\u4f4dGoogle DeepMind\u7684\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c\u4ed6\u53c2\u4e0e\u8fc7\u591a\u9879\u4e0e\u63a8\u7406\u3001\u8bed\u8a00\u6a21\u578b\u76f8\u5173\u7684\u7814\u7a76\uff1b<\/p>\n

\u201c\u82e6\u6da9\u6559\u8bad\u201d\u662f\u201c\u5f3a\u5316\u5b66\u4e60\u4e4b\u7236\u201d\u7406\u67e5\u5fb7\u00b7\u8428\u987f\u63d0\u51fa\u7684\u7406\u5ff5\uff1a\u7814\u7a76\u8005\u603b\u60f3\u628a\u4eba\u7c7b\u77e5\u8bc6\u7f16\u5165AI\uff0c\u77ed\u671f\u6709\u6548\u4f46\u957f\u671f\u770b\uff0c\u4f9d\u9760\u5927\u89c4\u6a21\u7b97\u529b\u548c\u901a\u7528\u7b97\u6cd5\u7684\u65b9\u6cd5\u6700\u7ec8\u4f1a\u80dc\u51fa\uff09<\/p>\n

Jeff Dean\uff1a\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u901a\u7528\u6a21\u578b\u4f1a\u80dc\u51fa\u3002<\/p>\n

Shawn Wang\uff1a\u4f46\u8fd9\u91cc\u6709\u4e2a\u7591\u95ee\uff1a\u6a21\u578b\u5bb9\u91cf\u662f\u6709\u9650\u7684\uff0c\u53c2\u6570\u672c\u8d28\u4e0a\u53ea\u80fd\u5bb9\u7eb3\u6709\u9650\u7684\u6bd4\u7279\u3002\u6bd4\u5982 Gemma \u8fd9\u79cd\u5c0f\u6a21\u578b\uff0c\u5f88\u591a\u4eba\u5e0c\u671b\u672c\u5730\u5f00\u6e90\u6a21\u578b\uff0c\u4f46\u5b83\u4eec\u4f1a\u8bb0\u4f4f\u4e00\u4e9b\u5176\u5b9e\u6ca1\u5fc5\u8981\u8bb0\u4f4f\u7684\u77e5\u8bc6\u3002<\/p>\n

\u5927\u6a21\u578b\u53ef\u4ee5\u5305\u7f57\u4e07\u8c61\uff0c\u4f46\u5c0f\u6a21\u578b\u5bb9\u91cf\u6709\u9650\u3002\u6211\u4eec\u80fd\u5426\u628a\u201c\u77e5\u8bc6\u201d\u548c\u201c\u63a8\u7406\u80fd\u529b\u201d\u5206\u79bb\uff1f<\/p>\n

Jeff Dean\uff1a\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u5e94\u8be5\u628a\u5b9d\u8d35\u7684\u53c2\u6570\u7a7a\u95f4\u66f4\u591a\u7528\u4e8e\u63a8\u7406\u80fd\u529b\uff0c\u800c\u4e0d\u662f\u8bb0\u4f4f\u90a3\u4e9b\u53ef\u4ee5\u68c0\u7d22\u5230\u7684\u51b7\u95e8\u4e8b\u5b9e\u3002\u6bd4\u5982\u67d0\u4e2a\u504f\u50fb\u5c0f\u6865\u7684\u957f\u5ea6\uff0c\u6ca1\u5fc5\u8981\u6b7b\u8bb0\u786c\u80cc\u3002\u4f46\u6a21\u578b\u4e5f\u4e0d\u80fd\u5b8c\u5168\u8131\u79bb\u4e16\u754c\u77e5\u8bc6\u3002<\/p>\n

\u6bd4\u5982\u77e5\u9053Golden Gate Bridge\u5927\u6982\u591a\u957f\uff0c\u6709\u52a9\u4e8e\u5efa\u7acb\u5c3a\u5ea6\u611f\u3002\u6240\u4ee5\u9700\u8981\u4e00\u5b9a\u7684\u5e38\u8bc6\u3002\u6a21\u578b\u8d8a\u5927\uff0c\u80fd\u5bb9\u7eb3\u7684\u77e5\u8bc6\u8d8a\u591a\u3002\u4f46\u6211\u8ba4\u4e3a\uff0c\u628a\u68c0\u7d22\u548c\u63a8\u7406\u7ed3\u5408\u8d77\u6765\u2014\u2014\u5c24\u5176\u662f\u591a\u9636\u6bb5\u68c0\u7d22 + \u63a8\u7406\u2014\u2014\u4f1a\u8ba9\u6a21\u578b\u663e\u5f97\u66f4\u5f3a\u5927\u3002<\/p>\n

Shawn Wang\uff1a\u6bd4\u5982\u201c\u4e2a\u4eba\u7248Gemini\u201d\u3002<\/p>\n

Jeff Dean\uff1a\u5bf9\uff0c\u6211\u4eec\u4e0d\u592a\u53ef\u80fd\u628a\u6211\u7684\u79c1\u4eba\u90ae\u4ef6\u6570\u636e\u76f4\u63a5\u8bad\u7ec3\u8fdbGemini\u3002\u66f4\u5408\u7406\u7684\u662f\uff0c\u7528\u7edf\u4e00\u6a21\u578b\uff0c\u518d\u8ba9\u5b83\u901a\u8fc7\u5de5\u5177\u68c0\u7d22\u6211\u7684\u90ae\u4ef6\u3001\u7167\u7247\u7b49\uff0c\u7136\u540e\u5bf9\u8fd9\u4e9b\u7ed3\u679c\u8fdb\u884c\u63a8\u7406\uff0c\u5e76\u8fdb\u884c\u591a\u8f6e\u4ea4\u4e92\u3002<\/p>\n

Alessio Fanelli\uff1a\u90a3\u4f60\u600e\u4e48\u770b\u5782\u76f4\u6a21\u578b\uff1f\u6bd4\u5982\u201c\u533b\u7597 LLM\u201d\u201c\u6cd5\u5f8b LLM\u201d\u8fd9\u79cd\u3002<\/p>\n

Jeff Dean\uff1a\u5782\u76f4\u6a21\u578b\u662f\u6709\u610f\u4e49\u7684\u3002\u5b83\u4eec\u5e94\u8be5\u57fa\u4e8e\u4e00\u4e2a\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\uff0c\u7136\u540e\u5728\u7279\u5b9a\u9886\u57df\u6570\u636e\u4e0a\u8fdb\u4e00\u6b65\u5f3a\u5316\u3002<\/p>\n

\u6bd4\u5982\u673a\u5668\u4eba\u9886\u57df\uff0c\u6211\u4eec\u4e0d\u4f1a\u5728\u57fa\u7840Gemini\u4e2d\u585e\u8fdb\u6240\u6709\u673a\u5668\u4eba\u6570\u636e\uff0c\u56e0\u4e3a\u6211\u4eec\u9700\u8981\u5e73\u8861\u80fd\u529b\u3002\u4f46\u5982\u679c\u4f60\u60f3\u505a\u4e00\u4e2a\u9876\u7ea7\u673a\u5668\u4eba\u6a21\u578b\uff0c\u5c31\u5e94\u8be5\u5728\u57fa\u7840\u6a21\u578b\u4e0a\u518d\u52a0\u5927\u91cf\u673a\u5668\u4eba\u6570\u636e\u8bad\u7ec3\u3002<\/p>\n

\u4ee3\u4ef7\u53ef\u80fd\u662f\u591a\u8bed\u8a00\u80fd\u529b\u4e0b\u964d\uff0c\u4f46\u673a\u5668\u4eba\u80fd\u529b\u66f4\u5f3a\u3002\u6211\u4eec\u59cb\u7ec8\u5728\u505a\u6570\u636e\u5206\u5e03\u7684\u6743\u8861\u3002<\/p>\n

\u7406\u60f3\u60c5\u51b5\u662f\u6a21\u5757\u5316\uff1a\u4e00\u4e2a\u62e5\u6709200\u79cd\u8bed\u8a00\u80fd\u529b\u7684\u6a21\u5757\u3001\u4e00\u4e2a\u9876\u7ea7\u673a\u5668\u4eba\u6a21\u5757\u3001\u4e00\u4e2a\u9876\u7ea7\u533b\u7597\u6a21\u5757\uff0c\u53ef\u4ee5\u7ec4\u5408\u8c03\u7528\u3002\u6bd4\u5982\u9047\u5230\u533b\u7597\u95ee\u9898\uff0c\u5c31\u8c03\u7528\u533b\u7597\u6a21\u5757\u589e\u5f3a\u57fa\u7840\u6a21\u578b\u3002<\/p>\n

Shawn Wang\uff1a\u5c31\u50cf\u201c\u53ef\u5b89\u88c5\u77e5\u8bc6\u5305\u201d\u3002<\/p>\n

Jeff Dean\uff1a\u5bf9\u3002\u6709\u4e9b\u53ef\u4ee5\u901a\u8fc7\u68c0\u7d22\u5b9e\u73b0\uff0c\u6709\u4e9b\u53ef\u80fd\u9700\u8981\u9884\u8bad\u7ec3\uff0c\u6bd4\u5982\u7528\u4e0a\u5343\u4ebftoken\u7684\u533b\u7597\u6570\u636e\u3002<\/p>\n

Shawn Wang\uff1a\u8bf4\u5230\u8bed\u8a00\uff0c\u4f60\u4ee5\u524d\u63d0\u5230\u8fc7\u4e00\u4e2a\u4f8b\u5b50\uff1a\u628a\u4f4e\u8d44\u6e90\u8bed\u8a00\u76f4\u63a5\u653e\u8fdb\u4e0a\u4e0b\u6587\uff0c\u6a21\u578b\u5c31\u80fd\u5b66\u3002<\/p>\n

Jeff Dean\uff1a\u5bf9\uff0c\u6bd4\u5982Kalaman\u8bed\uff0c\u5168\u4e16\u754c\u53ea\u6709\u5927\u7ea6 120 \u4eba\u4f7f\u7528\uff0c\u800c\u4e14\u6ca1\u6709\u4e66\u9762\u6587\u672c\u3002\u5bf9\u4e8e\u50cf\u7d22\u9a6c\u91cc\u8bed\u6216\u963f\u59c6\u54c8\u62c9\u8bed\u8fd9\u6837\u7684\u8bed\u8a00\uff0c\u4e16\u754c\u4e0a\u5176\u5b9e\u6709\u4e0d\u5c11\u6587\u672c\u3002<\/p>\n

\u6211\u4eec\u5728 Gemini \u8bad\u7ec3\u4e2d\u53ef\u80fd\u53ea\u7528\u4e86\u5176\u4e2d\u4e00\u90e8\u5206\u3002\u5982\u679c\u589e\u52a0\u66f4\u591a\u6570\u636e\uff0c\u8fd9\u4e9b\u8bed\u8a00\u7684\u80fd\u529b\u5c31\u4f1a\u63d0\u5347\u3002<\/p>\n

Shawn Wang\uff1a\u6211\u5bf9\u8bed\u8a00\u5b66\u4e5f\u5f88\u611f\u5174\u8da3\u3002\u5982\u679c\u6211\u662f\u8bed\u8a00\u5b66\u5bb6\uff0c\u62ff\u5230\u8fd9\u4e9b\u6a21\u578b\uff0c\u6211\u4f1a\u95ee\u4e00\u4e9b\u6839\u672c\u95ee\u9898\u3002\u6bd4\u5982\u8428\u4e15\u5c14-\u6c83\u5c14\u592b\u5047\u8bf4\uff1a\u8bed\u8a00\u662f\u5426\u5f71\u54cd\u601d\u7ef4\uff1f<\/p>\n

\u8fd8\u6709\u6240\u8c13\u201c\u67cf\u62c9\u56fe\u5f0f\u8868\u793a\u201d\u2014\u2014\u56fe\u50cf\u91cc\u7684\u201c\u676f\u5b50\u201d\u548c\u6587\u672c\u91cc\u7684\u201ccup\u201d\u6700\u7ec8\u5728\u6a21\u578b\u91cc\u6620\u5c04\u5230\u540c\u4e00\u5411\u91cf\u7a7a\u95f4\u3002\u7406\u8bba\u4e0a\u8fd9\u5e94\u8be5\u8de8\u8bed\u8a00\u6210\u7acb\uff0c\u4f46\u6709\u4e9b\u8bed\u8a00\u6709\u72ec\u7279\u6982\u5ff5\uff0c\u82f1\u8bed\u6ca1\u6709\uff0c\u8fd9\u4e9b\u5dee\u5f02\u5176\u5b9e\u5f88\u6709\u610f\u601d\u3002<\/p>\n

Jeff Dean\uff1a\u6211\u4e4b\u524d\u505a\u8fc7\u4e00\u4e2a\u53ebDeViSE\u7684\u6a21\u578b\uff0c\u628a\u8bed\u8a00\u6a21\u578b\u7684\u8bcd\u5411\u91cf\u548c\u56fe\u50cf\u6a21\u578b\uff08\u7c7b\u4f3c ImageNet \u8bad\u7ec3\u7684\uff09\u878d\u5408\u5728\u4e00\u8d77\u3002<\/p>\n

\u7ed3\u679c\u53d1\u73b0\uff0c\u5982\u679c\u7ed9\u5b83\u4e00\u4e2a\u8bad\u7ec3\u96c6\u4e2d\u6ca1\u6709\u7c7b\u522b\u7684\u56fe\u50cf\uff0c\u5b83\u4e5f\u5e38\u5e38\u80fd\u7ed9\u51fa\u6b63\u786e\u6807\u7b7e\u3002<\/p>\n

\u6bd4\u5982\u56fe\u50cf\u6a21\u578b\u8bad\u7ec3\u65f6\u89c1\u8fc7telescope\u548cbinoculars\uff0c\u4f46\u6ca1\u89c1\u8fc7microscope\u3002\u5f53\u7ed9\u5b83\u663e\u5fae\u955c\u56fe\u7247\u65f6\uff0c\u5b83\u5374\u80fd\u6b63\u786e\u751f\u6210\u201cmicroscope\u201d\u8fd9\u4e2a\u6807\u7b7e\uff0c\u5c3d\u7ba1\u4ece\u672a\u89c1\u8fc7\u5e26\u8fd9\u4e2a\u6807\u7b7e\u7684\u56fe\u50cf\u3002<\/p>\n

Shawn Wang\uff1a\u8fd9\u5f88\u9177\u3002<\/p>\n

Jeff Dean\uff1a\u786e\u5b9e\u633a\u6709\u610f\u601d\u3002<\/p>\n

Shawn Wang\uff1a\u6700\u540e\u4e00\u4e2a\u95ee\u9898\uff0c\u4f60\u5e0c\u671b\u522b\u4eba\u591a\u95ee\u4f60\u4ec0\u4e48\uff1f\u6211\u4eec\u804a\u4e86\u786c\u4ef6\u3001\u6a21\u578b\u3001\u7814\u7a76\u3002<\/p>\n

Jeff Dean\uff1a\u6709\u4ef6\u4e8b\u633a\u6709\u8da3\u3002\u62111990\u5e74\u672c\u79d1\u6bd5\u4e1a\u65f6\uff0c\u505a\u7684\u6bd5\u4e1a\u8bba\u6587\u5c31\u662f\u5e76\u884c\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u3002\u5f53\u65f6\u6211\u5c31\u89c9\u5f97\u795e\u7ecf\u7f51\u7edc\u662f\u6b63\u786e\u62bd\u8c61\uff0c\u53ea\u662f\u7b97\u529b\u8fdc\u8fdc\u4e0d\u591f\u3002<\/p>\n

\u7cfb\u91cc\u768432\u5904\u7406\u5668\u5e76\u884c\u673a\u53ea\u80fd\u8bad\u7ec3\u7a0d\u5fae\u6709\u70b9\u610f\u601d\u7684\u6a21\u578b\uff0c\u4f46\u8fdc\u4e0d\u8db3\u4ee5\u89e3\u51b3\u73b0\u5b9e\u95ee\u9898\u3002\u76f4\u52302008\u30012009\u5e74\uff0c\u968f\u7740\u6469\u5c14\u5b9a\u5f8b\u548c\u66f4\u5927\u7684\u6570\u636e\u96c6\uff0c\u795e\u7ecf\u7f51\u7edc\u624d\u771f\u6b63\u5f00\u59cb\u89e3\u51b3\u8bed\u97f3\u3001\u89c6\u89c9\u3001\u8bed\u8a00\u7b49\u95ee\u9898\u3002<\/p>\n

\u62112011\u5e74\u5e95\u5728\u8c37\u6b4c\u91cd\u65b0\u6295\u5165\u795e\u7ecf\u7f51\u7edc\u7814\u7a76\u65f6\uff0c\u6838\u5fc3\u60f3\u6cd5\u5c31\u662f\uff1a\u6211\u4eec\u5e94\u8be5\u7528\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u628a\u795e\u7ecf\u7f51\u7edc\u89c4\u6a21\u63a8\u4e0a\u53bb\u3002<\/p>\n

\u6211\u8fd8\u590d\u6d3b\u4e86\u672c\u79d1\u8bba\u6587\u91cc\u7684\u6a21\u578b\u5e76\u884c\u548c\u6570\u636e\u5e76\u884c\u601d\u60f3\u2014\u2014\u90a3\u65f6\u5019\u6211\u7528\u7684\u540d\u5b57\u4e0d\u4e00\u6837\uff0c\u4f46\u672c\u8d28\u5c31\u662f\u8fd9\u4e24\u79cd\u5e76\u884c\u65b9\u5f0f\u3002\u5386\u53f2\u6709\u65f6\u5019\u4f1a\u515c\u4e2a\u5708\u518d\u56de\u6765\u3002<\/p>\n

Shawn Wang\uff1a\u8fd9\u4e2a\u662f\u516c\u5f00\u7684\u5417\uff1f\u6211\u4eec\u80fd\u53bb\u7f51\u4e0a\u67e5\u5230\u5417\uff1f<\/p>\n

Jeff Dean\uff1a\u53ef\u4ee5\uff0c\u5728\u7f51\u4e0a\u90fd\u80fd\u627e\u5230\u3002\u4e0d\u8fc7\u8bf4\u5230\u66f4\u5b8f\u89c2\u4e00\u70b9\u7684\u4e8b\u60c5\uff0c\u6211\u89c9\u5f97\u8fc7\u53bb\u5341\u4e94\u5e74\u771f\u6b63\u91cd\u8981\u7684\u4e00\u70b9\uff0c\u662f\u628a\u5404\u79cd\u6280\u672f\u7ed3\u5408\u8d77\u6765\uff0c\u5e76\u4e14\u6301\u7eed\u63a8\u52a8Scaling\u3002<\/p>\n

\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u7b97\u6cd5\u95ee\u9898\uff0c\u8fd8\u5305\u62ec\u786c\u4ef6\u7684\u8fdb\u6b65\uff0c\u6bd4\u5982\u6784\u5efa\u50cfTPU\u8fd9\u6837\u7684\u4e13\u7528\u786c\u4ef6\uff1b\u4e5f\u5305\u62ec\u8f6f\u4ef6\u5c42\u9762\u7684\u62bd\u8c61\u80fd\u529b\uff0c\u8ba9\u7814\u7a76\u8005\u548c\u5de5\u7a0b\u5e08\u80fd\u591f\u66f4\u597d\u5730\u5411\u8ba1\u7b97\u673a\u8868\u8fbe\u81ea\u5df1\u7684\u60f3\u6cd5\u3002<\/p>\n

Shawn Wang\uff1a\u5173\u4e8e\u540e\u6765\u5bf9\u7b97\u529b\u8d44\u6e90\u5206\u914d\u7684\u53cd\u601d\u2014\u2014\u6709\u4eba\u63d0\u5230\u6240\u8c13\u7684\u201c\u7b97\u529b\u914d\u989d\u5e02\u573a\u201d\u3002<\/p>\n

David\u5728OpenAI\u505a\u8fc7VP of Engineering\uff0c\u540e\u6765\u53c8\u53bb\u4e86Google\u3002\u4ed6\u7684\u89c2\u70b9\u662f\uff0cOpenAI \u5f53\u65f6\u613f\u610f\u201c\u62bc\u4e0a\u5168\u90e8\u7b79\u7801\u201d\u53bb\u505a\u4e00\u4ef6\u4e8b\uff0c\u800c Google \u66f4\u6c11\u4e3b\u5316\uff0c\u6bcf\u4e2a\u4eba\u90fd\u6709\u81ea\u5df1\u7684\u7b97\u529b\u914d\u989d\u3002<\/p>\n

\uff08\u7f16\u8005\u6ce8\uff1a\u6b64\u5904\u6307David Luan\uff0c\u662f AI \u9886\u57df\u77e5\u540d\u7684\u6280\u672f\u4e13\u5bb6\uff0c\u66fe\u4efb\u804c\u4e8eGoogle Brain\u548cOpenAI\uff0c\u540e\u6765\u521b\u529e\u4e86 AI \u521d\u521b\u516c\u53f8Adept\uff09\u5982\u679c\u4f60\u771f\u7684\u76f8\u4fe1 Scaling \u662f\u5173\u952e\uff0c\u90a3\u8fd9\u5176\u5b9e\u662f\u4e00\u4e2a\u5168\u7ec4\u7ec7\u5c42\u9762\u7684\u6218\u7565\u9009\u62e9\u3002\u4f60\u5f53\u65f6\u4f1a\u8ba4\u540c\u8fd9\u79cd\u8bf4\u6cd5\u5417\uff1f\u8fd8\u662f\u6709\u4e0d\u540c\u7684\u590d\u76d8\u7ed3\u8bba\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u662f\u540c\u610f\u7684\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6211\u5f53\u65f6\u8fd8\u5199\u8fc7\u4e00\u9875memo\uff0c\u8bf4\u6211\u4eec\u628a\u8d44\u6e90\u62c6\u5206\u5f97\u592a\u96f6\u6563\u662f\u201c\u611a\u8822\u201d\u7684\u3002<\/p>\n

\u5f53\u65f6\u7684\u60c5\u51b5\u662f\u8fd9\u6837\u7684\uff1aGoogle Research\u91cc\u6709\u56e2\u961f\u5728\u505a\u5927\u8bed\u8a00\u6a21\u578b\uff0cBrain\u56e2\u961f\u91cc\u4e5f\u5728\u505a\uff1b\u540c\u65f6\u5176\u4ed6\u56e2\u961f\u5728\u505a\u591a\u6a21\u6001\u6a21\u578b\uff1b\u800c\u5f53\u65f6\u7684 DeepMind\u4e5f\u5728\u505a\u50cfChinchilla\u3001Flamingo\u8fd9\u6837\u7684\u6a21\u578b\u3002<\/p>\n

\u95ee\u9898\u5728\u4e8e\uff0c\u6211\u4eec\u4e0d\u4ec5\u628a\u7b97\u529b\u5206\u6563\u5728\u591a\u4e2a\u65b9\u5411\u4e0a\uff0c\u8fd8\u628a\u6700\u4f18\u79c0\u7684\u4eba\u624d\u5206\u6563\u5f00\u4e86\u3002\u6211\u5f53\u65f6\u7684\u89c2\u70b9\u662f\uff1a\u8fd9\u6ca1\u6709\u5fc5\u8981\u3002\u4e3a\u4ec0\u4e48\u4e0d\u6574\u5408\u8d77\u6765\uff0c\u505a\u4e00\u4e2a\u7edf\u4e00\u7684\u3001\u4ece\u4e00\u5f00\u59cb\u5c31\u662f\u591a\u6a21\u6001\u7684\u3001\u5728\u5404\u65b9\u9762\u90fd\u5f88\u5f3a\u7684\u5355\u4e00\u6a21\u578b\uff1f<\/p>\n

\u8fd9\u5c31\u662fGemini\u9879\u76ee\u7684\u8d77\u70b9\u3002<\/p>\n

Shawn Wang\uff1a\u6240\u4ee5\u90a3\u4efd\u4e00\u9875\u7eb8\u7684memo\u6210\u529f\u4e86\uff1f\u53e6\u5916\uff0cGemini\u8fd9\u4e2a\u540d\u5b57\u4e5f\u662f\u4f60\u8d77\u7684\u5417\uff1f<\/p>\n

Jeff Dean\uff1a\u662f\u7684\uff0c\u662f\u6211\u8d77\u7684\u3002\u5f53\u65f6\u4e5f\u6709\u522b\u7684\u5907\u9009\u540d\u5b57\uff0c\u4f46\u6211\u89c9\u5f97\u201cGemini\u201d\u633a\u597d\u3002\u56e0\u4e3a\u8fd9\u4e24\u4e2a\u7ec4\u7ec7\u50cf\u662f\u201c\u53cc\u80de\u80ce\u201d\u4e00\u6837\u7684\u5b58\u5728\uff0c\u73b0\u5728\u5408\u5e76\u5728\u4e00\u8d77\u3002\u53e6\u5916\uff0cNASA \u65e9\u671f\u7684Gemini\u9879\u76ee\u4e5f\u662f\u901a\u5f80Apollo\u8ba1\u5212\u7684\u91cd\u8981\u4e00\u6b65\u3002\u8fd9\u4e2a\u9690\u55bb\u4e5f\u5f88\u8d34\u5207\u2014\u2014\u53cc\u5b50\u5408\u4e00\u3002<\/p>\n

Alessio Fanelli\uff1a\u6211\u5f88\u597d\u5947\u4f60\u73b0\u5728\u662f\u600e\u4e48\u7528AI\u6765\u5199\u4ee3\u7801\u7684\u3002\u4f60\u4e00\u76f4\u662f\u5de5\u7a0b\u80fd\u529b\u6781\u5f3a\u7684\u4eba\u3002\u6211\u770b\u5230\u4f60\u8bf4\u8fc7\uff0c\u7ed3\u5bf9\u7f16\u7a0b\u65f6\u8981\u627e\u5230\u601d\u7ef4\u65b9\u5f0f\u4e92\u8865\u7684\u4eba\u3002<\/p>\n

\u90a3\u73b0\u5728\u6709\u4e86coding agents\uff0c\u4f60\u4f1a\u5982\u4f55\u201c\u5851\u9020\u201d\u4e00\u4e2a\u4e0e\u81ea\u5df1\u601d\u7ef4\u65b9\u5f0f\u5339\u914d\u7684\u667a\u80fd\u4f53\uff1f\u4f60\u5982\u4f55\u8bc4\u4ef7\u73b0\u5728\u8fd9\u4e9b\u5de5\u5177\uff1f\u672a\u6765\u5e94\u8be5\u5f80\u54ea\u4e2a\u65b9\u5411\u53d1\u5c55\uff1f<\/p>\n

Jeff Dean\uff1a\u9996\u5148\uff0c\u7f16\u7a0b\u5de5\u5177\u76f8\u6bd4\u4e00\u4e24\u5e74\u524d\u5df2\u7ecf\u6709\u4e86\u5de8\u5927\u8fdb\u6b65\u3002\u73b0\u5728\u4f60\u53ef\u4ee5\u628a\u66f4\u590d\u6742\u7684\u4efb\u52a1\u4ea4\u7ed9\u5b83\u4eec\u3002<\/p>\n

\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u70b9\u662f\uff1a\u4f60\u548c\u6a21\u578b\u4e92\u52a8\u7684\u65b9\u5f0f\uff0c\u4f1a\u53cd\u8fc7\u6765\u51b3\u5b9a\u5b83\u5982\u4f55\u4e0e\u4f60\u5408\u4f5c\u3002\u4f60\u53ef\u4ee5\u8ba9\u5b83\u5199\u6d4b\u8bd5\u3001\u5e2e\u4f60\u505a\u6027\u80fd\u4f18\u5316brainstorming\uff0c\u4e5f\u53ef\u4ee5\u8ba9\u5b83\u5b8c\u5168\u72ec\u7acb\u53bb\u5b8c\u6210\u4e00\u4e2a\u6a21\u5757\u3002<\/p>\n

\u4e0d\u540c\u4efb\u52a1\u9002\u5408\u4e0d\u540c\u4ea4\u4e92\u6a21\u5f0f\u3002\u6709\u4e9b\u4efb\u52a1\u9700\u8981\u9891\u7e41\u4e92\u52a8\uff1b\u6709\u4e9b\u4f60\u53ef\u4ee5\u6e05\u6670\u5b9a\u4e49\u9700\u6c42\uff0c\u7136\u540e\u8ba9\u5b83\u72ec\u7acb\u5b8c\u6210\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u672a\u6765\u4f1a\u6709\u8d8a\u6765\u8d8a\u591a\u72ec\u7acb\u8fd0\u884c\u7684\u8f6f\u4ef6\u667a\u80fd\u4f53\u66ff\u4f60\u505a\u4e8b\u3002\u5173\u952e\u95ee\u9898\u662f\uff1a\u4eba\u673a\u4ea4\u4e92\u6a21\u578b\u8be5\u600e\u4e48\u8bbe\u8ba1\uff1f\u4ec0\u4e48\u65f6\u5019\u5b83\u5e94\u8be5\u6253\u65ad\u4f60\uff1f\u4ec0\u4e48\u65f6\u5019\u72ec\u7acb\u63a8\u8fdb\uff1f<\/p>\n

\u8fd9\u4e2a\u95ee\u9898\u8fd8\u6ca1\u6709\u6700\u7ec8\u7b54\u6848\u3002\u800c\u4e14\u968f\u7740\u6a21\u578b\u80fd\u529b\u63d0\u5347\uff0c\u8fd9\u4e9b\u4ea4\u4e92\u51b3\u7b56\u4e5f\u4f1a\u6539\u53d8\u3002\u5982\u679c\u4f60\u670950\u4e2a\u5b9e\u4e60\u751f\uff0c\u4f60\u4f1a\u600e\u4e48\u7ba1\u7406\uff1f\u4e5f\u8bb8\u4f60\u771f\u7684\u4f1a\u60f3\u898150\u4e2a\u2014\u2014\u524d\u63d0\u662f\u4ed6\u4eec\u8db3\u591f\u4f18\u79c0\u3002<\/p>\n

Shawn Wang\uff1a\u90a3\u7ba1\u7406\u6210\u672c\u4e5f\u5f88\u9ad8\u3002<\/p>\n

Jeff Dean\uff1a\u662f\u7684\u3002\u4f46\u4f60\u53ef\u80fd\u4f1a\u628a\u4ed6\u4eec\u5206\u6210\u5c0f\u7ec4\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u7ba1\u7406 50 \u4e2a\u4eba\u3002\u540c\u6837\u7684\uff0c\u5982\u679c\u4e00\u4e2a\u4eba\u7ba1\u740650\u4e2a\u865a\u62df\u667a\u80fd\u4f53\uff0c\u800c\u4e0d\u662f50\u4e2a\u771f\u4eba\u5de5\u7a0b\u5e08\uff0c\u4e5f\u8bb8\u7ec4\u7ec7\u7ed3\u6784\u548c\u6c9f\u901a\u5e26\u5bbd\u4f1a\u66f4\u9ad8\u6548\u3002<\/p>\n

\u4e94\u4e2a\u5de5\u7a0b\u5e08\u5404\u81ea\u7ba1\u740650\u4e2a\u667a\u80fd\u4f53\uff0c\u5f7c\u6b64\u4e4b\u95f4\u53ef\u80fd\u53cd\u800c\u6709\u66f4\u9ad8\u5e26\u5bbd\u7684\u4ea4\u6d41\uff0c\u800c\u4e0d\u662f\u6bcf\u4eba\u90fd\u8981\u534f\u8c03\u4e00\u4e2a50\u4eba\u56e2\u961f\u3002<\/p>\n

Alessio Fanelli\uff1a\u90a3\u4f60\u89c9\u5f97\u8fd9\u79cd\u6a21\u5f0f\u4f1a\u4e0d\u4f1a\u8ba9\u4eba\u53d8\u5f97\u66f4\u5b64\u7acb\uff1f\u6bd4\u5982\u4f60\u60f3\u627e\u522b\u4eba\u4e00\u8d77\u201cpair programming\u201d\uff0c\u4f46\u73b0\u5728\u5df2\u7ecf\u670950\u4e2a\u667a\u80fd\u4f53\u5e76\u884c\u5b8c\u6210\u4e86\u5927\u91cf\u5de5\u4f5c\uff0c\u8981\u628a\u4e0a\u4e0b\u6587\u8bb2\u6e05\u695a\u53cd\u800c\u66f4\u96be\u3002<\/p>\n

Jeff Dean\uff1a\u4e5f\u8bb8\u3002\u4f46\u4f20\u7edf\u7684\u8f6f\u4ef6\u7ec4\u7ec7\u5176\u5b9e\u4e5f\u662f\u9ad8\u5ea6\u5206\u5de5\u7684\u300250\u4e2a\u4eba\u5728\u4e0d\u540c\u6a21\u5757\u4e0a\u5de5\u4f5c\uff0c\u672c\u6765\u4e5f\u4e0d\u4f1a\u9ad8\u9891\u4e92\u52a8\u3002<\/p>\n

\u5982\u679c\u662f5\u4e2a\u4eba\u5404\u81ea\u7ba1\u740650\u4e2a\u667a\u80fd\u4f53\uff0c\u53cd\u800c\u53ef\u80fd\u5728\u8fd95\u4eba\u4e4b\u95f4\u5f62\u6210\u66f4\u9ad8\u6548\u7684\u534f\u4f5c\u7ed3\u6784\u3002\u5177\u4f53\u4f1a\u600e\u4e48\u6f14\u5316\uff0c\u6211\u4e5f\u4e0d\u786e\u5b9a\u3002<\/p>\n

Alessio Fanelli\uff1a\u90a3\u4f60\u7684\u5de5\u4f5c\u8282\u594f\u4f1a\u600e\u4e48\u6539\u53d8\uff1f\u662f\u4e0d\u662f\u8981\u82b1\u66f4\u591a\u65f6\u95f4\u5728\u8bbe\u8ba1\u548cspecification\u4e0a\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u89c9\u5f97\u8fd9\u662f\u4e2a\u975e\u5e38\u5173\u952e\u7684\u53d8\u5316\u3002\u8fc7\u53bb\u5927\u5bb6\u90fd\u88ab\u6559\u5bfc\u8981\u5199\u6e05\u6670\u7684specification\uff0c\u4f46\u8bf4\u5b9e\u8bdd\uff0c\u6ca1\u6709\u591a\u5c11\u4eba\u771f\u6b63\u91cd\u89c6\u201c\u82f1\u6587\u89c4\u683c\u8bf4\u660e\u201d\u8fd9\u4e2a\u4ea7\u7269\u3002<\/p>\n

\u4f46\u5982\u679c\u4f60\u662f\u8ba9\u4e00\u4e2aagent\u4e3a\u4f60\u5199\u4ee3\u7801\uff0c\u4f60\u5fc5\u987b\u628aspecification\u5199\u5f97\u975e\u5e38\u6e05\u695a\u3002\u56e0\u4e3a\u8f93\u51fa\u8d28\u91cf\u5b8c\u5168\u53d6\u51b3\u4e8e\u4f60\u5982\u4f55\u5b9a\u4e49\u95ee\u9898\u3002\u5982\u679c\u4f60\u6ca1\u5199\u6e05\u695a\u67d0\u4e2acorner case\uff0c\u6ca1\u5f3a\u8c03\u6027\u80fd\u8981\u6c42\uff0c\u6a21\u578b\u5c31\u5f88\u53ef\u80fd\u5ffd\u7565\u8fd9\u4e9b\u3002<\/p>\n

\u56e0\u6b64\uff0c\u6211\u8ba4\u4e3a\u672a\u6765\u4e00\u4e2a\u91cd\u8981\u80fd\u529b\u662f\uff1a\u7528\u975e\u5e38\u7cbe\u786e\u3001\u65e0\u6b67\u4e49\u7684\u65b9\u5f0f\u8868\u8fbe\u4f60\u60f3\u8981\u4ec0\u4e48\u3002\u8fd9\u4e0d\u4ec5\u5bf9\u8f6f\u4ef6\u5de5\u7a0b\u91cd\u8981\uff0c\u5bf9\u4efb\u4f55\u590d\u6742\u4efb\u52a1\u90fd\u662f\u91cd\u8981\u80fd\u529b\u3002<\/p>\n

\u80fd\u591f\u201c\u6e05\u6670\u8868\u8fbe\u9700\u6c42\u201d\uff0c\u4f1a\u6210\u4e3a\u4e00\u79cd\u6838\u5fc3\u6280\u80fd\u3002<\/p>\n

Shawn Wang\uff1a\u6211\u5e38\u5f00\u7684\u4e00\u4e2a\u73a9\u7b11\u662f\uff1a\u9ad8\u7ea7\u7684executive communication\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u5df2\u7ecf\u63a5\u8fd1\u201c\u9b54\u6cd5\u201d\u4e86\u2014\u2014\u5c31\u50cf\u5199\u5185\u90e8\u5907\u5fd8\u5f55\u4e00\u6837\uff0c\u4f60\u5fc5\u987b\u6781\u5176\u8c28\u614e\u5730\u6743\u8861\u63aa\u8f9e\u3002\u6211\u89c9\u5f97\u73b0\u5728\u505a\u63d0\u793a\u5de5\u7a0b\u5176\u5b9e\u4e5f\u8d8a\u6765\u8d8a\u50cf\u8fd9\u79cd\u6c9f\u901a\u827a\u672f\u3002<\/p>\n

\u800c\u4e14\u6211\u8ba4\u4e3a\u201c\u591a\u6a21\u6001\u201d\u975e\u5e38\u91cd\u8981\u3002\u6bd4\u5982Google\u5f53\u5e74\u63a8\u51fa\u7684\u4e00\u4e9b\u6a21\u578b\uff0c\u4e00\u5f00\u59cb\u5c31\u5f3a\u8c03\u5f3a\u591a\u6a21\u6001\u80fd\u529b\uff0c\u5305\u62ec\u89c6\u9891\u3002\u8fd9\u5176\u5b9e\u662f\u7ed9\u6a21\u578b\u6700\u9ad8\u5e26\u5bbd\u7684\u4e00\u79cd\u8f93\u5165\u65b9\u5f0f\uff0c\u662f\u4e00\u79cd\u6781\u5176\u5f3a\u5927\u7684\u6c9f\u901a\u624b\u6bb5\u3002<\/p>\n

Alessio Fanelli\uff1a\u90a3\u4f60\u600e\u4e48\u5904\u7406\u81ea\u5df1\u8111\u5b50\u91cc\u90a3\u4e9b\u7ecf\u9a8c\u6027\u7684\u77e5\u8bc6\uff1f\u6bd4\u5982\u4f60\u5bf9\u6027\u80fd\u4f18\u5316\u6709\u5f88\u5f3a\u7684\u201c\u76f4\u89c9\u611f\u201d\uff0c\u77e5\u9053\u54ea\u4e9b\u5730\u65b9\u53ef\u80fd\u6709\u63d0\u5347\u7a7a\u95f4\u3002<\/p>\n

\u73b0\u5728\u662f\u4e0d\u662f\u66f4\u6709\u4ef7\u503c\u628a\u8fd9\u4e9b\u901a\u7528\u7ecf\u9a8c\u7cfb\u7edf\u6027\u5199\u4e0b\u6765\uff0c\u4f5c\u4e3a\u53ef\u4ee5\u68c0\u7d22\u7684\u8d44\u6599\u5582\u7ed9\u6a21\u578b\uff1f<\/p>\n

\u6bd4\u5982\u8fb9\u754c\u60c5\u51b5\u5c31\u662f\u4e2a\u597d\u4f8b\u5b50\u2014\u2014\u4ee5\u524d\u4f60\u8111\u5b50\u91cc\u81ea\u7136\u4f1a\u60f3\u5230\u67d0\u4e9b\u7279\u5b9a\u573a\u666f\uff0c\u73b0\u5728\u662f\u4e0d\u662f\u6bcf\u6b21\u90fd\u5f97\u660e\u786e\u5199\u51fa\u6765\uff1f\u4f60\u4f1a\u5efa\u8bae\u5927\u5bb6\u82b1\u66f4\u591a\u65f6\u95f4\u5199\u8fd9\u4e9b\u201c\u901a\u7528\u6307\u5357\u201d\u5417\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u786e\u5b9e\u8ba4\u4e3a\uff0c\u9ad8\u8d28\u91cf\u7684\u8f6f\u4ef6\u5de5\u7a0b\u6307\u5357\u4f1a\u53d8\u5f97\u66f4\u91cd\u8981\u3002\u56e0\u4e3a\u5b83\u4eec\u65e2\u53ef\u4ee5\u4f5c\u4e3a\u6a21\u578b\u7684\u8f93\u5165\u4e0a\u4e0b\u6587\uff0c\u4e5f\u53ef\u4ee5\u88ab\u5176\u4ed6\u5de5\u7a0b\u5e08\u9605\u8bfb\uff0c\u4ece\u800c\u5e2e\u52a9\u4ed6\u4eec\u5199\u51fa\u66f4\u6e05\u6670\u7684prompt\u3002<\/p>\n

\u672a\u5fc5\u9700\u8981\u4e3a\u6bcf\u4e2a\u5177\u4f53\u95ee\u9898\u90fd\u5199\u4e00\u4efd\u4e13\u95e8\u6587\u6863\uff0c\u4f46\u5982\u679c\u4f60\u6709\u4e00\u4e9b\u901a\u7528\u6307\u5357\uff0c\u7136\u540e\u628a\u5b83\u4eec\u653e\u8fdb coding agent \u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c\u90a3\u4f1a\u975e\u5e38\u6709\u5e2e\u52a9\u3002<\/p>\n

\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u91cc\uff0c\u4f60\u53ef\u4ee5\u5217\u51fa\u5e38\u89c1\u6545\u969c\u7c7b\u578b\uff0c\u4ee5\u53ca\u5bf9\u5e94\u7684\u5904\u7406\u6280\u672f\u3002\u6bd4\u5982Paxos\u8fd9\u6837\u7684\u590d\u5236\u534f\u8bae\uff0c\u6216\u8005\u5411\u4e24\u4e2a\u8282\u70b9\u53d1\u9001\u8bf7\u6c42\u3001\u53ea\u9700\u4e00\u4e2a\u8fd4\u56de\u5373\u53ef\u5bb9\u9519\u7684\u7b56\u7565\u3002<\/p>\n

\u5982\u679c\u4f60\u5199\u4e00\u4efd\u5305\u542b 20 \u79cd\u7c7b\u4f3c\u6280\u672f\u7684\u7b80\u660e\u8bf4\u660e\uff0c\u90a3\u5927\u6982\u7387\u80fd\u5e2e\u52a9coding agent\u6784\u5efa\u51fa\u66f4\u53ef\u9760\u3001\u66f4\u5065\u58ee\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\u3002<\/p>\n

Shawn Wang\uff1a\u56de\u5230prompt\u548c\u8fed\u4ee3\u8fd9\u4e2a\u8bdd\u9898\u3002\u6211\u4e00\u76f4\u60f3\u505a\u4e00\u4e2aA\/B\u5b9e\u9a8c\uff1a<\/p>\n

\u662f\u4e09\u6b21\u201c\u5feb\u901f\u4f46\u80fd\u529b\u4e00\u822c\u201d\u7684\u6a21\u578b\u8c03\u7528\u3001\u6bcf\u6b21\u90fd\u6709\u4eba\u7c7b\u6821\u51c6\u6548\u679c\u66f4\u597d\uff1f\u8fd8\u662f\u4e00\u6b21\u5199\u4e00\u4e2a\u975e\u5e38\u957f\u3001\u975e\u5e38\u8be6\u5c3d\u7684prompt\uff0c\u7136\u540e\u8ba9\u4e00\u4e2a\u5f88\u5f3a\u7684\u6a21\u578b\u4e00\u6b21\u5b8c\u6210\u66f4\u597d\uff1f<\/p>\n

\u5f88\u591a\u65f6\u5019\u6027\u80fd\u4e0d\u4f73\uff0c\u662f\u56e0\u4e3a\u4f60\u6ca1\u5199\u6e05\u695a\u9700\u6c42\uff0c\u800c\u4e0d\u662f\u6a21\u578b\u4e0d\u884c\u3002\u6a21\u578b\u5176\u5b9e\u53ef\u4ee5\u751f\u621010\u79cd\u5408\u7406\u7ed3\u679c\uff0c\u53ea\u662f\u4f60\u60f3\u8981\u5176\u4e2d1\u79cd\u3002<\/p>\n

Jeff Dean\uff1a\u5bf9\uff0c\u672c\u8d28\u4e0a\u662f\u201c\u6b20\u89c4\u683c\u5316\u201d\u3002\u5982\u679c\u95ee\u9898\u6ca1\u88ab\u6e05\u6670\u5b9a\u4e49\uff0c\u6a21\u578b\u53ea\u80fd\u731c\u3002\u800c\u591a\u8f6e\u5feb\u901f\u4ea4\u4e92\uff0c\u5f80\u5f80\u8db3\u591f\u903c\u8fd1\u4f60\u771f\u6b63\u60f3\u8981\u7684\u7ed3\u679c\u3002\u6211\u4e2a\u4eba\u975e\u5e38\u76f8\u4fe1\u201c\u4f4e\u5ef6\u8fdf\u201d\u7684\u4ef7\u503c\u3002\u4f4e\u5ef6\u8fdf\u4ea4\u4e92\u4f1a\u8ba9\u7cfb\u7edf\u4f7f\u7528\u4f53\u9a8c\u53d8\u5f97\u6109\u60a6\u5f97\u591a\u3002\u5982\u679c\u54cd\u5e94\u616210\u500d\u621620\u500d\uff0c\u4f53\u9a8c\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n

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Shawn Wang\uff1a\u4f46\u53e6\u4e00\u65b9\u9762\uff0c\u4e5f\u6709\u50cfDeepThink\u8fd9\u79cd\u5f3a\u8c03\u6df1\u5ea6\u63a8\u7406\u3001\u4f46\u5ef6\u8fdf\u8f83\u9ad8\u7684\u6a21\u578b\u3002<\/p>\n

Jeff Dean\uff1a\u5982\u679c\u6210\u672c\u548c\u5ef6\u8fdf\u4e0d\u662f\u95ee\u9898\uff0c\u4f60\u5f53\u7136\u4f1a\u4e00\u76f4\u7528DeepThink\u3002<\/p>\n

\u5047\u8bbe\u786c\u4ef6\u63d0\u534720\u500d\u5ef6\u8fdf\u964d\u4f4e\uff0c\u90a3\u4f60\u81ea\u7136\u5e0c\u671b\u6a21\u578b\u5177\u5907\u66f4\u5f3a\u63a8\u7406\u80fd\u529b\u3002\u4f46\u6709\u8da3\u7684\u662f\uff0c\u5f53\u786c\u4ef6\u53d8\u5feb\u540e\uff0c\u4f60\u5f80\u5f80\u53c8\u4f1a\u8bbe\u8ba1\u51fa\u66f4\u590d\u6742\u7684\u6a21\u578b\uff0c\u518d\u6b21\u628a\u65f6\u95f4\u7528\u6ee1\u3002<\/p>\n

Shawn Wang\uff1a\u5e15\u7d2f\u6258\u524d\u6cbf\u603b\u662f\u5728\u5f80\u4e0a\u722c\u3002\u6700\u540e\u95ee\u4e2a\u9884\u6d4b\u95ee\u9898\u3002\u6709\u6ca1\u6709\u4f60\u89c9\u5f97\u73b0\u5728\u8fd8\u4e0d\u6ee1\u610f\u3001\u4f46\u5f88\u5feb\u4f1a\u5b9e\u73b0\u7684\u80fd\u529b\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u7ed9\u4e24\u4e2a\u9884\u6d4b\u3002<\/p>\n

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Shawn Wang\uff1a\u5927\u5bb6\u5e38\u7528\u201c\u6bcf\u79d2tokens\u6570\u201d\u6765\u8861\u91cf\u901f\u5ea6\u3002\u6bd4\u5982\u73b0\u5728100 tokens\/s\uff0c\u5982\u679c\u80fd\u52301000\u6709\u610f\u4e49\u5417\uff1f\u90a310000\u5462\uff1f<\/p>\n

Jeff Dean\uff1a\u5f53\u7136\u6709\u610f\u4e49\u3002<\/p>\n

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Shawn Wang\uff1a\u5230\u90a3\u4e2a\u901f\u5ea6\uff0c\u4f60\u90fd\u4e0d\u4f1a\u8bfb\u4ee3\u7801\u4e86\u3002<\/p>\n

Jeff Dean\uff1a\u672a\u5fc5\u3002\u4e5f\u8bb8\u6700\u7ec8\u4ee3\u7801\u53ea\u67091000 tokens\uff0c\u4f46\u80cc\u540e\u7528\u4e869000 tokens\u7684\u63a8\u7406\u3002\u8fd9\u6837\u751f\u6210\u7684\u4ee3\u7801\uff0c\u53cd\u800c\u66f4\u503c\u5f97\u9605\u8bfb\u3002<\/p>\n

\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/www.youtube.com\/watch?v=F_1oDPWxpFQ<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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\u8fd8\u63ed\u79d8\u84b8\u998f\u662f\u8c37\u6b4cFlash\u6a21\u578b\u7a81\u7834\u7684\u5173\u952e<\/p>\n

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Jeff Dean\u8fd8\u63ed\u79d8\u4e86\u8c37\u6b4c\u76ee<\/p>\n","protected":false},"author":1,"featured_media":2604,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2608","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/2608","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=2608"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/2608\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/2604"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=2608"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=2608"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=2608"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}